Size: 1MB\n",
- "Dimensions: (lat: 360, bnds: 2, lon: 720, time: 1)\n",
- "Coordinates:\n",
- " * lat (lat) float64 3kB -89.75 -89.25 -88.75 ... 88.75 89.25 89.75\n",
- " * lon (lon) float64 6kB -179.8 -179.2 -178.8 ... 178.8 179.2 179.8\n",
- " * time (time) datetime64[ns] 8B 2000-01-01\n",
- "Dimensions without coordinates: bnds\n",
- "Data variables:\n",
- " lat_bnds (lat, bnds) float64 6kB ...\n",
- " lon_bnds (lon, bnds) float64 12kB ...\n",
- " time_bnds (time, bnds) datetime64[ns] 16B ...\n",
- " rx1day (time, lat, lon) float32 1MB ...\n",
- " crs int32 4B ...\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: 0.5\n",
- " geospatial_lon_units: degrees_east\n",
- " date_created: 2025-02-19 11:37:31.953736+01:00\n",
- " tracking_id: 3fd627f5-8b6e-48dd-84a2-0bb22eddd536\n",
- " project_id: c3s-cica-atlas"
- ]
- },
- "execution_count": 38,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "ds = resp.datasets()[0]\n",
- "ds"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## workflow: complete time range"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 39,
- "metadata": {},
- "outputs": [],
- "source": [
- "start = time.time()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 40,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "True"
- ]
- },
- "execution_count": 40,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "ds = ops.Input(\n",
- " 'ds', ['c3s-cica-atlas.rlds.CORDEX-CORE.historical.mon.v2']\n",
- ")\n",
- "\n",
- "wf = ops.Subset(\n",
- " ds, \n",
- " # time=\"2000/2000\",\n",
- ")\n",
- "\n",
- "resp = wf.orchestrate()\n",
- "resp.ok"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 41,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "duration: 6.284314870834351 secs\n"
- ]
- }
- ],
- "source": [
- "duration = time.time() - start\n",
- "print(f\"duration: {duration} secs\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 42,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['https://data.mips.climate.copernicus.eu/thredds/fileServer/esg_c3s-cica-atlas/v02/CORDEX-CORE/historical/rlds_CORDEX-CORE_historical_mon_197001-200512_v02.nc']"
- ]
- },
- "execution_count": 42,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "resp.download_urls()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## workflow: 10 years of time range"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 43,
- "metadata": {},
- "outputs": [],
- "source": [
- "start = time.time()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 44,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "True"
- ]
- },
- "execution_count": 44,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "ds = ops.Input(\n",
- " 'ds', ['c3s-cica-atlas.rlds.CORDEX-CORE.historical.mon.v2']\n",
- ")\n",
- "\n",
- "wf = ops.Subset(\n",
- " ds, \n",
- " time=\"1990/2000\",\n",
- ")\n",
- "\n",
- "resp = wf.orchestrate()\n",
- "resp.ok"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 45,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "duration: 72.61643314361572 secs\n"
- ]
- }
- ],
- "source": [
- "duration = time.time() - start\n",
- "print(f\"duration: {duration} secs\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 46,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "445.2879333496094"
- ]
- },
- "execution_count": 46,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "resp.size_in_mb"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 47,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['http://rook7.cloud.dkrz.de:80/outputs/rook/8af50206-2a8d-11f0-ac8a-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19900101-19940501.nc',\n",
- " 'http://rook7.cloud.dkrz.de:80/outputs/rook/8af52920-2a8d-11f0-ac8a-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19940601-19981001.nc',\n",
- " 'http://rook7.cloud.dkrz.de:80/outputs/rook/8af53708-2a8d-11f0-ac8a-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19981101-20001201.nc']"
- ]
- },
- "execution_count": 47,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "resp.download_urls()"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.12.4"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/notebooks/demo/demo-rooki-c3s-cica-atlas.ipynb b/notebooks/demo/demo-rooki-c3s-cica-atlas.ipynb
index 28fd607..92499de 100644
--- a/notebooks/demo/demo-rooki-c3s-cica-atlas.ipynb
+++ b/notebooks/demo/demo-rooki-c3s-cica-atlas.ipynb
@@ -6,7 +6,7 @@
"source": [
"# Run workflow with c3s-cica-atlas v2.5 data\n",
"\n",
- "Version: 2025.05.21\n",
+ "Version: 2026.05.21\n",
"\n",
"**Rooki** calls climate data operations on the **rook** processing service."
]
@@ -29,7 +29,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "## workflow: subset ERA5\n"
+ "## workflow: subset BERKELEY\n"
]
},
{
@@ -59,7 +59,7 @@
],
"source": [
"ds = ops.Input(\n",
- " 'ds', ['c3s-cica-atlas.tx.ERA5.mon.v25']\n",
+ " 'ds', ['c3s-cica-atlas.tnn.BERKELEY.mon.v25']\n",
")\n",
"\n",
"wf = ops.Subset(\n",
@@ -82,7 +82,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "duration: 6.73554801940918 secs\n"
+ "duration: 6.920866966247559 secs\n"
]
}
],
@@ -99,7 +99,7 @@
{
"data": {
"text/plain": [
- "['http://rook7.cloud.dkrz.de:80/outputs/rook/80cd94da-5504-11f1-af35-fa163eb671ca/tx_ERA5_no-expt_mon_20000101-20000301.nc']"
+ "['http://rook7.cloud.dkrz.de:80/outputs/rook/fca26228-5506-11f1-a309-fa163eb671ca/tnn_BERKELEY_no-expt_mon_20000101-20000301.nc']"
]
},
"execution_count": 5,
@@ -120,7 +120,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_6d6gd4pr/tx_ERA5_no-expt_mon_20000101-20000301.nc.\n"
+ "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_ucxxgypt/tnn_BERKELEY_no-expt_mon_20000101-20000301.nc.\n"
]
},
{
@@ -668,21 +668,21 @@
" filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
" stroke-width: 0.8px;\n",
"}\n",
- "<xarray.Dataset> Size: 35kB\n",
- "Dimensions: (lat: 65, bnds: 2, lon: 41, time: 3)\n",
