Converting a network with dates into a dynamic network

2017-02-17

last modified: 2023-04-10

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Gephi workshops

I organize online workshops and personalized trainings for Gephi, for beginners and experts. To schedule one or to get more information: analysis@exploreyourdata.com.

Goals of this tutorial

  • We take a normal network, where nodes have attributes which can serve as time indication (a date, a number…​)

  • We convert this network into a dynamic network: nodes will appear and disappear according to their attributes.

download a network file for practice

download this zip file and unzip it on your computer.

or use this direct link: https://tinyurl.com/gephi-tuto-4

You should find the file miserables-with-dates.gexf in the zip file. Save it in a folder you will remember (or create a folder specially for this small project).

This file contains a network representing "who appears next to whom" in the 19th century novel Les Misérables by Victor Hugo[1].

A link between characters A and B means they appeared on the same page or paragraph in the novel.

The file name ends with ".gexf", which just means this is a text file where the network information is stored (name of the characters, their relations, etc.), following some conventions.

This file has been modified to add some dates to each character in the novel:

  • a "start date", which is a day (example: 22/09/1835). This is the date when the character enters the action in the novel

  • an "end date", also a day (example: 22/09/1840). This is the date when the character leaves the action in the novel

  • a "peak moment". This is a number (example: 14263). This is an instant when the character is at the center of the plot. This number has no historical meaning, this is just a chronological moment in time.

NOTE

Values for start date, end date and peak moment have no real significance in the novel. They are made up for this exercise.

open the network in Gephi

  • open Gephi. On the Welcome screen that appears, click on Open Graph File

  • find miserables-with-dates.gexf on your computer and open it

gephi welcome screen open graph en
Figure 1. welcome screen

   

A report window will open, giving you basic info on the network you opened:

opening file report en
Figure 2. report window

   

This tells you that the network comprises 74 characters, connected by 248 links.

Links are undirected, meaning that if A is connected to B, then it is the same as B connected to A.

The report also tells us the graph is not dynamic: it means there is no evolution or chronology, it won’t "move in time".

Click on OK to see the graph in Gephi.

result miserables
Figure 3. The network we will use

   

getting a sense of the attributes in the data laboratory

We can switch to the data laboratory to see the underlying data:

Switching to the data laboratory
Figure 4. Switching to the data laboratory

   

Zoom on three attributes representing time
Figure 5. Zoom on three attributes representing time

   

The nodes (characters) of the network have attributes (start date, end date, peak moment) which can make this graph dynamic - but it is not yet.

A couple of steps are needed to enable the dynamic features, and here a choice must be made:

Do we prefer to have…​

  1. …​ nodes appearing on screen at their start date, and staying on screen for ever after?

  2. …​ nodes appearing on screen at their start date, and leaving the screen at their end date?

  3. …​ nodes being representedsimply by their "peak moment" (a number), without reference to chronological dates?

We will present these 3 possibilities.

1. dynamic nodes with a start date

Merge columns
Figure 6. Merge columns

   

Set up the parameters   1
Figure 7. Set up the parameters - 1

   

Result
Figure 8. Result

   

Let’s switch back to the Overview to see the graph and how it evolves in time.

IMPORTANT

We are going to use the timeline to play the animation. The timeline has many features which are explained in a specific tutorial.

moving timeline miserables 1 en
Figure 9. Animating the dynamic network

   

to be continued

more tutorials on dynamic networks with Gephi

to go further

Visit the Gephi group on Facebook to get help,

Give a try to nocodefunctions.com, the web application I develop to create networks for Gephi. Click-and-point, free, no registration needed.

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