From 28348e96ef2d5f7bb3be5302076e527d3585bbf8 Mon Sep 17 00:00:00 2001 From: Pingu Carsti Date: Wed, 31 Jan 2024 18:21:32 +0100 Subject: [PATCH] update atlas v1 nb --- notebooks/demo/demo-intake-catalog.ipynb | 188 +- .../demo/demo-rooki-c3s-cica-atlas.ipynb | 3092 ++++++++++++++++- 2 files changed, 3140 insertions(+), 140 deletions(-) diff --git a/notebooks/demo/demo-intake-catalog.ipynb b/notebooks/demo/demo-intake-catalog.ipynb index cf08a8c..140840f 100644 --- a/notebooks/demo/demo-intake-catalog.ipynb +++ b/notebooks/demo/demo-intake-catalog.ipynb @@ -3051,8 +3051,8 @@ " NaN\n", " CMIP5\n", " Global\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " pr\n", " 1850-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3068,8 +3068,8 @@ " NaN\n", " CMIP5\n", " Global\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " prsn\n", " 1850-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3085,8 +3085,8 @@ " NaN\n", " CMIP5\n", " Global\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " rx1day\n", " 1850-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3102,8 +3102,8 @@ " NaN\n", " CMIP5\n", " Global\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " rx5day\n", " 1850-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3119,8 +3119,8 @@ " NaN\n", " CMIP5\n", " Global\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " sfcwind\n", " 1850-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3153,8 +3153,8 @@ " NaN\n", " ERA5\n", " Global\n", + " NaN\n", " mon\n", - " v1\n", " tx40\n", " 1940-01-01T00:00:00\n", " 2022-12-31T00:00:00\n", @@ -3170,8 +3170,8 @@ " NaN\n", " ERA5\n", " Global\n", + " NaN\n", " mon\n", - " v1\n", " txx\n", " 1940-01-01T00:00:00\n", " 2022-12-31T00:00:00\n", @@ -3187,8 +3187,8 @@ " NaN\n", " ERA5\n", " Global\n", + " NaN\n", " mon\n", - " v1\n", " tx\n", " 1940-01-01T00:00:00\n", " 2022-12-31T00:00:00\n", @@ -3204,8 +3204,8 @@ " NaN\n", " ORAS5\n", " Global\n", + " NaN\n", " mon\n", - " v1\n", " siconc\n", " 1958-01-01T00:00:00\n", " 2014-12-31T00:00:00\n", @@ -3221,8 +3221,8 @@ " NaN\n", " ORAS5\n", " Global\n", + " NaN\n", " mon\n", - " v1\n", " sst\n", " 1958-01-01T00:00:00\n", " 2014-12-31T00:00:00\n", @@ -3262,18 +3262,18 @@ "410 ORAS5/siconc_ORAS5_mon_195801-201412.nc NaN ORAS5 Global \n", "411 ORAS5/sst_ORAS5_mon_195801-201412.nc NaN ORAS5 Global \n", "\n", - " experiment time_frequency variable start_time \\\n", - "0 NaN v1 pr 1850-01-01T00:00:00 \n", - "1 NaN v1 prsn 1850-01-01T00:00:00 \n", - "2 NaN v1 rx1day 1850-01-01T00:00:00 \n", - "3 NaN v1 rx5day 1850-01-01T00:00:00 \n", - "4 NaN v1 sfcwind 1850-01-01T00:00:00 \n", - ".. ... ... ... ... \n", - "407 mon v1 tx40 1940-01-01T00:00:00 \n", - "408 mon v1 txx 1940-01-01T00:00:00 \n", - "409 mon v1 tx 1940-01-01T00:00:00 \n", - "410 mon v1 siconc 1958-01-01T00:00:00 \n", - "411 mon v1 sst 1958-01-01T00:00:00 \n", + " experiment time_frequency variable start_time \\\n", + "0 historical mon pr 1850-01-01T00:00:00 \n", + "1 historical mon prsn 1850-01-01T00:00:00 \n", + "2 historical mon rx1day 1850-01-01T00:00:00 \n", + "3 historical mon rx5day 1850-01-01T00:00:00 \n", + "4 historical mon sfcwind 1850-01-01T00:00:00 \n", + ".. ... ... ... ... \n", + "407 NaN mon tx40 1940-01-01T00:00:00 \n", + "408 NaN mon txx 1940-01-01T00:00:00 \n", + "409 NaN mon tx 1940-01-01T00:00:00 \n", + "410 NaN mon siconc 1958-01-01T00:00:00 \n", + "411 NaN mon sst 1958-01-01T00:00:00 \n", "\n", " end_time bbox level \\\n", "0 2005-12-31T00:00:00 NaN NaN \n", @@ -3329,8 +3329,8 @@ "size 0\n", "project 8\n", "domain 4\n", - "experiment 2\n", - "time_frequency 1\n", + "experiment 8\n", + "time_frequency 