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-rw-r--r--doc/source/reference/arrays.nditer.rst22
-rw-r--r--doc/source/reference/distutils_guide.rst2
-rw-r--r--doc/source/reference/global_state.rst10
-rw-r--r--doc/source/reference/index.rst2
-rw-r--r--doc/source/reference/internals.code-explanations.rst2
-rw-r--r--doc/source/reference/routines.ctypeslib.rst2
-rw-r--r--doc/source/reference/routines.datetime.rst4
-rw-r--r--doc/source/reference/routines.io.rst2
8 files changed, 23 insertions, 23 deletions
diff --git a/doc/source/reference/arrays.nditer.rst b/doc/source/reference/arrays.nditer.rst
index 8cabc1a06..fb1c91a07 100644
--- a/doc/source/reference/arrays.nditer.rst
+++ b/doc/source/reference/arrays.nditer.rst
@@ -3,7 +3,7 @@
.. _arrays.nditer:
*********************
-Iterating Over Arrays
+Iterating over arrays
*********************
.. note::
@@ -23,7 +23,7 @@ can accelerate the inner loop in Cython. Since the Python exposure of
iterator API, these ideas will also provide help working with array
iteration from C or C++.
-Single Array Iteration
+Single array iteration
======================
The most basic task that can be done with the :class:`nditer` is to
@@ -64,7 +64,7 @@ namely the order they are stored in memory, whereas the elements of
`a.T.copy(order='C')` get visited in a different order because they
have been put into a different memory layout.
-Controlling Iteration Order
+Controlling iteration order
---------------------------
There are times when it is important to visit the elements of an array
@@ -88,7 +88,7 @@ order='C' for C order and order='F' for Fortran order.
.. _nditer-context-manager:
-Modifying Array Values
+Modifying array values
----------------------
By default, the :class:`nditer` treats the input operand as a read-only
@@ -128,7 +128,7 @@ note that prior to 1.15, :class:`nditer` was not a context manager and
did not have a `close` method. Instead it relied on the destructor to
initiate the writeback of the buffer.
-Using an External Loop
+Using an external loop
----------------------
In all the examples so far, the elements of `a` are provided by the
@@ -161,7 +161,7 @@ elements each.
...
[0 3] [1 4] [2 5]
-Tracking an Index or Multi-Index
+Tracking an index or multi-index
--------------------------------
During iteration, you may want to use the index of the current
@@ -210,7 +210,7 @@ raise an exception.
File "<stdin>", line 1, in <module>
ValueError: Iterator flag EXTERNAL_LOOP cannot be used if an index or multi-index is being tracked
-Alternative Looping and Element Access
+Alternative looping and element access
--------------------------------------
To make its properties more readily accessible during iteration,
@@ -246,7 +246,7 @@ produce identical results to the ones in the previous section.
array([[ 0, 1, 2],
[-1, 0, 1]])
-Buffering the Array Elements
+Buffering the array elements
----------------------------
When forcing an iteration order, we observed that the external loop
@@ -274,7 +274,7 @@ is enabled.
...
[0 3 1 4 2 5]
-Iterating as a Specific Data Type
+Iterating as a specific data type
---------------------------------
There are times when it is necessary to treat an array as a different
@@ -382,7 +382,7 @@ would violate the casting rule.
File "<stdin>", line 2, in <module>
TypeError: Iterator requested dtype could not be cast from dtype('float64') to dtype('int64'), the operand 0 dtype, according to the rule 'same_kind'
-Broadcasting Array Iteration
+Broadcasting array iteration
============================
NumPy has a set of rules for dealing with arrays that have differing
@@ -417,7 +417,7 @@ which includes the input shapes to help diagnose the problem.
...
