First version of event log data set; script is a complete mess
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@ -44,12 +44,19 @@ dat <- subset(dat0, !(dat0$event %in% c("Start Application",
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#' # Close events
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#' Do it for Tranform events first
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# TODO:
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# Should every "Show front" be the beginning of a new trace?
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# Should Transform events be handled separately and then be "added" again
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# by timestamp?
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########
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#' Do it for Transform events first
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tmp <- dat[dat$event %in% c("Transform start", "Transform stop"), ]
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tmp <- tmp[order(tmp$artwork, tmp$date), ]
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rownames(tmp) <- NULL
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# Find out how often "Transform start" follows each other
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# Create event ID for closing events
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num_start <- diff(c(0, which(tmp$event == "Transform stop")))
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tmp$eventid <- rep(seq_along(num_start), num_start)
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head(tmp[, c("event", "eventid")], 25)
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@ -88,8 +95,6 @@ trans_wide <- reshape(tmp, direction = "wide",
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idvar = c("eventid", "artwork"),
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timevar = "event", drop = c("fileid", "popup", "card")
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)
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rownames(trans_wide) <- NULL
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# --> when fileid is part of the reshape, it does not work correctly, since
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# we sometimes have a start - stop event that is recorded in two separate
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# log files
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@ -97,67 +102,297 @@ rownames(trans_wide) <- NULL
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# which(is.na(trans_wide$date.start))
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trans_wide$event <- "move"
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trans_wide$eventid <- NULL
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rownames(trans_wide) <- NULL
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trans_wide$duration <- trans_wide$time_ms.stop - trans_wide$time_ms.start
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trans_wide$distance <- apply(trans_wide[, c("x.start", "y.start", "x.stop", "y.stop")],
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1, function(x) dist(matrix(x, 2, 2, byrow = TRUE)))
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trans_wide$rotationDegree <- trans_wide$rotation.stop - trans_wide$rotation.start
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#trans_wide$duration2 <- trans_wide$date.stop - trans_wide$date.start
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# only seconds - not fine grained enough
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trans_wide$distance <- apply(
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trans_wide[, c("x.start", "y.start", "x.stop", "y.stop")], 1,
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function(x) dist(matrix(x, 2, 2, byrow = TRUE)))
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trans_wide$rotationDegree <- trans_wide$rotation.stop -
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trans_wide$rotation.start
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trans_wide$scaleSize <- trans_wide$scale.stop - trans_wide$scale.start
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trans_wide <- trans_wide[trans_wide$distance != 0 &
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trans_wide$rotationDegree != 0 &
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trans_wide$scaleSize != 0, ]
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dat_trans <- trans_wide[trans_wide$distance != 0 &
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trans_wide$rotationDegree != 0 &
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trans_wide$scaleSize != 0, ]
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# removes almost 2/3 of the data (for small data set)
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dat_trans <- dat_trans[, c("event", "artwork",
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"date.start", "date.stop",
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"time_ms.start", "time_ms.stop", "duration",
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"x.start", "y.start", "x.stop", "y.stop", "distance",
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"scale.start", "scale.stop", "scaleSize",
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"rotation.start", "rotation.stop", "rotationDegree")]
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# TODO: How do I handle popups from glossar???
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summary(dat_trans)
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# TODO: Phillip fragen was mit `time_ms` schief läuft... Hat er eine
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# Erklärung dafür?
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#plot(time_ms.stop ~ time_ms.start, dat_trans, type = "b")
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plot(time_ms.stop ~ time_ms.start, dat_trans, col = rgb(red = 0, green = 0, blue = 0, alpha = 0.2))
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plot(date.stop ~ date.start, dat_trans[1:1000,], type = "b")
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# TODO: Wie mit duration < 0 umgehen? Einfach auf NA setzen? For now...
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dat_trans[dat_trans$duration < 0, "duration"] <- NA
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#' # Close other events
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# Should every "Show front" be the beginning of a new trace?
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# Should Transform events be handled separately and then be "added" again
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# by timestamp?
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########
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tmp <- dat[!dat$event %in% c("Transform start", "Transform stop"), ]
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tmp$x <- NULL
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tmp$y <- NULL
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tmp$scale <- NULL
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tmp$rotation <- NULL
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rownames(tmp) <- NULL
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# Create event ID for closing events
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# num_start <- diff(c(0, which(tmp$event == "Show Front")))
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# tmp$trace <- rep(seq_along(num_start), num_start)
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# head(tmp[, c("artwork", "event", "trace")], 50)
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# TODO: How do I handle popups from glossar???
