Moved files for project 8o8m out of repossitory
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# setwd("C:/Users/nwickelmaier/Nextcloud/Documents/MDS/2023ss/60100_master_thesis/code")
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#library(mtt)
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devtools::load_all("../../../../software/mtt")
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now <- format(Sys.time(), "%Y-%m-%d_%H-%M-%S")
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folders <- dir("../data/8o8m/LogFiles/")
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#folders <- "Berlin"
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# parse raw log files
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datraw <- parse_logfiles(folders, path = "../data/8o8m/LogFiles/")
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#artworks <- unique(na.omit(datraw$artwork))
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# export data
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write.table(datraw, paste0("results/8o8m/raw_logfiles_", now, ".csv"),
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sep = ";", row.names = FALSE)
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#datraw[is.na(datraw$artwork), ]
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datraw <- datraw[!is.na(datraw$artwork), ]
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# TODO: Why is this happening?
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# convert to log events
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datlogs <- create_eventlogs(datraw, xmlpath = "../data/8o8m/Content8o8m/")
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artworks <- unique(datlogs$artwork)
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topics <- extract_topics(artworks, xmlfiles = paste0(artworks, "_en.xml"),
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xmlpath = "../data/8o8m/Content8o8m/")
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# TODO: What is wrong with the German XML files that the topics are
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# extracted like this? (It works fine for the English versions...)
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# export data
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write.table(datlogs, paste0("results/8o8m/event_logfiles_", now, ".csv"),
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sep = ";", row.names = FALSE)
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# setwd("C:/Users/nwickelmaier/Nextcloud/Documents/MDS/2023ss/60100_master_thesis/code/")
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library(lattice)
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devtools::load_all("../../../../software/mtt")
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library(ggplot2)
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# Read data
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datlogs <- read.table("results/8o8m/event_logfiles_2023-09-22_18-54-49.csv",
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sep = ";", header = TRUE)
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datlogs$date <- as.Date(datlogs$date.start)
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datlogs$date.start <- as.POSIXct(datlogs$date.start)
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datlogs$date.stop <- as.POSIXct(datlogs$date.stop)
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datlogs$artwork <- sprintf("%02d", datlogs$artwork)
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### Which artwork gets touched most often?
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counts_artwork <- table(datlogs$artwork)
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artworks <- unique(datlogs$artwork)
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datart <- extract_artworks(artworks,
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paste0(artworks, "_de.xml"),
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"../data/8o8m/Content8o8m/")
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datart <- datart[order(datart$artwork), ]
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names(counts_artwork) <- datart$title
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#pdf("../figures/counts_artwork_8o8m.pdf", width = 20, height = 10, pointsize = 10)
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#par(mai = c(3, .6, .1, .1))
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tmp <- barplot(counts_artwork, las = 2, ylim = c(0, 90000), border = "white")
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text(tmp, counts_artwork + 1500, c(datart$artwork))
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#dev.off()
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# more interesting per museum in this case...
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counts_artwork <- aggregate(trace ~ artwork + folder, datlogs, length)
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pdf("../figures/counts_artwork_8o8m.pdf", width = 20, height = 6, pointsize = 10)
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barchart(trace ~ artwork | folder, counts_artwork, ylab = "", layout = c(5, 1),
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border = "transparent", col = "#0072B2")
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dev.off()
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### Dwell times/duration
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set.seed(1033)
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pdf("../figures/duration_8o8m.pdf", width = 20, height = 6, pointsize = 10)
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bwplot(I(duration/1000/60) ~ as.factor(event) | folder,
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datlogs[sample(nrow(datlogs), 100000), ], ylab = "Duration in min")
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dev.off()
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set.seed(1033)
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pdf("../figures/duration_8o8m_artworks.pdf", width = 20, height = 10, pointsize = 10)
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bwplot(I(duration/1000/60) ~ as.factor(event) | artwork + folder,
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datlogs[sample(nrow(datlogs), 100000), ], ylab = "Duration in min")
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dev.off()
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### Are there certain areas of the table that are touched most often?