+ "<xarray.Dataset> Size: 3kB\n",
+ "Dimensions: (lat: 16, bnds: 2, lon: 10, time: 3)\n",
"Coordinates:\n",
- " * lat (lat) float64 520B 49.0 49.25 49.5 49.75 ... 64.5 64.75 65.0\n",
- " * lon (lon) float64 328B 0.0 0.25 0.5 0.75 1.0 ... 9.25 9.5 9.75 10.0\n",
+ " * lat (lat) float64 128B 49.5 50.5 51.5 52.5 ... 61.5 62.5 63.5 64.5\n",
+ " * lon (lon) float64 80B 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] 24B 2000-01-01 2000-02-01 2000-03-01\n",
" height2m float64 8B ...\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
- " lat_bnds (lat, bnds) float64 1kB ...\n",
- " lon_bnds (lon, bnds) float64 656B ...\n",
+ " lat_bnds (lat, bnds) float64 256B ...\n",
+ " lon_bnds (lon, bnds) float64 160B ...\n",
" time_bnds (time, bnds) datetime64[ns] 48B ...\n",
- " tx (time, lat, lon) float32 32kB ...\n",
+ " tnn (time, lat, lon) float32 2kB ...\n",
" crs int32 4B ...\n",
- "Attributes: (12/28)\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",
@@ -690,40 +690,31 @@
" 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",
- " tracking_id: 746e474b-4e37-4e8a-9413-8597710b39ee\n",
- " date_created: 2025-03-26 16:47:27.651663+01:00\n",
- " date_modified: 2026-03-15T12:00:00Z\n",
- " history: Updated dataset to include data up to 2025 [p...\n",
- " project_id: c3s-cica-atlas Dimensions: lat : 65bnds : 2lon : 41time : 3Coordinates: (4)
lat
(lat)
float64
49.0 49.25 49.5 ... 64.5 64.75 65.0
standard_name : latitude units : degrees_north axis : Y long_name : latitude bounds : lat_bnds array([49. , 49.25, 49.5 , 49.75, 50. , 50.25, 50.5 , 50.75, 51. , 51.25,\n",
- " 51.5 , 51.75, 52. , 52.25, 52.5 , 52.75, 53. , 53.25, 53.5 , 53.75,\n",
- " 54. , 54.25, 54.5 , 54.75, 55. , 55.25, 55.5 , 55.75, 56. , 56.25,\n",
- " 56.5 , 56.75, 57. , 57.25, 57.5 , 57.75, 58. , 58.25, 58.5 , 58.75,\n",
- " 59. , 59.25, 59.5 , 59.75, 60. , 60.25, 60.5 , 60.75, 61. , 61.25,\n",
- " 61.5 , 61.75, 62. , 62.25, 62.5 , 62.75, 63. , 63.25, 63.5 , 63.75,\n",
- " 64. , 64.25, 64.5 , 64.75, 65. ]) lon
(lon)
float64
0.0 0.25 0.5 0.75 ... 9.5 9.75 10.0
standard_name : longitude units : degrees_east axis : X long_name : longitude bounds : lon_bnds array([ 0. , 0.25, 0.5 , 0.75, 1. , 1.25, 1.5 , 1.75, 2. , 2.25,\n",
- " 2.5 , 2.75, 3. , 3.25, 3.5 , 3.75, 4. , 4.25, 4.5 , 4.75,\n",
- " 5. , 5.25, 5.5 , 5.75, 6. , 6.25, 6.5 , 6.75, 7. , 7.25,\n",
- " 7.5 , 7.75, 8. , 8.25, 8.5 , 8.75, 9. , 9.25, 9.5 , 9.75,\n",
- " 10. ]) time
(time)
datetime64[ns]
2000-01-01 2000-02-01 2000-03-01
standard_name : time axis : T long_name : time bounds : time_bnds array(['2000-01-01T00:00:00.000000000', '2000-02-01T00:00:00.000000000',\n",
- " '2000-03-01T00:00:00.000000000'], dtype='datetime64[ns]') height2m
()
float64
...
standard_name : height units : m long_name : height positive : up axis : Z [1 values with dtype=float64] Data variables: (5)
Attributes: (28)
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 : v2.0 standard_name_vocabulary : CF Standard Name Table (Version 79, 2022-03-19) source : ERA5 frequency : mon variable_id : tx time_min : 194001 time_max : 202512 geospatial_lat_min : -90.125 geospatial_lat_max : 90.125 geospatial_lat_resolution : 0.25 geospatial_lat_units : degrees_north geospatial_lon_min : -180.125 geospatial_lon_max : 179.875 geospatial_lon_resolution : 0.25 geospatial_lon_units : degrees_east tracking_id : 746e474b-4e37-4e8a-9413-8597710b39ee date_created : 2025-03-26 16:47:27.651663+01:00 date_modified : 2026-03-15T12:00:00Z history : Updated dataset to include data up to 2025 [patch: 2025-update] project_id : c3s-cica-atlas Dimensions: lat : 16bnds : 2lon : 10time : 3Coordinates: (4)
lat
(lat)
float64
49.5 50.5 51.5 ... 62.5 63.5 64.5
standard_name : latitude units : degrees_north axis : Y long_name : latitude bounds : lat_bnds array([49.5, 50.5, 51.5, 52.5, 53.5, 54.5, 55.5, 56.5, 57.5, 58.5, 59.5, 60.5,\n",
+ " 61.5, 62.5, 63.5, 64.5]) lon
(lon)
float64
0.5 1.5 2.5 3.5 ... 6.5 7.5 8.5 9.5
standard_name : longitude units : degrees_east axis : X long_name : longitude bounds : lon_bnds array([0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5, 9.5]) time
(time)
datetime64[ns]
2000-01-01 2000-02-01 2000-03-01
standard_name : time axis : T long_name : time bounds : time_bnds array(['2000-01-01T00:00:00.000000000', '2000-02-01T00:00:00.000000000',\n",
+ " '2000-03-01T00:00:00.000000000'], dtype='datetime64[ns]') height2m
()
float64
...
standard_name : height units : m long_name : height positive : up axis : Z [1 values with dtype=float64] Data variables: (5)
Attributes: (26)
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 : v2.0 standard_name_vocabulary : CF Standard Name Table (Version 79, 2022-03-19) source : BERKELEY frequency : mon variable_id : tnn time_min : 188101 time_max : 201712 geospatial_lat_min : -90.0 geospatial_lat_max : 90.0 geospatial_lat_resolution : 1.0 geospatial_lat_units : degrees_north geospatial_lon_min : -180.0 geospatial_lon_max : 180.0 geospatial_lon_resolution : 1.0 geospatial_lon_units : degrees_east date_created : 2024-12-12 10:08:44.733564+01:00 tracking_id : 096e17c6-eeb0-42c8-91c9-6e09660ab064 project_id : c3s-cica-atlas Size: 35kB\n",
- "Dimensions: (lat: 65, bnds: 2, lon: 41, time: 3)\n",
+ " Size: 3kB\n",
+ "Dimensions: (lat: 16, bnds: 2, lon: 10, time: 3)\n",
"Coordinates:\n",
- " * lat (lat) float64 520B 49.0 49.25 49.5 49.75 ... 64.5 64.75 65.0\n",
- " * lon (lon) float64 328B 0.0 0.25 0.5 0.75 1.0 ... 9.25 9.5 9.75 10.0\n",
+ " * lat (lat) float64 128B 49.5 50.5 51.5 52.5 ... 61.5 62.5 63.5 64.5\n",
+ " * lon (lon) float64 80B 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] 24B 2000-01-01 2000-02-01 2000-03-01\n",
" height2m float64 8B ...\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
- " lat_bnds (lat, bnds) float64 1kB ...\n",
- " lon_bnds (lon, bnds) float64 656B ...\n",
+ " lat_bnds (lat, bnds) float64 256B ...\n",