2\n", "variable 30\n", "start_time 7\n", "end_time 5\n", @@ -3407,7 +3407,15 @@ { "data": { "text/plain": [ - "[nan, 'yr', 'mon']" + "['historical',\n", + " 'rcp26',\n", + " 'rcp45',\n", + " 'rcp85',\n", + " 'ssp126',\n", + " 'ssp245',\n", + " 'ssp370',\n", + " 'ssp585',\n", + " nan]" ] }, "execution_count": 23, @@ -3428,7 +3436,7 @@ { "data": { "text/plain": [ - "['v1']" + "['mon', 'yr']" ] }, "execution_count": 24, @@ -3542,8 +3550,8 @@ " NaN\n", " ERA5-Land\n", " Global\n", + " NaN\n", " yr\n", - " v1\n", " cd\n", " 1950-01-01T00:00:00\n", " 2022-12-31T00:00:00\n", @@ -3559,8 +3567,8 @@ " NaN\n", " ERA5-Land\n", " Global\n", + " NaN\n", " yr\n", - " v1\n", " cdd\n", " 1950-01-01T00:00:00\n", " 2022-12-31T00:00:00\n", @@ -3576,8 +3584,8 @@ " NaN\n", " ERA5-Land\n", " Global\n", + " NaN\n", " mon\n", - " v1\n", " evspsbl\n", " 1950-01-01T00:00:00\n", " 2022-12-31T00:00:00\n", @@ -3593,8 +3601,8 @@ " NaN\n", " ERA5-Land\n", " Global\n", + " NaN\n", " yr\n", - " v1\n", " hd\n", " 1950-01-01T00:00:00\n", " 2022-12-31T00:00:00\n", @@ -3610,8 +3618,8 @@ " NaN\n", " ERA5-Land\n", " Global\n", + " NaN\n", " mon\n", - " v1\n", " fd\n", " 1950-01-01T00:00:00\n", " 2022-12-31T00:00:00\n", @@ -3639,11 +3647,11 @@ "372 ERA5-Land/fd_ERA5-Land_mon_195001-202212.nc NaN ERA5-Land \n", "\n", " domain experiment time_frequency variable start_time \\\n", - "368 Global yr v1 cd 1950-01-01T00:00:00 \n", - "369 Global yr v1 cdd 1950-01-01T00:00:00 \n", - "370 Global mon v1 evspsbl 1950-01-01T00:00:00 \n", - "371 Global yr v1 hd 1950-01-01T00:00:00 \n", - "372 Global mon v1 fd 1950-01-01T00:00:00 \n", + "368 Global NaN yr cd 1950-01-01T00:00:00 \n", + "369 Global NaN yr cdd 1950-01-01T00:00:00 \n", + "370 Global NaN mon evspsbl 1950-01-01T00:00:00 \n", + "371 Global NaN yr hd 1950-01-01T00:00:00 \n", + "372 Global NaN mon fd 1950-01-01T00:00:00 \n", "\n", " end_time bbox level \\\n", "368 2022-12-31T00:00:00 NaN NaN \n", @@ -3724,8 +3732,8 @@ " NaN\n", " CORDEX-EUR-11\n", " Europe (EURO-CORDEX)\n", - " NaN\n", - " v1\n", + " historical\n", + " yr\n", " cdd\n", " 1970-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3741,8 +3749,8 @@ " NaN\n", " CORDEX-EUR-11\n", " Europe (EURO-CORDEX)\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " clt\n", " 1970-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3758,8 +3766,8 @@ " NaN\n", " CORDEX-EUR-11\n", " Europe (EURO-CORDEX)\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " huss\n", " 1970-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3775,8 +3783,8 @@ " NaN\n", " CORDEX-EUR-11\n", " Europe (EURO-CORDEX)\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " evspsbl\n", " 1970-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3792,8 +3800,8 @@ " NaN\n", " CORDEX-EUR-11\n", " Europe (EURO-CORDEX)\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " fd\n", " 1970-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3820,12 +3828,12 @@ "255 CORDEX-EUR-11/historical/evspsbl_CORDEX-EUR-11... NaN CORDEX-EUR-11 \n", "256 CORDEX-EUR-11/historical/fd_CORDEX-EUR-11_hist... NaN CORDEX-EUR-11 \n", "\n", - " domain experiment time_frequency variable \\\n", - "250 Europe (EURO-CORDEX) NaN v1 cdd \n", - "253 Europe (EURO-CORDEX) NaN v1 clt \n", - "254 Europe (EURO-CORDEX) NaN v1 huss \n", - "255 Europe (EURO-CORDEX) NaN v1 evspsbl \n", - "256 Europe (EURO-CORDEX) NaN v1 fd \n", + " domain experiment time_frequency variable \\\n", + "250 Europe (EURO-CORDEX) historical yr cdd \n", + "253 Europe (EURO-CORDEX) historical mon clt \n", + "254 Europe (EURO-CORDEX) historical mon huss \n", + "255 Europe (EURO-CORDEX) historical mon