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4 changes: 2 additions & 2 deletions doc/source/user_guide/sparse.rst
Original file line number Diff line number Diff line change
Expand Up @@ -266,8 +266,8 @@ have no replacement.

.. _sparse.scipysparse:

Interaction with scipy.sparse
-----------------------------
Interaction with *scipy.sparse*
-------------------------------

Use :meth:`DataFrame.sparse.from_spmatrix` to create a :class:`DataFrame` with sparse values from a sparse matrix.

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6 changes: 3 additions & 3 deletions doc/source/user_guide/timeseries.rst
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Expand Up @@ -388,7 +388,7 @@ We subtract the epoch (midnight at January 1, 1970 UTC) and then floor divide by

.. _timeseries.origin:

Using the ``origin`` Parameter
Using the ``origin`` parameter
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Using the ``origin`` parameter, one can specify an alternative starting point for creation
Expand Down Expand Up @@ -1523,7 +1523,7 @@ or calendars with additional rules.

.. _timeseries.advanced_datetime:

Time series-related instance methods
Time Series-related instance methods
------------------------------------

Shifting / lagging
Expand Down Expand Up @@ -2601,7 +2601,7 @@ Transform nonexistent times to ``NaT`` or shift the times.

.. _timeseries.timezone_series:

Time zone series operations
Time zone Series operations
~~~~~~~~~~~~~~~~~~~~~~~~~~~

A :class:`Series` with time zone **naive** values is
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4 changes: 2 additions & 2 deletions doc/source/user_guide/visualization.rst
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Expand Up @@ -3,7 +3,7 @@
{{ header }}

*******************
Chart Visualization
Chart visualization
*******************

This section demonstrates visualization through charting. For information on
Expand Down Expand Up @@ -1746,7 +1746,7 @@ Andrews curves charts:

plt.close("all")

Plotting directly with matplotlib
Plotting directly with Matplotlib
---------------------------------

In some situations it may still be preferable or necessary to prepare plots
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4 changes: 2 additions & 2 deletions doc/source/user_guide/window.rst
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Expand Up @@ -3,7 +3,7 @@
{{ header }}

********************
Windowing Operations
Windowing operations
********************

pandas contains a compact set of APIs for performing windowing operations - an operation that performs
Expand Down Expand Up @@ -490,7 +490,7 @@ For all supported aggregation functions, see :ref:`api.functions_expanding`.

.. _window.exponentially_weighted:

Exponentially Weighted window
Exponentially weighted window
-----------------------------

An exponentially weighted window is similar to an expanding window but with each prior point
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