+ " lon_bnds (lon, bnds) float64 160B ...\n",
" time_bnds (time, bnds) datetime64[ns] 48B ...\n",
- " tx (time, lat, lon) float32 32kB ...\n",
+ " tnn (time, lat, lon) float32 2kB ...\n",
" crs int32 4B ...\n",
- "Attributes: (12/28)\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",
@@ -731,11 +722,11 @@
" 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",
- " tracking_id: 746e474b-4e37-4e8a-9413-8597710b39ee\n",
- " date_created: 2025-03-26 16:47:27.651663+01:00\n",
- " date_modified: 2026-03-15T12:00:00Z\n",
- " history: Updated dataset to include data up to 2025 [p...\n",
+ " date_created: 2024-12-12 10:08:44.733564+01:00\n",
+ " tracking_id: 096e17c6-eeb0-42c8-91c9-6e09660ab064\n",
" project_id: c3s-cica-atlas"
]
},
@@ -806,7 +797,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "duration: 6.818692922592163 secs\n"
+ "duration: 6.628587961196899 secs\n"
]
}
],
@@ -824,7 +815,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_zlt2vtoa/fd_ERA5-Land_no-expt_mon_20000101-20000301.nc.\n"
+ "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_7clcsl50/fd_ERA5-Land_no-expt_mon_20000101-20000301.nc.\n"
]
},
{
@@ -1400,7 +1391,7 @@
" date_created: 2025-03-28 18:35:00.106779+01:00\n",
" date_modified: 2026-03-15T12:00:00Z\n",
" history: Corrected December 1969 outlier in ERA5-Land ...\n",
- " project_id: c3s-cica-atlasData variables: (5)
Attributes: (28)
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 : v2.0 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 : 202512 geospatial_lat_min : -90.05 geospatial_lat_max : 90.05 geospatial_lat_resolution : 0.1 geospatial_lat_units : degrees_north geospatial_lon_min : -180.05 geospatial_lon_max : 179.95000000000002 geospatial_lon_resolution : 0.1 geospatial_lon_units : degrees_east tracking_id : ca7326df-851a-41eb-b837-242ca2b10ce6 date_created : 2025-03-28 18:35:00.106779+01:00 date_modified : 2026-03-15T12:00:00Z history : Corrected December 1969 outlier in ERA5-Land temperature indices [patch: dec1969-fix]. Corrected ERA5-Land and SSTSAT longitude and latitude values [patch: lonlatfloat-fix]. Updated dataset to include data up to 2025 [patch: 2025-update] project_id : c3s-cica-atlas Size: 198kB\n",
@@ -1500,7 +1491,7 @@
],
"source": [
"ds = ops.Input(\n",
- " 'ds', ['c3s-cica-atlas.fd.CMIP5.historical.mon.v25']\n",
+ " 'ds', ['c3s-cica-atlas.tx35.CMIP5.historical.mon.v25']\n",
")\n",
"\n",
"wf = ops.Subset(\n",
@@ -1523,7 +1514,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "duration: 9.760687112808228 secs\n"
+ "duration: 6.707045793533325 secs\n"
]
}
],
@@ -1541,7 +1532,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_yomuc4k3/fd_CMIP5_historical_mon_20000101-20000301.nc.\n"
+ "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_xvt70wdi/tx35_CMIP5_historical_mon_20000101-20000301.nc.\n"
]
},
{
@@ -2089,24 +2080,24 @@
" filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
" stroke-width: 0.8px;\n",
"}\n",
- "<xarray.Dataset> Size: 16kB\n",
- "Dimensions: (lat: 9, bnds: 2, lon: 5, time: 3, member: 19)\n",
+ "<xarray.Dataset> Size: 36kB\n",
+ "Dimensions: (lat: 9, bnds: 2, lon: 5, time: 3, member: 44)\n",
"Coordinates:\n",
" * lat (lat) float64 72B 49.0 51.0 53.0 55.0 ... 61.0 63.0 65.0\n",
" * lon (lon) float64 40B 1.0 3.0 5.0 7.0 9.0\n",
" * time (time) datetime64[ns] 24B 2000-01-01 2000-02-01 2000-03-01\n",
- " member_id (member) <U32 2kB ...\n",
- " gcm_institution (member) <U12 912B ...\n",
- " gcm_model (member) <U13 988B ...\n",
- " gcm_variant (member) <U7 532B ...\n",
- " threshold0c float64 8B ...\n",
+ " member_id (member) <U33 6kB ...\n",
+ " gcm_institution (member) <U12 2kB ...\n",
+ " gcm_model (member) <U13 2kB ...\n",
+ " gcm_variant (member) <U7 1kB ...\n",
+ " threshold35c float64 8B ...\n",
" height2m float64 8B ...\n",
"Dimensions without coordinates: bnds, member\n",
"Data variables:\n",
" lat_bnds (lat, bnds) float64 144B ...\n",
" lon_bnds (lon, bnds) float64 80B ...\n",
" time_bnds (time, bnds) datetime64[ns] 48B ...\n",
- " fd (member, time, lat, lon) float32 10kB ...\n",
+ " tx35 (member, time, lat, lon) float32 24kB ...\n",
" crs int32 4B ...\n",
"Attributes: (12/27)\n",
" Conventions: CF-1.9 ACDD-1.3\n",
@@ -2119,30 +2110,30 @@
" geospatial_lon_max: 180.0\n",
" geospatial_lon_resolution: 2.0\n",
" geospatial_lon_units: degrees_east\n",
- " date_created: 2025-02-07 17:39:54.963383+01:00\n",
- " tracking_id: c8761362-0342-4a15-87a5-b533c1d36d3b\n",
- " project_id: c3s-cica-atlas "
+ " date_created: 2025-02-07 16:16:01.605948+01:00\n",
+ " tracking_id: a7be9bff-4754-4fa3-94f9-ee8764ebc0d8\n",
+ " project_id: c3s-cica-atlas "
],
"text/plain": [
- " Size: 16kB\n",
- "Dimensions: (lat: 9, bnds: 2, lon: 5, time: 3, member: 19)\n",
+ " Size: 36kB\n",
+ "Dimensions: (lat: 9, bnds: 2, lon: 5, time: 3, member: 44)\n",
"Coordinates:\n",
" * lat (lat) float64 72B 49.0 51.0 53.0 55.0 ... 61.0 63.0 65.0\n",
" * lon (lon) float64 40B 1.0 3.0 5.0 7.0 9.0\n",
" * time (time) datetime64[ns] 24B 2000-01-01 2000-02-01 2000-03-01\n",
- " member_id (member) Dimensions: lat : 16bnds : 2lon : 10time : 3member : 26Coordinates: (9)
lat
(lat)
float64
49.5 50.5 51.5 ... 62.5 63.5 64.5
standard_name : latitude units : degrees_north axis : Y long_name : latitude bounds : lat_bnds array([49.5, 50.5, 51.5, 52.5, 53.5, 54.5, 55.5, 56.5, 57.5, 58.5, 59.5, 60.5,\n",
- " 61.5, 62.5, 63.5, 64.5]) lon
(lon)
float64
0.5 1.5 2.5 3.5 ... 6.5 7.5 8.5 9.5
standard_name : longitude units : degrees_east axis : X long_name : longitude bounds : lon_bnds array([0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5, 9.5]) time
(time)
datetime64[ns]
2000-01-01 2000-02-01 2000-03-01
standard_name : time axis : T long_name : time bounds : time_bnds array(['2000-01-01T00:00:00.000000000', '2000-02-01T00:00:00.000000000',\n",
- " '2000-03-01T00:00:00.000000000'], dtype='datetime64[ns]') member_id
(member)
<U46
...
