From 6711e7fde14d02ec3e881a1636eed04bcd0bdc56 Mon Sep 17 00:00:00 2001
From: Adam Nelson <adam@factr.com>
Date: Mon, 14 Mar 2016 12:33:49 -0400
Subject: [PATCH 001/471] Removed references to Setuptools/easy_install in
 favor of pip.  A new Python user hardly needs to know that easy_install ever
 existed

---
 docs/starting/install/osx.rst | 44 ++++++++++++++++-------------------
 1 file changed, 20 insertions(+), 24 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index cb0062cc7..db029822b 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -5,11 +5,11 @@ Installing Python on Mac OS X
 
 The latest version of Mac OS X, El Capitan, **comes with Python 2.7 out of the box**.
 
-You do not need to install or configure anything else to use Python. Having
-said that, I would strongly recommend that you install the tools and libraries
-described in the next section before you start building Python applications
-for real-world use. In particular, you should always install Setuptools, as it
-makes it much easier for you to use other third-party Python libraries.
+You do not need to install or configure anything else to use Python. Having said
+that, I would strongly recommend that you install the tools and libraries
+described in the next section before you start building Python applications for
+real-world use. In particular, you should always install ``pip``, as it makes
+it much easier for you to install and manage other third-party Python libraries.
 
 The version of Python that ships with OS X is great for learning but it's not
 good for development. The version shipped with OS X may be out of date from the
@@ -33,11 +33,11 @@ package.
     diagnose.
 
 .. note::
-    If you perform a fresh install of XCode, you will also need to add the 
+    If you perform a fresh install of XCode, you will also need to add the
     commandline tools by running ``xcode-select --install`` on the terminal.
 
 While OS X comes with a large number of UNIX utilities, those familiar with
-Linux systems will notice one key component missing: a decent package manager.
+Linux systems will notice one key component missing: a package manager.
 `Homebrew <http://brew.sh>`_ fills this void.
 
 To `install Homebrew <http://brew.sh/#install>`_, open :file:`Terminal` or
@@ -63,37 +63,33 @@ Now, we can install Python 2.7:
 
     $ brew install python
 
-This will take a minute or two. 
+This will take a minute or two.
 
 
-Setuptools & Pip
+Pip
 ----------------
 
-Homebrew installs Setuptools and ``pip`` for you.
+Homebrew installs ``pip`` for you.
 
-Setuptools enables you to download and install any compliant Python
-software over a network (usually the Internet) with a single command
-(``easy_install``). It also enables you to add this network installation
-capability to your own Python software with very little work.
-
-``pip`` is a tool for easily installing and managing Python packages,
-that is recommended over ``easy_install``. It is superior to ``easy_install`` in `several ways <https://python-packaging-user-guide.readthedocs.org/en/latest/pip_easy_install/#pip-vs-easy-install>`_,
+``pip`` is a tool for easily installing and managing Python packages, that is
+recommended over the deprecated ``easy_install``. It is superior to
+``easy_install`` in `several ways
+<https://python-packaging-user-guide.readthedocs.org/en/latest/pip_easy_install/#pip-vs-easy-install>`_,
 and is actively maintained.
 
 
 Virtual Environments
 --------------------
 
-A Virtual Environment is a tool to keep the dependencies required by different projects 
-in separate places, by creating virtual Python environments for them. It solves the 
-"Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps 
+A Virtual Environment (commonly referred to as a 'virtualenv') is a tool to keep the dependencies required by different projects
+in separate places, by creating virtual Python environments for them. It solves the
+"Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps
 your global site-packages directory clean and manageable.
 
-For example, you can work on a project which requires Django 1.3 while also
-maintaining a project which requires Django 1.0.
-
-To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs. 
+For example, you can work on a project which requires Django 1.10 while also
+maintaining a project which requires Django 1.7.
 
+To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs.
 
 --------------------------------
 

From 304728846623c831fa549c40c60b1329c99a1264 Mon Sep 17 00:00:00 2001
From: Adam Nelson <adam@factr.com>
Date: Mon, 14 Mar 2016 13:22:14 -0400
Subject: [PATCH 002/471] Removed references to main install page

---
 docs/starting/installation.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index 04aaaa0b8..c0118f68c 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -7,14 +7,14 @@ If so, you do not need to install or configure anything else to use Python.
 Having said that, I would strongly recommend that you install the tools and
 libraries described in the guides below before you start building Python
 applications for real-world use. In particular, you should always install
-Setuptools, Pip, and Virtualenv — they make it much easier for you to use
+Pip, and Virtualenv — they make it much easier for you to use
 other third-party Python libraries.
 
 Installation Guides
 -------------------
 
 These guides go over the proper installation of :ref:`Python 2.7 <which-python>`
-for development purposes, as well as setuptools, pip, and virtualenv setup.
+for development purposes, as well as pip and virtualenv.
 
 - :ref:`Mac OS X <install-osx>`.
 - :ref:`Microsoft Windows <install-windows>`.

From 8da905eae316c897bc61ffbc9d093483f6341519 Mon Sep 17 00:00:00 2001
From: Adam Nelson <adam@factr.com>
Date: Mon, 14 Mar 2016 14:28:01 -0400
Subject: [PATCH 003/471] First stab at Python3 OS X docs

---
 docs/dev/virtualenvs.rst       |  35 ++++++----
 docs/starting/install/osx.rst  |   3 +
 docs/starting/install3/osx.rst | 116 +++++++++++++++++++++++++++++++++
 docs/starting/installation.rst |  10 +--
 4 files changed, 146 insertions(+), 18 deletions(-)
 create mode 100644 docs/starting/install3/osx.rst

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index bb3f9487c..90c7f19df 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -8,15 +8,22 @@ projects in separate places, by creating virtual Python environments for them.
 It solves the "Project X depends on version 1.x but, Project Y needs 4.x"
 dilemma, and keeps your global site-packages directory clean and manageable.
 
-For example, you can work on a project which requires Django 1.3 while also
-maintaining a project which requires Django 1.0.
+For example, you can work on a project which requires Django 1.9 while also
+maintaining a project which requires Django 1.8.
+
+If you are using Python 3, make sure you run something like the following (or
+have it in your env variables in `~/.bashrc`):
+
+.. code-block:: console
+
+    $ export VIRTUALENVWRAPPER_PYTHON=/usr/local/bin/python3
 
 virtualenv
 ----------
 
 `virtualenv <http://pypi.python.org/pypi/virtualenv>`_ is a tool to create
-isolated Python environments. virtualenv creates a folder which contains all the 
-necessary executables to use the packages that a Python project would need. 
+isolated Python environments. virtualenv creates a folder which contains all the
+necessary executables to use the packages that a Python project would need.
 
 Install virtualenv via pip:
 
@@ -43,13 +50,13 @@ in the current directory instead.
 This creates a copy of Python in whichever directory you ran the command in,
 placing it in a folder named :file:`venv`.
 
-You can also use a Python interpreter of your choice.
+You can also use the Python interpreter of your choice.
 
 .. code-block:: console
 
-   $ virtualenv -p /usr/bin/python2.7 venv
+   $ virtualenv -p /usr/local/bin/python3 venv
 
-This will use the Python interpreter in :file:`/usr/bin/python2.7`
+This will use the Python interpreter in :file:`/usr/local/bin/python3`
 
 2. To begin using the virtual environment, it needs to be activated:
 
@@ -57,9 +64,9 @@ This will use the Python interpreter in :file:`/usr/bin/python2.7`
 
    $ source venv/bin/activate
 
-The name of the current virtual environment will now appear on the left of 
-the prompt (e.g. ``(venv)Your-Computer:your_project UserName$)`` to let you know 
-that it's active. From now on, any package that you install using pip will be 
+The name of the current virtual environment will now appear on the left of
+the prompt (e.g. ``(venv)Your-Computer:your_project UserName$)`` to let you know
+that it's active. From now on, any package that you install using pip will be
 placed in the ``venv`` folder, isolated from the global Python installation.
 
 Install packages as usual, for example:
@@ -78,7 +85,7 @@ Install packages as usual, for example:
 This puts you back to the system's default Python interpreter with all its
 installed libraries.
 
-To delete a virtual environment, just delete its folder. (In this case, 
+To delete a virtual environment, just delete its folder. (In this case,
 it would be ``rm -rf venv``.)
 
 After a while, though, you might end up with a lot of virtual environments
@@ -102,8 +109,8 @@ the current state of the environment packages. To do this, run
 
 This will create a :file:`requirements.txt` file, which contains a simple
 list of all the packages in the current environment, and their respective
-versions. You can see the list of installed packages without the requirements 
-format using "pip list". Later it will be easier for a different developer 
+versions. You can see the list of installed packages without the requirements
+format using "pip list". Later it will be easier for a different developer
 (or you, if you need to re-create the environment) to install the same packages
 using the same versions:
 
@@ -143,7 +150,7 @@ To install (make sure **virtualenv** is already installed):
 .. code-block:: console
 
   $ pip install virtualenvwrapper-win
-  
+
 In Windows, the default path for WORKON_HOME is %USERPROFILE%\Envs
 
 Basic Usage
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index db029822b..549b8063f 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -3,6 +3,9 @@
 Installing Python on Mac OS X
 =============================
 
+.. note::
+    Check out our :ref:`guide for installing Python 3 on OS X<install3-osx>`.
+
 The latest version of Mac OS X, El Capitan, **comes with Python 2.7 out of the box**.
 
