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The homogenization of scientific computing, or why Python is steadily eating other languages’ lunch Over the past two years, my scientific computing toolbox been steadily homogenizing. Around 2010 or 2011, my toolbox looked something like this: Ruby for text processing and miscellaneous scripting; Ruby on Rails/JavaScript for web development; Python/Numpy (mostly) and MATLAB (occasionally) for numerical computing; MATLAB for neuroimaging data analysis; R for plotting and visualization; Occasional excursions into other languages/environments for other stuff , e.g. Elasticsearch Essentials read for free
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