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Revision 690 -
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Sat Dec 16 17:22:56 2006 UTC (12 years, 2 months ago) by feinerer
Original Path: trunk/textmin/R/textdoccol.R
File size: 21246 byte(s)
Sat Dec 16 17:22:56 2006 UTC (12 years, 2 months ago) by feinerer
Original Path: trunk/textmin/R/textdoccol.R
File size: 21246 byte(s)
Renamed package to 'tm'. Updated documentation (man) for CRAN release.
# Author: Ingo Feinerer # The "..." are additional arguments for the function_generator parser setGeneric("TextDocCol", function(object, parser = read_plain, ...) standardGeneric("TextDocCol")) setMethod("TextDocCol", signature(object = "Source"), function(object, parser = read_plain, ...) { if (inherits(parser, "function_generator")) parser <- parser(...) tdl <- list() counter <- 1 while (!eoi(object)) { object <- step_next(object) elem <- get_elem(object) # If there is no Load on Demand support # we need to load the corpus into memory at startup if (object@LoDSupport) load <- object@Load else load <- TRUE tdl <- c(tdl, list(parser(elem, object@LoDSupport, load, as.character(counter)))) counter <- counter + 1 } dmeta.df <- data.frame(MetaID = rep(0, length(tdl)), stringsAsFactors = FALSE) dcmeta.node <- new("MetaDataNode", NodeID = 0, MetaData = list(create_date = Sys.time(), creator = Sys.getenv("LOGNAME")), children = list()) return(new("TextDocCol", .Data = tdl, DMetaData = dmeta.df, DCMetaData = dcmeta.node)) }) setGeneric("load_doc", function(object, ...) standardGeneric("load_doc")) setMethod("load_doc", signature(object = "PlainTextDocument"), function(object, ...) { if (!Cached(object)) { con <- eval(URI(object)) corpus <- readLines(con) close(con) Corpus(object) <- corpus Cached(object) <- TRUE return(object) } else { return(object) } }) setMethod("load_doc", signature(object = "XMLTextDocument"), function(object, ...) { if (!Cached(object)) { con <- eval(URI(object)) corpus <- paste(readLines(con), "\n", collapse = "") close(con) doc <- xmlTreeParse(corpus, asText = TRUE) class(doc) <- "list" Corpus(object) <- doc Cached(object) <- TRUE return(object) } else { return(object) } }) setMethod("load_doc", signature(object = "NewsgroupDocument"), function(object, ...) { if (!Cached(object)) { con <- eval(URI(object)) mail <- readLines(con) close(con) Cached(object) <- TRUE for (index in seq(along = mail)) { if (mail[index] == "") break } Corpus(object) <- mail[(index + 1):length(mail)] return(object) } else { return(object) } }) setGeneric("tm_update", function(object, origin, parser = read_plain, ...) standardGeneric("tm_update")) # Update is only supported for directories # At the moment no other LoD devices are available anyway setMethod("tm_update", signature(object = "TextDocCol", origin = "DirSource"), function(object, origin, parser = read_plain, ...) { if (inherits(parser, "function_generator")) parser <- parser(...) object.filelist <- unlist(lapply(object, function(x) {as.character(URI(x))[2]})) new.files <- setdiff(origin@FileList, object.filelist) for (filename in new.files) { elem <- list(content = readLines(filename), uri = substitute(file(filename))) object <- append_doc(object, parser(elem, TRUE, origin@Load, filename), NA) } return(object) }) setGeneric("tm_map", function(object, FUN, ...) standardGeneric("tm_map")) setMethod("tm_map", signature(object = "TextDocCol", FUN = "function"), function(object, FUN, ...) { result <- object # Note that text corpora are automatically loaded into memory via \code{[[} result@.Data <- lapply(object, FUN, ..., DMetaData = DMetaData(object)) return(result) }) setGeneric("as.plain", function(object, FUN, ...) standardGeneric("as.plain")) setMethod("as.plain", signature(object = "PlainTextDocument"), function(object, FUN, ...) { return(object) }) setMethod("as.plain", signature(object = "XMLTextDocument", FUN = "function"), function(object, FUN, ...) { corpus <- Corpus(object) # As XMLDocument is no native S4 class, restore valid information