 You do not need to install or configure anything else to use Python. Having said
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
new file mode 100644
index 000000000..d5a33291c
--- /dev/null
+++ b/docs/starting/install3/osx.rst
@@ -0,0 +1,116 @@
+.. _install3-osx:
+
+Installing Python 3 on Mac OS X
+================================
+
+The latest version of Mac OS X, El Capitan, **comes with Python 2.7 out of the box**.
+
+You do not need to install or configure anything else to use Python 2. These
+instructions document the installation of Python 3.
+
+The version of Python that ships with OS X is great for learning but it's not
+good for development. The version shipped with OS X may be out of date from the
+`official current Python release <https://www.python.org/downloads/mac-osx/>`_,
+which is considered the stable production version.
+
+Doing it Right
+--------------
+
+Let's install a real version of Python.
+
+Before installing Python, you'll need to install GCC. GCC can be obtained
+by downloading `XCode <http://developer.apple.com/xcode/>`_, the smaller
+`Command Line Tools <https://developer.apple.com/downloads/>`_ (must have an
+Apple account) or the even smaller `OSX-GCC-Installer <https://github.com/kennethreitz/osx-gcc-installer#readme>`_
+package.
+
+.. note::
+    If you already have XCode installed, do not install OSX-GCC-Installer.
+    In combination, the software can cause issues that are difficult to
+    diagnose.
+
+.. note::
+    If you perform a fresh install of XCode, you will also need to add the
+    commandline tools by running ``xcode-select --install`` on the terminal.
+
+While OS X comes with a large number of UNIX utilities, those familiar with
+Linux systems will notice one key component missing: a package manager.
+`Homebrew <http://brew.sh>`_ fills this void.
+
+To `install Homebrew <http://brew.sh/#install>`_, open :file:`Terminal` or
+your favorite OSX terminal emulator and run
+
+.. code-block:: console
+
+    $ ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)"
+
+The script will explain what changes it will make and prompt you before the
+installation begins.
+Once you've installed Homebrew, insert the Homebrew directory at the top
+of your :envvar:`PATH` environment variable. You can do this by adding the following
+line at the bottom of your :file:`~/.profile` file
+
+.. code-block:: console
+
+    export PATH=/usr/local/bin:/usr/local/sbin:$PATH
+
+Now, we can install Python 3:
+
+.. code-block:: console
+
+    $ brew install python3
+
+This will take a minute or two.
+
+
+Pip
+----------------
+
+Homebrew installs ``pip3`` for you.
+
+``pip3`` is the alias for the Python 3 version of ``pip`` on systems with both
+the Homebrew'd Python 2 and 3 installed.
+
+Working with Python3
+--------------------
+
+At this point, you have the system Python 2.7 available, potentially the
+:ref:`Homebrew version of Python 2 <install-osx>` installed, and the Homebrew
+version of Python 3 as well.
+
+.. code-block:: console
+
+    $ python
+
+will launch the Python 2 interpreter.
+
+.. code-block:: console
+
+    $ python3
+
+will launch the Python 3 interpreter
+
+``pip3`` and ``pip`` will both be available.  If the Homebrew version of Python
+2 is not installed, they will be the same.  If the Homebrew version of Python 2
+is installed then ``pip`` will point to Python 2 and ``pip3`` will point to
+Python 3.
+
+
+Virtual Environments
+--------------------
+
+A Virtual Environment (commonly referred to as a 'virtualenv') is a tool to keep
+the dependencies required by different projects in separate places, by creating
+virtual Python environments for them. It solves the "Project X depends on
+version 1.x but, Project Y needs 4.x" dilemma, and keeps your global
+site-packages directory clean and manageable.
+
+For example, you can work on a project which requires Django 1.10 while also
+maintaining a project which requires Django 1.8.
+
+To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs.
+
+--------------------------------
+
+This page is a remixed version of `another guide <http://www.stuartellis.eu/articles/python-development-windows/>`_,
+which is available under the same license.
diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index c0118f68c..3c747bf03 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -13,9 +13,11 @@ other third-party Python libraries.
 Installation Guides
 -------------------
 
-These guides go over the proper installation of :ref:`Python 2.7 <which-python>`
+These guides go over the proper installation of :ref:`Python <which-python>`
 for development purposes, as well as pip and virtualenv.
 
-- :ref:`Mac OS X <install-osx>`.
-- :ref:`Microsoft Windows <install-windows>`.
-- :ref:`Ubuntu Linux <install-linux>`.
+- :ref:`Python 3 on Mac OS X <install3-osx>`.
+
+- :ref:`Python 2 on Mac OS X <install-osx>`.
+- :ref:`Python 2 on Microsoft Windows <install-windows>`.
+- :ref:`Python 2 on Ubuntu Linux <install-linux>`.

From 53a249a58ec90c04e92247c1fc22a2b69135062b Mon Sep 17 00:00:00 2001
From: Adam Nelson <adam@factr.com>
Date: Tue, 15 Mar 2016 09:47:32 -0400
Subject: [PATCH 004/471] Bad tick marks in virtualenv doc

---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 90c7f19df..37841e214 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -12,7 +12,7 @@ For example, you can work on a project which requires Django 1.9 while also
 maintaining a project which requires Django 1.8.
 
 If you are using Python 3, make sure you run something like the following (or
-have it in your env variables in `~/.bashrc`):
+have it in your env variables in ``~/.bashrc``):
 
 .. code-block:: console
 

From 9223381e4e695968931fa5f684cb5dafe2452593 Mon Sep 17 00:00:00 2001
From: Adam Nelson <adam@factr.com>
Date: Tue, 15 Mar 2016 10:00:26 -0400
Subject: [PATCH 005/471] Python3 stuff in virtualenv less prominent

---
 docs/dev/virtualenvs.rst | 16 +++++++---------
 1 file changed, 7 insertions(+), 9 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 37841e214..ee05a1343 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -11,13 +11,6 @@ dilemma, and keeps your global site-packages directory clean and manageable.
 For example, you can work on a project which requires Django 1.9 while also
 maintaining a project which requires Django 1.8.
 
-If you are using Python 3, make sure you run something like the following (or
-have it in your env variables in ``~/.bashrc``):
-
-.. code-block:: console
-
-    $ export VIRTUALENVWRAPPER_PYTHON=/usr/local/bin/python3
-
 virtualenv
 ----------
 
@@ -50,13 +43,18 @@ in the current directory instead.
 This creates a copy of Python in whichever directory you ran the command in,
 placing it in a folder named :file:`venv`.
 
-You can also use the Python interpreter of your choice.
+You can also use the Python interpreter of your choice (like
+:file:`/usr/local/bin/python3`).
 
 .. code-block:: console
 
    $ virtualenv -p /usr/local/bin/python3 venv
 
-This will use the Python interpreter in :file:`/usr/local/bin/python3`
+or change the interpreter globally with an env variable in ``~/.bashrc``:
+
+.. code-block:: console
+
+   $ export VIRTUALENVWRAPPER_PYTHON=/usr/local/bin/python3
 
 2. To begin using the virtual environment, it needs to be activated:
 

From 328a261c4fd30a9f66690d6c94bd9466a1abb66a Mon Sep 17 00:00:00 2001
From: Adam Nelson <adam@factr.com>
Date: Thu, 31 Mar 2016 09:37:57 -0400
Subject: [PATCH 006/471] Re-instated references to setuptools

---
 docs/dev/virtualenvs.rst       |  6 +++---
 docs/starting/install/osx.rst  | 15 ++++++++++-----
 docs/starting/installation.rst |  5 ++---
 3 files changed, 15 insertions(+), 11 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index ee05a1343..fa0bbfc8c 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -44,17 +44,17 @@ This creates a copy of Python in whichever directory you ran the command in,
 placing it in a folder named :file:`venv`.
 
 You can also use the Python interpreter of your choice (like
-:file:`/usr/local/bin/python3`).
+:file:`/usr/bin/python2.7`).
 
 .. code-block:: console
 
-   $ virtualenv -p /usr/local/bin/python3 venv
+   $ virtualenv -p /usr/bin/python2.7 venv
 
 or change the interpreter globally with an env variable in ``~/.bashrc``:
 
 .. code-block:: console
 
-   $ export VIRTUALENVWRAPPER_PYTHON=/usr/local/bin/python3
+   $ export VIRTUALENVWRAPPER_PYTHON=/usr/bin/python2.7
 
 2. To begin using the virtual environment, it needs to be activated:
 
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index ae3f10aea..4ffba8648 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -11,7 +11,7 @@ The latest version of Mac OS X, El Capitan, **comes with Python 2.7 out of the b
 You do not need to install or configure anything else to use Python. Having said
 that, I would strongly recommend that you install the tools and libraries
 described in the next section before you start building Python applications for
-real-world use. In particular, you should always install ``pip``, as it makes
+real-world use. In particular, you should always install Setuptools, as it makes
 it much easier for you to install and manage other third-party Python libraries.
 
 The version of Python that ships with OS X is great for learning but it's not
@@ -40,7 +40,7 @@ package.
     commandline tools by running ``xcode-select --install`` on the terminal.
 
 While OS X comes with a large number of UNIX utilities, those familiar with
-Linux systems will notice one key component missing: a package manager.
+Linux systems will notice one key component missing: a decent package manager.
 `Homebrew <http://brew.sh>`_ fills this void.
 
 To `install Homebrew <http://brew.sh/#install>`_, open :file:`Terminal` or
@@ -69,13 +69,18 @@ Now, we can install Python 2.7:
 This will take a minute or two.
 
 
-Pip
+Setuptools and Pip
 ----------------
 
-Homebrew installs ``pip`` for you.
+Homebrew installs Setuptools and ``pip`` for you.
+
+Setuptools enables you to download and install any compliant Python
+ -software over a network (usually the Internet) with a single command
+ -(``easy_install``). It also enables you to add this network installation
+ -capability to your own Python software with very little work.
 
 ``pip`` is a tool for easily installing and managing Python packages, that is
-recommended over the deprecated ``easy_install``. It is superior to
+recommended over ``easy_install``. It is superior to
 ``easy_install`` in `several ways
 <https://python-packaging-user-guide.readthedocs.org/en/latest/pip_easy_install/#pip-vs-easy-install>`_,
 and is actively maintained.
diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index 3c747bf03..46b9fe4eb 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -7,17 +7,16 @@ If so, you do not need to install or configure anything else to use Python.
 Having said that, I would strongly recommend that you install the tools and
 libraries described in the guides below before you start building Python
 applications for real-world use. In particular, you should always install
-Pip, and Virtualenv — they make it much easier for you to use
+Setuptools, Pip, and Virtualenv — they make it much easier for you to use
 other third-party Python libraries.
 