standard_name : realization long_name : Member ID comment : Values uniquely identify each member of the ensemble (<gcm_institution>_<gcm_model>_<gcm_variant>) [26 values with dtype=<U46] gcm_institution
(member)
<U19
...
standard_name : realization long_name : GCM model institution comment : Value consists on an identifier for the institution of the GCM [26 values with dtype=<U19] gcm_model
(member)
<U17
...
standard_name : realization long_name : GCM model ID comment : Value consists on an identifier for the GCM model [26 values with dtype=<U17] gcm_variant
(member)
<U8
...
standard_name : realization long_name : GCM model variant/member ID comment : Value consists on an identifier for the GCM member [26 values with dtype=<U8] threshold0c
()
float64
...
standard_name : air_temperature_threshold units : degC [1 values with dtype=float64] height2m
()
float64
...
standard_name : height units : m long_name : height positive : up axis : Z [1 values with dtype=float64] Data variables: (5)
Attributes: (27)
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 : v2.0 standard_name_vocabulary : CF Standard Name Table (Version 79, 2022-03-19) source : CMIP6 experiment_id : historical frequency : mon variable_id : fd time_min : 185001 time_max : 201412 geospatial_lat_min : -90.0 geospatial_lat_max : 90.0 geospatial_lat_resolution : 1.0 geospatial_lat_units : degrees_north geospatial_lon_min : -180.0 geospatial_lon_max : 180.0 geospatial_lon_resolution : 1.0 geospatial_lon_units : degrees_east date_created : 2024-12-06 00:28:58.765021+01:00 tracking_id : b42e5c49-8bd8-40f1-a174-92d10878c64c project_id : c3s-cica-atlas Dimensions: lat : 16bnds : 2lon : 10time : 3member : 26Coordinates: (9)
lat
(lat)
float64
49.5 50.5 51.5 ... 62.5 63.5 64.5
standard_name : latitude units : degrees_north axis : Y long_name : latitude bounds : lat_bnds array([49.5, 50.5, 51.5, 52.5, 53.5, 54.5, 55.5, 56.5, 57.5, 58.5, 59.5, 60.5,\n",
+ " 61.5, 62.5, 63.5, 64.5]) lon
(lon)
float64
0.5 1.5 2.5 3.5 ... 6.5 7.5 8.5 9.5
standard_name : longitude units : degrees_east axis : X long_name : longitude bounds : lon_bnds array([0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5, 9.5]) time
(time)
datetime64[ns]
2000-01-01 2000-02-01 2000-03-01
standard_name : time axis : T long_name : time bounds : time_bnds array(['2000-01-01T00:00:00.000000000', '2000-02-01T00:00:00.000000000',\n",
+ " '2000-03-01T00:00:00.000000000'], dtype='datetime64[ns]') member_id
(member)
<U46
...
standard_name : realization long_name : Member ID comment : Values uniquely identify each member of the ensemble (<gcm_institution>_<gcm_model>_<gcm_variant>) [26 values with dtype=<U46] gcm_institution
(member)
<U19
...
standard_name : realization long_name : GCM model institution comment : Value consists on an identifier for the institution of the GCM [26 values with dtype=<U19] gcm_model
(member)
<U17
...
standard_name : realization long_name : GCM model ID comment : Value consists on an identifier for the GCM model [26 values with dtype=<U17] gcm_variant
(member)
<U8
...
standard_name : realization long_name : GCM model variant/member ID comment : Value consists on an identifier for the GCM member [26 values with dtype=<U8] threshold0c
()
float64
...
standard_name : air_temperature_threshold units : degC [1 values with dtype=float64] height2m
()
float64
...
standard_name : height units : m long_name : height positive : up axis : Z [1 values with dtype=float64] Data variables: (5)
Attributes: (27)
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 : v2.0 standard_name_vocabulary : CF Standard Name Table (Version 79, 2022-03-19) source : CMIP6 experiment_id : historical frequency : mon variable_id : fd time_min : 185001 time_max : 201412 geospatial_lat_min : -90.0 geospatial_lat_max : 90.0 geospatial_lat_resolution : 1.0 geospatial_lat_units : degrees_north geospatial_lon_min : -180.0 geospatial_lon_max : 180.0 geospatial_lon_resolution : 1.0 geospatial_lon_units : degrees_east date_created : 2024-12-06 00:28:58.765021+01:00 tracking_id : b42e5c49-8bd8-40f1-a174-92d10878c64c project_id : c3s-cica-atlas Size: 60kB\n",
@@ -2879,7 +2870,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "## workflow: subset ORAS5"
+ "## workflow: subset CERRA"
]
},
{
@@ -2909,7 +2900,7 @@
],
"source": [
"ds = ops.Input(\n",
- " 'ds', ['c3s-cica-atlas.sst.ORAS5.mon.v25']\n",
+ " 'ds', ['c3s-cica-atlas.psl.CERRA.mon.v25']\n",
")\n",
"\n",
"wf = ops.Subset(\n",
@@ -2932,7 +2923,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "duration: 6.759593963623047 secs\n"
+ "duration: 6.615231037139893 secs\n"
]
}
],
@@ -2950,7 +2941,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_mz55l3ky/sst_ORAS5_no-expt_mon_20000101-20000301.nc.\n"
+ "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_sfpfpqt2/psl_CERRA_no-expt_mon_20000101-20000301.nc.\n"
]
},
{
@@ -3498,20 +3489,20 @@
" filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
" stroke-width: 0.8px;\n",
"}\n",
- "<xarray.Dataset> Size: 33kB\n",
- "Dimensions: (lat: 64, bnds: 2, lon: 40, time: 3)\n",
+ "<xarray.Dataset> Size: 502kB\n",
+ "Dimensions: (lat: 256, bnds: 2, lon: 160, time: 3)\n",
"Coordinates:\n",
- " * lat (lat) float64 512B 49.12 49.38 49.62 49.88 ... 64.38 64.62 64.88\n",
- " * lon (lon) float64 320B 0.125 0.375 0.625 0.875 ... 9.375 9.625 9.875\n",
+ " * lat (lat) float64 2kB 49.03 49.09 49.16 49.22 ... 64.84 64.91 64.97\n",
+ " * lon (lon) float64 1kB 0.03125 0.09375 0.1562 ... 9.844 9.906 9.969\n",
" * time (time) datetime64[ns] 24B 2000-01-01 2000-02-01 2000-03-01\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
