We investigate the use of GNU Radio as a tool to create radiofrequency datasets that will beused for the exploration of machine learning analysis methods. These methods are oriented toward increasing the performance of radio spectrum management procedures deployed by the Radio Spectrum Authority in Colombia (ANE).