ggplot within function can't find dataframe passed to function

Question

I have the following function that I'd like to use to generate density histograms of various features in a dataset:

fraudSplitHist <- function(dataframe, stat_col, signal_col='fraud') {
  hist_data <- dataframe[,c(stat_col, signal_col)]
  colnames(hist_data) <- c('stat', 'fraud')

  hist_data$stat <- winsor1(hist_data$stat) # remove outliers

  ggplot(hist_data, aes(hist_data$stat, fill=as.factor(hist_data$fraud))) +
    geom_histogram(alpha=0.5, aes(y=..density..), position='identity', binwidth=1)
}

Running it always give me this error

fraudSplitHist(dataframe=data, stat_col='some_column_of_values')
Error in eval(expr, envir, enclos) : object 'hist_data' not found

However, it works with qplot

fraudSplitHist <- function(dataframe, stat_col, fraud_col='fraud') {
  hist_data <- dataframe[,c(stat_col, fraud_col)]
  colnames(hist_data) <- c('stat', 'fraud')

  hist_data$stat <- winsor1(hist_data$stat)

  qplot(data=hist_data, x=stat, geom="histogram", fill=as.factor(fraud), binwidth=10,
        position='identity')
}

Any ideas what I could be missing here?

Questions like this are much easier to answer if you actually provide a reproducible example complete with sample data so we can copy/paste into R and re-create the problem. — MrFlick
– MrFlick, Commented Oct 8, 2014 at 19:43
You should never, ever, be using $ to select columns inside of aes(). See ?aes_string. — joran
– joran, Commented Oct 8, 2014 at 19:44

MrFlick · Accepted Answer · 2014-10-08 19:47:08Z

3

You should not specify the data.frame name in your aes() settings. You should be just using column names from the data.frame. For example, this should work

simpletest <- function(dataframe, x_col, y_col='cyl') {
  plot_data <- dataframe[,c(x_col, y_col)]
  colnames(plot_data) <- c('stat', 'fraud')

   ggplot(plot_data, aes(stat, fill=as.factor(fraud))) +
    geom_histogram(alpha=0.5, aes(y=..density..), position='identity', binwidth=1)
}

simpletest(mtcars, "disp")

answered Oct 8, 2014 at 19:47

MrFlick

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