Initialized Datasets#
Probably the hardest part in working with climpred
is getting the initialized
dataset complying to the expectations and data model of climpred
.
For names, data types and conventions of xarray.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 |
Boer et al. [2016] |
with intake-esm, Anderson at NOAA’s 45th CDP Workshop: slides, Notebook |
|
CESM-DPLE |
decadal |
Yeager et al. [2018] |
many standard climpred examples |
||
NMME |
seasonal |
The North American Multimodel Ensemble: Phase-1 Seasonal-to-Interannual Prediction |
Kirtman et al. [2014] |
||
SubX |
subseasonal |
Pegion et al. [2019] |
|||
S2S |
subseasonal |
The Subseasonal to Seasonal (S2S) Prediction Project Database |
Vitart et al. [2017] |
||
GEFS |
weather |
Toth and Kalnay [1993] |
|||
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#
G. J. Boer, D. M. Smith, C. Cassou, F. Doblas-Reyes, G. Danabasoglu, B. Kirtman, Y. Kushnir, M. Kimoto, G. A. Meehl, R. Msadek, W. A. Mueller, K. E. Taylor, F. Zwiers, M. Rixen, Y. Ruprich-Robert, and R. Eade. The Decadal Climate Prediction Project (DCPP) contribution to CMIP6. Geosci. Model Dev., 9(10):3751–3777, October 2016. doi:10/f89qdf.
Ben P. Kirtman, Dughong Min, Johnna M. Infanti, James L. Kinter, Daniel A. Paolino, Qin Zhang, Huug van den Dool, Suranjana Saha, Malaquias Pena Mendez, Emily Becker, Peitao Peng, Patrick Tripp, Jin Huang, David G. DeWitt, Michael K. Tippett, Anthony G. Barnston, Shuhua Li, Anthony Rosati, Siegfried D. Schubert, Michele Rienecker, Max Suarez, Zhao E. Li, Jelena Marshak, Young-Kwon Lim, Joseph Tribbia, Kathleen Pegion, William J. Merryfield, Bertrand Denis, and Eric F. Wood. The North American Multimodel Ensemble: Phase-1 Seasonal-to-Interannual Prediction; Phase-2 toward Developing Intraseasonal Prediction. Bulletin of the American Meteorological Society, 95(4):585–601, April 2014. doi:10/ggspp9.
Kathy Pegion, Ben P. Kirtman, Emily Becker, Dan C. Collins, Emerson LaJoie, Robert Burgman, Ray Bell, Timothy DelSole, Dughong Min, Yuejian Zhu, Wei Li, Eric Sinsky, Hong Guan, Jon Gottschalck, E. Joseph Metzger, Neil P Barton, Deepthi Achuthavarier, Jelena Marshak, Randal D. Koster, Hai Lin, Normand Gagnon, Michael Bell, Michael K. Tippett, Andrew W. Robertson, Shan Sun, Stanley G. Benjamin, Benjamin W. Green, Rainer Bleck, and Hyemi Kim. The Subseasonal Experiment (SubX): A Multimodel Subseasonal Prediction Experiment. Bulletin of the American Meteorological Society, 100(10):2043–2060, July 2019. doi:10/ggkt9s.
Zoltan Toth and Eugenia Kalnay. Ensemble Forecasting at NMC: The Generation of Perturbations. Bulletin of the American Meteorological Society, 74(12):2317–2330, December 1993. doi:10/dt6znw.
F. Vitart, C. Ardilouze, A. Bonet, A. Brookshaw, M. Chen, C. Codorean, M. Déqué, L. Ferranti, E. Fucile, M. Fuentes, H. Hendon, J. Hodgson, H.-S. Kang, A. Kumar, H. Lin, G. Liu, X. Liu, P. Malguzzi, I. Mallas, M. Manoussakis, D. Mastrangelo, C. MacLachlan, P. McLean, A. Minami, R. Mladek, T. Nakazawa, S. Najm, Y. Nie, M. Rixen, A. W. Robertson, P. Ruti, C. Sun, Y. Takaya, M. Tolstykh, F. Venuti, D. Waliser, S. Woolnough, T. Wu, D.-J. Won, H. Xiao, R. Zaripov, and L. Zhang. The Subseasonal to Seasonal (S2S) Prediction Project Database. Bulletin of the American Meteorological Society, 98(1):163–173, January 2017. doi:10/cgwg.
S. G. Yeager, G. Danabasoglu, N. Rosenbloom, W. Strand, S. Bates, G. Meehl, A. Karspeck, K. Lindsay, M. C. Long, H. Teng, and N. S. Lovenduski. 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, March 2018. doi:10/gddfcs.