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But this has not been enough to transform the overall level of giving, which has just about kept pace with the rate of wealth creation during a 15-year economic boom, but no more than that.
This study found small differences in performance of the models based on data transformed at the level of the individual and at the aggregate level.
To compare these two approaches, regression analyses were run on VAS values transformed at the level of the individual and at aggregate level.
The design of the study also allowed a comparison of models based on raw or untransformed VAS values with values transformed at the level of the respondent and at the aggregate level.
The impact of using untransformed versus VAS values transformed at the level of the individual and at aggregate level and the inclusion of a constant term in the utility functions were also investigated.
Testing models 3 through 6 allowed a comparison of the performance of models with and without the constant term, as well as with VAS values transformed at the level of the respondent and at aggregate level.
Table 4 shows the value decrements for each dimension/level using a baseline regression model that utilises VAS values transformed at the level of the individual and including a constant term.
In transformed cells the level of phosphorylated Akt is always very significant, being marginally higher at initial time points and not reduced as a function of time nor effected by glutamine concentration.
In addition to normality, log transforming reduces the level of heteroscedasticity in the data set, minimizes the effect of extreme outliers, and allows for the visualization of data in a linear fashion, which simplifies the visual comparisons of slopes [ 81, 115].
The logarithm transformation was applied to transform the ALP level, duration of dialysis, and effective exercise time.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com