Problem to classify multilabel dataset while using random forest algorithm
From the documentation: 


  Warning: At present, no metric in sklearn.metrics supports the multioutput-multiclass classification task.


See here and also this issue. Multiclass-multioutput doesn't seem reliably implemented at this point.