The aim of this paper is to present an on-line data mining tool and illustrate its use on example of real medical data. Data from the Laboratory for in-vitro Thyroid diagnostics at the Sisters of Charity University Hospital in Zagreb were used. Preparation of the data set and one session of knowledge induction is described.