Initialized Datasets¶
Probably the hardest part in working with climpred
is getting the initialized datasets complying to the expectations and data model of climpred
. For names, data types and conventions of xr.Dataset
dimensions and coordinates, please refer to Setting up your Dataset.
Here, we list publicly available initialized datasets and corresponding climpred examples:
Short Name |
Community |
Description |
Data Source |
Reference Paper |
Example |
---|---|---|---|---|---|
DCPP |
decadal |
Decadal Climate Prediction Project (DCPP) contribution to CMIP6 Website |
with intake-esm, Anderson at NOAA’s 45th CDP Workshop: slides, Notebook |
||
CESM-DPLE |
decadal |
Decadal Prediction Large Ensemble Project Website |
many standard climpred examples |
||
NMME |
seasonal |
The North American Multimodel Ensemble: Phase-1 Seasonal-to-Interannual Prediction Website |
|||
SubX |
subseasonal |
A Multimodel Subseasonal Prediction Experiment Website |
|||
S2S |
subseasonal |
The Subseasonal to Seasonal (S2S) Prediction Project Database Website |
|||
GEFS |
weather |
Global Ensemble Forecast System (GEFS), Website |
add publication |
||
name |
weather |
please add a Pull Request for numerical weather prediction |
dataset |
appreciated |
If you find or use another publicly available initialized datasets, please consider adding a Pull Request.
References¶
- Kirtman2014
Kirtman, Ben P., et al.: The North American Multimodel Ensemble: Phase-1 seasonal-to-interannual prediction; Phase-2 toward developing intraseasonal prediction. Bull. Amer. Meteor. Soc., 2014, 95, 585–601. doi: http://dx.doi.org/10.1175/BAMS-D-12-00050.1
- Boer2016
Boer, G. J., Smith, D. M., Cassou, C., Doblas-Reyes, F., Danabasoglu, G., Kirtman, B., Kushnir, Y., Kimoto, M., Meehl, G. A., Msadek, R., Mueller, W. A., Taylor, K. E., Zwiers, F., Rixen, M., Ruprich-Robert, Y., and Eade, R.: The Decadal Climate Prediction Project (DCPP) contribution to CMIP6, Geosci. Model Dev., 2016, 9, 3751-3777, https://doi.org/10.5194/gmd-9-3751-2016
- Vitart2017
Vitart, F., Ardilouze, C., Bonet, A., Brookshaw, A., Chen, M., Codorean, C., Déqué, M., Ferranti, L., Fucile, E., Fuentes, M., Hendon, H., Hodgson, J., Kang, H.-S., Kumar, A., Lin, H., Liu, G., Liu, X., Malguzzi, P., Mallas, I., … Zhang, L.: The Subseasonal to Seasonal (S2S) Prediction Project Database. Bulletin of the American Meteorological Society, 2017, 98(1), 163–173. doi: https://doi.org/10.1175/BAMS-D-16-0017.1
- Yeager2018
Yeager, S. G., Danabasoglu, G., Rosenbloom, N., Strand, W., Bates, S., Meehl, G., Karspeck, A., Lindsay, K., Long, M. C., Teng, H., & Lovenduski, N. S.: Predicting near-term changes in the Earth System: A large ensemble of initialized decadal prediction simulations using the Community Earth System Model. Bulletin of the American Meteorological Society, 2018. doi: https://doi.org/10.1175/BAMS-D-17-0098.1
- Pegion2019
Pegion, K., Kirtman, B. P., Becker, E., Collins, D. C., LaJoie, E., Burgman, R., Bell, R., DelSole, T., Min, D., Zhu, Y., Li, W., Sinsky, E., Guan, H., Gottschalck, J., Metzger, E. J., Barton, N. P., Achuthavarier, D., Marshak, J., Koster, R. D., … Kim, H.: The Subseasonal Experiment (SubX): A Multimodel Subseasonal Prediction Experiment. Bulletin of the American Meteorological Society, 2019, 100(10), 2043–2060. doi: https://doi.org/10.1175/BAMS-D-18-0270.1