<prompt> Apple: nyekundu, mviringo, kitamu. Orange: machungwa, mviringo, tamuKujenga classifier binary kutofautisha kati ya apples na machungwa.  <response>: Kwa kujenga classifier binary ambayo tofauti kati ya apples na machungwa kulingana na input, mbinu moja inawezekana na mfano katika Python inaweza kuwa: python kutoka sklearn.tree kuagiza uamuziTreeClassifier kutoka sklearn kuagiza kabla ya usindikaji rangi nyekundu, changazi sura mviringo,mviringo ladha tart, tamu encoding string vitambulisho katika namba le preprocessing.LabelEncoder rangi_ambulisho le.fit_transform color 0, 1 shape_encoded le.fit_transform shape 0, 0 shape_encoded le.fit_transform 0, 0 flavor_predicted flavor_transform 