diff --git a/.github/CONTRIBUTING.md b/.github/CONTRIBUTING.md
index 352acee23df2d..cf604822d6eea 100644
--- a/.github/CONTRIBUTING.md
+++ b/.github/CONTRIBUTING.md
@@ -278,7 +278,7 @@ Please try to maintain backward compatibility. *pandas* has lots of users with l
Adding tests is one of the most common requests after code is pushed to *pandas*. Therefore, it is worth getting in the habit of writing tests ahead of time so this is never an issue.
-Like many packages, *pandas* uses the [Nose testing system](http://nose.readthedocs.org/en/latest/index.html) and the convenient extensions in [numpy.testing](http://docs.scipy.org/doc/numpy/reference/routines.testing.html).
+Like many packages, *pandas* uses the [Nose testing system](https://nose.readthedocs.io/en/latest/index.html) and the convenient extensions in [numpy.testing](http://docs.scipy.org/doc/numpy/reference/routines.testing.html).
#### Writing tests
@@ -323,7 +323,7 @@ Performance matters and it is worth considering whether your code has introduced
>
> The asv benchmark suite was translated from the previous framework, vbench, so many stylistic issues are likely a result of automated transformation of the code.
-To use asv you will need either `conda` or `virtualenv`. For more details please check the [asv installation webpage](http://asv.readthedocs.org/en/latest/installing.html).
+To use asv you will need either `conda` or `virtualenv`. For more details please check the [asv installation webpage](https://asv.readthedocs.io/en/latest/installing.html).
To install asv:
@@ -360,7 +360,7 @@ This command is equivalent to:
This will launch every test only once, display stderr from the benchmarks, and use your local `python` that comes from your `$PATH`.
-Information on how to write a benchmark can be found in the [asv documentation](http://asv.readthedocs.org/en/latest/writing_benchmarks.html).
+Information on how to write a benchmark can be found in the [asv documentation](https://asv.readthedocs.io/en/latest/writing_benchmarks.html).
#### Running the vbench performance test suite (phasing out)
diff --git a/doc/source/conf.py b/doc/source/conf.py
index fd3a2493a53e8..4f916c6ba5290 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -295,7 +295,7 @@
'python': ('http://docs.python.org/3', None),
'numpy': ('http://docs.scipy.org/doc/numpy', None),
'scipy': ('http://docs.scipy.org/doc/scipy/reference', None),
- 'py': ('http://pylib.readthedocs.org/en/latest/', None)
+ 'py': ('https://pylib.readthedocs.io/en/latest/', None)
}
import glob
autosummary_generate = glob.glob("*.rst")
diff --git a/doc/source/contributing.rst b/doc/source/contributing.rst
index 7f336abcaa6d7..446a40a7ec4b4 100644
--- a/doc/source/contributing.rst
+++ b/doc/source/contributing.rst
@@ -360,7 +360,7 @@ follow the Numpy Docstring Standard (see above), but you don't need to install
this because a local copy of numpydoc is included in the *pandas* source
code.
`nbconvert `_ and
-`nbformat `_ are required to build
+`nbformat `_ are required to build
the Jupyter notebooks included in the documentation.
If you have a conda environment named ``pandas_dev``, you can install the extra
@@ -490,7 +490,7 @@ Adding tests is one of the most common requests after code is pushed to *pandas*
it is worth getting in the habit of writing tests ahead of time so this is never an issue.
Like many packages, *pandas* uses the `Nose testing system
-`_ and the convenient
+`_ and the convenient
extensions in `numpy.testing
`_.
@@ -569,7 +569,7 @@ supports both python2 and python3.
To use all features of asv, you will need either ``conda`` or
``virtualenv``. For more details please check the `asv installation
-webpage `_.
+webpage `_.
To install asv::
@@ -624,7 +624,7 @@ This will display stderr from the benchmarks, and use your local
``python`` that comes from your ``$PATH``.
Information on how to write a benchmark and how to use asv can be found in the
-`asv documentation `_.
+`asv documentation `_.
.. _contributing.gbq_integration_tests:
diff --git a/doc/source/cookbook.rst b/doc/source/cookbook.rst
index 38a816060e1bc..27462a08b0011 100644
--- a/doc/source/cookbook.rst
+++ b/doc/source/cookbook.rst
@@ -877,7 +877,7 @@ The :ref:`Plotting ` docs.
`__
`Generate Embedded plots in excel files using Pandas, Vincent and xlsxwriter
-`__
+`__
`Boxplot for each quartile of a stratifying variable
`__
diff --git a/doc/source/ecosystem.rst b/doc/source/ecosystem.rst
index 17ebd1f163f4f..087b265ee83f2 100644
--- a/doc/source/ecosystem.rst
+++ b/doc/source/ecosystem.rst
@@ -145,7 +145,7 @@ API
`pandas-datareader `__
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-``pandas-datareader`` is a remote data access library for pandas. ``pandas.io`` from pandas < 0.17.0 is now refactored/split-off to and importable from ``pandas_datareader`` (PyPI:``pandas-datareader``). Many/most of the supported APIs have at least a documentation paragraph in the `pandas-datareader docs `_:
+``pandas-datareader`` is a remote data access library for pandas. ``pandas.io`` from pandas < 0.17.0 is now refactored/split-off to and importable from ``pandas_datareader`` (PyPI:``pandas-datareader``). Many/most of the supported APIs have at least a documentation paragraph in the `pandas-datareader docs `_:
The following data feeds are available:
@@ -170,7 +170,7 @@ PyDatastream is a Python interface to the
SOAP API to return indexed Pandas DataFrames or Panels with financial data.
