Vaceee / VisualizationPractice

Visualization coding practices primarily using D3.

Visualization coding practices primarily using D3.

Force-directed Graph

• Description

  Model the graph as a physical system — nodes are particles that repel each other, and links are springs that pull related nodes together — to determines the node positions. Based on strong theoretical foundations, such layout is usually simple, aesthetic, interactive and of good quality.

• without D3

  • implementation

    1. Generate nodes and links randomly

    2. Calculate Repulsion and Attraction

       based on the Coulomb's law $F_r=k_r\frac{q_1q_2}{r^2}$ and Hooke's law $F_s=k_s(x-x_0)$, we assume both $q_1$ and $q_2$ is equal to $1$, and adjust the constant coefficients to produce a pleasing effect.

    3. Update coordinates

    4. Go to step2 and iterate enough times

    5. Illustrate the graph

  • results

    

    Figure 1a. 30 nodes iterating 1000 times

• With D3

  

  Figure 1b. network of character co-occurence in Les Misérables illustrating with D3

Word Cloud

​ Figure 2 word cloud of "The Zen of Python, by Tim Peters"

Stacked Graph

​ Figure 3 stacked(or stream) graph of randomly generalized data of 20 layers

Scatter Plot Matrix