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# --> does not work because of glossar entries... can't sort by artwork
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tmp$trace <- NA
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last_event <- tmp$event[1]
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aws <- unique(tmp$artwork)[unique(tmp$artwork) != "glossar"]
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#
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for (art in aws) { # select artwork
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for (art in unique(tmp$artwork)) {
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for (i in 1:nrow(tmp)) { # go through rows
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for (i in 1:nrow(tmp)) {
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if (last_event == "Show Info" & tmp$artwork[i] == art) {
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tmp$trace[i] <- i
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j <- i
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if (last_event == "Show Info" & (tmp$artwork[i] == art |
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tmp$artwork[i] == "glossar")) {
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tmp$trace[i] <- "start"
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} else if (last_event == "Show Front" & (tmp$artwork[i] == art |
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tmp$artwork[i] == "glossar")) {
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tmp$trace[i] <- "stop"
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} else if (last_event == "Show Front" & tmp$artwork[i] == art) {
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tmp$trace[i] <- j
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} else if (!(last_event %in% c("Show Info", "Show Front")) &
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tmp$artwork[i] == art) {
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tmp$trace[i] <- j
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}
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if (i <= nrow(tmp)) {
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last_event <- tmp$event[i + 1]
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}
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last_event <- tmp$event[i + 1]
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}
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}
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head(tmp[4:ncol(tmp)], 50)
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# TODO: Great job! You used a for-loop to rename "Show info" and "Show
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# front" to "start" and "stop" ;)
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head(tmp[, c("artwork", "event", "trace")], 50)
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tail(tmp[, c("artwork", "event", "trace")], 50)
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## Fix glossar entries
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### Find artwork for glossar entry
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tmp2 <- tmp[tmp$artwork == "glossar", ]
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glossar_files <- unique(tmp2$popup)
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# load lookup table for artworks and glossar files
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load("../data/glossar_dict.RData")
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lut <- glossar_dict[glossar_dict$glossar_file %in% glossar_files, ]
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# TODO: Find last "Artwork/OpenCard" that matches possible artwork
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head(tmp[, c("artwork", "event", "popup", "trace")], 20)
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#df <- NULL
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for (file in lut$glossar_file) {
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artwork_list <- unlist(lut[lut$glossar_file == file, "artwork"])
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for (i in seq_len(nrow(tmp))) {
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if (tmp$event[i] == "Show Info") {
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current_artwork <- tmp[i, "artwork"]
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j <- i
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k <- i
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} else {
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current_artwork <- current_artwork
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}
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if (tmp$event[i] == "Show Front" & tmp$artwork[i] == current_artwork) {
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# make sure artwork has not been closed, yet!
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k <- i
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}
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if (tmp$artwork[i] == "glossar" &
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(current_artwork %in% artwork_list) &
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tmp$popup[i] == file & (j-k == 0)) {
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#df <- rbind(df, data.frame(file, current_artwork, i, j))
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tmp[i, "trace"] <- tmp[j, "trace"]
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}
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}
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}
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# dim(tmp[is.na(tmp$trace), ])
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# --> finds about half of the glossar entries for the small data set...
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# tmp[apply(df[, c("j", "i")], 1, c), c("artwork", "event", "popup", "trace")]
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# REMEMBER: It can never bo 100% correct, since it is always possible that
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# several cards are open and that they link at the same glossar entry
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# Fill in the glossar_files that are only associated with one artwork
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# How many glossar_files are only associated with one artwork?
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lut[sapply(lut$artwork, length) == 1, "glossar_file"]
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# TODO: Can I fill in the ones that are only associated with one artwork
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# easily? I can't come up with something --> maybe ask AK???
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# TODO: How can I check if one of the former "Show Infos" is the correct
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# one? I can't come up with something --> maybe ask AK???
