diff --git a/notebooks/demo/demo-intake-catalog.ipynb b/notebooks/demo/demo-intake-catalog.ipynb index 6770134..f9c81bf 100644 --- a/notebooks/demo/demo-intake-catalog.ipynb +++ b/notebooks/demo/demo-intake-catalog.ipynb @@ -3487,7 +3487,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "id": "01cf2bf7-0b1d-4061-94c1-a0a5bd8168a8", "metadata": {}, "outputs": [ @@ -3649,7 +3649,7 @@ "372 https://data.mips.copernicus-climate.eu/thredd... " ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -3663,11 +3663,531 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "e684bb3d-66cd-4e0e-8cb3-18fa68bac222", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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ds_idpathsizeprojectdomainexperimenttime_frequencyvariablestart_timeend_timebboxlevelurl
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253c3s-cica-atlas.clt.CORDEX-EUR-11.historical.monCORDEX-EUR-11/historical/clt_CORDEX-EUR-11_his...NaNCORDEX-EUR-11Europe (EURO-CORDEX)historicalmonclt1970-01-01T00:00:002005-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
254c3s-cica-atlas.huss.CORDEX-EUR-11.historical.monCORDEX-EUR-11/historical/huss_CORDEX-EUR-11_hi...NaNCORDEX-EUR-11Europe (EURO-CORDEX)historicalmonhuss1970-01-01T00:00:002005-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
255c3s-cica-atlas.evspsbl.CORDEX-EUR-11.historica...CORDEX-EUR-11/historical/evspsbl_CORDEX-EUR-11...NaNCORDEX-EUR-11Europe (EURO-CORDEX)historicalmonevspsbl1970-01-01T00:00:002005-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
256c3s-cica-atlas.fd.CORDEX-EUR-11.historical.monCORDEX-EUR-11/historical/fd_CORDEX-EUR-11_hist...NaNCORDEX-EUR-11Europe (EURO-CORDEX)historicalmonfd1970-01-01T00:00:002005-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
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ds_idpathsizeprojectdomainexperimenttime_frequencyvariablestart_timeend_timebboxlevelurl
198c3s-cica-atlas.cdd.CORDEX-CORE.historical.yrCORDEX-CORE/historical/cdd_CORDEX-CORE_histori...NaNCORDEX-COREGlobal (mosaic)historicalyrcdd1970-01-01T00:00:002005-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
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200c3s-cica-atlas.evspsbl.CORDEX-CORE.historical.monCORDEX-CORE/historical/evspsbl_CORDEX-CORE_his...NaNCORDEX-COREGlobal (mosaic)historicalmonevspsbl1970-01-01T00:00:002005-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
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ds_idpathsizeprojectdomainexperimenttime_frequencyvariablestart_timeend_timebboxlevelurl
48c3s-cica-atlas.cd.CMIP6.historical.yrCMIP6/historical/cd_CMIP6_historical_yr_1850-2...NaNCMIP6Globalhistoricalyrcd1850-01-01T00:00:002014-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
49c3s-cica-atlas.cdd.CMIP6.historical.yrCMIP6/historical/cdd_CMIP6_historical_yr_1850-...NaNCMIP6Globalhistoricalyrcdd1850-01-01T00:00:002014-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
50c3s-cica-atlas.clt.CMIP6.historical.monCMIP6/historical/clt_CMIP6_historical_mon_1850...NaNCMIP6Globalhistoricalmonclt1850-01-01T00:00:002014-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
51c3s-cica-atlas.evspsbl.CMIP6.historical.monCMIP6/historical/evspsbl_CMIP6_historical_mon_...NaNCMIP6Globalhistoricalmonevspsbl1850-01-01T00:00:002014-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
52c3s-cica-atlas.fd.CMIP6.historical.monCMIP6/historical/fd_CMIP6_historical_mon_18500...NaNCMIP6Globalhistoricalmonfd1850-01-01T00:00:002014-12-31T00:00:00NaNNaNhttps://data.mips.copernicus-climate.eu/thredd...
