The subject of the article is feature selection techniques that are used on data preprocessing step before building machine learning models.In this paper the focus is put on a Filter technique SNES when it uses Correlation-based Feature Selection (further CFS) with symmetrical uncertainty method (further CFS-SU) or CFS with Pearson Correlation (fur