class(corpus) <- "XMLDocument" names(corpus) <- c("doc","dtd") return(FUN(xmlRoot(corpus), ...)) }) setGeneric("tm_tolower", function(object, ...) standardGeneric("tm_tolower")) setMethod("tm_tolower", signature(object = "PlainTextDocument"), function(object, ...) { Corpus(object) <- tolower(object) return(object) }) setGeneric("strip_whitespace", function(object, ...) standardGeneric("strip_whitespace")) setMethod("strip_whitespace", signature(object = "PlainTextDocument"), function(object, ...) { Corpus(object) <- gsub("[[:space:]]+", " ", object) return(object) }) setGeneric("stem_doc", function(object, ...) standardGeneric("stem_doc")) setMethod("stem_doc", signature(object = "PlainTextDocument"), function(object, ...) { require(Rstem) splittedCorpus <- unlist(strsplit(object, " ", fixed = TRUE)) stemmedCorpus <- wordStem(splittedCorpus) Corpus(object) <- paste(stemmedCorpus, collapse = " ") return(object) }) setGeneric("remove_words", function(object, stopwords, ...) standardGeneric("remove_words")) setMethod("remove_words", signature(object = "PlainTextDocument", stopwords = "character"), function(object, stopwords, ...) { require(Rstem) splittedCorpus <- unlist(strsplit(object, " ", fixed = TRUE)) noStopwordsCorpus <- splittedCorpus[!splittedCorpus %in% stopwords] Corpus(object) <- paste(noStopwordsCorpus, collapse = " ") return(object) }) setGeneric("tm_filter", function(object, ..., FUN = s_filter, doclevel = FALSE) standardGeneric("tm_filter")) setMethod("tm_filter", signature(object = "TextDocCol"), function(object, ..., FUN = s_filter, doclevel = FALSE) { if (doclevel) return(object[sapply(object, FUN, ..., DMetaData = DMetaData(object))]) else return(object[FUN(object, ...)]) }) setGeneric("tm_index", function(object, ..., FUN = s_filter, doclevel = FALSE) standardGeneric("tm_index")) setMethod("tm_index", signature(object = "TextDocCol"), function(object, ..., FUN = s_filter, doclevel = FALSE) { if (doclevel) return(sapply(object, FUN, ..., DMetaData = DMetaData(object))) else return(FUN(object, ...)) }) s_filter <- function(object, s, ...) { query.df <- DMetaData(object) con <- textConnection(s) tokens <- scan(con, "character") close(con) local.meta <- lapply(object, LocalMetaData) local.used.meta <- lapply(local.meta, function(x) names(x) %in% tokens) l.meta <- NULL for (i in 1:length(object)) { l.meta <- c(l.meta, list(local.meta[[i]][local.used.meta[[i]]])) } # Load local meta data from text documents into data frame for (i in 1:length(l.meta)) { l.meta[[i]] <- c(l.meta[[i]], list(author = Author(object[[i]]))) l.meta[[i]] <- c(l.meta[[i]], list(datetimestamp = DateTimeStamp(object[[i]]))) l.meta[[i]] <- c(l.meta[[i]], list(description = Description(object[[i]]))) l.meta[[i]] <- c(l.meta[[i]], list(identifier = ID(object[[i]]))) l.meta[[i]] <- c(l.meta[[i]], list(origin = Origin(object[[i]]))) l.meta[[i]] <- c(l.meta[[i]], list(heading = Heading(object[[i]]))) } for (i in 1:length(l.meta)) { for (j in 1:length(l.meta[[i]])) { m <- l.meta[[i]][[j]] m.name <- names(l.meta[[i]][j]) if (!(m.name %in% names(query.df))) { before <- rep(NA, i - 1) after <- rep(NA, length(l.meta) - i) if (length(m) > 1) { nl <- vector("list", length(l.meta)) nl[1:(i-1)] <- before nl[i] <- list(m) nl[(i+1):length(l.meta)] <- after insert <- data.frame(I(nl), stringsAsFactors = FALSE) } else insert <- c(before, m, after) query.df <- cbind(query.df, insert, stringsAsFactors = FALSE) names(query.df)[length(query.df)] <- m.name } else { if (is.null(m)) m <- NA if (length(m) > 1) { rl <- query.df[ , m.name] rl[i] <- list(m) query.df[ , m.name] <- data.frame(I(rl), stringsAsFactors = FALSE) } else query.df[i, m.name] <- m } } } attach(query.df) try(result <- rownames(query.df) %in% row.names(query.df[eval(parse(text = s)), ])) detach(query.df) return(result) } setGeneric("search_fulltext", function(object, pattern, ...) standardGeneric("search_fulltext")) setMethod("search_fulltext", signature(object = "PlainTextDocument", pattern = "character"), function(object, pattern, ...) { return(any(grep(pattern, Corpus(object)))) }) setGeneric("append_elem", function(object, data, meta = NULL) standardGeneric("append_elem")) setMethod("append_elem", signature(object = "TextDocCol", data = "TextDocument"), function(object, data, meta = NULL) { object@.Data[[length(object)+1]] <- data object@DMetaData <- rbind(object@DMetaData, c(MetaID = DCMetaData(object)@NodeID, meta)) return(object) }) setGeneric("append_meta", function(object, dcmeta = NULL, dmeta = NULL) standardGeneric("append_meta")) setMethod("append_meta", signature(object = "TextDocCol"), function(object, dcmeta = NULL, dmeta = NULL) { object@DCMetaData@MetaData <- c(object@DCMetaData@MetaData, dcmeta) if (!is.null(dcmeta)) object@DMetaData <- cbind(object@DMetaData, dmeta) return(object) }) setGeneric("remove_meta", function(object, dcname = NULL, dname = NULL) standardGeneric("remove_meta")) setMethod("remove_meta", signature(object = "TextDocCol"), function(object, dcname = NULL, dname = NULL) { if (!is.null(dcname)) { object@DCMetaData@MetaData <- DCMetaData(object)@MetaData[names(DCMetaData(object)@MetaData) != dcname] } if (!is.null(dname)) { object@DMetaData <- DMetaData(object)[names(DMetaData(object)) != dname] } return(object) }) setGeneric("prescind_meta", function(object, meta) standardGeneric("prescind_meta")) setMethod("prescind_meta", signature(object = "TextDocCol", meta = "character"), function(object, meta) { for (m in meta) { if (m %in% c("Author", "DateTimeStamp", "Description", "ID", "Origin", "Heading")) { local.m <- lapply(object, m) local.m <- lapply(local.m, function(x) if (is.null(x)) return(NA) else return(x)) local.m <- unlist(local.m) object@DMetaData <- cbind(DMetaData(object), data.frame(m = local.m), stringsAsFactors = FALSE) names(object@DMetaData)[length(object@DMetaData)] <- m } else { local.meta <- lapply(object, LocalMetaData) local.m <- lapply(local.meta, "[[", m) local.m <- lapply(local.m, function(x) if (is.null(x)) return(NA) else return(x)) if (length(local.m) == length(unlist(local.m))) local.m <- unlist(local.m) else local.m <- I(local.m) object@DMetaData <- cbind(DMetaData(object), data.frame(m = local.m), stringsAsFactors = FALSE) names(object@DMetaData)[length(object@DMetaData)] <- m } } return(object) }) setMethod("[", signature(x = "TextDocCol", i = "ANY", j = "ANY", drop = "ANY"), function(x, i, j, ... , drop) { if(missing(i)) return(x) object <- x object@.Data <- x@.Data[i, ..., drop = FALSE] df <- as.data.frame(DMetaData(object)[i, ]) names(df) <- names(DMetaData(object)) object@DMetaData <- df return(object) }) setMethod("[<-", signature(x = "TextDocCol", i = "ANY", j = "ANY", value = "ANY"), function(x, i, j, ... , value) { object <- x object@.Data[i, ...] <- value return(object) }) setMethod("[[", signature(x = "TextDocCol", i = "ANY", j = "ANY"), function(x, i, j, ...) { return(load_doc(x@.Data[[i]])) }) setMethod("[[<-", signature(x = "TextDocCol", i = "ANY", j = "ANY", value = "ANY"), function(x, i, j, ..., value) { object <- x object@.Data[[i, ...]] <- value return(object) }) # Update \code{NodeID}s of a DCMetaData tree update_id <- function(object) { id <<- 0 mapping <<- left.mapping <<- NULL level <<- 0 return(list(root = set_id(object), left.mapping = left.mapping, right.mapping = mapping)) } # Traversal of (binary) DCMetaData tree with setup of \code{NodeID}s set_id <- function(object) { object@NodeID <- id id <<- id + 1 level <<- level + 1 if (length(object@children) > 0) { mapping <<- cbind(mapping, c(object@children[[1]]@NodeID, id)) left <- set_id(object@children[[1]]) if (level == 1) { left.mapping <<- mapping mapping <<- NULL } mapping <<- cbind(mapping, c(object@children[[2]]@NodeID, id)) right <- set_id(object@children[[2]]) object@children <- list(left, right) } level <<- level - 1 return(object) } setMethod("c", signature(x = "TextDocCol"), function(x, ..., meta = list(merge_date = Sys.time(), merger = Sys.getenv("LOGNAME")), recursive = TRUE) { args <- list(...) if(length(args) == 0) return(x) result <- x for (c in args) { if (!inherits(c, "TextDocCol")) stop("invalid argument") result <- c2(result, c) } return(result) }) setGeneric("c2", function(x, y, ..., meta = list(merge_date = Sys.time(), merger = Sys.getenv("LOGNAME")), recursive = TRUE) standardGeneric("c2")) setMethod("c2", signature(x = "TextDocCol", y = "TextDocCol"), function(x, y, ..., meta = list(merge_date = Sys.time(), merger = Sys.getenv("LOGNAME")), recursive = TRUE) { object <- x # Concatenate data slots object@.Data <- c(as(x, "list"), as(y, "list")) # Update the DCMetaData tree dcmeta <- new("MetaDataNode", NodeID = 0, MetaData = meta, children = list(DCMetaData(x), DCMetaData(y))) update.struct <- update_id(dcmeta) object@DCMetaData <- update.struct$root # Find indices to be updated for the left tree indices.mapping <- NULL for (m in levels(as.factor(DMetaData(x)$MetaID))) { indices <- (DMetaData(x)$MetaID == m) indices.mapping <- c(indices.mapping, list(m = indices)) names(indices.mapping)[length(indices.mapping)] <- m } # Update the DMetaData data frames for the left tree for (i in 1:ncol(update.struct$left.mapping)) { map <- update.struct$left.mapping[,i] x@DMetaData$MetaID <- replace(DMetaData(x)$MetaID, indices.mapping[[as.character(map[1])]], map[2]) } # Find indices to be updated for the right tree indices.mapping <- NULL for (m in levels(as.factor(DMetaData(y)$MetaID))) { indices <- (DMetaData(y)$MetaID == m) indices.mapping <- c(indices.mapping, list(m = indices)) names(indices.mapping)[length(indices.mapping)] <- m } # Update the DMetaData data frames for the right tree for (i in 1:ncol(update.struct$right.mapping)) { map <- update.struct$right.mapping[,i] y@DMetaData$MetaID <- replace(DMetaData(y)$MetaID, indices.mapping[[as.character(map[1])]], map[2]) } # Merge the DMetaData data frames labels <- setdiff(names(DMetaData(y)), names(DMetaData(x))) na.matrix <- matrix(NA, nrow = nrow(DMetaData(x)), ncol = length(labels), dimnames = list(row.names(DMetaData(x)), labels)) x.dmeta.aug <- cbind(DMetaData(x), na.matrix) labels <- setdiff(names(DMetaData(x)), names(DMetaData(y))) na.matrix <- matrix(NA, nrow = nrow(DMetaData(y)), ncol = length(labels), dimnames = list(row.names(DMetaData(y)), labels)) y.dmeta.aug <- cbind(DMetaData(y), na.matrix) object@DMetaData <- rbind(x.dmeta.aug, y.dmeta.aug) return(object) }) setMethod("c", signature(x = "TextDocument"), function(x, ..., recursive = TRUE){ args <- list(...) if(length(args) == 0) return(x) dmeta.df <- data.frame(MetaID = rep(0, length(list(x, ...))), stringsAsFactors = FALSE) dcmeta.node <- new("MetaDataNode", NodeID = 0, MetaData = list(create_date = Sys.time(), creator = Sys.getenv("LOGNAME")), children = list()) return(new("TextDocCol", .Data = list(x, ...), DMetaData = dmeta.df, DCMetaData = dcmeta.node)) }) setMethod("length", signature(x = "TextDocCol"), function(x){ return(length(as(x, "list"))) }) setMethod("show", signature(object = "TextDocCol"), function(object){ cat(sprintf(ngettext(length(object), "A text document collection with %d text document\n", "A text document collection with %d text documents\n"), length(object))) }) setMethod("summary", signature(object = "TextDocCol"), function(object){ show(object) if (length(DMetaData(object)) > 0) { cat(sprintf(ngettext(length(DCMetaData(object)@MetaData), "\nThe metadata consists of %d tag-value pair and a data frame\n", "\nThe metadata consists of %d tag-value pairs and a data frame\n"), length(DCMetaData(object)@MetaData))) cat("Available tags are:\n") cat(names(DCMetaData(object)@MetaData), "\n") cat("Available variables in the data frame are:\n") cat(names(DMetaData(object)), "\n") } }) setGeneric("inspect", function(object) standardGeneric("inspect")) setMethod("inspect", signature("TextDocCol"), function(object) { summary(object) cat("\n") show(as(object, "list")) }) # No metadata is checked setGeneric("%IN%", function(x, y) standardGeneric("%IN%")) setMethod("%IN%", signature(x = "TextDocument", y = "TextDocCol"), function(x, y) { x %in% y })
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