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# heatmap
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dattrim <- datlogs[datlogs$x.start < 3840 &
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datlogs$x.start > 0 &
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datlogs$y.start < 2160 &
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datlogs$y.start > 0 &
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datlogs$x.stop < 3840 &
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datlogs$x.stop > 0 &
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datlogs$y.stop < 2160 &
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datlogs$y.stop > 0, ]
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cuts <- 100 # 200, 100, 70, ...
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# start
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dattrim$x.start.cat <- cut(dattrim$x.start, cuts)
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dattrim$y.start.cat <- cut(dattrim$y.start, cuts)
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tab.start <- xtabs( ~ x.start.cat + y.start.cat, dattrim)
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colnames(tab.start) <- NULL
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rownames(tab.start) <- NULL
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pdf("../figures/heatmap_start_8o8m.pdf", width = 5, height = 5, pointsize = 10)
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heatmap(tab.start, Rowv = NA, Colv = NA)
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dev.off()
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# stop
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dattrim$x.stop.cat <- cut(dattrim$x.stop, cuts)
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dattrim$y.stop.cat <- cut(dattrim$y.stop, cuts)
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tab.stop <- xtabs( ~ x.stop.cat + y.stop.cat, dattrim)
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colnames(tab.stop) <- NULL
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rownames(tab.stop) <- NULL
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pdf("../figures/heatmap_stop_8o8m.pdf", width = 5, height = 5, pointsize = 10)
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heatmap(tab.stop, Rowv = NA, Colv = NA)
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dev.off()
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### How many visitors per day
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# Cases per day
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datcase <- aggregate(case ~ date + folder, datlogs, function(x) length(unique(x)))
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pdf("../figures/cases_per_day_8o8m.pdf", width = 20, height = 6, pointsize = 10)
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barchart(case ~ date | folder, datcase, horizontal = F,
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scales = list(x = list(rot = 90, at = seq(1, 122, 10)), y = list(rot = 90)),
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border = "transparent", col = "#0072B2")
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dev.off()
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### Other stuff
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## weird behavior of timeMs
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pdf("../figures/timeMs_8o8m.pdf", width = 9, height = 6, pointsize = 10)
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bwplot(timeMs.start ~ as.factor(fileId), datlogs[1:2000,], xlab = "",
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scales = list(x = list(rot = 90), y = list(rot = 90)))
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dev.off()
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## x,y-coordinates out of range
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set.seed(1522)
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pdf("../figures/xycoord_8o8m.pdf", width = 5, height = 5, pointsize = 10)
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par(mai = c(.6, .6, .1, .1), mgp = c(2.4, 1, 0))
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plot(y.start ~ x.start, datlogs[sample(nrow(datlogs), 10000), ])
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abline(v = c(0, 3840), h = c(0, 2160), col = "#0072B2", lwd = 2)
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legend("bottomleft", "Random sample of 10,000", bg = "white")
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legend("topleft", "4K-Display: 3840 x 2160", bg = "white")
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dev.off()
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# setwd("C:/Users/nwickelmaier/Nextcloud/Documents/MDS/2023ss/60100_master_thesis/code")
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# TODO: Write an Rmd file this way and render at the end? Then put it in a
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# function, so everybody can do it???
