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Recognizing that extreme observations were removed before FDA, we found that almost all of the observed variation between women's smoothed temporal FM curves was accounted for by mere three temporal components; a general FM count level, a linear trend, and a U-shape.
For each model, a random sub-sample of observations constituting 30% of the total observations were removed and then tested against dugong distribution and relative density predicted from the krige using the remaining 70% of observations.
No observations were removed due to EPA database qualifiers.
Peptide abundances were normalized and proteins with insufficient observations were removed as described above.
Nine further observations were removed due to missing values in the response variable.
In total 0.5% of observations were removed due to EPA database qualifiers.
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Note (A) For dog there is a small subpopulation which are outliers from the main part of the sample: when these observations are removed the correlation is -0.735.
This procedure resulted in four (0.9%) observations being removed (one person with chronic widespread pain and three 'at risk'), leaving a total of 425 subjects for analysis.
For PM2.5 the R for predicted vs. actual concentrations (597 non-missing two-week averages) was 0.83 (0.88 if two high concentrations observations are removed) with a mean absolute percentage error of 8%.
Those that gave birth in their first year of observation were removed to avoid bias toward more fecund animals.
One observation was removed because no census data were available for the postal code geographic center.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com