74 lines
2.2 KiB
R
74 lines
2.2 KiB
R
# 11_investigate-variants.R
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#
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# content: (1) Read data
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# (2) Investigate variants
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#
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# input: results/eventlogs_pre-corona_cleaned.RData
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# output: ../../thesis/figures/freq-traces.pdf
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# ../../thesis/figures/freq-traces_powerlaw.pdf
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#
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# last mod: 2024-03-22
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# setwd("C:/Users/nwickelmaier/Nextcloud/Documents/MDS/2023ss/60100_master_thesis/analysis/code")
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library(bupaverse)
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#--------------- (1) Read data ---------------
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load("results/eventlogs_pre-corona_cleaned.RData")
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#--------------- (2) Investigate variants ---------------
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dat$start <- dat$date.start
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dat$complete <- dat$date.stop
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alog <- activitylog(dat,
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case_id = "case",
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activity_id = "item",
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resource_id = "path",
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timestamps = c("start", "complete"))
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pdf("../../thesis/figures/freq-traces.pdf", height = 7, width = 6, pointsize = 10)
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trace_explorer(alog, n_traces = 25)
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# --> sequences of artworks are just too rare
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dev.off()
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trace_explorer(alog, n_traces = 10, type = "infrequent")
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tr <- traces(alog)
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trace_length <- pbapply::pbsapply(strsplit(tr$trace, ","), length)
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tr[trace_length > 10, ]
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trace_varied <- pbapply::pbsapply(strsplit(tr$trace, ","), function(x) length(unique(x)))
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tr[trace_varied > 1, ]
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table(tr[trace_varied > 2, "absolute_frequency"])
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table(tr[trace_varied > 3, "absolute_frequency"])
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summary(tr$absolute_frequency)
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vioplot::vioplot(tr$absolute_frequency)
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# Power law for frequencies of traces
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tab <- table(tr$absolute_frequency)
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x <- as.numeric(names(tab))
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y <- as.numeric(tab)
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p1 <- lm(log(y) ~ log(x))
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pre <- exp(coef(p1)[1]) * x^coef(p1)[2]
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pdf("../../thesis/figures/freq-traces_powerlaw.pdf", height = 3.375,
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width = 3.375, pointsize = 10)
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par(mai = c(.6,.6,.1,.1), mgp = c(2.4, 1, 0))
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plot(x, y, log = "xy", xlab = "Absolute Frequency of Traces",
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ylab = "Frequency", pch = 16, col = rgb(0.262, 0.309, 0.309, 0.5))
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lines(x, pre, col = "#434F4F")
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legend("topright", paste0("Proportion of traces only occurring once: ",
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round(tab[1] / nrow(tr), 2)), cex = .7, bty = "n")
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dev.off()
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# Look at individual traces as examples
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tr[trace_varied == 5 & trace_length > 50, ]
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# --> every variant exists only once, of course
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