diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index e91f096..1beb8fb 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -19,6 +19,7 @@ Libraries
NumPy
-----
+
`NumPy `_ is a low level library written in C (and
FORTRAN) for high level mathematical functions. NumPy cleverly overcomes the
problem of running slower algorithms on Python by using multidimensional arrays
@@ -33,6 +34,7 @@ NumPy is compatible with Python versions 2.4 through to 2.7.2 and 3.1+.
SciPy
-----
+
`SciPy `_ is a library that uses Numpy for more mathematical
function. SciPy uses NumPy arrays as its basic data structure. SciPy comes with
modules for various commonly used tasks in scientific programing like linear