Dev #8: Updated ORAS5 DOI + references

notebook.ipynb

@@ -76,8 +76,8 @@
     "The data sources used in this notebook rely on the following:\n",
     "* [ERA5](https://doi.org/10.24381/cds.adbb2d47):\n",
     "    Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 hourly data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS), DOI: [10.24381/cds.adbb2d47](https://doi.org/10.24381/cds.adbb2d47) (Accessed on 02-JUN-2024)\n",
-    "* [ORAS5](https://doi.org/10.24381/cds.67e8eeb7):\n",
-    "    Copernicus Climate Change Service, Climate Data Store, (2021): ORAS5 global ocean reanalysis monthly data from 1958 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). DOI: [10.24381/cds.67e8eeb7](https://doi.org/10.24381/cds.67e8eeb7) (Accessed on 02-JUN-2024)\n",
+    "* [ORAS5](https://doi.org/10.48670/moi-00024):\n",
+    "    Generated using E.U. Copernicus Marine Service Information;. DOI: [10.48670/moi-00024](https://doi.org/10.48670/moi-00024) (Accessed on 07-JUN-2024)\n",
     "* [OSI SAF](http://dx.doi.org/10.15770/EUM_SAF_OSI_0013):\n",
     "    OSI SAF Global sea ice concentration climate data record 1978-2020 (v3.0, 2022), OSI-450-a, doi:[10.15770/EUM_SAF_OSI_0013](http://dx.doi.org/10.15770/EUM_SAF_OSI_0013). EUMETSAT Ocean and Sea Ice Satellite Application Facility. Data extracted from OSI SAF FTP server: (01-JAN-2020 to 30-APR-2020) accessed 02-Jun-2024.\n",
     "\n",
@@ -279,7 +279,7 @@
     "\n",
     "* The climate data used for training is from [ERA5](https://cds.climate.copernicus.eu/cdsapp#!/dataset/reanalysis-era5-single-levels?tab=overview) reanalysis which covers the global climate since 1940 to the present time.\n",
     "\n",
-    "* Ocean data can be downloaded from [ORAS5](https://cds.climate.copernicus.eu/cdsapp#!/dataset/reanalysis-oras5?tab=overview) which also uses a reanalysis approach and contains global ocean and sea-ice reanalysis data. However, this is not utilised in this case since only monthly data is available.\n",
+    "* Ocean data can be downloaded from an ensemble of models, including [ORAS5](https://data.marine.copernicus.eu/product/GLOBAL_MULTIYEAR_PHY_ENS_001_031/description) which also uses a reanalysis approach and contains global ocean and sea-ice reanalysis data.\n",
     "\n",
     "Since these are both obtained from reanalysis, they are a combination of physical models and observational data. Due to the reanalysis approach, there is no temporal or spatial gap in the downloaded data. Both of these sets of data are obtained from the ECMWF's (European Centre for Medium-Range Weather Forecast) reanalysis systems.\n",
     "\n",
@@ -291,7 +291,7 @@
    "metadata": {},
    "source": [
     ":::{note}\n",
-    "Since the ERA5 and ORAS5 data downloads require registration before download, this demonstrator will only download and use observed sea ice concentration data for training.\n",
+    "Since both the ERA5 and ORAS5 data downloads require registration before download, this demonstrator will only download and use observed sea ice concentration data for training.\n",
     ":::\n",
     "\n",
     "### ERA5 Downloader\n",