CSVs:
values_all.csv: initial inputs before normalization or intersection of features.
values_complete.csv: all inputs before normalization but after intersection performed to keep only rows with an entry for every feature.
values_normalized.csv: all inputs after intersection and normalization.
new_data.csv: remaining inputs after cleaning and pruning of high-correlation features.
References
Link to article where the single-step, one input feature LSTM model builder was obtained:
https://towardsdatascience.com/energy-consumption-time-series-forecasting-with-python-and-lstm-deep-learning-model-7952e2f9a796
Link to article where the multi-step, multiple input feature LSTM model builder was obtained:
https://towardsdatascience.com/single-and-multi-step-temperature-time-series-forecasting-for-vilnius-using-lstm-deep-learning-b9719a0009de
Datasets in use:
Data Citation (Landing Page)
Identifier DOI: http://doi.org/10.22033/ESGF/input4MIPs.1221
Creators: Kennedy, John; Titchner, Holly; Rayner, Nick et al.
Title: input4MIPs.MOHC.SSTsAndSeaIce.HighResMIP.MOHC-HadISST-2-2-0-0-0
Publisher: Earth System Grid Federation
Publication Year: 2017
License: Crown copyright protection
Data Citation (Landing Page)
Identifier DOI: http://doi.org/10.22033/ESGF/input4MIPs.15017
Creators: Tsujino, Hiroyuki; Urakawa, Shogo; Nakano, Hideyuki et al.
Title: input4MIPs.CMIP6.OMIP.MRI.MRI-JRA55-do-1-5-0
Publisher: Earth System Grid Federation
Publication Year: 2020
License: Creative Commons Attribution-ShareAlike 4.0 International License (CC BY-SA 4.0)
Data Citation (Landing Page)
Identifier DOI: http://doi.org/10.22033/ESGF/input4MIPs.15017
Creators: Tsujino, Hiroyuki; Urakawa, Shogo; Nakano, Hideyuki et al.
Title: input4MIPs.CMIP6.OMIP.MRI.MRI-JRA55-do-1-5-0
Publisher: Earth System Grid Federation
Publication Year: 2020
License: Creative Commons Attribution-ShareAlike 4.0 International License (CC BY-SA 4.0)
Data Citation (Landing Page)
Identifier DOI: http://doi.org/10.22033/ESGF/input4MIPs.1122
Creators: Matthes, Katja; Funke, Bernd; Kruschke, Tim et al.
Title: input4MIPs.SOLARIS-HEPPA.solar.CMIP.SOLARIS-HEPPA-3-2
Publisher: Earth System Grid Federation
Publication Year: 2017
License: Creative Commons Attribution-ShareAlike 4.0 International License (CC BY-SA 4.0)
We acknowledge the World Climate Research Programme, which, through its Working Group on Coupled Modelling, coordinated and promoted CMIP6. We thank the climate modeling groups for producing and making available their model output, the Earth System Grid Federation (ESGF) for archiving the data and providing access, and the multiple funding agencies who support CMIP6 and ESGF.