

I would like to mention my Python background.ġ7 years ago I programmed in Python a little, now I do not. So to conclude, Mathematica seems to be ahead in the field of computable data.īefore giving several (biased) answers to the questionĪs a developer I'd like to ask if there any other significant advantages to Mathematica -Īre there any areas where Mathematica is still vastly superior to the Python stack other than in computer algebra? Of course, this also includes the availability of more traditional data from many fields of mathematics. Being able to connect all this with the more traditional strengths of Mathematica, which clearly are in computer algebra, is in itself a strength. But as examples, version 10 offers things like DNA sequences, the current position of satellites, financial data with an elaborate array of visualization functions (often more polished than the "hard science" counterparts), "social" network data, etc. Given the nature of the question, I think it's pointless to start listing all the incarnation of curated knowledge. Other languages also have some limited ability to do this, but I think Mathematica has a head start and is moreover benefiting from simultaneous ongoing developments in Wolfram Alpha. To give a really general answer, I would list as my number one choice the availability of curated knowledge, including free-form input.

You're asking for the biggest distinguishing feature of Mathematica - other than computer algebra. Most Mathematica functions (especially anything with graphics, graphs, or images) are not compilable, but about everything in Python is!Īs a developer I'd like to ask if there any other significant advantages to Mathematica - are there any areas where Mathematica is still vastly superior to the Python stack other than in computer algebra?Īre there any insightful Mathematica vs Python performance benchmark studies like this one for Mathematica vs.Python already has much of the same functional constructs.
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Notebooks and their contents are not truly deployable (even pdf printing doesn't work).
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#Matlab vs python online code#
I can pretty much replicate all of Mathematica's functionalities, but with production level and open-source code using the following: Python's family of packages for scientific computing has matured rapidly.
