HoloViews is a Python library for visual data explorations that works very well in the context of iPython notebooks. In combination with pandas, it provides a nice platform for data science.
data_visualization.ipynb: notebook illustrating various data analysis tasks and types of visualization.data.csv: data set used for illustration purposes.holowviews_demo.ipynb: notebook illustrating some different visualization types.