ValueError: operands could not be broadcast together with shapes (2,) (2,3)
-Iterator-Allocated Output Arrays
+Iterator-allocated output arrays
--------------------------------
A common case in NumPy functions is to have outputs allocated based
diff --git a/doc/source/reference/distutils_guide.rst b/doc/source/reference/distutils_guide.rst
index a72a9c4d6..6f927c231 100644
--- a/doc/source/reference/distutils_guide.rst
+++ b/doc/source/reference/distutils_guide.rst
@@ -1,6 +1,6 @@
.. _distutils-user-guide:
-NumPy Distutils - Users Guide
+NumPy distutils - users guide
=============================
.. warning::
diff --git a/doc/source/reference/global_state.rst b/doc/source/reference/global_state.rst
index d73da4244..a898450af 100644
--- a/doc/source/reference/global_state.rst
+++ b/doc/source/reference/global_state.rst
@@ -1,7 +1,7 @@
.. _global_state:
************
-Global State
+Global state
************
NumPy has a few import-time, compile-time, or runtime options
@@ -11,10 +11,10 @@ purposes and will not be interesting to the vast majority
of users.
-Performance-Related Options
+Performance-related options
===========================
-Number of Threads used for Linear Algebra
+Number of threads used for Linear Algebra
-----------------------------------------
NumPy itself is normally intentionally limited to a single thread
@@ -56,10 +56,10 @@ Setting ``NPY_DISABLE_CPU_FEATURES`` will exclude simd features at runtime.
See :ref:`runtime-simd-dispatch`.
-Debugging-Related Options
+Debugging-related options
=========================
-Relaxed Strides Checking
+Relaxed strides checking
------------------------
The *compile-time* environment variable::
diff --git a/doc/source/reference/index.rst b/doc/source/reference/index.rst
index 8e4a81436..4756af5fa 100644
--- a/doc/source/reference/index.rst
+++ b/doc/source/reference/index.rst
@@ -3,7 +3,7 @@
.. _reference:
###############
-NumPy Reference
+NumPy reference
###############
:Release: |version|
diff --git a/doc/source/reference/internals.code-explanations.rst b/doc/source/reference/internals.code-explanations.rst
index d34314610..db3b3b452 100644
--- a/doc/source/reference/internals.code-explanations.rst
+++ b/doc/source/reference/internals.code-explanations.rst
@@ -1,7 +1,7 @@
:orphan:
*************************
-NumPy C Code Explanations
+NumPy C code explanations
*************************
.. This document has been moved to ../dev/internals.code-explanations.rst.
diff --git a/doc/source/reference/routines.ctypeslib.rst b/doc/source/reference/routines.ctypeslib.rst
index c6127ca64..fe5ffb5a8 100644
--- a/doc/source/reference/routines.ctypeslib.rst
+++ b/doc/source/reference/routines.ctypeslib.rst
@@ -1,7 +1,7 @@
.. module:: numpy.ctypeslib
***********************************************************
-C-Types Foreign Function Interface (:mod:`numpy.ctypeslib`)
+C-Types foreign function interface (:mod:`numpy.ctypeslib`)
***********************************************************
.. currentmodule:: numpy.ctypeslib
diff --git a/doc/source/reference/routines.datetime.rst b/doc/source/reference/routines.datetime.rst
index 966ed5a47..72513882b 100644
--- a/doc/source/reference/routines.datetime.rst
+++ b/doc/source/reference/routines.datetime.rst
@@ -1,6 +1,6 @@
.. _routines.datetime:
-Datetime Support Functions
+Datetime support functions
**************************
.. currentmodule:: numpy
@@ -12,7 +12,7 @@ Datetime Support Functions
datetime_data
-Business Day Functions
+Business day functions
======================
.. currentmodule:: numpy
diff --git a/doc/source/reference/routines.io.rst b/doc/source/reference/routines.io.rst
index 2542b336f..1ec2ccb5e 100644
--- a/doc/source/reference/routines.io.rst
+++ b/doc/source/reference/routines.io.rst
@@ -83,7 +83,7 @@ Data sources
DataSource
-Binary Format Description
+Binary format description
-------------------------
.. autosummary::
:toctree: generated/