Hi,

I suspect that the warning may be coming from stats::model.frame.default(), 
with text along the lines of:

  "contrasts dropped from factor YOUR.FACTOR.NAME due to missing levels"

You might want to see if the student has a ~/.Rprofile file that has some 
modified default options regarding contrasts, etc.

Check to see if there is some change/difference in the structure of the data 
frames in use, specifically any contrast related attributes on the relevant 
data frame columns that are different on the two systems. See ?str.

Have them open an R session from the macOS terminal and run R using:

  R --vanilla

to see if you get the same errors on their system. If not, it suggests that 
perhaps their .Rprofile file has something non-default in it, and/or perhaps 
there is a .RData file in their working directory that has some saved workspace 
objects causing a conflict, as that file will be loaded by default with a new R 
session.

Regards,

Marc Schwartz
  

> On Dec 5, 2017, at 3:37 PM, Bert Gunter <bgunter.4...@gmail.com> wrote:
> 
> A guess (treat accordingly):
> 
> Different BLAS versions are in use on the two different machines/versions.
> In one, near singularities are handled, and in the other they are not,
> percolating up to warnings at the R level.
> 
> You can check this by seeing whether the estimated fit is the same on the 2
> machines. If so, ignore the above.
> 
> -- Bert
> 
> 
> 
> Bert Gunter
> 
> "The trouble with having an open mind is that people keep coming along and
> sticking things into it."
> -- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )
> 
> On Tue, Dec 5, 2017 at 12:17 PM, Cade, Brian <ca...@usgs.gov> wrote:
> 
>> I am helping a student with some logistic regression analyses and we are
>> getting some strange inconsistencies regarding a warning about factor
>> levels being dropped when running predict.glm(, newdata = ournewdata) on
>> the logistic regression model object.  We have checked multiple times that
>> the factor levels have been defined similarly on both data sets (one used
>> to estimate model and the newdata) and that values occur for all factor
>> levels in both data sets.  When I run these commands on my version of R
>> (3.2.5) on a Windows 7 OS I do not get the warnings.  When the student runs
>> them on her version of R (not sure what number hers is) on her Mac, she
>> gets these warnings constantly.  I've checked some records manually by
>> doing the algebra and the predict.glm() function is working correctly
>> incorporating the factor levels on my machine.  Any thoughts???
>> 
>> Brian
>> 
>> Brian S. Cade, PhD
>> 
>> U. S. Geological Survey
>> Fort Collins Science Center
>> 2150 Centre Ave., Bldg. C
>> Fort Collins, CO  80526-8818
>> 
>> email:  ca...@usgs.gov <brian_c...@usgs.gov>
>> tel:  970 226-9326

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