Data Visualization Nanodegree notes

2020/02/22 13:31 PM posted in  Data Visualization
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Data visualization fundamentals

Why data visualization?

Anscombe's quartet

Univariate Plots

  • quantitative variable
    • Histogram
  • categorical variable
    • Bar chart
    • Pareto Chart

Multivariate Plots

  • quantitative vs quantitative
    • scatter plot
  • quantitative vs time
    • line plot
  • categorical vs categorical
    • side-by-side bar chart

Hierarchies & Filters

Small Multiples

Groups & Sets

Calculated Field

Table Calculation

Double Encodings example


It is very easy to identify the negative one.

How to design a dashboard step by step?

Identify Graphicacy

Low

  • Line chart
  • bar chart

Medium

  • Dual axis
  • Scatter plot
  • Cumulative measures
  • Heat map

High Graphicacy

  • Radar
  • Tree
  • Network
  • Error bars (a series of boxplot)
  • custom

Visual Hierarchy

Wireframing

You can design wireframe before building dashboard or derive a wireframe from an existing dashboard.

Layouts

  • Columns (12 even space for flexibility)
  • Gutters
  • Margins (eg., filter space to the left and blank space to the right)



Common layouts

  • Quadrants
  • Columns
  • The Golden Ratio

Alignment