 Installation Guides
 -------------------
 
 These guides go over the proper installation of :ref:`Python <which-python>`
-for development purposes, as well as pip and virtualenv.
+for development purposes, as well as setuptools, pip and virtualenv.
 
 - :ref:`Python 3 on Mac OS X <install3-osx>`.
-
 - :ref:`Python 2 on Mac OS X <install-osx>`.
 - :ref:`Python 2 on Microsoft Windows <install-windows>`.
 - :ref:`Python 2 on Ubuntu Linux <install-linux>`.

From 4fb3bf7b4a9638ce7d69cb4bde6bcfaf543710c2 Mon Sep 17 00:00:00 2001
From: Michael Bryan <michaelfbryan@gmail.com>
Date: Sun, 12 Jun 2016 19:51:46 +0800
Subject: [PATCH 007/471] Wrote a bit about docstrings

---
 docs/writing/documentation.rst | 120 +++++++++++++++++++++++++++++++++
 1 file changed, 120 insertions(+)

diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index bd59437e8..cb541e13c 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -65,6 +65,11 @@ There is also **great**, **free** hosting for your Sphinx_ docs:
 your source repository so that rebuilding your documentation will
 happen automatically.
 
+When run, Sphinx_ will import your code and using Python's introspection 
+features it will extract all function, method and class signatures. It will
+also extract the accompanying docstrings, and compile it all into well
+structured and easily readable documentation for your project.  
+
 .. note::
 
     Sphinx is famous for its API generation, but it also works well
@@ -127,6 +132,30 @@ Some tools use docstrings to embed more-than-documentation behavior,
 such as unit test logic. Those can be nice, but you won't ever go
 wrong with vanilla "here's what this does."
 
+Tools like Sphinx_ will parse your docstrings as reStructuredText and render it
+correctly as HTML. This makes it very easy to embed snippets of example code in
+a project's documentation.
+
+Additionally, Doctest_ will read all embedded docstrings that look like input
+from the Python commandline (prefixed with ">>>") and run them, checking to see
+if the output of the command matches the text on the following line. This
+allows developers to  embed real examples and usage of functions alongside
+their source code, and as a side effect, it also ensures that their code is
+tested and works.
+
+::
+    
+    def my_function(a, b):
+        """
+        >>> my_function(2, 3)
+        6
+        >>> my_function('a', 3)
+        'aaa'
+        """
+        return a * b
+
+.. _Doctest: https://docs.python.org/3/library/doctest.html
+
 Docstrings versus Block comments
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
@@ -141,8 +170,99 @@ comment block is a programmer's note. The docstring describes the
         """Returns the square root of self times self."""
 	...
 
+Unlike block comments, docstrings are built into the Python language itself.
+This means you can use all of Python's powerful introspection capabilities to
+access docstrings at runtime, compared with comments which are optimised out.
+Docstrings are accessible from both the `__doc__` dunder attribute for almost 
+every Python object, as well as with the built in `help()` function.
+
+While block comments are usually used to explain *what* a section of code is
+doing, or the specifics of an algorithm, docstrings are more intended for
+explaining to other users of your code (or you in 6 months time) *how* a
+particular function can be used and the general purpose of a function, class, 
+or module.  
+
+Writing Docstrings
+~~~~~~~~~~~~~~~~~~
+
+Depending on the complexity of the function, method, or class being written, a
+one-line docstring may be perfectly appropriate. These are generally used for
+really obvious cases, such as::
+
+    def add(a, b):
+        """Add two numbers and return the result."""
+        return a + b
+
+The docstring should describe the function in a way that is easy to understand.
+Embedding the function's signature in the docstring is unnecessary because it 
+can easily be obtained using the `inspect` module, and doesn't provide much
+additional information.
+
+For more complex cases, there are a couple generally accepted styles used 
+when writing documentation. The first of these uses reStructuredText syntax 
+to format arguments and other elements of the docstring appropriately::
+
+    def function1(self, arg1, arg2, arg3):
+        """A short, one line summary of the function.
+
+        This is a longer explanation, which may include math with 
+        latex syntax :math:`\\alpha`.
+
+        :param arg1: the first value
+        :param arg2: the first value
+        :param arg3: the first value
+        :type arg1: int, float,...
+        :type arg2: int, float,...
+        :type arg3: int, float,...
+        :returns: arg1/arg2 +arg3
+        :rtype: int, float
+        """
+        return arg1/arg2 + arg3
+
+`thomas-cokelaer.info`_ has a fairly complete article showing more examples for
+this style.
+
+While the end result is parsed by Sphinx and renders correctly in a browser, it
+isn't the easiest of formats to read. The `NumPy style`_ is a lot nicer to read,
+however it consumes a lot more real estate than the previous style::
+
+    def random_number_generator(arg1, arg2):
+        """
+        Summary line.
+
+        Extended description of function.
+
+        Parameters
+        ----------
+        arg1 : int
+            Description of arg1
+        arg2 : str
+            Description of arg2
+
+        Returns
+        -------
+        int
+            Description of return value
+
+        """
+        return 42
+
+The `sphinx.ext.napoleon`_ plugin allows Sphinx to parse this style of
+docstrings, making it easy to incorporate NumPy style docstrings into your
+project.
+
+At the end of the day, it doesn't really matter what style is used for writing
+docstrings, their purpose is to serve as documentation for anyone who may need
+to read or make changes to your code. As long as it is correct, understandable
+and gets the relevant points across then it has done the job it was designed to
+do.
+
+
 .. see also:: Further reading on docstrings: :pep:`257`
 
+.. _thomas-cokelaer.info: http://thomas-cokelaer.info/tutorials/sphinx/docstring_python.html
+.. _sphinx.ext.napoleon: https://sphinxcontrib-napoleon.readthedocs.io/
+.. _`NumPy style`: http://sphinxcontrib-napoleon.readthedocs.io/en/latest/example_numpy.html
 
 Other Tools
 -----------

From fb388b8f7bffabc728b1a90178eed16515f61585 Mon Sep 17 00:00:00 2001
From: Michael Bryan <michaelfbryan@gmail.com>
Date: Sun, 12 Jun 2016 19:53:40 +0800
Subject: [PATCH 008/471] changed the pep 257 line from a see also to a normal
 line

---
 docs/writing/documentation.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index cb541e13c..036868167 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -258,7 +258,7 @@ and gets the relevant points across then it has done the job it was designed to
 do.
 
 
-.. see also:: Further reading on docstrings: :pep:`257`
+For further reading on docstrings, feel free to consult :pep:`257`
 
 .. _thomas-cokelaer.info: http://thomas-cokelaer.info/tutorials/sphinx/docstring_python.html
 .. _sphinx.ext.napoleon: https://sphinxcontrib-napoleon.readthedocs.io/

From 3c0b0270baad77a813bf1dedb5674ba159f966d1 Mon Sep 17 00:00:00 2001
From: Michael Bryan <michaelfbryan@gmail.com>
Date: Mon, 13 Jun 2016 09:49:18 +0800
Subject: [PATCH 009/471] Removed the rst/sphinx-style docstring example

---
 docs/writing/documentation.rst | 31 ++++---------------------------
 1 file changed, 4 insertions(+), 27 deletions(-)

diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index 036868167..c5f822197 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -198,33 +198,10 @@ Embedding the function's signature in the docstring is unnecessary because it
 can easily be obtained using the `inspect` module, and doesn't provide much
 additional information.
 
-For more complex cases, there are a couple generally accepted styles used 
-when writing documentation. The first of these uses reStructuredText syntax 
-to format arguments and other elements of the docstring appropriately::
-
-    def function1(self, arg1, arg2, arg3):
-        """A short, one line summary of the function.
-
-        This is a longer explanation, which may include math with 
-        latex syntax :math:`\\alpha`.
-
-        :param arg1: the first value
-        :param arg2: the first value
-        :param arg3: the first value
-        :type arg1: int, float,...
-        :type arg2: int, float,...
-        :type arg3: int, float,...
-        :returns: arg1/arg2 +arg3
-        :rtype: int, float
-        """
-        return arg1/arg2 + arg3
-
-`thomas-cokelaer.info`_ has a fairly complete article showing more examples for
-this style.
-
-While the end result is parsed by Sphinx and renders correctly in a browser, it
-isn't the easiest of formats to read. The `NumPy style`_ is a lot nicer to read,
-however it consumes a lot more real estate than the previous style::
+For more detailed documentation of code a popular style is the one used for the
+Numpy project, often called `Numpy style`_ docstrings. While it can take up a
+few more lines than usual, it allows the developer to include a lot more
+information about a method, function, or class. ::
 
     def random_number_generator(arg1, arg2):
         """

From 10defd73a2f1cb34887f178dc119c32c2dbbba8d Mon Sep 17 00:00:00 2001
From: Michael Bryan <michaelfbryan@gmail.com>
Date: Mon, 13 Jun 2016 10:07:29 +0800
Subject: [PATCH 010/471] Added a bit so the transition from short to long
 docstrings flows better

---
 docs/writing/documentation.rst | 16 +++++++++++-----
 1 file changed, 11 insertions(+), 5 deletions(-)

diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index c5f822197..b15935179 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -194,14 +194,20 @@ really obvious cases, such as::
         return a + b
 
 The docstring should describe the function in a way that is easy to understand.
-Embedding the function's signature in the docstring is unnecessary because it 
-can easily be obtained using the `inspect` module, and doesn't provide much
-additional information.
+For simple cases like trivial functions and classes, simply embedding the 
+function's signature (i.e. `add(a, b) -> result`) in the docstring is 
+unnecessary. This is because with Python's `inspect` module, it is already 
+quite easy to find this information if needed, and it is also readily available
+by reading the source code. 
+
+In larger or more complex projects however, it is often a good idea to give 
+more information about a function, what it does, any exceptions it may raise, 
+what it returns, or relevant details about the parameters.
 
