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diff --git a/doc/source/reference/index.rst b/doc/source/reference/index.rst
index 9e0ef68db..f74816d6f 100644
--- a/doc/source/reference/index.rst
+++ b/doc/source/reference/index.rst
@@ -11,7 +11,7 @@ NumPy Reference
.. module:: numpy
This reference manual details functions, modules, and objects
-included in Numpy, describing what they are and what they do.
+included in NumPy, describing what they are and what they do.
For learning how to use NumPy, see also :ref:`user`.
@@ -31,11 +31,11 @@ Acknowledgements
================
Large parts of this manual originate from Travis E. Oliphant's book
-`Guide to Numpy <http://www.tramy.us/>`__ (which generously entered
+`Guide to NumPy <http://www.tramy.us/>`__ (which generously entered
Public Domain in August 2008). The reference documentation for many of
the functions are written by numerous contributors and developers of
-Numpy, both prior to and during the
-`Numpy Documentation Marathon
+NumPy, both prior to and during the
+`NumPy Documentation Marathon
<http://scipy.org/Developer_Zone/DocMarathon2008>`__.
Please help to improve NumPy's documentation! Instructions on how to