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<xarray.Dataset>\n",
-       "Dimensions:    (lat: 721, bnds: 2, lon: 1440, time: 3)\n",
+       "Dimensions:    (lat: 65, bnds: 2, lon: 41, time: 3)\n",
        "Coordinates:\n",
-       "  * lat        (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
-       "  * lon        (lon) float64 -180.0 -179.8 -179.5 -179.2 ... 179.2 179.5 179.8\n",
+       "  * lat        (lat) float64 49.0 49.25 49.5 49.75 ... 64.25 64.5 64.75 65.0\n",
+       "  * lon        (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 9.0 9.25 9.5 9.75 10.0\n",
        "  * time       (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n",
        "    height2m   float64 ...\n",
        "Dimensions without coordinates: bnds\n",
@@ -485,25 +486,36 @@
        "    geospatial_lon_resolution:  0.25\n",
        "    geospatial_lon_units:       degrees_east\n",
        "    date_created:               2023-10-23 11:32:52.726326+02:00\n",
-       "    tracking_id:                35730460-414f-41df-988b-674b3e9def74
" + " tracking_id: 35730460-414f-41df-988b-674b3e9def74" ], "text/plain": [ "\n", - "Dimensions: (lat: 721, bnds: 2, lon: 1440, time: 3)\n", + "Dimensions: (lat: 65, bnds: 2, lon: 41, time: 3)\n", "Coordinates:\n", - " * lat (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n", - " * lon (lon) float64 -180.0 -179.8 -179.5 -179.2 ... 179.2 179.5 179.8\n", + " * lat (lat) float64 49.0 49.25 49.5 49.75 ... 64.25 64.5 64.75 65.0\n", + " * lon (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 9.0 9.25 9.5 9.75 10.0\n", " * time (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n", " height2m float64 ...\n", "Dimensions without coordinates: bnds\n", @@ -570,7 +582,8 @@ "wf = ops.Subset(\n", " ds, \n", " time=\"2000/2000\",\n", - " time_components=\"month:jan,feb,mar\"\n", + " time_components=\"month:jan,feb,mar\",\n", + " area='0.,49.,10.,65',\n", ")\n", "\n", "resp = wf.orchestrate()\n", @@ -586,7 +599,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_1e6o0z6_/output_001.nc.\n" + "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_ox7kour1/output_001.nc.\n" ] }, { @@ -956,10 +969,10 @@ " fill: currentColor;\n", "}\n", "
<xarray.Dataset>\n",
-       "Dimensions:      (lat: 1801, bnds: 2, lon: 3600, time: 3)\n",
+       "Dimensions:      (lat: 160, bnds: 2, lon: 100, time: 3)\n",
        "Coordinates:\n",
-       "  * lat          (lat) float64 -90.0 -89.9 -89.8 -89.7 ... 89.7 89.8 89.9 90.0\n",
-       "  * lon          (lon) float64 -180.0 -179.9 -179.8 -179.7 ... 179.7 179.8 179.9\n",
+       "  * lat          (lat) float64 49.1 49.2 49.3 49.4 49.5 ... 64.7 64.8 64.9 65.0\n",
+       "  * lon          (lon) float64 0.01099 0.111 0.211 0.311 ... 9.712 9.812 9.912\n",
        "  * time         (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n",
        "    threshold0c  float64 ...\n",
        "    height2m     float64 ...\n",
@@ -983,35 +996,98 @@
        "    geospatial_lon_resolution:  0.100006103515625\n",
        "    geospatial_lon_units:       degrees_east\n",
        "    date_created:               2023-11-03 11:22:46.830730+01:00\n",
-       "    tracking_id:                888a50fd-716c-4755-9c0f-2d029a53ffb4
  • Conventions :
    CF-1.9 ACDD-1.3
    title :
    Copernicus Interactive Climate Atlas: gridded monthly dataset
    summary :
    Monthly/annual gridded data from observations, reanalyses and climate change projections for the variables and indices included in the Copernicus Interactive Climate Atlas
    institution :
    Copernicus Climate Change Service (C3S)
    producers :
    Institute of Physics of Cantabria (IFCA, CSIC-UC) and Predictia
    license :
    CC-BY 4.0, https://creativecommons.org/licenses/by/4.0/
    project :
    Copernicus Interactive Climate Atlas
    product :
    copernicus -interactive-climate-atlas-dataset
    product_version :
    v1.0
    standard_name_vocabulary :
    CF Standard Name Table (Version 79, 2022-03-19)
    source :
    ERA5-Land
    frequency :
    mon
    variable_id :
    fd
    time_min :
    195001
    time_max :
    202212
    geospatial_lat_min :
    -90.04999923706055