 For more detailed documentation of code a popular style is the one used for the
 Numpy project, often called `Numpy style`_ docstrings. While it can take up a
-few more lines than usual, it allows the developer to include a lot more
-information about a method, function, or class. ::
+few more lines the previous example, it allows the developer to include a lot 
+more information about a method, function, or class. ::
 
     def random_number_generator(arg1, arg2):
         """

From 081c47511f6f7357154b9738ac5c3df6ffac0b6b Mon Sep 17 00:00:00 2001
From: nhumrich <nick.humrich@gmail.com>
Date: Tue, 21 Jun 2016 12:28:06 -0600
Subject: [PATCH 011/471] Update cli.rst

Add cement to cli frameworks
---
 docs/scenarios/cli.rst | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index c8cdcec73..ccd968146 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -62,3 +62,13 @@ subcommands, output formatters, and other extensions. The framework is meant
 to be used to create multi-level commands such as subversion and git, where
 the main program handles some basic argument parsing and then invokes a
 sub-command to do the work.
+
+Cement
+------
+
+`Cement <http://builtoncement.com/>`_ is an advanced CLI Application Framework. 
+Its goal is to introduce a standard, and feature-full platform
+for both simple and complex command line applications as well
+as support rapid development needs without sacrificing quality. 
+Cement is flexible, and it's use cases span from the simplicity of a micro-framework 
+to the complexity of a meg-framework. 

From 122f67bf050d35530aee4fc6d8886b4ba73f6cdd Mon Sep 17 00:00:00 2001
From: kikisdeliveryservice <kikideliveryservice2013@gmail.com>
Date: Tue, 21 Jun 2016 13:06:58 -0700
Subject: [PATCH 012/471] Clean up of tests.rst

---
 docs/writing/tests.rst | 22 +++++++++++-----------
 1 file changed, 11 insertions(+), 11 deletions(-)

diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 84e5d27db..08495300d 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -3,8 +3,8 @@ Testing Your Code
 
 Testing your code is very important.
 
-Getting used to writing the testing code and the running code in parallel is
-now considered a good habit. Used wisely, this method helps you define more
+Getting used to writing testing code and running this code in parallel is now 
+considered a good habit. Used wisely, this method helps you define more
 precisely your code's intent and have a more decoupled architecture.
 
 Some general rules of testing:
@@ -12,8 +12,8 @@ Some general rules of testing:
 - A testing unit should focus on one tiny bit of functionality and prove it
   correct.
 
-- Each test unit must be fully independent. Each of them must be able to run
-  alone, and also within the test suite, regardless of the order they are
+- Each test unit must be fully independent. Each test must be able to run
+  alone, and also within the test suite, regardless of the order that they are
   called. The implication of this rule is that each test must be loaded with
   a fresh dataset and may have to do some cleanup afterwards. This is
   usually handled by :meth:`setUp()` and :meth:`tearDown()` methods.
@@ -27,8 +27,8 @@ Some general rules of testing:
   tests as often as needed.
 
 - Learn your tools and learn how to run a single test or a test case. Then,
-  when developing a function inside a module, run this function's tests very
-  often, ideally automatically when you save the code.
+  when developing a function inside a module, run this function's tests 
+  frequently, ideally automatically when you save the code.
 
 - Always run the full test suite before a coding session, and run it again
   after. This will give you more confidence that you did not break anything
@@ -63,11 +63,11 @@ Some general rules of testing:
 
 - Another use of the testing code is as an introduction to new developers. When
   someone will have to work on the code base, running and reading the related
-  testing code is often the best they can do. They will or should discover the
-  hot spots, where most difficulties arise, and the corner cases. If they have
-  to add some functionality, the first step should be to add a test and, by this
-  means, ensure the new functionality is not already a working path that has not
-  been plugged into the interface.
+  testing code is often the best thing that they can do to start. They will 
+  or should discover the hot spots, where most difficulties arise, and the 
+  corner cases. If they have to add some functionality, the first step should 
+  be to add a test to ensure that the new functionality is not already a 
+  working path that has not been plugged into the interface.
 
 The Basics
 ::::::::::

From 82a89026b9300322443a135e962b7784fdd00d1a Mon Sep 17 00:00:00 2001
From: Aaron Peschel <aaron.peschel@gmail.com>
Date: Tue, 28 Jun 2016 15:53:53 -0700
Subject: [PATCH 013/471] Don't treat targets as files

Currently, this sample Makefile has problems if there are any
files/directories named init or test in the same directory as the
makefile. This commit adds a phony to the sample Makefile so that these
targets are not treated as files.
---
 docs/writing/structure.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 4f8bb3713..31f387ec9 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -254,6 +254,8 @@ your project.
     test:
         py.test tests
 
+    .PHONY init test
+
 Other generic management scripts (e.g. ``manage.py``
 or ``fabfile.py``) belong at the root of the repository as well.
 

From a603b95c8746f0a6333ec7fa31e4536a47a0868c Mon Sep 17 00:00:00 2001
From: Don Jayamanne <don.jayamanne@yahoo.com>
Date: Wed, 6 Jul 2016 17:17:28 +1000
Subject: [PATCH 014/471] updated to include a reference to VS Code

---
 docs/dev/env.rst | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index 41ec2d70e..3e0325336 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -150,6 +150,14 @@ features can be brought to IntelliJ with the free
 versions of PyCharm: Professional Edition (Free 30-day trial) and Community
 Edition(Apache 2.0 License) with fewer features.
 
+Python (on Visual Studio Code)
+-----------------------------
+
+`Python for Visual Studio <https://marketplace.visualstudio.com/items?itemName=donjayamanne.python>`_ is an extension for the `Visual Studio Code IDE <https://code.visualstudio.com>`_.
+This is a free, light weight and open source IDE, with support for Mac, Windows and Linux.
+Built using open source technologies such as NodeJs and Python, with compelling features such as Intellisense (autocompletion), local and remote debugging, linting, and the like.
+MIT licensed.
+
 Enthought Canopy
 ----------------
 `Enthought Canopy <https://www.enthought.com/products/canopy/>`_ is a Python

From 46ca5e9323b250d9d3addff93b066c49bc1edbe5 Mon Sep 17 00:00:00 2001
From: Don Jayamanne <don.jayamanne@yahoo.com>
Date: Thu, 7 Jul 2016 00:23:31 +1000
Subject: [PATCH 015/471] fixed review issues

---
 docs/dev/env.rst | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index 3e0325336..d5870274a 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -154,8 +154,9 @@ Python (on Visual Studio Code)
 -----------------------------
 
 `Python for Visual Studio <https://marketplace.visualstudio.com/items?itemName=donjayamanne.python>`_ is an extension for the `Visual Studio Code IDE <https://code.visualstudio.com>`_.
-This is a free, light weight and open source IDE, with support for Mac, Windows and Linux.
-Built using open source technologies such as NodeJs and Python, with compelling features such as Intellisense (autocompletion), local and remote debugging, linting, and the like.
+This is a free, light weight, open source IDE, with support for Mac, Windows, and Linux.
+Built using open source technologies such as Node.js and Python, with compelling features such as Intellisense (autocompletion), local and remote debugging, linting, and the like.
+
 MIT licensed.
 
 Enthought Canopy

From d0d6f664edbf2ea2b3d34aaaebbaf6959b74fe24 Mon Sep 17 00:00:00 2001
From: Thomas Gratier <thomas_gratier@yahoo.fr>
Date: Sat, 9 Jul 2016 10:33:07 +0200
Subject: [PATCH 016/471] Duplicated word

---
 docs/scenarios/clibs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/clibs.rst b/docs/scenarios/clibs.rst
index 290638e73..bae907b6b 100644
--- a/docs/scenarios/clibs.rst
+++ b/docs/scenarios/clibs.rst
@@ -39,7 +39,7 @@ types, such as structs and unions, and allows you to modify things such as
 padding and alignment, if needed. It can be a bit crufty to use, but in
 conjunction with the `struct <https://docs.python.org/3.5/library/struct.html>`_
 module, you are essentially provided full control over how your data types get
-translated into something something usable by a pure C(++) method.
+translated into something usable by a pure C(++) method.
 
