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#' Wrapped function to caper::phylo.d which performs some important sanity checks. | ||
#' | ||
#' @param data A list of the class "comparative.data". Created by `caper::comparative.data`. | ||
#' @param var.name Character vector. The name of the variable in `data` holding the binary variable of interest. This will be passed to `phylo.d` and passed (as a symbol) to the argument `binvar`. | ||
#' @param ... Additional parameters passed to `phylo.d`. | ||
#' @author wrapper: Hedvig Skirgård and Siva Kalyan; original caper::phylo.d-function: Susanne Fritz and David Orme. | ||
#' @return If no error occurs, the function returns an object of class 'phylo.d' just as `caper::phylo.d`. See `?caper::phylo.d` for more details. If the wrapper-function finds problem, it will trigger error messages. | ||
#' @export | ||
#' | ||
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phylo.d_wrapper <- function(data, var.name, ...) { | ||
print(match.call()) | ||
if ("binvar" %in% names(match.call())) { | ||
stop("Use the 'var.name' argument instead of 'binvar'. Note that 'var.name' must be a string, not a symbol.") | ||
} | ||
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if (!(var.name %in% colnames(data$data))) { | ||
stop(paste0("Cannot find a column named '", var.name, "' in the data.\n")) | ||
} | ||
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#count the proportion of the less frequent value in the column | ||
min_prop <- data$data[[var.name]] %>% | ||
table() %>% `/`(sum(.)) %>% min() | ||
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if (min_prop < 0.05) { | ||
stop( | ||
"The distribution of tips over the two binary values is too skewed; fewer than 5% of tips are in the minority state. Applying D-estimate calculation to such skewed data can generate unreliable results.\n" | ||
) | ||
} | ||
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result <- | ||
eval(substitute( | ||
caper::phylo.d(data = data, binvar = this_var, ...), | ||
list(this_var = as.name(var.name)) | ||
)) | ||
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if (result$Pval0 > 0.05 & | ||
result$Pval1 > 0.05) { | ||
stop( | ||
"Brownian and random simulations are not sufficiently distinct from each other to provide a meaningful D-estimate; observed values appear to be explainable under either model (pval0 > 0.05 & pval1 > 0.05)." | ||
) | ||
} | ||
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if (result$Pval0 > 0.05 & | ||
result$Pval1 < 0.05) { | ||
cat( | ||
"Observed values are definitely on the Brownian/clumped end of the spectrum (pval0 > 0.05 & pval1 < 0.05).\n" | ||
) | ||
} | ||
else if (result$Pval0 < 0.05 & | ||
result$Pval1 > 0.05) { | ||
cat( | ||
"Observed values are definitely on the random/overdispersed end of the spectrum (pval0 < 0.05 & pval1 > 0.05).\n" | ||
) | ||
} | ||
else if (result$Pval0 < 0.05 & | ||
result$Pval1 < 0.05) { | ||
cat( | ||
"Observed values are definitely between Brownian/clumped and random/over-dispersed (pval0 < 0.05 & pval1 < 0.05).\n" | ||
) | ||
} | ||
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if (result$DEstimate < -7) { | ||
warning("The resulting D-estimate is lower than 7. This isn't impossible, but unusual.\n") | ||
} | ||
else if (result$DEstimate > 7) { | ||
warning("The resulting D-estimate is higher than 7. This isn't impossible, but unusual.\n") | ||
} | ||
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result | ||
} |