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SmartDataAnalytics · Nov 14, 2018 · 0e0a66e · 0e0a66e
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diff --git a/docs/source/bio2bel_repositories.rst b/docs/source/bio2bel_repositories.rst
@@ -1,6 +1,5 @@
 Biological Databases
 ====================
-
 The following biological databases can be used for training and evaluating knowledge graph embeddings. This is done
 by using the `Bio2BEL <https://github.com/bio2bel>`_ universe.
 

diff --git a/docs/source/index.rst b/docs/source/index.rst
@@ -1,17 +1,17 @@
 BioKEEN
 =======
-
-BioKEEN (Python KnowlEdge EmbeddiNgs) is wrapper around `PyKEEN <https://github.com/SmartDataAnalytics/BioKEEN>`_ for
- training and evaluating **biological** knowledge graph embeddings.
+BioKEEN (Python KnowlEdge EmbeddiNgs) is wrapper around `PyKEEN <https://github.com/SmartDataAnalytics/PyKEEN>`_ for
+training and evaluating **biological** knowledge graph embeddings.
 
 Installation is as easy as getting the code from `PyPI <https://pypi.python.org/pypi/biokeen>`_ with
-:code:`python3 -m pip install biokeen`
+:code:`python3 -m pip install biokeen`.
 
 Citation
 --------
 If you use BioKEEN in your work, please cite [1]_:
 
-.. [1] Ali, M., *et al.* (2018). `BioKEEN: A library for learning and evaluating biological knowledge graph embeddings <https://zenodo.org/badge/latestdoi/136345023>`_.
+.. [1] Ali, M., *et al.* (2018). `BioKEEN: A library for learning and evaluating biological knowledge graph embeddings
+       <https://zenodo.org/badge/latestdoi/136345023>`_.
 
 .. toctree::
    :maxdepth: 2

diff --git a/docs/source/installation.rst b/docs/source/installation.rst
@@ -5,17 +5,17 @@ Easiest
 ~~~~~~~
 Download the latest stable code from `PyPI <https://pypi.python.org/pypi/biokeen>`_ with:
 
-.. code-block:: python
+.. code-block:: sh
 
-   python3 -m pip install biokeen
+   $ python3 -m pip install biokeen
 
 Get the Latest
 ~~~~~~~~~~~~~~~
 Download the most recent code from `GitHub <https://github.com/SmartDataAnalytics/BioKEEN>`_ with:
 
-.. code-block:: python
+.. code-block:: sh
 
-   python3 -m pip install git+https://github.com/SmartDataAnalytics/BioKEEN.git@develop
+   $ python3 -m pip install git+https://github.com/SmartDataAnalytics/BioKEEN.git
 
 .. |python_versions| image:: https://img.shields.io/pypi/pyversions/biokeen.svg
     :alt: Stable Supported Python Versions