 Struct Equivalents
 ~~~~~~~~~~~~~~~~~~

From 82ef7f39ba6fc1570e29707eb0a332bca9e82232 Mon Sep 17 00:00:00 2001
From: Thomas Gratier <thomas_gratier@yahoo.fr>
Date: Sat, 9 Jul 2016 22:46:17 +0200
Subject: [PATCH 017/471] Remove duplicated "in" word

---
 docs/scenarios/admin.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index 7fbc9b51b..835622395 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -190,7 +190,7 @@ Ansible
 `Ansible <http://ansible.com/>`_  is an open source system automation tool.
 The biggest advantage over Puppet or Chef is it does not require an agent on
 the client machine. Playbooks are Ansible’s configuration, deployment, and
-orchestration language and are written in in YAML with Jinja2 for templating.
+orchestration language and are written in YAML with Jinja2 for templating.
 
 Ansible supports Python versions 2.6 and 2.7 and can be installed via pip:
 

From 730c97f4afcaf9c5348e23c8358e48fc2a37c32b Mon Sep 17 00:00:00 2001
From: Thomas Gratier <thomas_gratier@yahoo.fr>
Date: Sun, 10 Jul 2016 00:12:12 +0200
Subject: [PATCH 018/471] Fix typo: infrustructure to infrastructure

---
 docs/scenarios/admin.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index 835622395..0bd928dd5 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -262,7 +262,7 @@ To create a simple cookbook the `knife <https://docs.chef.io/knife.html>`_ comma
 
 `Getting started with Chef <http://gettingstartedwithchef.com/first-steps-with-chef.html>`_ 
 is a good starting point for Chef Beginners and many community maintained cookbooks that can 
-serve as a good reference or tweaked to serve your infrustructure configuration needs can be 
+serve as a good reference or tweaked to serve your infrastructure configuration needs can be 
 found on the `Chef Supermarket <https://supermarket.chef.io/cookbooks>`_.
 
 - `Chef Documentation <https://docs.chef.io/>`_

From ecb39fcf6a8f3b80abfab3aeef7af5c977c2a5be Mon Sep 17 00:00:00 2001
From: Thomas Gratier <thomas_gratier@yahoo.fr>
Date: Sat, 16 Jul 2016 21:48:36 +0200
Subject: [PATCH 019/471] Indent unindented content in numbered list

---
 docs/writing/style.rst | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 0c6037223..7454e9465 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -124,13 +124,13 @@ inside the function) that was added "just in case" and is seemingly never used,
 than to add a new optional argument and its logic when needed.
 
 3. The **arbitrary argument list** is the third way to pass arguments to a
-function.  If the function intention is better expressed by a signature with an
-extensible number of positional arguments, it can be defined with the ``*args``
-constructs.  In the function body, ``args`` will be a tuple of all the
-remaining positional arguments. For example, ``send(message, *args)`` can be
-called with each recipient as an argument: ``send('Hello', 'God', 'Mom',
-'Cthulhu')``, and in the function body ``args`` will be equal to ``('God',
-'Mom', 'Cthulhu')``.
+   function. If the function intention is better expressed by a signature with
+   an extensible number of positional arguments, it can be defined with the
+   ``*args`` constructs. In the function body, ``args`` will be a tuple of all
+   the remaining positional arguments. For example, ``send(message, *args)``
+   can be called with each recipient as an argument:``send('Hello', 'God',
+   'Mom', 'Cthulhu')``, and in the function body ``args`` will be equal to
+   ``('God', 'Mom', 'Cthulhu')``.
 
 However, this construct has some drawbacks and should be used with caution. If a
 function receives a list of arguments of the same nature, it is often more

From f31ca0a5fbdb7531d752f668816b7aa8108dcac4 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 18 Jul 2016 14:07:09 -0400
Subject: [PATCH 020/471] french!

---
 docs/_templates/sidebarintro.html | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 400b66ac2..e9162697b 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -60,7 +60,8 @@ <h3>Useful Links</h3>
 <h3>Translations</h3>
 <ul>
   <li><a href="http://docs.python-guide.org/en/latest/">English</a></li>
+  <li><a href="http://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
   <li><a href="http://pythonguidecn.readthedocs.org/zh/latest/">Chinese</a></li>
   <li><a href="http://python-guide-ja.readthedocs.org/en/latest/">Japanese</a></li>
   <li><a href="http://python-guide-kr.readthedocs.org/ko/latest/">Korean</a></li>
-</ul>
\ No newline at end of file
+</ul>

From 5d4b76ca37ce0758380d939b306a78d6f9adaf8c Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 18 Jul 2016 14:07:22 -0400
Subject: [PATCH 021/471] Update sidebarlogo.html

---
 docs/_templates/sidebarlogo.html | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index b11b55183..f5e634c71 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -42,7 +42,8 @@ <h3>Other Projects</h3>
 <h3>Translations</h3>
 <ul>
   <li><a href="http://docs.python-guide.org/en/latest/">English</a></li>
+  <li><a href="http://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
   <li><a href="http://pythonguidecn.readthedocs.org/zh/latest/">Chinese</a></li>
   <li><a href="http://python-guide-ja.readthedocs.org/en/latest/">Japanese</a></li>
   <li><a href="http://python-guide-kr.readthedocs.org/ko/latest/">Korean</a></li>
-</ul>
\ No newline at end of file
+</ul>

From c31000c6b8c1c520086af755645a21876bb6bacc Mon Sep 17 00:00:00 2001
From: Manas <m@manas.me>
Date: Wed, 27 Jul 2016 12:28:41 +0530
Subject: [PATCH 022/471] Update startproject in example

start-project should be startproject
https://docs.djangoproject.com/en/1.9/ref/django-admin/#django-admin-startproject
---
 docs/writing/structure.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 31f387ec9..7879d1707 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -271,7 +271,7 @@ following, as they always have:
 
 ::
 
-    $ django-admin.py start-project samplesite
+    $ django-admin.py startproject samplesite
 
 The resulting repository structure looks like this:
 
@@ -293,7 +293,7 @@ Let's do it properly:
 
 ::
 
-    $ django-admin.py start-project samplesite .
+    $ django-admin.py startproject samplesite .
 
 Note the "``.``".
 

From ca64c6f722c00226bdfd30a58a6efc9f0bd45c3b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?J=C3=BCrgen=20Hermann?= <jh@web.de>
Date: Wed, 27 Jul 2016 23:05:53 +0200
Subject: [PATCH 023/471] Mention dh-virtualenv in the Tools list

---
 docs/shipping/packaging.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index 1c659610f..596ebafc1 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -184,3 +184,4 @@ Useful Tools
 
 - `fpm <https://github.com/jordansissel/fpm>`_
 - `alien <http://joeyh.name/code/alien/>`_
+- `dh-virtualenv <http://dh-virtualenv.readthedocs.io/en/latest/info.html>`_ (for APT/DEB omnibus packaging)

From f86e9cc096174967105c76954055e27dd92e25cb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Konrad=20F=C3=B6rstner?= <konrad@foerstner.org>
Date: Fri, 29 Jul 2016 08:29:18 +0200
Subject: [PATCH 024/471] Update link for rpy2

---
 docs/scenarios/scientific.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index 8600bc9b2..92c8c801b 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -94,7 +94,7 @@ auto-alignment of data.
 Rpy2
 ----
 
-`Rpy2 <http://rpy.sourceforge.net/rpy2.html>`_ is a Python binding for the R
+`Rpy2 <http://rpy2.bitbucket.org>`_ is a Python binding for the R
 statistical package allowing the execution of R functions from Python and
 passing data back and forth between the two environments. Rpy2 is the object
 oriented implementation of the `Rpy <http://rpy.sourceforge.net/rpy.html>`_

From 1bcc6d5cc84b5de6c2c5fccda45b0529556a7924 Mon Sep 17 00:00:00 2001
From: Robson Roberto Souza Peixoto <robsonpeixoto@gmail.com>
Date: Mon, 1 Aug 2016 00:43:48 -0300
Subject: [PATCH 025/471] Cleaning up *.py[co] and __pycache__ tip

---
 docs/writing/gotchas.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index 3a4c3350a..f8e2e2377 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -224,7 +224,7 @@ Removing Bytecode (.pyc) Files
 
 Here's nice trick for removing all of these files, if they already exist::
 
-    $ find . -name "*.pyc" -delete
+    $ find . -type f -name "*.py[co]" -delete -or -type d -name "__pycache__" -delete
 
 Run that from the root directory of your project, and all ``.pyc`` files
 will suddenly vanish. Much better.

From 91df42f1708875a095561965a2816774ea41fbb2 Mon Sep 17 00:00:00 2001
From: Kevin Ndung'u <kevgathuku@users.noreply.github.com>
Date: Wed, 10 Aug 2016 16:58:21 +0300
Subject: [PATCH 026/471] Fix .PHONY target rule

.PHONY should be followed by a colon
---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 7879d1707..ef0184e7e 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -254,7 +254,7 @@ your project.
     test:
         py.test tests
 
-    .PHONY init test
+    .PHONY: init test
 
 Other generic management scripts (e.g. ``manage.py``
 or ``fabfile.py``) belong at the root of the repository as well.

From 7adc9c0d030622b6896c5aa82ef4cb48828851a0 Mon Sep 17 00:00:00 2001
From: Ahmad Jarara <floor13@jarmac.org>
Date: Sun, 28 Aug 2016 17:35:52 -0400
Subject: [PATCH 027/471] fix memoization typo, link to wikipedia's overview

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index ef0184e7e..87395c473 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -602,7 +602,7 @@ clearer and thus preferred.
 This mechanism is useful for separating concerns and avoiding
 external un-related logic 'polluting' the core logic of the function
 or method. A good example of a piece of functionality that is better handled
-with decoration is memorization or caching: you want to store the results of an
+with decoration is `memoization <https://en.wikipedia.org/wiki/Memoization#Overview>` or caching: you want to store the results of an
 expensive function in a table and use them directly instead of recomputing
 them when they have already been computed. This is clearly not part
 of the function logic.

From 71257bed9e3c06c0e962712026791d855c7c14f8 Mon Sep 17 00:00:00 2001
From: Ahmad Jarara <floor13@jarmac.org>