    geospatial_lat_max :
    90.0472526550293
    geospatial_lat_resolution :
    0.09999847412109375
    geospatial_lat_units :
    degrees_north
    geospatial_lon_min :
    -180.0500030517578
    geospatial_lon_max :
    179.9719696044922
    geospatial_lon_resolution :
    0.100006103515625
    geospatial_lon_units :
    degrees_east
    date_created :
    2023-11-03 11:22:46.830730+01:00
    tracking_id :
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    • " ], "text/plain": [ "\n", - "Dimensions: (lat: 1801, bnds: 2, lon: 3600, time: 3)\n", + "Dimensions: (lat: 160, bnds: 2, lon: 100, time: 3)\n", "Coordinates:\n", - " * lat (lat) float64 -90.0 -89.9 -89.8 -89.7 ... 89.7 89.8 89.9 90.0\n", - " * lon (lon) float64 -180.0 -179.9 -179.8 -179.7 ... 179.7 179.8 179.9\n", + " * lat (lat) float64 49.1 49.2 49.3 49.4 49.5 ... 64.7 64.8 64.9 65.0\n", + " * lon (lon) float64 0.01099 0.111 0.211 0.311 ... 9.712 9.812 9.912\n", " * time (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n", " threshold0c float64 ...\n", " height2m float64 ...\n", @@ -1079,7 +1155,8 @@ "wf = ops.Subset(\n", " ds, \n", " time=\"2000/2000\",\n", - " time_components=\"month:jan,feb,mar\"\n", + " time_components=\"month:jan,feb,mar\",\n", + " area='0.,49.,10.,65',\n", ")\n", "\n", "resp = wf.orchestrate()\n", @@ -1095,7 +1172,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_iy_6c0w2/output_001.nc.\n" + "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_ayy1k_pc/output_001.nc.\n" ] }, { @@ -1465,10 +1542,10 @@ " fill: currentColor;\n", "}\n", "
    <xarray.Dataset>\n",
-       "Dimensions:          (lat: 90, bnds: 2, lon: 180, time: 3, member: 79)\n",
+       "Dimensions:          (lat: 9, bnds: 2, lon: 5, time: 3, member: 79)\n",
        "Coordinates:\n",
-       "  * lat              (lat) float64 -89.0 -87.0 -85.0 -83.0 ... 85.0 87.0 89.0\n",
-       "  * lon              (lon) float64 -179.0 -177.0 -175.0 ... 175.0 177.0 179.0\n",
+       "  * lat              (lat) float64 49.0 51.0 53.0 55.0 57.0 59.0 61.0 63.0 65.0\n",
+       "  * lon              (lon) float64 1.0 3.0 5.0 7.0 9.0\n",
        "  * time             (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n",
        "    member_id        (member) object ...\n",
        "    gcm_institution  (member) object ...\n",
@@ -1494,53 +1571,15 @@
        "    geospatial_lon_resolution:  2.0\n",
        "    geospatial_lon_units:       degrees_east\n",
        "    date_created:               2023-10-23 10:18:38.576946+02:00\n",
-       "    tracking_id:                f186e3e2-8523-4785-abd4-975147ec8240
    " + " tracking_id: f186e3e2-8523-4785-abd4-975147ec8240" ], "text/plain": [ "\n", - "Dimensions: (lat: 90, bnds: 2, lon: 180, time: 3, member: 79)\n", + "Dimensions: (lat: 9, bnds: 2, lon: 5, time: 3, member: 79)\n", "Coordinates:\n", - " * lat (lat) float64 -89.0 -87.0 -85.0 -83.0 ... 85.0 87.0 89.0\n", - " * lon (lon) float64 -179.0 -177.0 -175.0 ... 175.0 177.0 179.0\n", + " * lat (lat) float64 49.0 51.0 53.0 55.0 57.0 59.0 61.0 63.0 65.0\n", + " * lon (lon) float64 1.0 3.0 5.0 7.0 9.0\n", " * time (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n", " member_id (member) object ...\n", " gcm_institution (member) object ...\n", @@ -1604,12 +1643,14 @@ ], "source": [ "ds = ops.Input(\n", - " 'ds', ['c3s-cica-atlas.cd.CMIP6.historical.yr']\n", + " 'ds', ['c3s-cica-atlas.fd.CMIP6.historical.mon']\n", ")\n", "\n", "wf = ops.Subset(\n", " ds, \n", " time=\"2000/2000\",\n", + " time_components=\"month:jan,feb,mar\",\n", + " area='0.,49.,10.,65',\n", ")\n", "\n", "resp = wf.orchestrate()\n", @@ -1625,7 +1666,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_d142qbji/output_001.nc.\n" + "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_q9vhrz21/output_001.nc.\n" ] }, { @@ -1995,23 +2036,23 @@ " fill: currentColor;\n", "}\n", "
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-       "Dimensions:          (lat: 180, bnds: 2, lon: 360, time: 1, member: 22)\n",
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        "Coordinates:\n",
-       "  * lat              (lat) float64 -89.5 -88.5 -87.5 -86.5 ... 87.5 88.5 89.5\n",