evspsbl \n", + "256 Europe (EURO-CORDEX) historical mon fd \n", "\n", " start_time end_time bbox level \\\n", "250 1970-01-01T00:00:00 2005-12-31T00:00:00 NaN NaN \n", @@ -3906,8 +3914,8 @@ " NaN\n", " CORDEX-CORE\n", " Global (mosaic)\n", - " NaN\n", - " v1\n", + " historical\n", + " yr\n", " cdd\n", " 1970-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3923,8 +3931,8 @@ " NaN\n", " CORDEX-CORE\n", " Global (mosaic)\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " fd\n", " 1970-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3940,8 +3948,8 @@ " NaN\n", " CORDEX-CORE\n", " Global (mosaic)\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " evspsbl\n", " 1970-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3957,8 +3965,8 @@ " NaN\n", " CORDEX-CORE\n", " Global (mosaic)\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " huss\n", " 1970-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -3974,8 +3982,8 @@ " NaN\n", " CORDEX-CORE\n", " Global (mosaic)\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " rlds\n", " 1970-01-01T00:00:00\n", " 2005-12-31T00:00:00\n", @@ -4002,12 +4010,12 @@ "201 CORDEX-CORE/historical/huss_CORDEX-CORE_histor... NaN CORDEX-CORE \n", "202 CORDEX-CORE/historical/rlds_CORDEX-CORE_histor... NaN CORDEX-CORE \n", "\n", - " domain experiment time_frequency variable start_time \\\n", - "198 Global (mosaic) NaN v1 cdd 1970-01-01T00:00:00 \n", - "199 Global (mosaic) NaN v1 fd 1970-01-01T00:00:00 \n", - "200 Global (mosaic) NaN v1 evspsbl 1970-01-01T00:00:00 \n", - "201 Global (mosaic) NaN v1 huss 1970-01-01T00:00:00 \n", - "202 Global (mosaic) NaN v1 rlds 1970-01-01T00:00:00 \n", + " domain experiment time_frequency variable start_time \\\n", + "198 Global (mosaic) historical yr cdd 1970-01-01T00:00:00 \n", + "199 Global (mosaic) historical mon fd 1970-01-01T00:00:00 \n", + "200 Global (mosaic) historical mon evspsbl 1970-01-01T00:00:00 \n", + "201 Global (mosaic) historical mon huss 1970-01-01T00:00:00 \n", + "202 Global (mosaic) historical mon rlds 1970-01-01T00:00:00 \n", "\n", " end_time bbox level \\\n", "198 2005-12-31T00:00:00 NaN NaN \n", @@ -4088,8 +4096,8 @@ " NaN\n", " CMIP6\n", " Global\n", - " NaN\n", - " v1\n", + " historical\n", + " yr\n", " cd\n", " 1850-01-01T00:00:00\n", " 2014-12-31T00:00:00\n", @@ -4105,8 +4113,8 @@ " NaN\n", " CMIP6\n", " Global\n", - " NaN\n", - " v1\n", + " historical\n", + " yr\n", " cdd\n", " 1850-01-01T00:00:00\n", " 2014-12-31T00:00:00\n", @@ -4122,8 +4130,8 @@ " NaN\n", " CMIP6\n", " Global\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " clt\n", " 1850-01-01T00:00:00\n", " 2014-12-31T00:00:00\n", @@ -4139,8 +4147,8 @@ " NaN\n", " CMIP6\n", " Global\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " evspsbl\n", " 1850-01-01T00:00:00\n", " 2014-12-31T00:00:00\n", @@ -4156,8 +4164,8 @@ " NaN\n", " CMIP6\n", " Global\n", - " NaN\n", - " v1\n", + " historical\n", + " mon\n", " fd\n", " 1850-01-01T00:00:00\n", " 2014-12-31T00:00:00\n", @@ -4184,12 +4192,12 @@ "51 CMIP6/historical/evspsbl_CMIP6_historical_mon_... NaN CMIP6 Global \n", "52 CMIP6/historical/fd_CMIP6_historical_mon_18500... NaN CMIP6 Global \n", "\n", - " experiment time_frequency variable start_time \\\n", - "48 NaN v1 cd 1850-01-01T00:00:00 \n", - "49 NaN v1 cdd 1850-01-01T00:00:00 \n", - "50 NaN v1 clt 1850-01-01T00:00:00 \n", - "51 NaN v1 evspsbl 1850-01-01T00:00:00 \n", - "52 NaN v1 fd 1850-01-01T00:00:00 \n", + " experiment time_frequency variable start_time \\\n", + "48 historical yr cd 1850-01-01T00:00:00 \n", + "49 historical yr cdd 1850-01-01T00:00:00 \n", + "50 historical mon clt 1850-01-01T00:00:00 \n", + "51 historical mon evspsbl 1850-01-01T00:00:00 \n", + "52 historical mon fd 1850-01-01T00:00:00 \n", "\n", " end_time bbox level \\\n", "48 2014-12-31T00:00:00 NaN NaN \n", @@ -4235,7 +4243,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.12.0" } }, "nbformat": 4, diff --git a/notebooks/demo/demo-rooki-c3s-cica-atlas.ipynb b/notebooks/demo/demo-rooki-c3s-cica-atlas.ipynb index ea24f8c..38f24d6 100644 --- a/notebooks/demo/demo-rooki-c3s-cica-atlas.ipynb +++ b/notebooks/demo/demo-rooki-c3s-cica-atlas.