sapfluxnetr
provides tools for a tidy data analysis for the first global database of sap flow measurements (Sapfluxnet Project)
You can work with individual sites:
# load packages library(sapfluxnetr) library(ggplot2) # ARG_MAZ example site data data('ARG_MAZ', package = 'sapfluxnetr') data('sfn_metadata_ex', package = 'sapfluxnetr') # plot site sapflow measurements versus vpd sfn_plot(ARG_MAZ, formula_env = ~ vpd)
# daily sapflow and environmental metrics arg_maz_metrics <- daily_metrics( ARG_MAZ, tidy = TRUE, metadata = sfn_metadata_ex ) #> [1] "Crunching data for ARG_MAZ. In large datasets this could take a while" #> [1] "General data for ARG_MAZ" # plot daily aggregations ggplot(arg_maz_metrics, aes(x = vpd_q_95, y = sapflow_q_95, colour = pl_code)) + geom_point()
You can work with multiple sites also:
# ARG_TRE and AUS_CAN_ST2_MIX example sites data('ARG_TRE', package = 'sapfluxnetr') data('AUS_CAN_ST2_MIX', package = 'sapfluxnetr') multi_sfn <- sfn_data_multi(ARG_TRE, ARG_MAZ, AUS_CAN_ST2_MIX) # plotting the individual sites. It creates a list of plots plots_list <- sfn_plot(multi_sfn, formula_env = ~ vpd) plots_list[['AUS_CAN_ST2_MIX']] #> Warning: Removed 526066 rows containing missing values (geom_point).
# daily sapflow standard metrics multi_metrics <- daily_metrics( multi_sfn, tidy = TRUE, metadata = sfn_metadata_ex ) #> [1] "Crunching data for ARG_TRE. In large datasets this could take a while" #> [1] "General data for ARG_TRE" #> [1] "Crunching data for ARG_MAZ. In large datasets this could take a while" #> [1] "General data for ARG_MAZ" #> [1] "Crunching data for AUS_CAN_ST2_MIX. In large datasets this could take a while" #> [1] "General data for AUS_CAN_ST2_MIX" # plot daily aggregations ggplot(multi_metrics, aes(x = vpd_q_95, y = sapflow_q_95, colour = si_code)) + geom_point(alpha = 0.2) #> Warning: Removed 10966 rows containing missing values (geom_point).
You can install sapfluxnetr from CRAN:
install.packages('sapfluxnetr')
Be advised, sapfluxnetr
is in active development and can contain undiscovered bugs. If you find something not working as expected fill a bug at https://github.com/sapfluxnet/sapfluxnetr/issues
Please see vignette('sapfluxnetr-quick-guide', package = 'sapfluxnetr')
for a detailed overview of the package capabilities.