The construction of daily electricity consumption profiles is a common practice for user characterization and segmentation tasks. As in any data analysis project, to obtain these load profiles, stage preparation necessary. This article explores what extent does the selection technique impacts profiling. techniques discussed are used following tasks: standardization, data, dimensionality reducti...