Try pyinstaller. This worked fine for me with python 3.5.
Install pyinstaller with the following command
pip install pyinstaller
and build exe with pyinstaller --onefile your_pyfile.py . The --onefile generates a single file no larger than 6-8 megabytes in size.
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