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -32,9 +32,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = ops.Input(\n", " 'ds', ['c3s-cica-atlas.tx.ERA5.mon.v1']\n", @@ -53,18 +64,489 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['http://rook4.cloud.dkrz.de:80/outputs/rook/a52b08bc-c05a-11ee-9845-fa163ed6c06f/tx_ERA5_no-expt_mon_20000101-20000301.nc']" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "resp.download_urls()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_zpws2i69/tx_ERA5_no-expt_mon_20000101-20000301.nc.\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:    (lat: 65, bnds: 2, lon: 41, time: 3)\n",
+       "Coordinates:\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",
+       "Data variables:\n",
+       "    lat_bnds   (lat, bnds) float64 ...\n",
+       "    lon_bnds   (lon, bnds) float64 ...\n",
+       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
+       "    tx         (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_max:         179.875\n",
+       "    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\n",
+       "    project_id:                 c3s-cica-atlas
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 65, bnds: 2, lon: 41, time: 3)\n", + "Coordinates:\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", + "Data variables:\n", + " lat_bnds (lat, bnds) float64 ...\n", + " lon_bnds (lon, bnds) float64 ...\n", + " time_bnds (time, bnds) datetime64[ns] ...\n", + " tx (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_max: 179.875\n", + " 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\n", + " project_id: c3s-cica-atlas" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = resp.datasets()[0]\n", "ds" @@ -79,9 +561,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = ops.Input(\n", " 'ds', ['c3s-cica-atlas.fd.ERA5-Land.mon.v1']\n", @@ -100,9 +593,533 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_etpobv5z/fd_ERA5-Land_no-expt_mon_20000101-20000301.nc.\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:      (lat: 160, bnds: 2, lon: 100, time: 3)\n",
+       "Coordinates:\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",
+       "Dimensions without coordinates: bnds\n",
+       "Data variables:\n",
+       "    lat_bnds     (lat, bnds) float64 ...\n",
+       "    lon_bnds     (lon, bnds) float64 ...\n",
+       "    time_bnds    (time, bnds) datetime64[ns] ...\n",
+       "    fd           (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_max:         179.9719696044922\n",
+       "    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\n",
+       "    project_id:                 c3s-cica-atlas
