I have a input file that has about 20 million lines. The size of the file is about 1.2 G. Is there anyway I can plot the data in R. Some of the columns have categories, most
Without a more clear description of the kind of plot you want, it is hard to give concrete suggestions. However, in general there is no need to plot 20 million points in a plot. For example a timeseries could be represented by a splines fit, or some kind of average, e.g. aggregate hourly data to daily averages. Alternatively, you draw some subset of the data, e.g. only one point per day in the example of the timeseries. So I think your challenge is not as much getting 20M points, or even 800k, on a plot, but how to aggregate your data effectively in such a way that it conveys the message you want to tell.