Created
October 3, 2014 13:27
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Small tools to quickly and easily translate data values using dictionaries.
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#' | |
read.markdown.table <- function(string){ | |
require(stringr) | |
temp <- (strsplit(string, "\n")[[1]]) | |
temp <- temp[sapply(temp,nchar)>0] | |
temp <- strsplit(temp, "\\|") | |
temp <- lapply(temp, function(x)str_trim(x[-1])) | |
title_row <- temp[[1]] | |
temp[[1]]<-NULL | |
temp[[1]]<-NULL | |
if (length(unique(sapply(temp, length)))>1){ | |
stop("row length differ") | |
} | |
temp <- as.data.frame(do.call(rbind, temp)) | |
colnames(temp)<-title_row | |
# turn into numeric if it contains numbers | |
for (currentCol in seq(temp)){ | |
if (suppressWarnings(sum(is.na(as.numeric(as.character(temp[, currentCol]))))==0)){ | |
temp[, currentCol] <- as.numeric(as.character(temp[, currentCol])) | |
} | |
} | |
return(temp) | |
} | |
string<-" | |
| Sepal.Length| Sepal.Width| Petal.Length| | |
|------------:|-----------:|------------:| | |
| 5.1| johns| 1.4| | |
| 4.9| 3.0| 1.4| | |
| 4.7| 15.33| 1.3| | |
| 4.6| 3.1| 1.5| | |
| 5.0| 3.6| 1.4| | |
| 1115.4| 3.9| 1.7| | |
" | |
(test <- markdownTableToDf(string)) | |
#' | |
#' | |
#' Parts of the code copied from Christopher Gandrud's DataCombine package. | |
#' | |
vec.translate <- function(vec, dict, exact = TRUE){ | |
if (!(class(vec) %in% c("character", "factor"))) { | |
stop("vec is not a character string or factor. Please convert to a character string or factor and then rerun.") | |
} | |
if (!(ncol(dict) == 2)&("data.frame" %in% class(dict))){ | |
stop("The provided dictionary must be a data.frame with 2 columns.") | |
} | |
ReplaceNRows <- nrow(dict) | |
for (i in 1:ReplaceNRows) { | |
if (isTRUE(exact)) { | |
vec <- gsub(pattern = paste0("^", dict[i, 1], "$"), replacement = dict[i, 2], | |
vec) | |
} | |
if (!isTRUE(exact)) { | |
vec <- gsub(pattern = dict[i, 1], | |
replacement = dict[i, 2], vec) | |
} | |
} | |
return(vec) | |
} | |
vec<-c("France", "Luxbg", "Spain", "Gb") | |
dict <- data.frame(from = c("Luxbg", "Gb"), | |
to = c("Luxembourg", "Great Britain")) | |
vec.translate(vec, dict, exact=T) | |
vec.translate.mdstring <- function(vec, dict.md){ | |
if (!(class(vec) %in% c("character", "factor"))) { | |
stop("vec is not a character string or factor. Please convert to a character string or factor and then rerun.") | |
} | |
if (missing(dict.md)){ | |
require(knitr) | |
cat("No dictionary specified. You can use the below table as a template:\n\n") | |
dict.raw<-data.frame(from=unique(vec), | |
to=unique(vec)) | |
cat('dict.md="\n') | |
dict.md <- kable(dict.raw, format = "markdown", output=F) | |
for (txt in dict.md){cat(txt);cat("\n")} | |
cat('"') | |
call<-as.character(sys.call()) | |
cat(paste0("\n", call[1], "(", call[2], ', dict.md)')) | |
return(invisible(vec)) | |
} else{ | |
if (!((class(dict.md) %in% c("character")))&length(dict.md)==1) { | |
stop("dict.md is not a character string of length 1. Please provide a markdown table as a character string and then rerun.") | |
} | |
dict <- read.markdown.table(dict.md) | |
return(vec.translate(vec, dict, exact=T)) | |
} | |
} | |
vec.translate.mdstring(vector) | |
dict.md=" | |
|from |to | | |
|:------|:------| | |
|France |France | | |
|Luxbg |Luxbg | | |
|Spain |Spain | | |
|Gb |Great Britain | | |
" | |
vec.translate.mdstring(vector, dict.md) | |
vec.translate.csv <- function(vec, file){ | |
if (!(class(vec) %in% c("character", "factor"))) { | |
stop("vec is not a character string or factor. Please convert to a character string or factor and then rerun.") | |
} | |
if (!file.exists(file)){ | |
cat(sprintf("Dictionary file doesn't exist. Creating template as %s.\n", file)) | |
dict.raw<-data.frame(from=unique(vec), | |
to=unique(vec)) | |
write.csv(dict.raw, file=file, row.names=F) | |
return(invisible(vec)) | |
} else{ | |
dict <- read.csv(file) | |
return(vec.translate(vec, dict, exact=T)) | |
} | |
} | |
vec.translate.csv(vector, file="dict.csv") | |
vec.translate.md <- function(vec, file){ | |
if (!(class(vec) %in% c("character", "factor"))) { | |
stop("vec is not a character string or factor. Please convert to a character string or factor and then rerun.") | |
} | |
if (!file.exists(file)){ | |
require(knitr) | |
cat(sprintf("Dictionary file doesn't exist. Creating template as %s.\n", file)) | |
dict.raw<-data.frame(from=unique(vec), | |
to=unique(vec)) | |
dict.md <- kable(dict.raw, format = "markdown", output=F) | |
writeLines(dict.md, file) | |
return(invisible(vec)) | |
} else{ | |
dict.md <- readChar(file, file.info(file)$size) | |
dict <- read.markdown.table(dict.md) | |
return(vec.translate(vec, dict, exact=T)) | |
} | |
} | |
vec.translate.md(vector, file="dict.md") | |
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