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I am using Ubuntu 14.04.2 LTS on a 64-bit machine. I noticed that whenever I update and upgrade Ubuntu using sudo apt-get update && sudo apt-get upgrade the numpy version in Python reverts back to 1.8.2. Is this a coincidence or there is some systemic problem associated with Ubuntu upgrade. Previously, I had numpy 1.9.2 installed. Btw, Scipy, matplotlib, etc remain untouched.

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It sounds like you have the python-numpy package installed in Ubuntu, and you also installed the package using pip. You probably want to remove the python-numpy package. See apt-get install vs pip install for more information.