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Update 19
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rbeucher committed Jan 16, 2025
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98 changes: 67 additions & 31 deletions 19-JJA_ts_teleconnection.ipynb
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"id": "8e444b8f-e137-4087-8abd-48ef10a4adfb",
"metadata": {},
"source": [
"# JJA_ts_teleconnection: \n",
"# JJA_ts_teleconnection: Structure of Boreal Summer Surface Temperature Anomalies\n",
"\n",
"### Recommended observational datasets\t\t\t\t\n",
"variable ts:\tERA5, \t20CRv3, \tNCEP2, \tERA-Interim\n",
"#### Reference observations:\n",
"ERA-Interim 1979-2018 (main)\n",
"The \"JJA_ts_teleconnection\" notebook evaluates the relationship between ENSO (El Niño-Southern Oscillation) and boreal summer surface temperature anomalies, focusing on the region between 60°S and 60°N. It analyses the spatial and temporal structure of surface temperature patterns during the JJA period, providing insights into teleconnections and their potential impacts on global climate variability. \n",
" \n",
"## Recommended Observational Datasets \n",
"\n",
"TS: 20CRv2 1871-2012, NCEP2 1979-2018\n"
"### Surface Temperature\n",
"\n",
"- **ERA5 (1950-present)**: ERA5 is the fifth generation of global reanalysis data produced by ECMWF, providing high resolution hourly estimates of atmospheric, oceanic, and land-surface variables.\n",
"- **20CRv3 (1871-2019)**: The 20th Century Reanalysis provides global atmospheric data based on surface pressure observations and ensemble assimilation techniques, reconstructing weather patterns over the past 140 years.\n",
"- **NCEP2 (1979-2018)**: The second version of the NCEP reanalysis provides a range of atmospheric variables, including surface and upper-air data, and corrects issues in the original dataset, making it suitable for long-term climate and weather assessments.\n",
"- **ERA-Interim (1979-2018)**: Reanalysis data produced by the European Centre for Medium-Range Weather Forecasts (ECMWF), offering high-resolution atmospheric and surface variables using a global assimilation model."
]
},
{
"cell_type": "markdown",
"id": "6c32eb68-48ae-4d1d-848f-c19205616a55",
"metadata": {},
"source": [
"## Dask Cluster \n",
"Start a cluster with multiple cores"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "081ec469-454e-4fd8-a215-0e70db805baa",
"metadata": {},
"outputs": [],
"source": [
"from dask.distributed import Client, progress\n",
"client = Client()\n",
"client"
]
},
{
"cell_type": "markdown",
"id": "d9a08914-8c91-4a86-b8cf-63daad8df37a",
"metadata": {},
"source": [
"## Datasets"
]
},
{
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"metadata": {},
"outputs": [],
"source": [
"model_ts_datasets = { \n",
"model_ts_datasets = {\n",
"\"ACCESS-ESM1-5\": \n",
" Dataset(\n",
" short_name='ts',\n",
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" grid=\"gn\"\n",
")}\n",
"\n",
"#use ts and tos?\n",
"model_tos = {\"ACCESS-ESM1-5\": \n",
" model_ts_datasets[\"ACCESS-ESM1-5\"].copy(short_name='tos',mip=\"Omon\")}\n",
"\n",
"model_ts_datasets[\"ACCESS-ESM1-5\"].add_supplementary(short_name='areacella', mip='fx')\n",
"\n",
"obs_tos_datasets = {\n",
"\"NCEP-DOE-R2\": #nan data\n",
"obs_ts_datasets = {\n",
"\"HadISST\": \n",
" Dataset(\n",
" short_name='tos',\n",
" dataset='NCEP-DOE-R2',\n",
" short_name='ts',\n",
" dataset='HadISST',\n",
" mip=\"Amon\",\n",
" project='OBS6',\n",
" project='OBS',\n",
" type='reanaly',\n",
" tier=2),\n",
"# \"HadISST\": \n",
"# \"NOAA-CIRES-20CR-V2\": \n",
"# Dataset(\n",
"# short_name='ts',\n",
"# dataset='NOAA-CIRES-20CR-V2',\n",
"# mip=\"Amon\",\n",
"# project='OBS6',\n",
"# type='reanaly',\n",
"# timerange=\"187101/201212\",\n",
"# tier=2),\n",
"# \"NCEP-DOE-R2\": #nan data\n",
"# Dataset(\n",
"# short_name='tos',\n",
"# dataset='HadISST',\n",
"# mip=\"Omon\",\n",
"# project='OBS',\n",
"# dataset='NCEP-DOE-R2',\n",
"# mip=\"Amon\",\n",
"# project='OBS6',\n",
"# type='reanaly',\n",
"# tier=2),\n",
"\"ERA-Interim\":\n",
" Dataset(\n",
" short_name='ts',\n",
" dataset='ERA-Interim',\n",
" mip=\"Amon\",\n",
" project='OBS6',\n",
" type='reanaly',\n",
" tier=3)\n",
"# \"ERA-Interim\":\n",
"# Dataset(\n",
"# short_name='ts',\n",
"# dataset='ERA-Interim',\n",
"# mip=\"Amon\",\n",
"# project='OBS6',\n",
"# type='reanaly',\n",
"# tier=3)\n",
"}"
]
},
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
"version": "3.11.11"
}
},
"nbformat": 4,
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