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Applications and tools
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For visualisation, there are many to try out like Flourish and Datawrapper. If you're more technical and using Python or R, have a look at this summary of libraries.
Have a look at these storytelling tools from Knightlab including Timeline, StoryMap, Soundcite and Juxtapose.
For mapping relationships or networks as a story try GraphCommons, see this example of three musicians in a recording ecosystem. Kumu is also popular for network visualisation.
If you want to extract and analyse text in articles or books (e.g. to identify people and places) there are lots of tools to try like TextRazor, Intellexer and Google's Natural Language.