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 160, bnds: 2, lon: 100, time: 3)\n", + "Coordinates:\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", + "Dimensions without coordinates: bnds\n", + "Data variables:\n", + " lat_bnds (lat, bnds) float64 ...\n", + " lon_bnds (lon, bnds) float64 ...\n", + " time_bnds (time, bnds) datetime64[ns] ...\n", + " fd (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_max: 179.9719696044922\n", + " 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\n", + " project_id: c3s-cica-atlas" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = resp.datasets()[0]\n", "ds" @@ -117,9 +1134,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = ops.Input(\n", " 'ds', ['c3s-cica-atlas.pr.CMIP5.historical.mon.v1']\n", @@ -138,9 +1166,454 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_xya7d6zd/pr_CMIP5_historical_mon_20000101-20000301.nc.\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:          (lat: 9, bnds: 2, lon: 5, time: 3, member: 79)\n",
+       "Coordinates:\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",
+       "    gcm_model        (member) object ...\n",
+       "    gcm_variant      (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",
+       "    pr               (member, time, lat, lon) float32 ...\n",
+       "    crs              int32 ...\n",
+       "Attributes: (12/27)\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_max:         180.0\n",
+       "    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\n",
+       "    project_id:                 c3s-cica-atlas
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 9, bnds: 2, lon: 5, time: 3, member: 79)\n", + "Coordinates:\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", + " gcm_model (member) object ...\n", + " gcm_variant (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", + " pr (member, time, lat, lon) float32 ...\n", + " crs int32 ...\n", + "Attributes: (12/27)\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_max: 180.0\n", + " 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\n", + " project_id: c3s-cica-atlas" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = resp.datasets()[0]\n", "ds" @@ -155,9 +1628,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = ops.Input(\n", " 'ds', ['c3s-cica-atlas.fd.CMIP6.historical.mon.v1']\n", @@ -176,9 +1660,461 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_1h6nytot/fd_CMIP6_historical_mon_20000101-20000301.nc.\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:          (lat: 16, bnds: 2, lon: 10, time: 3, member: 26)\n",
+       "Coordinates:\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",
+       "    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",
+       "    fd               (member, time, lat, lon) float32 ...\n",
+       "    crs              int32 ...\n",
+       "Attributes: (12/27)\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_max:         180.0\n",
+       "    geospatial_lon_resolution:  1.0\n",
+       "    geospatial_lon_units:       degrees_east\n",
+       "    date_created:               2023-09-28 13:44:24.110010+02:00\n",
+       "    tracking_id:                363128f3-0c81-4b08-9dc0-2b9fca993bd6\n",
+       "    project_id:                 c3s-cica-atlas
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 16, bnds: 2, lon: 10, time: 3, member: 26)\n", + "Coordinates:\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", + " 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", + " fd (member, time, lat, lon) float32 ...\n", + " crs int32 ...\n", + "Attributes: (12/27)\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_max: 180.0\n", + " geospatial_lon_resolution: 1.0\n", + " geospatial_lon_units: degrees_east\n", + " date_created: 2023-09-28 13:44:24.110010+02:00\n", + " tracking_id: 363128f3-0c81-4b08-9dc0-2b9fca993bd6\n", + " project_id: c3s-cica-atlas" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = resp.datasets()[0]\n", "ds" @@ -193,9 +2129,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = ops.Input(\n", " 'ds', ['c3s-cica-atlas.sst.ORAS5.mon.v1']\n", @@ -214,9 +2161,468 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_l08h37hr/sst_ORAS5_no-expt_mon_20000101-20000301.nc.\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:    (lat: 64, bnds: 2, lon: 40, time: 3)\n",