- " lat_bnds (lat, bnds) float64 1kB ...\n",
- " lon_bnds (lon, bnds) float64 640B ...\n",
+ " lat_bnds (lat, bnds) float64 4kB ...\n",
+ " lon_bnds (lon, bnds) float64 3kB ...\n",
" time_bnds (time, bnds) datetime64[ns] 48B ...\n",
- " sst (time, lat, lon) float32 31kB ...\n",
+ " psl (time, lat, lon) float32 492kB ...\n",
" crs int32 4B ...\n",
- "Attributes: (12/26)\n",
+ "Attributes: (12/28)\n",
" Conventions: CF-1.9 ACDD-1.3\n",
" title: Copernicus Interactive Climate Atlas: gridded...\n",
" summary: Monthly/annual gridded data from observations...\n",
@@ -3519,39 +3510,49 @@
" 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: 2024-12-10 12:46:29.052327+01:00\n",
- " tracking_id: ec5c10e5-0618-4716-9c21-f46d4c8c5cc3\n",
- " project_id: c3s-cica-atlas Dimensions: lat : 64bnds : 2lon : 40time : 3Coordinates: (3)
lat
(lat)
float64
49.12 49.38 49.62 ... 64.62 64.88
standard_name : latitude units : degrees_north axis : Y long_name : latitude bounds : lat_bnds array([49.125, 49.375, 49.625, 49.875, 50.125, 50.375, 50.625, 50.875, 51.125,\n",
- " 51.375, 51.625, 51.875, 52.125, 52.375, 52.625, 52.875, 53.125, 53.375,\n",
- " 53.625, 53.875, 54.125, 54.375, 54.625, 54.875, 55.125, 55.375, 55.625,\n",
- " 55.875, 56.125, 56.375, 56.625, 56.875, 57.125, 57.375, 57.625, 57.875,\n",
- " 58.125, 58.375, 58.625, 58.875, 59.125, 59.375, 59.625, 59.875, 60.125,\n",
- " 60.375, 60.625, 60.875, 61.125, 61.375, 61.625, 61.875, 62.125, 62.375,\n",
- " 62.625, 62.875, 63.125, 63.375, 63.625, 63.875, 64.125, 64.375, 64.625,\n",
- " 64.875]) lon
(lon)
float64
0.125 0.375 0.625 ... 9.625 9.875
standard_name : longitude units : degrees_east axis : X long_name : longitude bounds : lon_bnds array([0.125, 0.375, 0.625, 0.875, 1.125, 1.375, 1.625, 1.875, 2.125, 2.375,\n",
- " 2.625, 2.875, 3.125, 3.375, 3.625, 3.875, 4.125, 4.375, 4.625, 4.875,\n",
- " 5.125, 5.375, 5.625, 5.875, 6.125, 6.375, 6.625, 6.875, 7.125, 7.375,\n",
- " 7.625, 7.875, 8.125, 8.375, 8.625, 8.875, 9.125, 9.375, 9.625, 9.875]) time
(time)
datetime64[ns]
2000-01-01 2000-02-01 2000-03-01
standard_name : time axis : T long_name : time bounds : time_bnds array(['2000-01-01T00:00:00.000000000', '2000-02-01T00:00:00.000000000',\n",
- " '2000-03-01T00:00:00.000000000'], dtype='datetime64[ns]') Data variables: (5)
Attributes: (26)
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 : v2.0 standard_name_vocabulary : CF Standard Name Table (Version 79, 2022-03-19) source : ORAS5 frequency : mon variable_id : sst time_min : 195801 time_max : 201412 geospatial_lat_min : -90.0 geospatial_lat_max : 90.0 geospatial_lat_resolution : 0.25 geospatial_lat_units : degrees_north geospatial_lon_min : -180.0 geospatial_lon_max : 180.0 geospatial_lon_resolution : 0.25 geospatial_lon_units : degrees_east date_created : 2024-12-10 12:46:29.052327+01:00 tracking_id : ec5c10e5-0618-4716-9c21-f46d4c8c5cc3 project_id : c3s-cica-atlas Dimensions: lat : 256bnds : 2lon : 160time : 3Coordinates: (3)
lat
(lat)
float64
49.03 49.09 49.16 ... 64.91 64.97
standard_name : latitude units : degrees_north axis : Y long_name : latitude bounds : lat_bnds array([49.03125, 49.09375, 49.15625, ..., 64.84375, 64.90625, 64.96875],\n",
+ " shape=(256,)) lon
(lon)
float64
0.03125 0.09375 ... 9.906 9.969
standard_name : longitude units : degrees_east axis : X long_name : longitude bounds : lon_bnds array([0.03125, 0.09375, 0.15625, 0.21875, 0.28125, 0.34375, 0.40625, 0.46875,\n",
+ " 0.53125, 0.59375, 0.65625, 0.71875, 0.78125, 0.84375, 0.90625, 0.96875,\n",
+ " 1.03125, 1.09375, 1.15625, 1.21875, 1.28125, 1.34375, 1.40625, 1.46875,\n",
+ " 1.53125, 1.59375, 1.65625, 1.71875, 1.78125, 1.84375, 1.90625, 1.96875,\n",
+ " 2.03125, 2.09375, 2.15625, 2.21875, 2.28125, 2.34375, 2.40625, 2.46875,\n",
+ " 2.53125, 2.59375, 2.65625, 2.71875, 2.78125, 2.84375, 2.90625, 2.96875,\n",
+ " 3.03125, 3.09375, 3.15625, 3.21875, 3.28125, 3.34375, 3.40625, 3.46875,\n",
+ " 3.53125, 3.59375, 3.65625, 3.71875, 3.78125, 3.84375, 3.90625, 3.96875,\n",
+ " 4.03125, 4.09375, 4.15625, 4.21875, 4.28125, 4.34375, 4.40625, 4.46875,\n",
+ " 4.53125, 4.59375, 4.65625, 4.71875, 4.78125, 4.84375, 4.90625, 4.96875,\n",
+ " 5.03125, 5.09375, 5.15625, 5.21875, 5.28125, 5.34375, 5.40625, 5.46875,\n",
+ " 5.53125, 5.59375, 5.65625, 5.71875, 5.78125, 5.84375, 5.90625, 5.96875,\n",
+ " 6.03125, 6.09375, 6.15625, 6.21875, 6.28125, 6.34375, 6.40625, 6.46875,\n",
+ " 6.53125, 6.59375, 6.65625, 6.71875, 6.78125, 6.84375, 6.90625, 6.96875,\n",
+ " 7.03125, 7.09375, 7.15625, 7.21875, 7.28125, 7.34375, 7.40625, 7.46875,\n",
+ " 7.53125, 7.59375, 7.65625, 7.71875, 7.78125, 7.84375, 7.90625, 7.96875,\n",
+ " 8.03125, 8.09375, 8.15625, 8.21875, 8.28125, 8.34375, 8.40625, 8.46875,\n",
+ " 8.53125, 8.59375, 8.65625, 8.71875, 8.78125, 8.84375, 8.90625, 8.96875,\n",
+ " 9.03125, 9.09375, 9.15625, 9.21875, 9.28125, 9.34375, 9.40625, 9.46875,\n",
+ " 9.53125, 9.59375, 9.65625, 9.71875, 9.78125, 9.84375, 9.90625, 9.96875]) time
(time)
datetime64[ns]
2000-01-01 2000-02-01 2000-03-01
standard_name : time axis : T long_name : time bounds : time_bnds array(['2000-01-01T00:00:00.000000000', '2000-02-01T00:00:00.000000000',\n",
+ " '2000-03-01T00:00:00.000000000'], dtype='datetime64[ns]') Data variables: (5)
Attributes: (28)
