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 the following 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., Ko...
| Main Authors: | , |
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| Format: | Other/Unknown Material |
| Language: | English |
| Published: |
2023
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| Subjects: | |
| Online Access: | https://zenodo.org/record/8152386 https://doi.org/10.5281/zenodo.8152386 |
| Summary: | This folder contains two R-script to create Random Forest (RF) models that can be used to reproduce RF model outputs reported in the following 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 are available on PANGAEA database under the following DOI: https://doi.org/10.1594/PANGAEA.953120 Example datasets (.csv) with a subset of data are included with these R-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 Script 2: RF models for individual chambers (18 chambers) at Trail Valley Creek, split by month (June, July, August). |
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