+       "Coordinates:\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",
+       "    lat_bnds   (lat, bnds) float64 ...\n",
+       "    lon_bnds   (lon, bnds) float64 ...\n",
+       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
+       "    sst        (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_max:         180.0\n",
+       "    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\n",
+       "    project_id:                 c3s-cica-atlas
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 64, bnds: 2, lon: 40, time: 3)\n", + "Coordinates:\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", + " lat_bnds (lat, bnds) float64 ...\n", + " lon_bnds (lon, bnds) float64 ...\n", + " time_bnds (time, bnds) datetime64[ns] ...\n", + " sst (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_max: 180.0\n", + " 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\n", + " project_id: c3s-cica-atlas" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = resp.datasets()[0]\n", "ds" @@ -231,9 +2637,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = ops.Input(\n", " 'ds', ['c3s-cica-atlas.fd.CORDEX-EUR-11.historical.mon.v1']\n", @@ -251,9 +2668,473 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_0iphb5bh/fd_CORDEX-EUR-11_historical_mon_20000101-20000101.nc.\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:          (lat: 408, bnds: 2, lon: 881, time: 1, member: 72)\n",
+       "Coordinates:\n",
+       "  * lat              (lat) float64 21.81 21.94 22.06 22.19 ... 72.44 72.56 72.69\n",
+       "  * lon              (lon) float64 -44.81 -44.69 -44.56 ... 64.94 65.06 65.19\n",
+       "  * time             (time) datetime64[ns] 2000-01-01\n",
+       "    member_id        (member) object ...\n",
+       "    gcm_institution  (member) object ...\n",
+       "    gcm_model        (member) object ...\n",
+       "    gcm_variant      (member) object ...\n",
+       "    rcm_institution  (member) object ...\n",
+       "    rcm_model        (member) object ...\n",
+       "    rcm_variant      (member) object ...\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",
+       "    fd               (member, time, lat, lon) float32 ...\n",
+       "    crs              int32 ...\n",
+       "Attributes: (12/27)\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_max:         65.25\n",
+       "    geospatial_lon_resolution:  0.125\n",
+       "    geospatial_lon_units:       degrees_east\n",
+       "    date_created:               2023-12-04 15:45:53.359311+01:00\n",
+       "    tracking_id:                69e7a46d-7266-4705-be79-a106f133f94d\n",
+       "    project_id:                 c3s-cica-atlas
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 408, bnds: 2, lon: 881, time: 1, member: 72)\n", + "Coordinates:\n", + " * lat (lat) float64 21.81 21.94 22.06 22.19 ... 72.44 72.56 72.69\n", + " * lon (lon) float64 -44.81 -44.69 -44.56 ... 64.94 65.06 65.19\n", + " * time (time) datetime64[ns] 2000-01-01\n", + " member_id (member) object ...\n", + " gcm_institution (member) object ...\n", + " gcm_model (member) object ...\n", + " gcm_variant (member) object ...\n", + " rcm_institution (member) object ...\n", + " rcm_model (member) object ...\n", + " rcm_variant (member) object ...\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", + " fd (member, time, lat, lon) float32 ...