-       "  * lon              (lon) float64 -179.5 -178.5 -177.5 ... 177.5 178.5 179.5\n",
-       "  * time             (time) datetime64[ns] 2000-01-01\n",
+       "  * lat              (lat) float64 49.5 50.5 51.5 52.5 ... 61.5 62.5 63.5 64.5\n",
+       "  * lon              (lon) float64 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5\n",
+       "  * time             (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n",
        "    member_id        (member) object ...\n",
        "    gcm_institution  (member) object ...\n",
        "    gcm_model        (member) object ...\n",
        "    gcm_variant      (member) object ...\n",
-       "    threshold22c     float64 ...\n",
+       "    threshold0c      float64 ...\n",
        "    height2m         float64 ...\n",
        "Dimensions without coordinates: bnds, member\n",
        "Data variables:\n",
        "    lat_bnds         (lat, bnds) float64 ...\n",
        "    lon_bnds         (lon, bnds) float64 ...\n",
        "    time_bnds        (time, bnds) datetime64[ns] ...\n",
-       "    cd               (member, time, lat, lon) float32 ...\n",
+       "    fd               (member, time, lat, lon) float32 ...\n",
        "    crs              int32 ...\n",
        "Attributes: (12/26)\n",
        "    Conventions:                CF-1.9 ACDD-1.3\n",
@@ -2025,53 +2066,32 @@
        "    geospatial_lon_max:         180.0\n",
        "    geospatial_lon_resolution:  1.0\n",
        "    geospatial_lon_units:       degrees_east\n",
-       "    date_created:               2023-09-22 11:26:26.545680+02:00\n",
-       "    tracking_id:                7982509b-7c40-4e71-9bb9-825c9a41f17c
    " + " date_created: 2023-09-28 13:44:24.110010+02:00\n", + " tracking_id: 363128f3-0c81-4b08-9dc0-2b9fca993bd6" ], "text/plain": [ "\n", - "Dimensions: (lat: 180, bnds: 2, lon: 360, time: 1, member: 22)\n", + "Dimensions: (lat: 16, bnds: 2, lon: 10, time: 3, member: 26)\n", "Coordinates:\n", - " * lat (lat) float64 -89.5 -88.5 -87.5 -86.5 ... 87.5 88.5 89.5\n", - " * lon (lon) float64 -179.5 -178.5 -177.5 ... 177.5 178.5 179.5\n", - " * time (time) datetime64[ns] 2000-01-01\n", + " * lat (lat) float64 49.5 50.5 51.5 52.5 ... 61.5 62.5 63.5 64.5\n", + " * lon (lon) float64 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5\n", + " * time (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n", " member_id (member) object ...\n", " gcm_institution (member) object ...\n", " gcm_model (member) object ...\n", " gcm_variant (member) object ...\n", - " threshold22c float64 ...\n", + " threshold0c float64 ...\n", " height2m float64 ...\n", "Dimensions without coordinates: bnds, member\n", "Data variables:\n", " lat_bnds (lat, bnds) float64 ...\n", " lon_bnds (lon, bnds) float64 ...\n", " time_bnds (time, bnds) datetime64[ns] ...\n", - " cd (member, time, lat, lon) float32 ...\n", + " fd (member, time, lat, lon) float32 ...\n", " crs int32 ...\n", "Attributes: (12/26)\n", " Conventions: CF-1.9 ACDD-1.3\n", @@ -2085,8 +2105,8 @@ " geospatial_lon_max: 180.0\n", " geospatial_lon_resolution: 1.0\n", " geospatial_lon_units: degrees_east\n", - " date_created: 2023-09-22 11:26:26.545680+02:00\n", - " tracking_id: 7982509b-7c40-4e71-9bb9-825c9a41f17c" + " date_created: 2023-09-28 13:44:24.110010+02:00\n", + " tracking_id: 363128f3-0c81-4b08-9dc0-2b9fca993bd6" ] }, "execution_count": 10, @@ -2131,6 +2151,7 @@ " ds, \n", " time=\"2000/2000\",\n", " time_components=\"month:jan,feb,mar\",\n", + " area='0.,49.,10.,65',\n", ")\n", "\n", "resp = wf.orchestrate()\n", @@ -2146,7 +2167,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_vlh3e1pj/output_001.nc.\n" + "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_73829ugq/output_001.nc.\n" ] }, { @@ -2516,10 +2537,10 @@ " fill: currentColor;\n", "}\n", "
    <xarray.Dataset>\n",
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+       "Dimensions:    (lat: 64, bnds: 2, lon: 40, time: 3)\n",
        "Coordinates:\n",
-       "  * lat        (lat) float64 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
-       "  * lon        (lon) float64 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
