I've spent much of the last decade using Python for my research, teaching Python tools to other scientists and developers, and developing Python tools for efficient data manipulation, scientific and statistical computation, and visualization. The Python-for-data landscape has changed immensely since I first installed NumPy and SciPy from via a flickering CRT display. Among the new developments sin