On 16.04.2014 11:00, Pavneet Arora wrote:
Hello Uwe

Can you explain what you mean by "try to plot the sensity only with few
hundreds of segemnts"
>
Do you mean that I should take some kind of sample and do it? And if so
what's the best number for the sample and how do i ensure that its not
biased?

Just ensure that you various plots do not contain too many elements to be plotted. If you really need many of these, a bitmap graphics may be exceptionally a better idea.

Best,
Uwe Ligges









From:   Uwe Ligges <lig...@statistik.tu-dortmund.de>
To:     Pavneet Arora/UK/RoyalSun@RoyalSun, r-help@r-project.org,
pavnee...@yahoo.co.uk
Date:   15/04/2014 14:08
Subject:        Re: [R] Fw: Save multiple plots as pdf or jpeg



You have > 1e6 observations and your lines() have these many segments,
try to plot the sensity only with few hndreds of segemnts.

Best,
Uwe Ligges


On 15.04.2014 12:27, Pavneet Arora wrote:
Hello All,

I have multiple plots that I want to save it a single file. At the
moment,
I am saving as pdf. Each plot has a qqnorm, qqline, tiny histogram in
the
top left graph with its density drawn top of it and the normal
superimposed on the histogram.

As a result, the pdf takes forever to load and doesn?t let me print, as
it
runs out of memory. I was wondering if there is a way if I can save each
plot as jpeg and then export it on pdf. Will that make it quicker in
loading? If so, how can I do this? And if not, then what are the
alternatives.

The code that I have at the moment is as follows:


~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
pdf(file="C:/qqnorm/qqnorms.pdf") ##- Saves all plots in the same pdf
file


for (k in 1:ncol(nums2)){
      par(mfrow=c(1,1))

##- QQNorm
      qqnorm(nums2[,k],col="lightblue",main=names(nums2)[k])
      qqline(nums2[,k],col="red",lwd=2)

##- Tiny Histogram
op = par(fig=c(.02,.5,0.4,0.98), new=TRUE)
      hist(nums2[,k],freq=F,col="blue",xlab="", ylab="", main="",
           axes=F,density=20)

##- Density of the variable
      lines(density(nums2[,k],na.rm=T), col="darkred", lwd=2)

##- Super-imposed Normal Density
curve(dnorm(x,mean=mean(nums2[,k],na.rm=T),sd=sd(nums2[,k],na.rm=T)),
            col="black",lwd=3,add=T) ##- Footnote: title1 <- "nums2[k]"

library(moments)
      s_kurt <- kurtosis (nums2[,k])
      s_skew <- skewness (nums2[,k])
      mtxt <- paste ("Variable=",title1, ":" ,
                     "Kurt=",round(s_kurt,digits=4), "Skew",
                     round(s_skw,digits=4), sep=" ")

mtext (mtxt,col="green4",side=1,line=15.6,adj=0.0,cex=0.8,font=2,las=1)

}
dev.off()

~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Structure of My data:

str(nums2)
'data.frame':            1355615 obs. of  39 variables:
   $ month                           : int  1 1 1 1 1 1 1 1 1 1 ...
   $ Location_Easting_OSGR           : int  525680 524170 524520 526900
528060 524770 524220 525890 527350 524550 ...
   $ Location_Northing_OSGR          : int  178240 181650 182240 177530
179040 181160 180830 179710 177650 180810 ...
   $ Longitude                       : num  -0.191 -0.212 -0.206 -0.174
-0.157 ...
   $ Latitude                        : num  51.5 51.5 51.5 51.5 51.5 ...
   $ Police_Force                    : int  1 1 1 1 1 1 1 1 1 1 ...
   $ Number_of_Vehicles              : int  1 1 2 1 1 2 2 1 2 2 ...
   $ Number_of_Casualties            : int  1 1 1 1 1 1 1 2 2 5 ...
   $ Day_of_Week                     : int  3 4 5 6 2 3 5 6 7 7 ...
   $ Local_Authority__District_      : int  12 12 12 12 12 12 12 12 12 12
...
   $ X_1_st_Road_Class               : int  3 4 5 3 6 6 5 3 3 4 ...
   $ X_1_st_Road_Number              : int  3218 450 0 3220 0 0 0 315
3212
450 ...
   $ Road_Type                       : int  6 3 6 6 6 6 6 3 6 6 ...
   $ Speed_limit                     : int  30 30 30 30 30 30 30 30 30 30
...
   $ Junction_Detail                 : int  0 6 0 0 0 0 3 0 6 3 ...
   $ Junction_Control                : int  -1 2 -1 -1 -1 -1 4 -1 2 4 ...
   $ X_2_nd_Road_Class               : int  -1 5 -1 -1 -1 -1 6 -1 4 5 ...
   $ X_2_nd_Road_Number              : int  0 0 0 0 0 0 0 0 304 0 ...
   $ Pedestrian_Crossing_Human_Contro: int  0 0 0 0 0 0 0 0 0 0 ...
   $ Pedestrian_Crossing_Physical_Fac: int  1 5 0 0 0 0 0 0 5 8 ...
   $ Light_Conditions                : int  1 4 4 1 7 1 4 1 4 1 ...
   $ Weather_Conditions              : int  2 1 1 1 1 2 1 1 1 1 ...
   $ Road_Surface_Conditions         : int  2 1 1 1 2 2 1 1 1 1 ...
   $ Special_Conditions_at_Site      : int  0 0 0 0 0 6 0 0 0 0 ...
   $ Carriageway_Hazards             : int  0 0 0 0 0 0 0 0 0 0 ...
   $ Urban_or_Rural_Area             : int  1 1 1 1 1 1 1 1 1 1 ...
   $ Did_Police_Officer_Attend_Scene_: int  1 1 1 1 1 1 1 1 1 1 ...
   $ year                            : int  2005 2005 2005 2005 2005 2005
2005 2005 2005 2005 ...
   $ m                               : int  1 1 1 1 1 1 1 1 1 1 ...
   $ Qrtr                            : int  1 1 1 1 1 1 1 1 1 1 ...
   $ h2                              : int  17 17 0 10 21 12 20 17 22 16
...
   $ NumberVehGrp                    : int  1 1 2 1 1 2 2 1 2 2 ...
   $ NumberCasultGrp                 : int  1 1 1 1 1 1 1 2 2 5 ...
   $ lati_round                      : num  51.5 51.5 51.5 51.5 51.5 ...
   $ longi_round                     : num  -0.19 -0.21 -0.21 -0.17 -0.16
-0.2 -0.21 -0.19 -0.17 -0.21 ...
   $ lati_2dp                        : num  51.5 51.5 51.5 51.5 51.5 ...
   $ lati_1dp                        : num  51.5 51.5 51.5 51.5 51.5 51.5
51.5 51.5 51.5 51.5 ...
   $ longi_2dp                       : num  -0.19 -0.21 -0.21 -0.17 -0.16
-0.2 -0.21 -0.19 -0.17 -0.21 ...
   $ longi_1dp                       : num  -0.2 -0.2 -0.2 -0.2 -0.2 -0.2
-0.2 -0.2 -0.2 -0.2 ...


Also when saving as jpeg in R, I realise there is a wildcard in
filenames,
i.e.. 6 plots can be saved as:
jpeg(filename="foo%03d.jpeg",. . . )
dev.off()

But is there any way, where I can save them as the variable name instead
-
so perhaps some use of macro or loop to do so?




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Financial Conduct Authority and the Prudential Regulation Authority.
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