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Complex Network Analysis in Python by Dmitry Zinoviev

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Here you see we have a very advanced form of drawing, and a form I should not advise you to employ in your early efforts to do professional work.

Ernest Knaufft, American editor and director of the Chautauqua Society of Fine Arts

Chapter 7Mastering Advanced Network Construction

Complex networks are rarely constructed one node and one edge at a time. Instead, they are generated from matrix data, edge lists, node dictionaries, probability distributions, and other native Python and third-party data structures. As a complex network analyst, you need to be familiar with the NetworkX interfaces to the real world.

In this chapter, you will learn how to convert Python and third-party data structures (namely, Pandas DataFrames and Pandas NumPy matrices) ...

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