Table 2.

Description of the different data transformations performed in the present study

Model	Transformation
Raw	Raw dataset without transformation
MA_all	Moving average of order 3 applied to all variables
MA_resp	Moving average of order 3 applied only to the response variable
WMA_all	Moving average of order 3 where the central value has twice the weight applied to all variables
WMA_resp	Moving average of order 3 where the central value has twice the weight applied only to the response variable
Logit_mean	Binary transformation of the response variable according to whether the value of the observation was higher (1) or lower (0) than the total mean
Logit_cp	Binary transformation of the response variable according to whether the value is higher (1) or lower (0) than the mean in the corresponding changepoint period