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Matplotlib 2.x By Example

You're reading from   Matplotlib 2.x By Example Multi-dimensional charts, graphs, and plots in Python

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Product type Paperback
Published in Aug 2017
Publisher Packt
ISBN-13 9781788295260
Length 334 pages
Edition 1st Edition
Languages
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Authors (3):
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Allen Yu Allen Yu
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Allen Yu
Aldrin Yim Aldrin Yim
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Aldrin Yim
Claire Chung Claire Chung
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Claire Chung
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Toc

Visualizing Multivariate Data

When we have big data that contains many variables, the plot types in Chapter 4, Visualizing Online Data may no longer be an effective way of data visualization. We may try to cramp as many variables in a single plot as possible, but the overcrowded or cluttered details would quickly reach the boundary of a human's visual perception capabilities.

In this chapter, we aim to introduce multivariate data visualization techniques; they enable us to better understand the distribution of data and the relationships between variables. Here is the outline of this chapter:

  • Getting End-of-Day (EOD) stock data from Quandl
  • Two-dimensional faceted plots:
    • Factor plot in Seaborn
    • Faceted grid in Seaborn
    • Pair plot in Seaborn
  • Other two-dimensional multivariate plots:
    • Heatmap in Seaborn
    • Candlestick plot in matplotlib.finance:
      • Visualizing various stock...
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