[R-sig-eco] Log transforming zero value data
ONKELINX, Thierry
Thierry.ONKELINX at inbo.be
Wed Jun 24 09:37:58 CEST 2009
Dear Nate,
Much depend on the nature of your data. If they are counts, then I would
recommend to use glm(count ~x + y + z, family = poisson) instead of
lm(log(count) ~ x + y + z). Otherwise people tend to use a log(x+1)
transformation.
HTH,
Thierry
------------------------------------------------------------------------
----
ir. Thierry Onkelinx
Instituut voor natuur- en bosonderzoek / Research Institute for Nature
and Forest
Cel biometrie, methodologie en kwaliteitszorg / Section biometrics,
methodology and quality assurance
Gaverstraat 4
9500 Geraardsbergen
Belgium
tel. + 32 54/436 185
Thierry.Onkelinx at inbo.be
www.inbo.be
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than asking him to perform a post-mortem examination: he may be able to
say what the experiment died of.
~ Sir Ronald Aylmer Fisher
The plural of anecdote is not data.
~ Roger Brinner
The combination of some data and an aching desire for an answer does not
ensure that a reasonable answer can be extracted from a given body of
data.
~ John Tukey
-----Oorspronkelijk bericht-----
Van: r-sig-ecology-bounces at r-project.org
[mailto:r-sig-ecology-bounces at r-project.org] Namens Nate Upham
Verzonden: woensdag 24 juni 2009 2:31
Aan: r-sig-ecology at r-project.org
Onderwerp: [R-sig-eco] Log transforming zero value data
I have a general stats question for you guys:
How does one normally deal with zero (0) values when log transforming
data?
I would like to log transform (natural log, ln) several response
variables for use in quantile regression. But one of my variables
includes several zero values. Since ln(0) = infinity, this is not
readily possible. Is it best to remove all data with zero values? Or
should I add a very small number to each value (e.g., 0.00001)? This
seems problematic. Is there an easy way to address this issue?
Thanks much for your help,
--Nate
_________________________________
Nathan S. Upham
Ph.D. student
Committee on Evolutionary Biology
University of Chicago
1025 E. 57th St., Culver 402
Chicago, IL 60637
nsupham at uchicago.edu
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