diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index de51208ae..3f6f60a99 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -24,7 +24,6 @@ This part of the guide focuses on setting up your Python environment.
 
    starting/which-python
    starting/installation
-   starting/next
 
 
 Development Environment
@@ -80,6 +79,7 @@ different scenarios.
    scenarios/admin
    scenarios/ci
    scenarios/speed
+   scenarios/scientific
 
 
 Additional Notes
@@ -92,3 +92,4 @@ Contibution notes and legal information are here (for those interested).
 
    notes/contribute
    notes/license
+   notes/styleguide
diff --git a/docs/notes/contribute.rst b/docs/notes/contribute.rst
index 3caf7583e..0d709f29f 100644
--- a/docs/notes/contribute.rst
+++ b/docs/notes/contribute.rst
@@ -25,5 +25,3 @@ If you'd like to contribute, there's plenty to do. Here's a short todo_ list.
 
 .. _GitHub: http://github.com/kennethreitz/python-guide/
 .. _todo: https://github.com/kennethreitz/python-guide/blob/master/TODO.rst
-
-.. include:: ../../AUTHORS.rst
\ No newline at end of file
diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 8572f7b04..037c64150 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -26,12 +26,14 @@ PyObjC
 
 WXPython
 ::::::::
+
+
 Install (Stable)
-----
+----------------
 *Go to http://www.wxpython.org/download.php#stable and download the appropriate package for your OS.*
 
 Gtk
 :::
 
 tk
-::
\ No newline at end of file
+::
diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 67f240f4d..294c205d0 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -88,6 +88,8 @@ The premise of web.py is that it is flexible - code your webapp any way you want
 web.py comes with some nifty tools built in, like database connection tools and a mini http server.
 
 **Support** for web.py is quite sparse, but you can look for support in the `mailing list <http://groups.google.com/group/webpy>`_ .
+
+
 Web Servers
 :::::::::::
 
@@ -312,4 +314,4 @@ Node.js.
 
 .. [1] `The mod_python project is now officially dead <http://blog.dscpl.com.au/2010/06/modpython-project-is-now-officially.html>`_
 .. [2] `mod_wsgi vs mod_python <http://www.modpython.org/pipermail/mod_python/2007-July/024080.html>`_
-.. [3] `Benchmark of Python WSGI Servers <http://nichol.as/benchmark-of-python-web-servers>`_
\ No newline at end of file
+.. [3] `Benchmark of Python WSGI Servers <http://nichol.as/benchmark-of-python-web-servers>`_
diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index ace753f08..e4890e346 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -65,10 +65,6 @@ If you have homebrew: ::
 
     $ easy_install pip
 
-
-
-To install ``pip``: ::
-
 Hopefully you'll never have to use **easy_install** again.
 
 
diff --git a/docs/starting/next.rst b/docs/starting/next.rst
deleted file mode 100644
index e69de29bb..000000000
diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index d1c4658c4..68246655d 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -11,6 +11,7 @@ The Basics
 
 Code Comments
 -------------
+
 Information regarding code comments is taken from PEP 008 (http://www.python.org/dev/peps/pep-0008/).
 Block comment styling should be used when commenting out multiple lines of code.: ::
 
@@ -34,9 +35,11 @@ Inline comments are used for individual lines and should be used sparingly.: ::
 
 Doc Strings
 -----------
+
 PEP 257 is the primary reference for docstrings. (http://www.python.org/dev/peps/pep-0257/)
-|There are two types of docstrings, one-line and multi-line.  Their names should be fairly self explanatory.
-|One-line docstrings: ::
+
+There are two types of docstrings, one-line and multi-line.  Their names should be fairly self explanatory.
+One-line docstrings: ::
 
     def kos_root():
         """Return the pathname of the KOS root directory."""
@@ -59,6 +62,7 @@ Multi-line docstrings: ::
 
 Sphinx
 ------
+
 Sphinx_ is a tool which converts documentation in the :ref:`restructuredtext-ref` markup language into a range of output formats including HTML, LaTeX (for printable PDF versions), manual pages and plain text.
 
 .. note:: This Guide is built with Sphinx_
@@ -67,6 +71,7 @@ Sphinx_ is a tool which converts documentation in the :ref:`restructuredtext-ref
 
 .. _restructuredtext-ref:
 
+
 reStructuredText
 ----------------
 
@@ -84,4 +89,4 @@ pocco / docco / shocco
 ----------------------
 
 Ronn
-----
\ No newline at end of file
+----