\n", + " crs int32 ...\n", + "Attributes: (12/27)\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_max: 65.25\n", + " geospatial_lon_resolution: 0.125\n", + " geospatial_lon_units: degrees_east\n", + " date_created: 2023-12-04 15:45:53.359311+01:00\n", + " tracking_id: 69e7a46d-7266-4705-be79-a106f133f94d\n", + " project_id: c3s-cica-atlas" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = resp.datasets()[0]\n", "ds" @@ -268,9 +3149,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = ops.Input(\n", " 'ds', ['c3s-cica-atlas.rlds.CORDEX-CORE.historical.mon.v1']\n", @@ -288,25 +3180,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3.5197839736938477" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "resp.size_in_mb" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['http://rook4.cloud.dkrz.de:80/outputs/rook/ef42c6d8-c05a-11ee-96ab-fa163ed6c06f/rlds_CORDEX-CORE_historical_mon_20000101-20000101.nc']" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "resp.download_urls()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -323,7 +3237,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -332,9 +3246,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = ops.Input(\n", " 'ds', ['c3s-cica-atlas.rlds.CORDEX-CORE.historical.mon.v1']\n", @@ -351,9 +3276,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "duration: 6.260683059692383 secs\n" + ] + } + ], "source": [ "duration = time.time() - start\n", "print(f\"duration: {duration} secs\")" @@ -361,9 +3294,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['https://data.mips.copernicus-climate.eu/thredds/fileServer/esg_c3s-cica-atlas/CORDEX-CORE/historical/rlds_CORDEX-CORE_historical_mon_197001-200512.nc']" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "resp.download_urls()" ] @@ -377,7 +3321,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -386,9 +3330,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds = ops.Input(\n", " 'ds', ['c3s-cica-atlas.rlds.CORDEX-CORE.historical.mon.v1']\n", @@ -405,9 +3360,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "duration: 248.85501790046692 secs\n" + ] + } + ], "source": [ "duration = time.time() - start\n", "print(f\"duration: {duration} secs\")" @@ -415,18 +3378,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1406.5356826782227" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "resp.size_in_mb" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['http://rook4.cloud.dkrz.de:80/outputs/rook/883d8f4e-c05b-11ee-b433-fa163ed6c06f/rlds_CORDEX-CORE_historical_mon_19700101-19740501.nc',\n", + " 'http://rook4.cloud.dkrz.de:80/outputs/rook/883da650-c05b-11ee-b433-fa163ed6c06f/rlds_CORDEX-CORE_historical_mon_19740601-19781001.nc',\n", + " 'http://rook4.cloud.dkrz.de:80/outputs/rook/883db546-c05b-11ee-b433-fa163ed6c06f/rlds_CORDEX-CORE_historical_mon_19781101-19830301.nc',\n", + " 'http://rook4.cloud.dkrz.de:80/outputs/rook/883dc2ca-c05b-11ee-b433-fa163ed6c06f/rlds_CORDEX-CORE_historical_mon_19830401-19870801.nc',\n", + " 'http://rook4.cloud.dkrz.de:80/outputs/rook/883dcf68-c05b-11ee-b433-fa163ed6c06f/rlds_CORDEX-CORE_historical_mon_19870901-19920101.nc',\n", + " 'http://rook4.cloud.dkrz.de:80/outputs/rook/883ddad0-c05b-11ee-b433-fa163ed6c06f/rlds_CORDEX-CORE_historical_mon_19920201-19960601.nc',\n", + " 'http://rook4.cloud.dkrz.de:80/outputs/rook/883de7e6-c05b-11ee-b433-fa163ed6c06f/rlds_CORDEX-CORE_historical_mon_19960701-20001101.nc',\n", + " 'http://rook4.cloud.dkrz.de:80/outputs/rook/883df330-c05b-11ee-b433-fa163ed6c06f/rlds_CORDEX-CORE_historical_mon_20001201-20041201.nc']" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "resp.download_urls()" ]