Date: Mon, 29 Aug 2016 20:49:31 -0400
Subject: [PATCH 028/471] fixing markup on memoization link hint

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 87395c473..a156fba7f 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -602,7 +602,7 @@ clearer and thus preferred.
 This mechanism is useful for separating concerns and avoiding
 external un-related logic 'polluting' the core logic of the function
 or method. A good example of a piece of functionality that is better handled
-with decoration is `memoization <https://en.wikipedia.org/wiki/Memoization#Overview>` or caching: you want to store the results of an
+with decoration is `memoization <https://en.wikipedia.org/wiki/Memoization#Overview>`__ or caching: you want to store the results of an
 expensive function in a table and use them directly instead of recomputing
 them when they have already been computed. This is clearly not part
 of the function logic.

From f0867fe4d68b681de130973c692801858f1dcc2d Mon Sep 17 00:00:00 2001
From: Ahmad Jarara <floor13@jarmac.org>
Date: Wed, 31 Aug 2016 14:45:35 -0400
Subject: [PATCH 029/471] include instructions to preview changes in CONTRIB

---
 CONTRIBUTING.md | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 481f3f63c..83a9cd76f 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -6,6 +6,28 @@ see:
 
 http://docs.python-guide.org/en/latest/notes/contribute/
 
+How to test your changes
+------------------------
+
+The html version of this guide is built with [sphinx](http://www.sphinx-doc.org/en/stable/). You may test your revisions locally by having sphinx installed. You can do this easily with pip (as described in the link).
+
+``` bash
+pip install --user sphinx
+```
+
+Then navigate to the directory of the makefile and ```make build``` or ```make html```. Sphinx will then generate the html in a folder called _build/html
+
+After navigating to this folder, you can then use python's built in webserver to view your changes locally:
+
+``` bash
+python3 -m http.server
+```
+
+By default, http.server listens on every ip address bound on your host on port 8000. To bind to a specific one, say, localhost on port 8005:
+
+``` bash
+python3 -m http.server 8005 --bind 127.0.0.1
+```
 
 Style Guide
 -----------

From 15396a5403a1563ecab439415ed7631fd6ea6cee Mon Sep 17 00:00:00 2001
From: denfromufa <denfromufa@users.noreply.github.com>
Date: Thu, 1 Sep 2016 15:31:20 -0500
Subject: [PATCH 030/471] Update which-python.rst

Pythonnet supports from Python 2.6 up to Python 3.5
---
 docs/starting/which-python.rst | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index b07b634f0..26732e34e 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -137,12 +137,12 @@ installation with the .NET Common Language Runtime (CLR).  This is the
 inverse approach to that taken by IronPython (see above), to which it
 is more complementary than competing with.
 
-In conjunction with Mono, PythonNet enables native Python
+In conjunction with Mono, pythonnet enables native Python
 installations on non-Windows operating systems, such as OS X and
 Linux, to operate within the .NET framework.  It can be run in
 addition to IronPython without conflict.
 
-PythonNet supports from Python 2.3 up to Python 2.7. [#pythonnet_ver]_
+Pythonnet supports from Python 2.6 up to Python 3.5. [#pythonnet_ver1]_ [#pythonnet_ver2]_
 
 .. [#pypy_ver] http://pypy.org/compat.html
 
@@ -150,6 +150,8 @@ PythonNet supports from Python 2.3 up to Python 2.7. [#pythonnet_ver]_
 
 .. [#iron_ver] http://ironpython.codeplex.com/releases/view/81726
 
-.. [#pythonnet_ver] http://pythonnet.github.io/readme.html
+.. [#pythonnet_ver1] https://travis-ci.org/pythonnet/pythonnet
+
+.. [#pythonnet_ver2] https://ci.appveyor.com/project/TonyRoberts/pythonnet-480xs
 
 .. [#pep373_eol] https://www.python.org/dev/peps/pep-0373/#id2

From cfb46b56ae8735fbd5d269e9df57b1349cc3472c Mon Sep 17 00:00:00 2001
From: Ruben Roy <rubenroy2005@gmail.com>
Date: Wed, 14 Sep 2016 04:49:03 +0530
Subject: [PATCH 031/471] Update contents.rst.inc

Fixes layout issue in subsection 1.2.1 with latex
---
 docs/contents.rst.inc | 14 ++++----------
 1 file changed, 4 insertions(+), 10 deletions(-)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index c2c603dec..f84b3f06e 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -7,16 +7,10 @@ New to Python? Let's properly setup up your Python environment.
    :maxdepth: 2
 
    starting/which-python
-
-- Properly Install Python
-
- .. toctree::
-    :maxdepth: 1
-
-    starting/installation
-    starting/install/osx
-    starting/install/win
-    starting/install/linux
+   starting/installation
+   starting/install/osx
+   starting/install/win
+   starting/install/linux
 
 
 

From af7d603e977efc2156d8c9e3c51b5ccb0ce4f91c Mon Sep 17 00:00:00 2001
From: Adam Chainz <adam@adamj.eu>
Date: Wed, 21 Sep 2016 08:31:09 +0100
Subject: [PATCH 032/471] Convert readthedocs links for their .org -> .io
 migration for hosted projects
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

As per [their blog post of the 27th April](https://blog.readthedocs.com/securing-subdomains/) ‘Securing subdomains’:

> Starting today, Read the Docs will start hosting projects from subdomains on the domain readthedocs.io, instead of on readthedocs.org. This change addresses some security concerns around site cookies while hosting user generated data on the same domain as our dashboard.

Test Plan: Manually visited all the links I’ve modified.
---
 docs/_templates/sidebarintro.html |  8 ++++----
 docs/_templates/sidebarlogo.html  |  8 ++++----
 docs/dev/virtualenvs.rst          |  6 +++---
 docs/intro/learning.rst           |  2 +-
 docs/scenarios/ci.rst             |  2 +-
 docs/scenarios/clibs.rst          |  2 +-
 docs/scenarios/db.rst             |  6 +++---
 docs/scenarios/gui.rst            |  2 +-
 docs/scenarios/imaging.rst        |  6 +++---
 docs/scenarios/json.rst           |  2 +-
 docs/scenarios/web.rst            | 14 +++++++-------
 docs/shipping/packaging.rst       |  4 ++--
 docs/starting/install/osx.rst     |  2 +-
 docs/writing/tests.rst            |  2 +-
 14 files changed, 33 insertions(+), 33 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index e9162697b..2c085fc5d 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -60,8 +60,8 @@ <h3>Useful Links</h3>
 <h3>Translations</h3>
 <ul>
   <li><a href="http://docs.python-guide.org/en/latest/">English</a></li>
-  <li><a href="http://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
-  <li><a href="http://pythonguidecn.readthedocs.org/zh/latest/">Chinese</a></li>
-  <li><a href="http://python-guide-ja.readthedocs.org/en/latest/">Japanese</a></li>
-  <li><a href="http://python-guide-kr.readthedocs.org/ko/latest/">Korean</a></li>
+  <li><a href="https://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
+  <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
+  <li><a href="https://python-guide-ja.readthedocs.io/en/latest/">Japanese</a></li>
+  <li><a href="https://python-guide-kr.readthedocs.io/ko/latest/">Korean</a></li>
 </ul>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index f5e634c71..605909bc3 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -42,8 +42,8 @@ <h3>Other Projects</h3>
 <h3>Translations</h3>
 <ul>
   <li><a href="http://docs.python-guide.org/en/latest/">English</a></li>
-  <li><a href="http://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
-  <li><a href="http://pythonguidecn.readthedocs.org/zh/latest/">Chinese</a></li>
-  <li><a href="http://python-guide-ja.readthedocs.org/en/latest/">Japanese</a></li>
-  <li><a href="http://python-guide-kr.readthedocs.org/ko/latest/">Korean</a></li>
+  <li><a href="https://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
+  <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
+  <li><a href="https://python-guide-ja.readthedocs.io/en/latest/">Japanese</a></li>
+  <li><a href="https://python-guide-kr.readthedocs.io/ko/latest/">Korean</a></li>
 </ul>
diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index bb3f9487c..848d7ae34 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -122,7 +122,7 @@ control by adding it to the ignore list.
 virtualenvwrapper
 -----------------
 
-`virtualenvwrapper <http://virtualenvwrapper.readthedocs.org/en/latest/index.html>`_
+`virtualenvwrapper <https://virtualenvwrapper.readthedocs.io/en/latest/index.html>`_
 provides a set of commands which makes working with virtual environments much
 more pleasant. It also places all your virtual environments in one place.
 
@@ -134,7 +134,7 @@ To install (make sure **virtualenv** is already installed):
   $ export WORKON_HOME=~/Envs
   $ source /usr/local/bin/virtualenvwrapper.sh
 
-(`Full virtualenvwrapper install instructions <http://virtualenvwrapper.readthedocs.org/en/latest/install.html>`_.)
+(`Full virtualenvwrapper install instructions <https://virtualenvwrapper.readthedocs.io/en/latest/install.html>`_.)
 
 For Windows, you can use the `virtualenvwrapper-win <https://github.com/davidmarble/virtualenvwrapper-win/>`_.
 
@@ -206,7 +206,7 @@ Other useful commands
 ``lssitepackages``
   Shows contents of :file:`site-packages` directory.
 
-`Full list of virtualenvwrapper commands <http://virtualenvwrapper.readthedocs.org/en/latest/command_ref.html>`_.
+`Full list of virtualenvwrapper commands <https://virtualenvwrapper.readthedocs.io/en/latest/command_ref.html>`_.
 
 virtualenv-burrito
 ------------------
diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 8ab660867..823da5bab 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -38,7 +38,7 @@ without having to install Python locally.
 If you want a more traditional book, *Python For You and Me* is an excellent
 resource for learning all aspects of the language.
 
-    `Python for You and Me <http://pymbook.readthedocs.org/>`_
+    `Python for You and Me <https://pymbook.readthedocs.io/>`_
 
 Online Python Tutor
 ~~~~~~~~~~~~~~~~~~~
diff --git a/docs/scenarios/ci.rst b/docs/scenarios/ci.rst
index aa8d1968f..16e0ea0df 100644
--- a/docs/scenarios/ci.rst
+++ b/docs/scenarios/ci.rst
@@ -35,7 +35,7 @@ automate the compile/test cycle to validate code changes.
 Tox
 ---
 