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devtools::load_all("../../../../software/mtt")
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fname <- "../museums/overview_artworks_8o8m.tex"
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if (file.exists(fname)) file.remove(fname)
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path <- "C:/Users/nwickelmaier/Nextcloud/Documents/MDS/2023ss/60100_master_thesis/data/8o8m/Content8o8m"
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artworks <- dir(path = path)
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dat <- extract_artworks(artworks, xmlfiles = paste0(artworks, "_de.xml"), xmlpath = path)
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fout <- file(fname, "a") # open in append mode
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writeLines("\\documentclass[a4paper,12pt]{article}", fout)
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writeLines("\\usepackage{graphicx}", fout)
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writeLines("\\usepackage[margin = 2cm]{geometry}", fout)
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writeLines("\\author{Nora Wickelmaier}", fout)
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writeLines("\\title{Overview of Artworks from 8 Objects 8 Museums (8o8m)}", fout)
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writeLines("\\date{\\today}", fout)
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writeLines("\\begin{document}", fout)
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writeLines("\\maketitle", fout)
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#writeLines("\\newpage", fout)
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for (artwork in dat$artwork) {
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writeLines(paste0("\\section*{Artwork Number ", artwork, "}"), fout)
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writeLines("", fout)
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writeLines("\\noindent", fout)
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writeLines(paste0("Artist: ", dat[dat$artwork == artwork, "artist"]), fout)
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writeLines("", fout)
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writeLines("\\noindent", fout)
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writeLines(paste0("Title: ", dat[dat$artwork == artwork, "title"]), fout)
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writeLines("", fout)
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writeLines("\\begin{center}", fout)
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art_path <- paste(path, artwork, artwork, sep = "/")
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writeLines(paste0("\\includegraphics[width = 12cm]{", art_path, "}"), fout)
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writeLines("\\end{center}", fout)
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writeLines("", fout)
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writeLines("\\noindent", fout)
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writeLines(paste0("Info: ", dat[dat$artwork == artwork, "misc"]), fout)
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writeLines("\\newpage", fout)
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}
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writeLines("\\end{document}", fout)
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close(fout)
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# setwd("C:/Users/nwickelmaier/Nextcloud/Documents/MDS/2023ss/60100_master_thesis/code")
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devtools::load_all("../../../../software/mtt")
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fname <- "../museums/overview_artworks_haum.tex"
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if (file.exists(fname)) file.remove(fname)
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xmlpath <- "C:/Users/nwickelmaier/Nextcloud/Documents/MDS/2023ss/60100_master_thesis/data/haum/ContentEyevisit/eyevisit_cards_light"
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artworks <- dir(path = xmlpath)
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artworks <- artworks[artworks != "glossar"]
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dat <- extract_artworks(artworks, xmlfiles = paste0(artworks, ".xml"),
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xmlpath = xmlpath)
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fout <- file(fname, "a") # open in append mode
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writeLines("\\documentclass[a4paper,12pt]{article}", fout)
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writeLines("\\usepackage{graphicx}", fout)
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writeLines("\\usepackage[margin = 2cm]{geometry}", fout)
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writeLines("\\author{Nora Wickelmaier}", fout)
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writeLines("\\title{Overview of Artworks from MTT in HAUM}", fout)
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writeLines("\\date{\\today}", fout)
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writeLines("\\begin{document}", fout)
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writeLines("\\maketitle", fout)
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#writeLines("\\newpage", fout)
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for (artwork in dat$artwork) {
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writeLines(paste0("\\section*{Artwork Number ", artwork, "}"), fout)
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writeLines("", fout)
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writeLines("\\noindent", fout)
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writeLines(paste0("Artist: ", dat[dat$artwork == artwork, "artist"]), fout)
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writeLines("", fout)
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writeLines("\\noindent", fout)
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writeLines(paste0("Title: ", dat[dat$artwork == artwork, "title"]), fout)
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writeLines("", fout)
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writeLines("\\begin{center}", fout)
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art_path <- paste(xmlpath, artwork, artwork, sep = "/")
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writeLines(paste0("\\includegraphics[width = 12cm]{", art_path, "}"), fout)
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writeLines("\\end{center}", fout)
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writeLines("", fout)
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writeLines("\\noindent", fout)
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writeLines(paste0("Info: ", dat[dat$artwork == artwork, "misc"]), fout)
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writeLines("\\newpage", fout)
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}
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writeLines("\\end{document}", fout)
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close(fout)
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