On 2011-07-17 17:37, Steven Ranney wrote:
All -

I'm having an issue with trying to plot a model derived from nls()
onto a simple plot.  I have included a sample data set and the code
that I've been using.

    year month day       date location mileage  cost gallon      cpg
   mpg          x
2009     1   4   1/4/2009      BZN  124585 19.39  14.37 1.349339
10.71677 2009-01-04
2009     1  15  1/15/2009      BZN  124888  23.2  16.12 1.439206
18.79653 2009-01-15
2009     1  27  1/27/2009      BZN  125133 21.51  14.35 1.498955
17.07317 2009-01-27
2009     2  16  2/16/2009      BZN  125429 27.96  15.54 1.799228
19.04762 2009-02-16
2009     2  27  2/27/2009      BZN  125702 26.82  14.27 1.879467
19.13104 2009-02-27
2009     3  19  3/19/2009      BZN  125941 24.38  12.91 1.888459
18.51278 2009-03-19
2009     4   9   4/9/2009      BZN  126260 32.59  16.30 1.999387
19.57055 2009-04-09
2009     4  28  4/28/2009      BZN  126587 34.58  16.79 2.059559
19.47588 2009-04-28
2009     5  17  5/17/2009      BZN  126925 35.78  16.57 2.159324
20.39831 2009-05-17
2009     5  27  5/27/2009      BZN  127240 35.57  15.01 2.369753
20.98601 2009-05-27
2009     6   7   6/7/2009      BZN  127590 40.99  16.60 2.469277
21.08434 2009-06-07
2009     6  21  6/21/2009      BZN  127910 41.52  15.64 2.654731
20.46036 2009-06-21
2009     7  21  7/21/2009      BZN  128264 43.37  16.67 2.601680
21.23575 2009-07-21
2009     8  11  8/11/2009      BZN  128618 42.68  16.42 2.599269
21.55907 2009-08-11
2009     8  27  8/27/2009      BZN  128947 43.12  16.60 2.597590
19.81928 2009-08-27
2009     9  21  9/21/2009      BZN  129255 40.44  15.56 2.598972
19.79434 2009-09-21
2009    10   1  10/1/2009      BZN  129541 38.55  14.83 2.599461
19.28523 2009-10-01
2009    10  11 10/11/2009      BZN  129806 36.65  14.10 2.599291
18.79433 2009-10-11
2009    10  22 10/22/2009      BZN  130027 30.18  11.61 2.599483
19.03531 2009-10-22
2009    11   9  11/9/2009      BZN  130358 43.19  16.62 2.598676
19.91576 2009-11-09
2009    11  22 11/22/2009      BZN  130631 39.23  15.09 2.599735
18.09145 2009-11-22
2009    12   5  12/5/2009      BZN  130950 44.43  17.09 2.599766
18.66589 2009-12-05
2009    12  30 12/30/2009      BZN  131239 42.14  16.70 2.523353
17.30539 2009-12-30

After converting my dates into R-usable dates:

#convert my dates to R-usable dates
x<- strptime(date, format="%m/%d/%Y")
x
mileage<- cbind(mileage, x)

I plot the data and model mpg as a function of date.  In the nls()
statement, I convert x back to a numeric value so that I can conduct
the regression:

plot(mpg~x, data=mileage[year==2009,], ylab="Miles per gallon",
xlab="2009", yaxs="i", ylim=c(10,30))
nls.2009<- nls(mpg~(alpha*(as.numeric(x)^2))+(bravo*as.numeric(x))+(charlie),
data=mileage[year==2009,], start=list(alpha=-2e-14, bravo=5e-5,
charlie=-31407),
   trace=T, na.action=na.omit, nls.control(minFactor=0.000000000000000000001))
plot(mpg~x, data=mileage[year==2009,])
   modb=seq(min(as.numeric(x)), max(as.numeric(x)), by=10000)
   lines(modb, predict(nls.2009, lines(as.numeric(x)=modb)))

Unfortunately, when I run the final line of this code, I get the following:

Error: unexpected '=' in "  lines(modb, predict(nls.2009, lines(as.numeric(x)="

In other similar analyses, I've been able to plot an nls() model using
this exact code--altered of course according to information--but here
I'm at a loss.  I'm certain it has something to do with the
lines(...as.numeric(x)) value I'm trying to plot, but I can't figure
out what I'm doing wrong.

That last line of code doesn't look right to me. The arguments
that you need to supply to predict() are 'object' and 'newdata',
where 'newdata' must have the appropriate form. Unless you have
your own function lines(), I don't think that lines(as.numeric(x)=modb)
would qualify as newdata.

It's usually a bad idea to shove too much stuff into a single command
and a good idea to use str() often.

This 'exact' code worked in the past?

Peter Ehlers


The model is fine, but it's the plotting of the model that escapes me.

I'm running R version 2.12.1 on a Windows 7 machine.

Thanks for your help -

Steven H. Ranney

http://stevenranney.blogspost.com
http://www.steven-ranney.com

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