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You would determine that by what your program needs of services and the ease of deploying that program, for example, You make a program in C or Python, and this program is a multi platform (works on Mac OS, Windows, Linux) with C you will need to compile every version of that program to work in a specific system, so you have3 programs, one for every system, but with Java for example, you only need one program and that works in every system since java uses a virtual machine, it all depends on your needs and what you are comfortable in working with, some people are more comfortable working with Python than with Ruby.
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