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2 changes: 1 addition & 1 deletion docs/intro/community.rst
Original file line number Diff line number Diff line change
Expand Up @@ -75,7 +75,7 @@ The major events for the Python community are developer conferences. The two
most notable conferences are PyCon, which is held in the US, and its European
sibling, EuroPython.

A comprehensive list of conferences is maintained `at pycon.org <http://www.pycon.org/>`_.
A comprehensive list of conferences is maintained at `pycon.org <http://www.pycon.org/>`_.


Python User Groups
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4 changes: 3 additions & 1 deletion docs/intro/learning.rst
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Expand Up @@ -104,6 +104,8 @@ Pro Python
This book is for intermediate to advanced Python programmers who are looking to understand how
and why Python works the way it does and how they can take their code to the next level.

`Pro Python <http://propython.com>`_
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Please collapse remove this and make This book at the beginning of the preceding paragraph the link.

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Hi @sigmavirus24, it seems the other suggested books, i.e., Python Koans, A Byte of Python, Expert Python, they don't have the link at the beginning of the preceding paragraph. That is why I put the Pro Python link at the line 107, which is consistent with other books.

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Ah, good call. I had forgotten about that.



Expert Python Programming
~~~~~~~~~~~~~~~~~~~~~~~~~
Expand Down Expand Up @@ -145,7 +147,7 @@ chosen from mathematics and the natural sciences.
Numerical Methods in Engineering with Python
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Numerical Methods in Engineering with Python,written by Jaan Kiusalaas, attempts to
Numerical Methods in Engineering with Python, written by Jaan Kiusalaas, attempts to
emphasis on numerical methods and how to implement them in Python.

`Numerical Methods in Engineering with Python <http://www.cambridge.org/us/academic/subjects/engineering/engineering-mathematics-and-programming/numerical-methods-engineering-python-2nd-edition>`_
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3 changes: 1 addition & 2 deletions docs/scenarios/admin.rst
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Expand Up @@ -177,8 +177,7 @@ A full terminal application like a widely extended top which is based on psutil
monitoring is `glance <https://github.com/nicolargo/glances/>`_.

Ansible
Chef
----
-------

.. todo:: Write about Ansible

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9 changes: 5 additions & 4 deletions docs/scenarios/scientific.rst
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Expand Up @@ -53,10 +53,11 @@ NumPy is compatible with Python versions 2.4 through to 2.7.2 and 3.1+.

Numba
-----
Numba is an Numpy aware Python compiler (just-in-time (JIT) specializing
compiler) which compiles annotated Python (and Numpy) code to LLVM (Low Level
Virtual Machine) (through special decorators).
Briefly, Numba using system that compiles Python code with LLVM to code which

`Numba <http://numba.pydata.org>`_ is an Numpy aware Python compiler
(just-in-time (JIT) specializing compiler) which compiles annotated Python (and
Numpy) code to LLVM (Low Level Virtual Machine) (through special decorators).
Briefly, Numba using system that compiles Python code with LLVM to code which
can be natively executed at runtime.

SciPy
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4 changes: 2 additions & 2 deletions docs/scenarios/xml.rst
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Expand Up @@ -4,8 +4,8 @@ XML parsing
untangle
--------

`untangle <http://0chris.com/untangle>`_ is a simple library which takes
an XML document and returns a Python object which mirrors the nodes and
`untangle <https://github.com/stchris/untangle>`_ is a simple library which
takes an XML document and returns a Python object which mirrors the nodes and
attributes in its structure.

For example, an XML file like this:
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4 changes: 2 additions & 2 deletions docs/shipping/packaging.rst
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Expand Up @@ -99,12 +99,12 @@ One simple option for a personal PyPi server is to use Amazon S3. A prerequisite

6. **All done**

* You can now your package with :code:`pip install --index-url=http://your-s3-bucket/packages/simple/ YourPackage`
* You can now install your package with :code:`pip install --index-url=http://your-s3-bucket/packages/simple/ YourPackage`

For Linux Distributions
::::::::::::::::::::::::

* `Ubuntu <https://wiki.ubuntu.com/PackagingGuide/Python>`_
* `Ubuntu <http://packaging.ubuntu.com/html/python-packaging.html>`_
* `Fedora <https://fedoraproject.org/wiki/Packaging:Python>`_
* `Debian <http://www.debian.org/doc/packaging-manuals/python-policy/>`_
* `Arch <https://wiki.archlinux.org/index.php/Python_Package_Guidelines>`_
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