137 lines
5.7 KiB
R
137 lines
5.7 KiB
R
#' Creating log events from raw log files.
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#'
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#' Creating event logs from a data frame of raw log files from a
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#' Multi-Touch-Table at the IWM.
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#'
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#' @param data Data frame of raw log files created with `parse_logfiles()`.
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#' See `?parse_logfiles` for more details.
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#' @param xmlpath Path to folder where XML definitions of artworks live.
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#' @param case_cutoff Number in seconds how long time interval between
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#' different cases should be.
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#' @param rm_nochange_moves Logical. Should move events that record no
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#' change, meaning distance and rotationDegree are 0 and scaleSize is 1, be
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#' removed. Default is TRUE.
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#' @param glossar Logical indicating if glossar folder is present and if it
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#' should be taken into account when preprocessing raw log files. Default
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#' is FALSE.
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#' @param save Temporary argument to save intermediate data frames for debugging.
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#' @return Data frame.
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#' @export
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#' @examples
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#' # tbd
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create_eventlogs <- function(data, xmlpath = NULL, case_cutoff = 20,
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rm_nochange_moves = TRUE, glossar = FALSE, save = FALSE) {
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if (!lubridate::is.POSIXt(data$date)){
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cat("########## Converting variable `date` to POSIXct ##########", "\n")
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data$date <- as.POSIXct(data$date)
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}
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if (!glossar & is.null(xmlpath)) {
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stop("xmlpath is not specified and glossar = TRUE. Please enter the path to folder where XML definitions of artworks live.")
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}
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# Remove irrelevant events
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dat <- subset(data, !(data$event %in% c("Start Application",
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"Show Application")))
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dat$glossar <- ifelse(dat$artwork == "glossar", 1, 0)
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# Add trace variable #####################################################
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cat("\n########## Adding trace variable... ##########", "\n")
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dat1 <- add_trace(dat, xmlpath = xmlpath, glossar = glossar)
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# Close events
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cat("\n\n########## Closing events... ##########", "\n")
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c1 <- close_events(dat1, "move", rm_nochange_moves = rm_nochange_moves)
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cat("## --> move events closed.", "\n")
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c2 <- close_events(dat1, "flipCard", rm_nochange_moves = rm_nochange_moves)
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cat("## --> flipCard events closed.", "\n")
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c3 <- close_events(dat1, "openTopic", rm_nochange_moves = rm_nochange_moves)
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cat("## --> openTopic events closed.", "\n")
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c4 <- close_events(dat1, "openPopup", rm_nochange_moves = rm_nochange_moves)
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cat("## --> openPopup events closed.", "\n")
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dat2 <- rbind(c1, c2, c3, c4)
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dat2 <- dat2[order(dat2$fileId.start, dat2$date.start, dat2$timeMs.start), ]
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# Add case variable ######################################################
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cat("\n########## Adding case and eventId variables... ##########", "\n\n")
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dat3 <- add_case(dat2, cutoff = case_cutoff)
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# Add event ID ###########################################################
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dat3$eventId <- seq_len(nrow(dat3))
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dat3 <- dat3[, c("folder", "eventId", "case", "trace", "glossar",
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"event", "artwork", "fileId.start", "fileId.stop",
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"date.start", "date.stop", "timeMs.start",
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"timeMs.stop", "duration", "topicNumber", "popup",
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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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# Add trace for move events ##############################################
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cat("\n\n########## Adding trace variable for move events... ##########", "\n")
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dat4 <- add_trace_moves(dat3)
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# Fix durations that span more than one log file #########################
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levels_fId <- sort(unique(c(dat4$fileId.start, dat4$fileId.stop)))
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dat4$fIdNum.start <- factor(dat4$fileId.start, levels = levels_fId)
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dat4$fIdNum.stop <- factor(dat4$fileId.stop, levels = levels_fId)
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dat4$fIdNum.start <- as.numeric(dat4$fIdNum.start)
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dat4$fIdNum.stop <- as.numeric(dat4$fIdNum.stop)
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dat4$fIdDiff <- dat4$fIdNum.stop - dat4$fIdNum.start
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# Remove moves where stop is before start (3)
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dat4 <- dat4[dat4$fIdDiff >= 0 | is.na(dat4$fIdDiff), ]
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dat4$duration[which(dat4$fIdDiff > 0)] <-
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dat4$fIdDiff[which(dat4$fIdDiff > 0)] * 600000 -
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dat4$timeMs.start[which(dat4$fIdDiff > 0)] +
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dat4$timeMs.stop[which(dat4$fIdDiff > 0)]
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dat4$fIdNum.start <- NULL
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dat4$fIdNum.start <- NULL
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dat4$fIdDiff <- NULL
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# Remove fragmented traces ###############################################
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tab <- stats::xtabs( ~ trace + event, dat4)
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fragments <- NULL
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for (i in seq_len(nrow(tab))) {
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if (tab[i, "openPopup"] != 0 & tab[i, "flipCard"] == 0) {
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fragments <- c(fragments, rownames(tab)[i])
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} else if (tab[i, "openTopic"] != 0 & tab[i, "flipCard"] == 0) {
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fragments <- c(fragments, rownames(tab)[i])
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} else if (tab[i, "openPopup"] != 0 & tab[i, "openTopic"] == 0) {
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fragments <- c(fragments, rownames(tab)[i])
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}
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}
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dat5 <- dat4[!dat4$trace %in% fragments, ]
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if (glossar) {
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# Check for wrong order of events: flipCard -> openPopup -> openTopic
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dat5_split <- split(dat5[dat5$event != "move", ], ~ trace)
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event_list <- lapply(dat5_split, function(x) unique(x$event))
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ids <- sapply(event_list, length) == 3
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event_dat <- as.data.frame(do.call(rbind, event_list[ids]))
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names(event_dat) <- c("flipCard", "openTopic", "openPopup")
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frag_ids <- which(event_dat$openTopic == "openPopup")
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dat6 <- dat5[dat5$trace %in% rownames(event_dat)[frag_ids], ]
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dat6b <- dat6[!dat6$glossar == 1, ]
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dat7 <- rbind(dat5[!dat5$trace %in% rownames(event_dat)[frag_ids], ],
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dat6b)
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} else {
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dat7 <- dat5
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dat7$glossar <- NULL
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}
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if (save) save(dat, dat1, dat2, dat3, dat4, dat5, dat6, dat7, file = "../data/tmp_intermediate-df.RData")
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dat7
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}
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