R-code for random forest models related to article 'Arctic soil methane sink increases with drier conditions and higher ecosystem respiration'
This folder contains two R-script to create Random Forest (RF) models that can be used to reproduce RF model outputs reported in thefollowing article: Voigt, C., Virkkala, A.-M., Hould Gosselin, G., Bennett, K.A., Black, T.A., Detto, M., Chevrier-Dion, C., Guggenberger, G., Hashmi, W., Kohl, L., Kou...
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ftzenodo:oai:zenodo.org:8152386 2024-09-15T18:02:15+00:00 R-code for random forest models related to article 'Arctic soil methane sink increases with drier conditions and higher ecosystem respiration' Voigt, Carolina Kou, Dan 2023-08-18 https://doi.org/10.5281/zenodo.8152386 eng eng Zenodo https://doi.org/10.1594/PANGAEA.953120 https://doi.org/10.1038/s41558-023-01785-3 https://doi.org/10.5281/zenodo.8152385 https://doi.org/10.5281/zenodo.8152386 oai:zenodo.org:8152386 info:eu-repo/semantics/openAccess Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode info:eu-repo/semantics/other 2023 ftzenodo https://doi.org/10.5281/zenodo.815238610.1594/PANGAEA.95312010.1038/s41558-023-01785-310.5281/zenodo.8152385 2024-07-25T20:11:30Z This folder contains two R-script to create Random Forest (RF) models that can be used to reproduce RF model outputs reported in thefollowing article: Voigt, C., Virkkala, A.-M., Hould Gosselin, G., Bennett, K.A., Black, T.A., Detto, M., Chevrier-Dion, C., Guggenberger, G., Hashmi, W., Kohl, L., Kou, D., Marquis, C., Marsh, P., Marushchak, M.E., Nesic, Z., Nykänen, H., Saarela, T., Sauheitl, L., Walker, B., Weiss, N., Wilcox, E.J., Sonnentag, O.(2023). Arctic soil methane sink increases with drier conditions and higher ecosystem respiration. Nature Climate Change. DOI:10.1038/s41558-023-01785-3 [in press]. The flux datasets used in this script areavailable on PANGAEA database under the following DOI: https://doi.org/10.1594/PANGAEA.953120 Example datasets (.csv) with a subset of data areincluded with theseR-scripts. Please cite our work accordingly when using this script or associated data. Script 1: RF models for all vegetation types at Trail Valley Creek, split between Shrub, Lichen, and Tussock Script2: RF models for individual chambers (18 chambers) at Trail Valley Creek, split by month (June, July, August). Other/Unknown Material Climate change Zenodo |
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English |
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This folder contains two R-script to create Random Forest (RF) models that can be used to reproduce RF model outputs reported in thefollowing article: Voigt, C., Virkkala, A.-M., Hould Gosselin, G., Bennett, K.A., Black, T.A., Detto, M., Chevrier-Dion, C., Guggenberger, G., Hashmi, W., Kohl, L., Kou, D., Marquis, C., Marsh, P., Marushchak, M.E., Nesic, Z., Nykänen, H., Saarela, T., Sauheitl, L., Walker, B., Weiss, N., Wilcox, E.J., Sonnentag, O.(2023). Arctic soil methane sink increases with drier conditions and higher ecosystem respiration. Nature Climate Change. DOI:10.1038/s41558-023-01785-3 [in press]. The flux datasets used in this script areavailable on PANGAEA database under the following DOI: https://doi.org/10.1594/PANGAEA.953120 Example datasets (.csv) with a subset of data areincluded with theseR-scripts. Please cite our work accordingly when using this script or associated data. Script 1: RF models for all vegetation types at Trail Valley Creek, split between Shrub, Lichen, and Tussock Script2: RF models for individual chambers (18 chambers) at Trail Valley Creek, split by month (June, July, August). |
format |
Other/Unknown Material |
author |
Voigt, Carolina Kou, Dan |
spellingShingle |
Voigt, Carolina Kou, Dan R-code for random forest models related to article 'Arctic soil methane sink increases with drier conditions and higher ecosystem respiration' |
author_facet |
Voigt, Carolina Kou, Dan |
author_sort |
Voigt, Carolina |
title |
R-code for random forest models related to article 'Arctic soil methane sink increases with drier conditions and higher ecosystem respiration' |
title_short |
R-code for random forest models related to article 'Arctic soil methane sink increases with drier conditions and higher ecosystem respiration' |
title_full |
R-code for random forest models related to article 'Arctic soil methane sink increases with drier conditions and higher ecosystem respiration' |
title_fullStr |
R-code for random forest models related to article 'Arctic soil methane sink increases with drier conditions and higher ecosystem respiration' |
title_full_unstemmed |
R-code for random forest models related to article 'Arctic soil methane sink increases with drier conditions and higher ecosystem respiration' |
title_sort |
r-code for random forest models related to article 'arctic soil methane sink increases with drier conditions and higher ecosystem respiration' |
publisher |
Zenodo |
publishDate |
2023 |
url |
https://doi.org/10.5281/zenodo.8152386 |
genre |
Climate change |
genre_facet |
Climate change |
op_relation |
https://doi.org/10.1594/PANGAEA.953120 https://doi.org/10.1038/s41558-023-01785-3 https://doi.org/10.5281/zenodo.8152385 https://doi.org/10.5281/zenodo.8152386 oai:zenodo.org:8152386 |
op_rights |
info:eu-repo/semantics/openAccess Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode |
op_doi |
https://doi.org/10.5281/zenodo.815238610.1594/PANGAEA.95312010.1038/s41558-023-01785-310.5281/zenodo.8152385 |
_version_ |
1810439722866049024 |