+       "  * lat        (lat) float64 49.12 49.38 49.62 49.88 ... 64.12 64.38 64.62 64.88\n",
+       "  * lon        (lon) float64 0.125 0.375 0.625 0.875 ... 9.125 9.375 9.625 9.875\n",
        "  * time       (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n",
        "Dimensions without coordinates: bnds\n",
        "Data variables:\n",
@@ -2541,25 +2562,37 @@
        "    geospatial_lon_resolution:  0.25\n",
        "    geospatial_lon_units:       degrees_east\n",
        "    date_created:               2023-10-24 11:01:24.009195+02:00\n",
-       "    tracking_id:                56ab2036-84aa-4f05-9e45-0bc540e4640a
    " + " tracking_id: 56ab2036-84aa-4f05-9e45-0bc540e4640a" ], "text/plain": [ "\n", - "Dimensions: (lat: 720, bnds: 2, lon: 1440, time: 3)\n", + "Dimensions: (lat: 64, bnds: 2, lon: 40, time: 3)\n", "Coordinates:\n", - " * lat (lat) float64 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n", - " * lon (lon) float64 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n", + " * lat (lat) float64 49.12 49.38 49.62 49.88 ... 64.12 64.38 64.62 64.88\n", + " * lon (lon) float64 0.125 0.375 0.625 0.875 ... 9.125 9.375 9.625 9.875\n", " * time (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n", "Dimensions without coordinates: bnds\n", "Data variables:\n", @@ -2609,7 +2642,7 @@ { "data": { "text/plain": [ - "False" + "True" ] }, "execution_count": 13, @@ -2632,41 +2665,982 @@ "resp.ok" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## workflow: subset cordex core" - ] - }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_tairyfqo/output_001.nc.\n" + ] + }, { "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ds = ops.Input(\n", - " 'ds', ['c3s-cica-atlas.cdd.CORDEX-CORE.historical.yr']\n", - ")\n", - "\n", - "wf = ops.Subset(\n", - " ds, \n", - " time=\"2000/2000\",\n", - ")\n", - "\n", - "resp = wf.orchestrate()\n", - "resp.ok" + "text/html": [ + "
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+       "Attributes: (12/26)\n",
+       "    Conventions:                CF-1.9 ACDD-1.3\n",
+       "    title:                      Copernicus Interactive Climate Atlas: gridded...\n",
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+       "    institution:                Copernicus Climate Change Service (C3S)\n",
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+       "    date_created:               2023-12-04 17:51:41.366602+01:00\n",
+       "    tracking_id:                29b12dbd-9dea-4294-9e8f-16a9168ac9f1
    " + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 720, bnds: 2, lon: 1440, time: 3, member: 9)\n", + "Coordinates:\n", + " * lat (lat) float64 -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n", + " * lon (lon) float64 -179.9 -179.6 -179.4 ... 179.4 179.6 179.9\n", + " * time (time) datetime64[ns] 2000-01-01 2000-02-01 2000-03-01\n", + " member_id (member) object ...\n", + " gcm_institution (member) object ...\n", + " gcm_model (member) object ...\n", + "Dimensions without coordinates: bnds, member\n", + "Data variables:\n", + " lat_bnds (lat, bnds) float64 ...\n", + " lon_bnds (lon, bnds) float64 ...\n", + " time_bnds (time, bnds) datetime64[ns] ...\n", + " rcm_model (member) object ...\n", + " rlds (member, time, lat, lon) float32 ...\n", + " crs int32 ...\n", + "Attributes: (12/26)\n", + " Conventions: CF-1.9 ACDD-1.3\n", + " title: Copernicus Interactive Climate Atlas: gridded...\n", + " summary: Monthly/annual gridded data from observations...\n", + " institution: Copernicus Climate Change Service (C3S)\n", + " producers: Institute of Physics of Cantabria (IFCA, CSIC...\n", + " license: CC-BY 4.0, https://creativecommons.org/licens...\n", + " ... ...\n", + " geospatial_lon_min: -180.0\n", + " geospatial_lon_max: 180.0\n", + " geospatial_lon_resolution: 0.25\n", + " geospatial_lon_units: degrees_east\n", + " date_created: 2023-12-04 17:51:41.366602+01:00\n", + " tracking_id: 29b12dbd-9dea-4294-9e8f-16a9168ac9f1" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds = resp.datasets()[0]\n", + "ds" ] } ], @@ -2686,7 +3660,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.0" + "version": "3.11.3" } }, "nbformat": 4,