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library(dominanceanalysis) | ||
library(caTools) | ||
library("gosset") | ||
library("ClimMobTools") | ||
library("PlackettLuce") | ||
library("ggplot2") | ||
library("patchwork") | ||
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data("cassava", package = "gosset") | ||
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dat = cassava | ||
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head(dat[, 1:11]) | ||
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keep = unlist(lapply(dat[1:ncol(dat)], function(x) sum(is.na(x)))) | ||
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keep = keep == 0 | ||
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dat = dat[, keep] | ||
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names(dat) | ||
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# extract list of traits from the data | ||
trait_list = getTraitList(dat, pattern = c("_pos", "_neg")) | ||
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# trait names extracted from the function | ||
traits = unlist(lapply(trait_list, function(x) x$trait_label)) | ||
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# clean trait names and put them title case | ||
traits = gsub("(^|[[:space:]])([[:alpha:]])", "\\1\\U\\2", traits, perl = TRUE) | ||
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traits | ||
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pack = c("option_a", "option_b", "option_c") | ||
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items = sort(unique(unlist(dat[pack]))) | ||
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check = "Obasanjo-2" | ||
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ov = which(traits %in% "Overall") | ||
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R = lapply(trait_list, function(x) { | ||
rank_tricot(dat, | ||
items = pack, | ||
input = x$string, | ||
validate.rankings = TRUE) | ||
}) | ||
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mod = lapply(R, PlackettLuce) | ||
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worth = lapply(mod, function(x){ | ||
z = resample(x, log = TRUE, bootstrap = TRUE, n1 = 10, seed = 1432)$estimate | ||
#log(z) | ||
}) | ||
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worth = as.data.frame(do.call("cbind", worth)) | ||
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names(worth) = traits | ||
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head(worth) | ||
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plot(worth$Colour, worth$Overall) | ||
plot(worth$Stretchability, worth$Overall) | ||
plot(worth$Taste, worth$Overall) | ||
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modpres = lm(Overall ~ Taste + Stretchability + Colour, data = worth) | ||
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summary(modpres) | ||
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dapres = dominanceAnalysis(modpres) | ||
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getFits(dapres,"r2") | ||
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dominanceMatrix(dapres, type="complete",fit.functions = "r2", ordered=TRUE) | ||
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contributionByLevel(dapres,fit.functions="r2") | ||
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plot(dapres, which.graph ="conditional",fit.function = "r2") + theme_minimal() | ||
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dom = averageContribution(dapres,fit.functions = "r2") | ||
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