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I know there is a diagram tool like Graphviz, that taking a script and outputs a graph-like diagram.

I am wondering if there is similar tool that can produce the time-slotted diagram like the following? enter image description here

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    Have you tried searching for Gantt tools? – O. R. Mapper Jan 3 '17 at 17:39
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There are several, much more general, plotting packages that can produce the sorts of plots you are talking about from a data file, as well as many 100s of other layouts:

  • GNUPlot - Gratis & Open Source, cross platform
  • The Python MatPlotLib - Gratis & Open Source, cross platform, python can also be used to extract the data you wish to plot.

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