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# for (file in lut$glossar_file) {
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#
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# artwork_list <- unlist(lut[lut$glossar_file == file, "artwork"])
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#
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# for (i in seq_len(nrow(tmp))) {
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#
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# if (tmp$event[i] == "Show Info") {
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#
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# artworks <- NULL
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# current_artwork <- tmp[i, "artwork"]
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# j <- i
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#
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# } else {
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#
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# print(current_artwork)
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# artworks <- c(artworks, tmp[i, "artwork"])
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# print(artworks)
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#
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# }
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#
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# # if (tmp$artwork[i] == "glossar" &
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# # (current_artwork %in% artwork_list) &
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# # tmp$popup[i] == file) {
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# #
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# # #df <- rbind(df, data.frame(file, current_artwork, i, j))
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# # tmp[i, "trace"] <- tmp[j, "trace"]
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#
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# # }
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# }
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# }
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# correct: 17940
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# incorrect: 17963
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# TODO: For now: Exclude not matched glossar entries
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df <- subset(tmp, !is.na(tmp$trace))
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df <- df[order(df$trace), ]
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rownames(df) <- NULL
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#' ## Close flipCard
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tmp <- subset(df, df$event %in% c("Show Info", "Show Front"))
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tmp$event <- ifelse(tmp$event == "Show Info", "start", "stop")
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dat_flipCard <- reshape(tmp, direction = "wide",
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idvar = c("trace", "artwork"),
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timevar = "event", drop = c("fileid", "popup", "card"))
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dat_flipCard$event <- "flipCard"
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dat_flipCard$duration <- dat_flipCard$time_ms.stop - dat_flipCard$time_ms.start
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dat_flipCard$duration <- ifelse(dat_flipCard$duration < 0, NA, dat_flipCard$duration)
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# TODO: Wie mit duration < 0 umgehen? Einfach auf NA setzen? For now...
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dat_flipCard <- dat_flipCard[, c("event", "artwork", "trace",
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"date.start", "date.stop",
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"time_ms.start", "time_ms.stop", "duration")]
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#' ## Close openTopic
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tmp <- subset(df, df$event %in% c("Artwork/OpenCard", "Artwork/CloseCard"))
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tmp <- tmp[order(tmp$artwork, tmp$date), ]
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rownames(tmp) <- NULL
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num_start <- diff(c(0, which(tmp$event == "Artwork/CloseCard")))
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tmp$eventid <- rep(seq_along(num_start), num_start)
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tmp$event <- ifelse(tmp$event == "Artwork/OpenCard", "start", "stop")
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dat_openTopic <- reshape(tmp, direction = "wide",
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idvar = c("eventid", "trace", "artwork", "card"),
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timevar = "event", drop = c("fileid", "popup"))
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dat_openTopic$event <- "openTopic"
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dat_openTopic$duration <- dat_openTopic$time_ms.stop - dat_openTopic$time_ms.start
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dat_openTopic$duration <- ifelse(dat_openTopic$duration < 0, NA, dat_openTopic$duration)
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# TODO: Wie mit duration < 0 umgehen? Einfach auf NA setzen? For now...
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dat_openTopic <- dat_openTopic[, c("event", "artwork", "card", "trace",
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"date.start", "date.stop",
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"time_ms.start", "time_ms.stop", "duration")]
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# TODO: card should have a unique identifier for each artwork!
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#' ## close openPopup
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tmp <- subset(df, df$event %in% c("ShowPopup", "HidePopup"))
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tmp <- tmp[order(tmp$artwork, tmp$date), ]
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rownames(tmp) <- NULL
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num_start <- diff(c(0, which(tmp$event == "HidePopup")))
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# last event is "ShowPopup"! Needs to be fixed TODO: Needs to be cought in
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# a function!
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num_start <- c(num_start, 1)
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tmp$eventid <- rep(seq_along(num_start), num_start)
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tmp$event <- ifelse(tmp$event == "ShowPopup", "start", "stop")
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dat_openPopup <- reshape(tmp, direction = "wide",
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idvar = c("eventid", "trace", "artwork", "popup"),
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timevar = "event", drop = c("fileid", "card"))
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# there is a pathological entry which gets deleted...
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# df[df$trace == 4595, ]
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# TODO: Some correct entries are not closed:
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df[df$trace == 1843, ]
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# WHY???
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dat_openPopup$event <- "openPopup"
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dat_openPopup$duration <- dat_openPopup$time_ms.stop - dat_openPopup$time_ms.start
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dat_openPopup$duration <- ifelse(dat_openPopup$duration < 0, NA, dat_openPopup$duration)
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# TODO: Wie mit duration < 0 umgehen? Einfach auf NA setzen? For now...
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dat_openPopup <- dat_openPopup[, c("event", "artwork", "popup", "trace",
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"date.start", "date.stop",
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"time_ms.start", "time_ms.stop", "duration")]
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# Merge all
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dat_all <- merge(dat_trans, dat_flipCard, all = TRUE)
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dat_all <- merge(dat_all, dat_openTopic, all = TRUE)
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dat_all <- merge(dat_all, dat_openPopup, all = TRUE)
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# check
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nrow(dat_all) == (nrow(dat_trans) + nrow(dat_flipCard) +
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nrow(dat_openTopic) + nrow(dat_openPopup))
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dat_all <- dat_all[order(dat_all$date.start), ]
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rownames(dat_all) <- NULL
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# TODO: Should card maybe also be filled in for "openPopup"?
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