Data for A sandwich smoother for spatio-temporal functional data
Description of this data
This archive provides data and code related to "A sandwich smoother for spatio-temporal functional data" by Joshua P. French and Piotr S. Kokoszka. The archive includes data from the North American Regional Climate Change Assessment Program (NARCCAP) and the North American Coordinated Regional Downscaling Experiment (NA-CORDEX).
Mearns, L., et al., 2007, updated 2014. The North American regional climate change assessment program dataset, National Center for Atmospheric Research Earth System Grid data portal, Boulder, CO. doi:10.5065/D6RN35ST.
Mearns, L., et al., 2017. The NA-CORDEX dataset, version 1.0. doi:10.
5065/D6SJ1JCH. NCAR Climate Data Gateway, Boulder CO. Accessed
October 12, 2019.
Mearns, L.O., Arritt, R., Biner, S., Bukovsky, M.S., McGinnis, S., Sain, S., Caya, D., Correia Jr, J., Flory, D., Gutowski, W., et al., 2012. The North American regional climate change assessment program: overview of phase I results. Bulletin of the American Meteorological Society 93, 1337–1362.
Mearns, L.O., Gutowski, W., Jones, R., Leung, R., McGinnis, S., Nunes, A., Qian, Y., 2009. A regional climate change assessment program for North America. EOS, Transactions American Geophysical Union 90, 311–311.
Experiment data files
A simulations .zip
Code to reproduce simulation study
B narccap_example .zip
Code to reproduce NARCCAP example
C cordex_analysis .zip
Code to reproduce NA-CORDEX analysis
Code to produce additional graphics and other analysis
A zip of hero_0.4.2.tar.gz, a package that should be installed manually in R in order to perform analysis
General instructions for reproducing analysis
Contains standard deviations of tasmax for each location; needed for simulation study
Contains a 365 days of smoothed tasmax data from the NARCCAP; needed for simulation study
Data needed for NARCCAP example
Steps to reproduce
Unzip the following zip files: 'A simulations', 'B narccap_examples', 'C cordex_analysis', 'D figures_and_other_analysis', and hero_0.4.2.
The readme file explains how to use the R scripts in the A, B, C, and D-related folders.
For the cordex_analysis, users must download NetCDF files directly from NA-CORDEX. The files in question are:
Instructions for downloading these files is available in '00_download_data.R' in the unzipped "C cordex analysis" folder. The instructions were correct at the time this archive was constructed, but may need to be modified in the future because of website updates by the data host.
Cite this dataset
French, Joshua (2020), “Data for A sandwich smoother for spatio-temporal functional data”, Mendeley Data, v1 http://dx.doi.org/10.17632/kmckc2vmmw.1
The files associated with this dataset are licensed under a Creative Commons Attribution 4.0 International licence.