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 : v2.0 standard_name_vocabulary : CF Standard Name Table (Version 79, 2022-03-19) source : CERRA frequency : mon variable_id : psl time_min : 198501 time_max : 202512 geospatial_lat_min : 20.25 geospatial_lat_max : 75.375 geospatial_lat_resolution : 0.0625 geospatial_lat_units : degrees_north geospatial_lon_min : -58.1875 geospatial_lon_max : 74.1875 geospatial_lon_resolution : 0.0625 geospatial_lon_units : degrees_east tracking_id : b0f9bd3b-5d38-477d-a1a7-2949689ecf28 date_created : 2024-12-04 12:19:51.247949+01:00 date_modified : 2026-03-15T12:00:00Z history : Updated dataset to include data up to 2025 [patch: 2025-update] project_id : c3s-cica-atlas Size: 33kB\n",
- "Dimensions: (lat: 64, bnds: 2, lon: 40, time: 3)\n",
+ " Size: 502kB\n",
+ "Dimensions: (lat: 256, bnds: 2, lon: 160, time: 3)\n",
"Coordinates:\n",
- " * lat (lat) float64 512B 49.12 49.38 49.62 49.88 ... 64.38 64.62 64.88\n",
- " * lon (lon) float64 320B 0.125 0.375 0.625 0.875 ... 9.375 9.625 9.875\n",
+ " * lat (lat) float64 2kB 49.03 49.09 49.16 49.22 ... 64.84 64.91 64.97\n",
+ " * lon (lon) float64 1kB 0.03125 0.09375 0.1562 ... 9.844 9.906 9.969\n",
" * time (time) datetime64[ns] 24B 2000-01-01 2000-02-01 2000-03-01\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
- " lat_bnds (lat, bnds) float64 1kB ...\n",
- " lon_bnds (lon, bnds) float64 640B ...\n",
+ " lat_bnds (lat, bnds) float64 4kB ...\n",
+ " lon_bnds (lon, bnds) float64 3kB ...\n",
" time_bnds (time, bnds) datetime64[ns] 48B ...\n",
- " sst (time, lat, lon) float32 31kB ...\n",
+ " psl (time, lat, lon) float32 492kB ...\n",
" crs int32 4B ...\n",
- "Attributes: (12/26)\n",
+ "Attributes: (12/28)\n",
" Conventions: CF-1.9 ACDD-1.3\n",
" title: Copernicus Interactive Climate Atlas: gridded...\n",
" summary: Monthly/annual gridded data from observations...\n",
@@ -3559,11 +3560,11 @@
" 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: 2024-12-10 12:46:29.052327+01:00\n",
- " tracking_id: ec5c10e5-0618-4716-9c21-f46d4c8c5cc3\n",
+ " tracking_id: b0f9bd3b-5d38-477d-a1a7-2949689ecf28\n",
+ " date_created: 2024-12-04 12:19:51.247949+01:00\n",
+ " date_modified: 2026-03-15T12:00:00Z\n",
+ " history: Updated dataset to include data up to 2025 [p...\n",
" project_id: c3s-cica-atlas"
]
},
@@ -3633,7 +3634,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "duration: 15.807702779769897 secs\n"
+ "duration: 18.826886892318726 secs\n"
]
}
],
@@ -3651,7 +3652,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_xtnfybmp/fd_CORDEX-EUR-11_historical_mon_20000101-20000101.nc.\n"
+ "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_25pswrda/fd_CORDEX-EUR-11_historical_mon_20000101-20000101.nc.\n"
]
},
{
@@ -4234,8 +4235,8 @@
" geospatial_lon_units: degrees_east\n",
" date_created: 2024-12-09 16:29:21.678437+01:00\n",
" tracking_id: 875a8e49-a0e7-4475-b7fe-13f6f694e617\n",
- " project_id: c3s-cica-atlas"
+ " project_id: c3s-cica-atlas"
],
"text/plain": [
" Size: 104MB\n",
@@ -4342,7 +4343,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "duration: 15.706353187561035 secs\n"
+ "duration: 12.985225200653076 secs\n"
]
}
],
@@ -4359,7 +4360,7 @@
{
"data": {
"text/plain": [
- "3.7302331924438477"
+ "3.73037052154541"
]
},
"execution_count": 30,
@@ -4379,7 +4380,7 @@
{
"data": {
"text/plain": [
- "['http://rook7.cloud.dkrz.de:80/outputs/rook/a9881012-5504-11f1-8135-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_20000101-20000101.nc']"
+ "['http://rook7.cloud.dkrz.de:80/outputs/rook/279c32c4-5507-11f1-a7a7-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_20000101-20000101.nc']"
]
},
"execution_count": 31,
@@ -4395,199 +4396,1548 @@
"cell_type": "code",
"execution_count": 32,
"metadata": {},
- "outputs": [],
- "source": [
- "# ds = resp.datasets()[0]\n",
- "# ds"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## workflow: complete time range"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 33,
- "metadata": {},
- "outputs": [],
- "source": [
- "start = time.time()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 34,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "True"
- ]
- },
- "execution_count": 34,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "ds = ops.Input(\n",
- " 'ds', ['c3s-cica-atlas.rlds.CORDEX-CORE.historical.mon.v25']\n",
- ")\n",
- "\n",
- "wf = ops.Subset(\n",
- " ds, \n",
- " # time=\"2000/2000\",\n",
- ")\n",
- "\n",
- "resp = wf.orchestrate()\n",
- "resp.ok"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 35,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "duration: 6.795650005340576 secs\n"
- ]
- }
- ],
- "source": [
- "duration = time.time() - start\n",
- "print(f\"duration: {duration} secs\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 36,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['https://data.mips.climate.copernicus.eu/thredds/fileServer/esg_c3s-cica-atlas/v025/CORDEX-CORE/historical/rlds_CORDEX-CORE_historical_mon_197001-200512_v025.nc']"
- ]
- },
- "execution_count": 36,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "resp.download_urls()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## workflow: most of the time range"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "metadata": {},
- "outputs": [],
- "source": [
- "start = time.time()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 38,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "True"
- ]
- },
- "execution_count": 38,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "ds = ops.Input(\n",
- " 'ds', ['c3s-cica-atlas.rlds.CORDEX-CORE.historical.mon.v25']\n",
- ")\n",
- "\n",
- "wf = ops.Subset(\n",
- " ds, \n",
- " time=\"1970/2004\",\n",
- ")\n",
- "\n",
- "resp = wf.orchestrate()\n",
- "resp.ok"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 39,
