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Analysis reproducibility: how I keep track of the version of the code that produced my analyzed data, and from which experimental dataset.
Using version control, scripts aware of their parameters, and structured file format that contain metadata
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Algorithms used to analyse images, track particles and extract relevant stats
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Python package with interactive tools for matplotlib figures.
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