#!/usr/bin/env python # coding: utf-8 # # How to export your Jupyter Notebook to Medium in 3 easy steps # ## 1. Install [jupyter_to_medium](https://www.dexplo.org/jupyter_to_medium/) on Jupyter: # In[ ]: get_ipython().system('pip install jupyter_to_medium') get_ipython().system('jupyter bundlerextension enable --py jupyter_to_medium._bundler --sys-prefix') # ## 2. Get your integration token: # Get your integration token by going to your [Medium Account's Settings](https://medium.com/me/settings) > Integration Token. # ## 3. Set your integration token: # In[ ]: get_ipython().system('mkdir ~/.jupyter_to_medium # create folder') get_ipython().system('echo "YOUR-INTEGRATION-TOKEN" > ~/.jupyter_to_medium/integration_token # add integration token') # All done! # # The next time you restart Jupyter Notebook, you will be able to deploy your notebooks straight to Medium! # ![Export 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) # **PS: this medium article was generated from [this Jupyter Notebook](https://nbviewer.jupyter.org/gist/diogoseca/5f6d705dc74ed6fd9fb00d632544ceed) using [jupyter_to_medium](https://www.dexplo.org/jupyter_to_medium/).**