- "metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "duration: 181.16558599472046 secs\n"
+ "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_4rex4yah/rlds_CORDEX-CORE_historical_mon_20000101-20000101.nc.\n"
]
- }
- ],
- "source": [
- "duration = time.time() - start\n",
- "print(f\"duration: {duration} secs\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 40,
- "metadata": {},
- "outputs": [
+ },
{
"data": {
- "text/plain": [
- "1458.6328630447388"
- ]
- },
- "execution_count": 40,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "resp.size_in_mb"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 41,
+ "text/html": [
+ "\n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ "
<xarray.Dataset> Size: 37MB\n",
+ "Dimensions: (lat: 720, bnds: 2, lon: 1440, time: 1, member: 9)\n",
+ "Coordinates:\n",
+ " * lat (lat) float64 6kB -89.88 -89.62 -89.38 ... 89.62 89.88\n",
+ " * lon (lon) float64 12kB -179.9 -179.6 -179.4 ... 179.6 179.9\n",
+ " * time (time) datetime64[ns] 8B 2000-01-01\n",
+ " member_id (member) <U26 936B ...\n",
+ " gcm_institution (member) <U9 324B ...\n",
+ " gcm_model (member) <U10 360B ...\n",
+ "Dimensions without coordinates: bnds, member\n",
+ "Data variables:\n",
+ " lat_bnds (lat, bnds) float64 12kB ...\n",
+ " lon_bnds (lon, bnds) float64 23kB ...\n",
+ " time_bnds (time, bnds) datetime64[ns] 16B ...\n",
+ " rcm_model (member) <U5 180B ...\n",
+ " rlds (member, time, lat, lon) float32 37MB ...\n",
+ " crs int32 4B ...\n",
+ "Attributes: (12/29)\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_units: degrees_east\n",
+ " date_created: 2024-12-09 16:29:21.744026+01:00\n",
+ " tracking_id: 3a8f6b5d-ae95-4b75-9966-317cc06efaf4\n",
+ " member_provenance: Values uniquely identify each member of the e...\n",
+ " reference: https://doi.org/10.1175/BAMS-D-22-0111.1\n",
+ " project_id: c3s-cica-atlas Dimensions: lat : 720bnds : 2lon : 1440time : 1member : 9Coordinates: (6)
Data variables: (6)
Attributes: (29)
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 : v2.0 standard_name_vocabulary : CF Standard Name Table (Version 79, 2022-03-19) source : CORDEX-CORE experiment_id : historical frequency : mon variable_id : rlds time_min : 197001 time_max : 200512 geospatial_lat_min : -90.0 geospatial_lat_max : 90.0 geospatial_lat_resolution : 0.25 geospatial_lat_units : degrees_north geospatial_lon_min : -180.0 geospatial_lon_max : 180.0 geospatial_lon_resolution : 0.25 geospatial_lon_units : degrees_east date_created : 2024-12-09 16:29:21.744026+01:00 tracking_id : 3a8f6b5d-ae95-4b75-9966-317cc06efaf4 member_provenance : Values uniquely identify each member of the ensemble (<rcm_domain>_<gcm_institution>_<gcm_model>_<gcm_variant>_<rcm_institution>_<rcm_model>_<rcm_variant>),SEA-22_MOHC-HadGEM2-ES_r1i1p1_ICTP-RegCM4-7_v0,EUR-11_MPI-M-MPI-ESM-LR_r3i1p1_GERICS-REMO2015_v1,NAM-22_NCC-NorESM1-M_r1i1p1_GERICS-REMO2015_v1,AFR-22_NCC-NorESM1-M_r1i1p1_GERICS-REMO2015_v1,SEA-22_NCC-NorESM1-M_r1i1p1_GERICS-REMO2015_v1,SEA-22_MPI-M-MPI-ESM-LR_r1i1p1_GERICS-REMO2015_v1,NAM-22_NOAA-GFDL-GFDL-ESM2M_r1i1p1_ISU-RegCM4_v4-4-rc8,SAM-22_MPI-M-MPI-ESM-LR_r1i1p1_GERICS-REMO2015_v1,SAM-22_MPI-M-MPI-ESM-MR_r1i1p1_ICTP-RegCM4-7_v0,CAM-22_NCC-NorESM1-M_r1i1p1_GERICS-REMO2015_v1,WAS-22_NCC-NorESM1-M_r1i1p1_ORNL-RegCM4-7_v0,EUR-11_NCC-NorESM1-M_r1i1p1_GERICS-REMO2015_v1,AFR-22_MPI-M-MPI-ESM-LR_r1i1p1_GERICS-REMO2015_v1,WAS-22_NCC-NorESM1-M_r1i1p1_GERICS-REMO2015_v1,SAM-22_MOHC-HadGEM2-ES_r1i1p1_GERICS-REMO2015_v1,NAM-22_MPI-M-MPI-ESM-LR_r1i1p1_GERICS-REMO2015_v1,CAM-22_NOAA-GFDL-GFDL-ESM2M_r1i1p1_ICTP-RegCM4-7_v0,WAS-22_MPI-M-MPI-ESM-LR_r1i1p1_GERICS-REMO2015_v1,AUS-22_NCC-NorESM1-M_r1i1p1_ICTP-RegCM4-7_v0,AUS-22_MOHC-HadGEM2-ES_r1i1p1_ICTP-RegCM4-7_v0,EAS-22_NCC-NorESM1-M_r1i1p1_GERICS-REMO2015_v1,WAS-22_MOHC-HadGEM2-ES_r1i1p1_GERICS-REMO2015_v1,EAS-22_MOHC-HadGEM2-ES_r1i1p1_ICTP-RegCM4-4_v0,EUR-11_NCC-NorESM1-M_r1i1p1_ICTP-RegCM4-6_v1,AUS-22_MPI-M-MPI-ESM-MR_r1i1p1_ICTP-RegCM4-7_v0,AFR-22_NCC-NorESM1-M_r1i1p1_ICTP-RegCM4-7_v0,EUR-11_MOHC-HadGEM2-ES_r1i1p1_ICTP-RegCM4-6_v1,CAM-22_MOHC-HadGEM2-ES_r1i1p1_ICTP-RegCM4-7_v0,WAS-22_MPI-M-MPI-ESM-MR_r1i1p1_ORNL-RegCM4-7_v0,AFR-22_MOHC-HadGEM2-ES_r1i1p1_ICTP-RegCM4-7_v0,WAS-22_MIROC-MIROC5_r1i1p1_ORNL-RegCM4-7_v0,EAS-22_MOHC-HadGEM2-ES_r1i1p1_GERICS-REMO2015_v1,EUR-11_MOHC-HadGEM2-ES_r1i1p1_GERICS-REMO2015_v1,SAM-22_NCC-NorESM1-M_r1i1p1_ICTP-RegCM4-7_v0,NAM-22_MPI-M-MPI-ESM-LR_r1i1p1_NCAR-RegCM4_v4-4-rc8,CAM-22_MPI-M-MPI-ESM-LR_r1i1p1_GERICS-REMO2015_v1,AFR-22_MPI-M-MPI-ESM-MR_r1i1p1_ICTP-RegCM4-7_v0,EAS-22_MPI-M-MPI-ESM-LR_r1i1p1_GERICS-REMO2015_v1,AUS-22_NCC-NorESM1-M_r1i1p1_GERICS-REMO2015_v1,CAM-22_MPI-M-MPI-ESM-MR_r1i1p1_ICTP-RegCM4-7_v0,NAM-22_MOHC-HadGEM2-ES_r1i1p1_ISU-RegCM4_v4-4-rc8,EAS-22_NCC-NorESM1-M_r1i1p1_ICTP-RegCM4-4_v0,SAM-22_MOHC-HadGEM2-ES_r1i1p1_ICTP-RegCM4-7_v0,SEA-22_MPI-M-MPI-ESM-MR_r1i1p1_ICTP-RegCM4-7_v0,AUS-22_MOHC-HadGEM2-ES_r1i1p1_GERICS-REMO2015_v1,EUR-11_MPI-M-MPI-ESM-LR_r1i1p1_ICTP-RegCM4-6_v1,NAM-22_MOHC-HadGEM2-ES_r1i1p1_GERICS-REMO2015_v1,AFR-22_MOHC-HadGEM2-ES_r1i1p1_GERICS-REMO2015_v1,AUS-22_MPI-M-MPI-ESM-LR_r1i1p1_GERICS-REMO2015_v1,SEA-22_NCC-NorESM1-M_r1i1p1_ICTP-RegCM4-7_v0,SAM-22_NCC-NorESM1-M_r1i1p1_GERICS-REMO2015_v1,EAS-22_MPI-M-MPI-ESM-MR_r1i1p1_ICTP-RegCM4-4_v0,SEA-22_MOHC-HadGEM2-ES_r1i1p1_GERICS-REMO2015_v1,CAM-22_MOHC-HadGEM2-ES_r1i1p1_GERICS-REMO2015_v1 reference : https://doi.org/10.1175/BAMS-D-22-0111.1 project_id : c3s-cica-atlas Size: 37MB\n",
+ "Dimensions: (lat: 720, bnds: 2, lon: 1440, time: 1, member: 9)\n",
+ "Coordinates:\n",
