diff --git a/Dockerfile b/Dockerfile
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+++ b/Dockerfile
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+FROM ipython/scipystack
+
+MAINTAINER IPython Project <ipython-dev@scipy.org>
+
+ADD . /srv/ipython/
+WORKDIR /srv/ipython/
+
+RUN pip2 install -e .[all]
+RUN pip3 install -e .[all]
+
+#RUN ipython2 kernelspec install-self
+#RUN ipython3 kernelspec install-self
+
+EXPOSE 8888
+
+RUN echo "#!/bin/bash\nipython3 notebook --no-browser --port 8888 --ip=0.0.0.0" > /usr/local/bin/notebook.sh
+RUN chmod a+x /usr/local/bin/notebook.sh
+
+RUN useradd -m -s /bin/bash jupyter
+
+USER jupyter
+ENV HOME /home/jupyter
+ENV SHELL /bin/bash
+ENV USER jupyter
+
+WORKDIR /home/jupyter/
+
+CMD ["/usr/local/bin/notebook.sh"]