GitHub - WelljqLiao/BNF_work: code and data for manuscript "Global size, variation, and future changes in biological nitrogen fixation"

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code and data for manuscript "Global size, variation, and future changes in biological nitrogen fixation"

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Name		Name	Last commit message	Last commit date
Latest commit History 2 Commits
1_Data		1_Data
2_ML model		2_ML model
.gitattributes		.gitattributes
BNF_Currentmap.R		BNF_Currentmap.R
BNF_Futuremap.R		BNF_Futuremap.R
BNF_data.m		BNF_data.m
BNF_futureRes.m		BNF_futureRes.m
BNF_model.m		BNF_model.m
readme.txt		readme.txt

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**R version 4.3.3 and Matlab R2021b were used**

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**[Data]**  
1. **Nfixer_types.xlsx** (Observed nitrogen fixation rates for different nitrogen-fixer types)  
2. **SNF.xlsx** (Symbiotic nitrogen fixation rates at the site scale)  
3. **FNF.xlsx** (Free-living nitrogen fixation rates at the site scale)  

**[Machine Learning Model]**  
1. **BNF_data.m** (Environmental data and preprocessing)  
2. **BNF_model.m** (Random forest model training and prediction)  
3. **BNF_futureRes.m** (Estimation of future biological nitrogen fixation response)