Using ipython 4, I noticed that if I set leave=False for tqdm_notebook that they would remain after completion. Looking into it further it seems that ipywidget.HBox has no visible attribute as used here: https://github.com/tqdm/tqdm/blob/master/tqdm/_tqdm_notebook.py#L146. What seems to be a good alternative is HBox().close()