+ " * lat (lat) float64 6kB -89.88 -89.62 -89.38 ... 89.62 89.88\n",
+ " * lon (lon) float64 12kB -179.9 -179.6 -179.4 ... 179.6 179.9\n",
+ " * time (time) datetime64[ns] 8B 2000-01-01\n",
+ " member_id (member) \n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ "<xarray.Dataset> Size: 1MB\n",
+ "Dimensions: (lat: 360, bnds: 2, lon: 720, time: 1)\n",
+ "Coordinates:\n",
+ " * lat (lat) float64 3kB -89.75 -89.25 -88.75 ... 88.75 89.25 89.75\n",
+ " * lon (lon) float64 6kB -179.8 -179.2 -178.8 ... 178.8 179.2 179.8\n",
+ " * time (time) datetime64[ns] 8B 2000-01-01\n",
+ "Dimensions without coordinates: bnds\n",
+ "Data variables:\n",
+ " lat_bnds (lat, bnds) float64 6kB ...\n",
+ " lon_bnds (lon, bnds) float64 12kB ...\n",
+ " time_bnds (time, bnds) datetime64[ns] 16B ...\n",
+ " rx1day (time, lat, lon) float32 1MB ...\n",
+ " crs int32 4B ...\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: 0.5\n",
+ " geospatial_lon_units: degrees_east\n",
+ " date_created: 2025-02-19 11:37:31.953736+01:00\n",
+ " tracking_id: 3fd627f5-8b6e-48dd-84a2-0bb22eddd536\n",
+ " project_id: c3s-cica-atlas "
+ ],
+ "text/plain": [
+ " Size: 1MB\n",
+ "Dimensions: (lat: 360, bnds: 2, lon: 720, time: 1)\n",
+ "Coordinates:\n",
+ " * lat (lat) float64 3kB -89.75 -89.25 -88.75 ... 88.75 89.25 89.75\n",
+ " * lon (lon) float64 6kB -179.8 -179.2 -178.8 ... 178.8 179.2 179.8\n",
+ " * time (time) datetime64[ns] 8B 2000-01-01\n",
+ "Dimensions without coordinates: bnds\n",
+ "Data variables:\n",
+ " lat_bnds (lat, bnds) float64 6kB ...\n",
+ " lon_bnds (lon, bnds) float64 12kB ...\n",
+ " time_bnds (time, bnds) datetime64[ns] 16B ...\n",
+ " rx1day (time, lat, lon) float32 1MB ...\n",
+ " crs int32 4B ...\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: 0.5\n",
+ " geospatial_lon_units: degrees_east\n",
+ " date_created: 2025-02-19 11:37:31.953736+01:00\n",
+ " tracking_id: 3fd627f5-8b6e-48dd-84a2-0bb22eddd536\n",
+ " project_id: c3s-cica-atlas"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ds = resp.datasets()[0]\n",
+ "ds"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## workflow: complete time range"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "start = time.time()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ds = ops.Input(\n",
+ " 'ds', ['c3s-cica-atlas.rlds.CORDEX-CORE.historical.mon.v25']\n",
+ ")\n",
+ "\n",
+ "wf = ops.Subset(\n",
+ " ds, \n",
+ " # time=\"2000/2000\",\n",
+ ")\n",
+ "\n",
+ "resp = wf.orchestrate()\n",
+ "resp.ok"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "duration: 6.738827705383301 secs\n"
+ ]
+ }
+ ],
+ "source": [
+ "duration = time.time() - start\n",
+ "print(f\"duration: {duration} secs\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['https://data.mips.climate.copernicus.eu/thredds/fileServer/esg_c3s-cica-atlas/v025/CORDEX-CORE/historical/rlds_CORDEX-CORE_historical_mon_197001-200512_v025.nc']"
+ ]
+ },
+ "execution_count": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "resp.download_urls()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## workflow: 10 years of time range"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "start = time.time()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ds = ops.Input(\n",
+ " 'ds', ['c3s-cica-atlas.rlds.CORDEX-CORE.historical.mon.v25']\n",
+ ")\n",
+ "\n",
+ "wf = ops.Subset(\n",
+ " ds, \n",
+ " time=\"1990/2000\",\n",
+ ")\n",
+ "\n",
+ "resp = wf.orchestrate()\n",
+ "resp.ok"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "duration: 65.00943899154663 secs\n"
+ ]
+ }
+ ],
+ "source": [
+ "duration = time.time() - start\n",
+ "print(f\"duration: {duration} secs\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "461.0179805755615"
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "resp.size_in_mb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "['http://rook7.cloud.dkrz.de:80/outputs/rook/1a41dd1a-5505-11f1-adeb-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19700101-19740501.nc',\n",
- " 'http://rook7.cloud.dkrz.de:80/outputs/rook/1a41eefe-5505-11f1-adeb-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19740601-19781001.nc',\n",
- " 'http://rook7.cloud.dkrz.de:80/outputs/rook/1a41fa20-5505-11f1-adeb-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19781101-19830301.nc',\n",
- " 'http://rook7.cloud.dkrz.de:80/outputs/rook/1a4204f2-5505-11f1-adeb-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19830401-19870801.nc',\n",
- " 'http://rook7.cloud.dkrz.de:80/outputs/rook/1a420e84-5505-11f1-adeb-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19870901-19920101.nc',\n",
- " 'http://rook7.cloud.dkrz.de:80/outputs/rook/1a421910-5505-11f1-adeb-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19920201-19960601.nc',\n",
- " 'http://rook7.cloud.dkrz.de:80/outputs/rook/1a4221b2-5505-11f1-adeb-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19960701-20001101.nc',\n",
- " 'http://rook7.cloud.dkrz.de:80/outputs/rook/1a422cf2-5505-11f1-adeb-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_20001201-20041201.nc']"
+ "['http://rook7.cloud.dkrz.de:80/outputs/rook/571c69ec-5507-11f1-9c32-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19900101-19940501.nc',\n",
+ " 'http://rook7.cloud.dkrz.de:80/outputs/rook/571c8198-5507-11f1-9c32-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19940601-19981001.nc',\n",
+ " 'http://rook7.cloud.dkrz.de:80/outputs/rook/571c93e0-5507-11f1-9c32-fa163eb671ca/rlds_CORDEX-CORE_historical_mon_19981101-20001201.nc']"
]
},
- "execution_count": 41,
+ "execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}