This package requires valid credentials for this API (non free).
-`pandaSDMX `__
+`pandaSDMX `__
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
pandaSDMX is an extensible library to retrieve and acquire statistical data
and metadata disseminated in
@@ -215,7 +215,7 @@ dimensional arrays, rather than the tabular data for which pandas excels.
Out-of-core
-------------
-`Dask `__
+`Dask `__
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Dask is a flexible parallel computing library for analytics. Dask
diff --git a/doc/source/install.rst b/doc/source/install.rst
index 6295e6f6cbb68..73685e0be8e7e 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -189,7 +189,7 @@ pandas is equipped with an exhaustive set of unit tests covering about 97% of
the codebase as of this writing. To run it on your machine to verify that
everything is working (and you have all of the dependencies, soft and hard,
installed), make sure you have `nose
-`__ and run:
+`__ and run:
::
diff --git a/doc/source/io.rst b/doc/source/io.rst
index c07cfe4cd5574..811fca4344121 100644
--- a/doc/source/io.rst
+++ b/doc/source/io.rst
@@ -2639,8 +2639,8 @@ config options ` ``io.excel.xlsx.writer`` and
``io.excel.xls.writer``. pandas will fall back on `openpyxl`_ for ``.xlsx``
files if `Xlsxwriter`_ is not available.
-.. _XlsxWriter: http://xlsxwriter.readthedocs.org
-.. _openpyxl: http://openpyxl.readthedocs.org/
+.. _XlsxWriter: https://xlsxwriter.readthedocs.io
+.. _openpyxl: https://openpyxl.readthedocs.io/
.. _xlwt: http://www.python-excel.org
To specify which writer you want to use, you can pass an engine keyword
diff --git a/doc/source/r_interface.rst b/doc/source/r_interface.rst
index f3df1ebdf25cb..bde97d88a0ee7 100644
--- a/doc/source/r_interface.rst
+++ b/doc/source/r_interface.rst
@@ -17,7 +17,7 @@ rpy2 / R interface
In v0.16.0, the ``pandas.rpy`` interface has been **deprecated and will be
removed in a future version**. Similar functionality can be accessed
- through the `rpy2 `__ project.
+ through the `rpy2 `__ project.
See the :ref:`updating ` section for a guide to port your
code from the ``pandas.rpy`` to ``rpy2`` functions.
diff --git a/doc/source/tutorials.rst b/doc/source/tutorials.rst
index e92798ea17448..c25e734a046b2 100644
--- a/doc/source/tutorials.rst
+++ b/doc/source/tutorials.rst
@@ -138,7 +138,7 @@ Modern Pandas
Excel charts with pandas, vincent and xlsxwriter
------------------------------------------------
-- `Using Pandas and XlsxWriter to create Excel charts `_
+- `Using Pandas and XlsxWriter to create Excel charts `_
Various Tutorials
-----------------
diff --git a/doc/source/whatsnew/v0.14.0.txt b/doc/source/whatsnew/v0.14.0.txt
index a91e0ab9e4961..181cd401c85d6 100644
--- a/doc/source/whatsnew/v0.14.0.txt
+++ b/doc/source/whatsnew/v0.14.0.txt
@@ -401,7 +401,7 @@ through SQLAlchemy (:issue:`2717`, :issue:`4163`, :issue:`5950`, :issue:`6292`).
All databases supported by SQLAlchemy can be used, such
as PostgreSQL, MySQL, Oracle, Microsoft SQL server (see documentation of
SQLAlchemy on `included dialects
-`_).
+`_).
The functionality of providing DBAPI connection objects will only be supported
for sqlite3 in the future. The ``'mysql'`` flavor is deprecated.
diff --git a/doc/source/whatsnew/v0.17.0.txt b/doc/source/whatsnew/v0.17.0.txt
index fc13224d3fe6e..9cb299593076d 100644
--- a/doc/source/whatsnew/v0.17.0.txt
+++ b/doc/source/whatsnew/v0.17.0.txt
@@ -141,7 +141,7 @@ as well as the ``.sum()`` operation.
Releasing of the GIL could benefit an application that uses threads for user interactions (e.g. QT_), or performing multi-threaded computations. A nice example of a library that can handle these types of computation-in-parallel is the dask_ library.
-.. _dask: https://dask.readthedocs.org/en/latest/
+.. _dask: https://dask.readthedocs.io/en/latest/
.. _QT: https://wiki.python.org/moin/PyQt
.. _whatsnew_0170.plot: