Abstract
Cycling behavioral research is increasingly conducted by means of GPS data. The presence of
these data-sets allow for large-scale investigation of complicated travel behavioral aspects such as
cycling motives and enables one to enrich raw GPS data-sets with these attributes based on
contextual information. Currently, both the differences in cycling behavioral between cyclists
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