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Choose Visualization Tools for Research

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Problem

Scenario

You're starting a research effort that will require frequent data exploration, experiment readouts, and communication with both technical and non-technical stakeholders. Before the work gets too far, you want to be deliberate about which data visualization tools the team should use so analysis is fast, reproducible, and easy to share.

Question

What tools would you use for data visualization, and how would you decide which ones are appropriate for different stages of the work?