[R-sig-eco] Extracting information from lm results
Mike Dunbar
mdu at ceh.ac.uk
Fri May 2 11:00:51 CEST 2008
Hi Stephen
You should be able to find what you need either using str(lm1) or str(summary(lm1)). With the possible exception of the overall P value, which you can get from the F statistic and the degrees of freedom using the pf function. For the coefficients, its considered slightly better form to use coef(lm1)[x] rather than lm1$coefficients[x], simply because there is the coef extractor function provided.
cheers
Mike Dunbar
>>> "Stephen Thackeray" <sjtr at ceh.ac.uk> 02/05/2008 08:55:10 >>>
Dear all,
I suspect that this might be a bit basic, but here goes anyway...
I am soon to run a large number of linear regressions and I would like to extract a number of details from the models, and then collate them in a dataframe as a summary of the overall block of analyses. I can successfully extract the intercept and slope by using, for example:
lm1<-lm(ASTF~Year,na.action=na.omit,subset=yr10==T)
a1<-lm1$coefficients[1]
b1<-lm1$coefficients[2]
out1<-cbind("ASTF","1996-2005",lm1$coefficients[1],lm1$coefficients[2])
However, I also would like to extract the following too:
1) the number of data points in the analysis, n
2) the standard error of the slope
3) the P value
4) the R-squared value
Is it possible to extract these parameters in the same way as the slope and intercept, to save a lot of typing?
Any help much appreciated!
Steve Thackeray
Dr Stephen Thackeray
Lake Ecosystem Group
CEH Lancaster
Lancaster Environment Centre
Library Avenue
Bailrigg
Lancaster
LA1 4AP
Email: sjtr at ceh.ac.uk
Tel: +44 (0) 1524 595852
Fax: +44 (0) 1524 61536
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