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If you are using Ubuntu or Debian and you have access toNeurodebian, then simply install the python-nilearn package through Neurodebian.
First: Install dependencies
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Install or ask your system administrator to install the following packages using the distribution package manager: ipython , scipy, scikit-learn (sometimes called sklearn, or python-sklearn), joblib, matplotlib (sometimes called python-matplotlib), nibabel (sometimes called python-nibabel) and pandas (sometimes called python-pandas).
If you do not have access to the package manager we recommend that you install a complete 64 bit scientific Python distribution likeAnaconda. Since it meets all the requirements of nilearn, it will save you time and trouble.
Second: open a Terminal
(Press ctrl+alt+t and a Terminal console will pop up)
Then type the following line and press 'Enter'
Then type the following line and press 'Enter'
Third: open IPython
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(You can open it by writing 'ipython' in the terminal and pressing 'Enter')
Then type in the following line and press 'Enter':
Then type in the following line and press 'Enter':
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If no error occurs, you have installed nilearn correctly.