-`tox <http://tox.readthedocs.org/en/latest/>`_ is an automation tool providing
+`tox <https://tox.readthedocs.io/en/latest/>`_ is an automation tool providing
 packaging, testing and deployment of Python software right from the console or
 CI server. It is a generic virtualenv management and test command line tool
 which provides the following features:
diff --git a/docs/scenarios/clibs.rst b/docs/scenarios/clibs.rst
index bae907b6b..82e041fe3 100644
--- a/docs/scenarios/clibs.rst
+++ b/docs/scenarios/clibs.rst
@@ -4,7 +4,7 @@ Interfacing with C/C++ Libraries
 C Foreign Function Interface
 ----------------------------
 
-`CFFI <https://cffi.readthedocs.org/en/latest/>`_ provides a simple to use
+`CFFI <https://cffi.readthedocs.io/en/latest/>`_ provides a simple to use
 mechanism for interfacing with C from both CPython and PyPy. It supports two
 modes: an inline ABI compatibility mode (example provided below), which allows
 you to dynamically load and run functions from executable modules (essentially
diff --git a/docs/scenarios/db.rst b/docs/scenarios/db.rst
index 3ed11914f..58d9cd20b 100644
--- a/docs/scenarios/db.rst
+++ b/docs/scenarios/db.rst
@@ -60,11 +60,11 @@ peewee
 `peewee <http://docs.peewee-orm.com/en/latest/>`_ is another ORM with a focus
 on being lightweight with support for Python 2.6+ and 3.2+ which supports
 SQLite, MySQL and Postgres by default. The
-`model layer <https://peewee.readthedocs.org/en/latest/peewee/quickstart.html#model-definition>`_
+`model layer <https://peewee.readthedocs.io/en/latest/peewee/quickstart.html#model-definition>`_
 is similar to that of the Django ORM and it has
-`SQL-like methods <https://peewee.readthedocs.org/en/latest/peewee/quickstart.html#retrieving-data>`_
+`SQL-like methods <https://peewee.readthedocs.io/en/latest/peewee/quickstart.html#retrieving-data>`_
 to query data. While SQLite, MySQL and Postgres are supported out-of-the-box,
-there is a `collection of add-ons <https://peewee.readthedocs.org/en/latest/peewee/playhouse.html#playhouse>`_
+there is a `collection of add-ons <https://peewee.readthedocs.io/en/latest/peewee/playhouse.html#playhouse>`_
 available.
 
 PonyORM
diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 854fb826c..f56b212b7 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -28,7 +28,7 @@ applications be ported from PyGTK to PyGObject.
 PyGObject aka (PyGi)
 --------------------
 `PyGObject <https://wiki.gnome.org/Projects/PyGObject>`_ provides Python bindings, which gives access to the entire GNOME software platform.
-It is fully compatible with GTK+ 3. Here is a tutorial to get started with `Python GTK+ 3 Tutorial <http://python-gtk-3-tutorial.readthedocs.org/en/latest/>`_.
+It is fully compatible with GTK+ 3. Here is a tutorial to get started with `Python GTK+ 3 Tutorial <https://python-gtk-3-tutorial.readthedocs.io/en/latest/>`_.
 
 `API Reference <http://lazka.github.io/pgi-docs/>`_
 
diff --git a/docs/scenarios/imaging.rst b/docs/scenarios/imaging.rst
index 23ecece49..49d3af1eb 100644
--- a/docs/scenarios/imaging.rst
+++ b/docs/scenarios/imaging.rst
@@ -24,7 +24,7 @@ Installation
 
 Before installing Pillow, you'll have to install Pillow's prerequisites. Find
 the instructions for your platform in the
-`Pillow installation instructions <https://pillow.readthedocs.org/en/3.0.0/installation.html>`_.
+`Pillow installation instructions <https://pillow.readthedocs.io/en/3.0.0/installation.html>`_.
 
 After that, it's straightforward:
 
@@ -57,7 +57,7 @@ Example
     exif_data
 
 There are more examples of the Pillow library in the
-`Pillow tutorial <http://pillow.readthedocs.org/en/3.0.x/handbook/tutorial.html>`_.
+`Pillow tutorial <https://pillow.readthedocs.io/en/3.0.x/handbook/tutorial.html>`_.
 
 
 OpenSource Computer Vision
@@ -104,4 +104,4 @@ Example
 
 There are more Python-implemented examples of OpenCV in this `collection of
 tutorials
-<http://opencv-python-tutroals.readthedocs.org/en/latest/py_tutorials/py_tutorials.html>`_.
+<https://opencv-python-tutroals.readthedocs.io/en/latest/py_tutorials/py_tutorials.html>`_.
diff --git a/docs/scenarios/json.rst b/docs/scenarios/json.rst
index b5145fc4c..860e79435 100644
--- a/docs/scenarios/json.rst
+++ b/docs/scenarios/json.rst
@@ -47,7 +47,7 @@ simplejson
 
 The JSON library was added to Python in version 2.6.
 If you're using an earlier version of Python, the
-`simplejson <https://simplejson.readthedocs.org/en/latest/>`_ library is
+`simplejson <https://simplejson.readthedocs.io/en/latest/>`_ library is
 available via PyPI.
 
 simplejson mimics the json standard library. It is available so that developers
diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 601e880a1..9e07a59f5 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -154,7 +154,7 @@ Gunicorn is the recommended choice for new Python web applications today.
 Waitress
 --------
 
-`Waitress <http://waitress.readthedocs.org>`_ is a pure-python WSGI server
+`Waitress <https://waitress.readthedocs.io>`_ is a pure-python WSGI server
 that claims "very acceptable performance". Its documentation is not very
 detailed, but it does offer some nice functionality that Gunicorn doesn't have
 (e.g. HTTP request buffering).
@@ -166,18 +166,18 @@ Waitress is gaining popularity within the Python web development community.
 uWSGI
 -----
 
-`uWSGI <https://uwsgi-docs.readthedocs.org>`_ is a full stack for building
+`uWSGI <https://uwsgi-docs.readthedocs.io>`_ is a full stack for building
 hosting services.  In addition to process management, process monitoring,
 and other functionality, uWSGI acts as an application server for various
 programming languages and protocols - including Python and WSGI. uWSGI can
 either be run as a stand-alone web router, or be run behind a full web
 server (such as Nginx or Apache).  In the latter case, a web server can
 configure uWSGI and an application's operation over the
-`uwsgi protocol <https://uwsgi-docs.readthedocs.org/en/latest/Protocol.html>`_.
+`uwsgi protocol <https://uwsgi-docs.readthedocs.io/en/latest/Protocol.html>`_.
 uWSGI's web server support allows for dynamically configuring
 Python, passing environment variables and further tuning.  For full details,
 see `uWSGI magic
-variables <https://uwsgi-docs.readthedocs.org/en/latest/Vars.html>`_.
+variables <https://uwsgi-docs.readthedocs.io/en/latest/Vars.html>`_.
 
 I do not recommend using uWSGI unless you know why you need it.
 
@@ -393,10 +393,10 @@ Jinja2 is the recommended templating library for new Python web applications.
 Chameleon
 ---------
 
-`Chameleon <https://chameleon.readthedocs.org/>`_ Page Templates are an HTML/XML template
+`Chameleon <https://chameleon.readthedocs.io/>`_ Page Templates are an HTML/XML template
 engine implementation of the `Template Attribute Language (TAL) <http://en.wikipedia.org/wiki/Template_Attribute_Language>`_,
-`TAL Expression Syntax (TALES) <http://chameleon.readthedocs.org/en/latest/reference.html#expressions-tales>`_,
-and `Macro Expansion TAL (Metal) <http://chameleon.readthedocs.org/en/latest/reference.html#macros-metal>`_ syntaxes.
+`TAL Expression Syntax (TALES) <https://chameleon.readthedocs.io/en/latest/reference.html#expressions-tales>`_,
+and `Macro Expansion TAL (Metal) <https://chameleon.readthedocs.io/en/latest/reference.html#macros-metal>`_ syntaxes.
 
 Chameleon is available for Python 2.5 and up (including 3.x and pypy), and
 is commonly used by the `Pyramid Framework <http://trypyramid.com>`_.
diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index 596ebafc1..c67957529 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -25,7 +25,7 @@ and being able and willing to use tools such as pip to install your code's
 other dependencies. This is fine when distributing to other developers, but
 makes this method unsuitable for distributing applications to end-users.
 
-The `Python Packaging Guide <https://python-packaging-user-guide.readthedocs.org/en/latest/>`_
+The `Python Packaging Guide <https://python-packaging-user-guide.readthedocs.io/>`_
 provides an extensive guide on creating and maintaining Python packages.
 
 Alternatives to Packaging
@@ -184,4 +184,4 @@ Useful Tools
 
 - `fpm <https://github.com/jordansissel/fpm>`_
 - `alien <http://joeyh.name/code/alien/>`_
-- `dh-virtualenv <http://dh-virtualenv.readthedocs.io/en/latest/info.html>`_ (for APT/DEB omnibus packaging)
+- `dh-virtualenv <https://dh-virtualenv.readthedocs.io/en/latest/info.html>`_ (for APT/DEB omnibus packaging)
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 03426c554..422248590 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -77,7 +77,7 @@ software over a network (usually the Internet) with a single command
 capability to your own Python software with very little work.
 
 ``pip`` is a tool for easily installing and managing Python packages,
-that is recommended over ``easy_install``. It is superior to ``easy_install`` in `several ways <https://python-packaging-user-guide.readthedocs.org/en/latest/pip_easy_install/#pip-vs-easy-install>`_,
+that is recommended over ``easy_install``. It is superior to ``easy_install`` in `several ways <https://python-packaging-user-guide.readthedocs.io/pip_easy_install/#pip-vs-easy-install>`_,
 and is actively maintained.
 
 
diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 08495300d..b8b7ca022 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -202,7 +202,7 @@ nose provides automatic test discovery to save you the hassle of manually
 creating test suites. It also provides numerous plugins for features such as
 xUnit-compatible test output, coverage reporting, and test selection.
 
-    `nose <http://readthedocs.org/docs/nose/en/latest/>`_
+    `nose <https://nose.readthedocs.io/en/latest/>`_
 
 
 tox

From 1caa6c77509c1453fb36dfa498b94358015d6b66 Mon Sep 17 00:00:00 2001
From: "Tim D. Smith" <git@tim-smith.us>
Date: Thu, 22 Sep 2016 12:39:35 -0700
Subject: [PATCH 033/471] CLT are not needed if full Xcode is installed

---
 docs/starting/install/osx.rst | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 422248590..b6eb13572 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -32,10 +32,6 @@ package.
     In combination, the software can cause issues that are difficult to
     diagnose.
 
-.. note::
-    If you perform a fresh install of Xcode, you will also need to add the 
-    commandline tools by running ``xcode-select --install`` on the terminal.
-
 While OS X comes with a large number of UNIX utilities, those familiar with
 Linux systems will notice one key component missing: a decent package manager.
 `Homebrew <http://brew.sh>`_ fills this void.

From 359e4b9e3d066d3f3f9c10dbad2af5bf4e78220a Mon Sep 17 00:00:00 2001
From: "Tim D. Smith" <git@tim-smith.us>
Date: Thu, 22 Sep 2016 12:40:43 -0700
Subject: [PATCH 034/471] Don't specifically need gcc

---
 docs/starting/install/osx.rst | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index b6eb13572..3d14254ea 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -21,10 +21,10 @@ Doing it Right
 
 Let's install a real version of Python.
 
-Before installing Python, you'll need to install GCC. GCC can be obtained
-by downloading `Xcode <http://developer.apple.com/xcode/>`_, the smaller
-`Command Line Tools <https://developer.apple.com/downloads/>`_ (must have an
-Apple account) or the even smaller `OSX-GCC-Installer <https://github.com/kennethreitz/osx-gcc-installer#readme>`_
+Before installing Python, you'll need to install a C compiler. A compiler can be
+obtained by downloading `Xcode <http://developer.apple.com/xcode/>`_, the
+smaller `Command Line Tools <https://developer.apple.com/downloads/>`_ (must
+have an Apple account) or the even smaller `OSX-GCC-Installer <https://github.com/kennethreitz/osx-gcc-installer#readme>`_
 package.
 
 .. note::

From 1d516898b3f6872b8cda1b823797781f64cfb87d Mon Sep 17 00:00:00 2001
From: "Tim D. Smith" <git@tim-smith.us>
Date: Thu, 22 Sep 2016 12:45:16 -0700
Subject: [PATCH 035/471] Update guidance on C toolchains

---
 docs/starting/install/osx.rst | 16 +++++++++-------
 1 file changed, 9 insertions(+), 7 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 3d14254ea..e8aa1dfd7 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -21,16 +21,18 @@ Doing it Right
 
 Let's install a real version of Python.
 
-Before installing Python, you'll need to install a C compiler. A compiler can be
-obtained by downloading `Xcode <http://developer.apple.com/xcode/>`_, the
-smaller `Command Line Tools <https://developer.apple.com/downloads/>`_ (must
-have an Apple account) or the even smaller `OSX-GCC-Installer <https://github.com/kennethreitz/osx-gcc-installer#readme>`_
+Before installing Python, you'll need to install a C compiler. The fastest way
+is to install the Xcode Command Line Tools by running
+``xcode-select --install``. You can also download the full version of
+`Xcode <http://developer.apple.com/xcode/>`_ from the Mac App Store, or the
+minimal but unofficial
+`OSX-GCC-Installer <https://github.com/kennethreitz/osx-gcc-installer#readme>`_
 package.
 
 .. note::
-    If you already have Xcode installed, do not install OSX-GCC-Installer.
-    In combination, the software can cause issues that are difficult to
-    diagnose.
+    If you already have Xcode installed or plan to use Homebrew, do not install
+    OSX-GCC-Installer. In combination, the software can cause issues that are
+    difficult to diagnose.
 
 While OS X comes with a large number of UNIX utilities, those familiar with
 Linux systems will notice one key component missing: a decent package manager.

From 2423a9da64181d8a55be72fc269e7f6ac3d011f1 Mon Sep 17 00:00:00 2001
From: "Tim D. Smith" <git@tim-smith.us>
Date: Thu, 22 Sep 2016 12:45:24 -0700
Subject: [PATCH 036/471] Offer guidance on Python 3

---
 docs/starting/install/osx.rst | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index e8aa1dfd7..5c73d69a2 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -61,6 +61,12 @@ Now, we can install Python 2.7:
 
     $ brew install python
 
+or Python 3:
+
+.. code-block:: console
+
+    $ brew install python3
+
 This will take a minute or two. 
 
 

From ab3332e42c0ba4694e171090d564aa5a0af5d53f Mon Sep 17 00:00:00 2001
From: Kishor Bhat <kishorbhat@gmail.com>
Date: Thu, 29 Sep 2016 11:36:11 +0530
Subject: [PATCH 037/471] Remove redundant statement

---
 docs/scenarios/admin.rst | 2 --
 1 file changed, 2 deletions(-)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index 0bd928dd5..8e738d9c0 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -378,8 +378,6 @@ Buildout is primarily used to download and set up dependencies in Python eggs
 format of the software being developed or deployed. Recipes for build tasks in any
 environment can be created, and many are already available.
 
-Buidout is written in Python.
-
 Shinken
 -------
 

From 5ad43199debdd2d33eab35190c8c3a9d4f60ca42 Mon Sep 17 00:00:00 2001
From: Sidney Pham <sidneypham@gmail.com>
Date: Fri, 7 Oct 2016 15:53:05 +1100
Subject: [PATCH 038/471] Fixed example docstring

---
 docs/writing/documentation.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index bd59437e8..7e10ab49f 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -104,7 +104,7 @@ In Python, *docstrings* describe modules, classes, and functions:
 .. code-block:: python
 
     def square_and_rooter(x):
-        """Returns the square root of self times self."""
+        """Return the square root of self times self."""
         ...
 
 In general, follow the comment section of :pep:`8#comments` (the "Python Style

From 25dc76e5365ba6a9833163dbf3450da227c71d21 Mon Sep 17 00:00:00 2001
From: Kishor Bhat <kishorbhat@gmail.com>
Date: Fri, 7 Oct 2016 15:36:14 +0530
Subject: [PATCH 039/471] Remove numba todo; already taken care of under
 scenarios/scientific.rst

---
 docs/scenarios/speed.rst | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index fc038c1c7..2c775b880 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -222,10 +222,6 @@ Pyrex
 Shedskin?
 ---------
 
-Numba
------
-.. todo:: Write about Numba and the autojit compiler for NumPy
-
 Concurrency
 :::::::::::
 

From 473f4c77a7aee526f3658188d036e2db58b67b89 Mon Sep 17 00:00:00 2001
From: Austin <asmacdo@gmail.com>
Date: Sun, 16 Oct 2016 09:00:42 -0400
Subject: [PATCH 040/471] Remove Ubuntu specification

The linked page is general to linux, and specifically mentions CentOS, Fedora, RHEL and Ubuntu. It does not contain any information that is specific to Ubuntu only.
---
 docs/starting/installation.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index 04aaaa0b8..5df0035f3 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -18,4 +18,4 @@ for development purposes, as well as setuptools, pip, and virtualenv setup.
 
 - :ref:`Mac OS X <install-osx>`.
 - :ref:`Microsoft Windows <install-windows>`.
-- :ref:`Ubuntu Linux <install-linux>`.
+- :ref:`Linux <install-linux>`.

From 111c5d67698604526de994d222665a0bab536561 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 20 Oct 2016 02:24:28 -0400
Subject: [PATCH 041/471] available now!

---
 docs/_templates/sidebarintro.html | 2 +-
 docs/_templates/sidebarlogo.html  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 2c085fc5d..5a49dc072 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -22,7 +22,7 @@ <h3>Stay Informed</h3>
 
 <h3>O'Reilly Book</h3>
 
-<p>This guide is now available for pre-order in tangible book form!</p>
+<p>This guide is now available in tangible book form!</p>
 
 <a href="https://www.amazon.com/Hitchhikers-Guide-Python-Practices-Development/dp/1491933178/ref=as_li_ss_il?ie=UTF8&linkCode=li2&tag=bookforkind-20&linkId=804806ebdacaf3b56567347f3afbdbca" target="_blank"><img border="0" src="https://ws-na.amazon-adsystem.com/widgets/q?_encoding=UTF8&ASIN=1491933178&Format=_SL160_&ID=AsinImage&MarketPlace=US&ServiceVersion=20070822&WS=1&tag=bookforkind-20" ></a><img src="http://ir-na.amazon-adsystem.com/e/ir?t=bookforkind-20&l=li2&o=1&a=1491933178" width="1" height="1" border="0" alt="" style="border:none !important; margin:0px !important;" />
 
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 605909bc3..bea79f74c 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -21,7 +21,7 @@ <h3>Get Updates</h3>
 
 <h3>O'Reilly Book</h3>
 
-<p>This guide is now available for pre-order in tangible book form!</p>
+<p>This guide is now available in tangible book form!</p>
 
 <a href="https://www.amazon.com/Hitchhikers-Guide-Python-Practices-Development/dp/1491933178/ref=as_li_ss_il?ie=UTF8&linkCode=li2&tag=bookforkind-20&linkId=804806ebdacaf3b56567347f3afbdbca" target="_blank"><img border="0" src="https://ws-na.amazon-adsystem.com/widgets/q?_encoding=UTF8&ASIN=1491933178&Format=_SL160_&ID=AsinImage&MarketPlace=US&ServiceVersion=20070822&WS=1&tag=bookforkind-20" ></a><img src="http://ir-na.amazon-adsystem.com/e/ir?t=bookforkind-20&l=li2&o=1&a=1491933178" width="1" height="1" border="0" alt="" style="border:none !important; margin:0px !important;" />
 

From d67923cf94d20db423cee2b841415ba4a4b36535 Mon Sep 17 00:00:00 2001
From: Aditya <code.aditya@gmail.com>
Date: Wed, 26 Oct 2016 19:12:11 +0530
Subject: [PATCH 042/471] Update the link for latest available Python 2.7
 release for Windows

---
 docs/starting/install/win.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index a34566ecc..674bb683f 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -3,7 +3,7 @@
 Installing Python on Windows
 ============================
 
-First, download the `latest version <https://www.python.org/ftp/python/2.7.10/python-2.7.10.msi>`_
+First, download the `latest version <https://www.python.org/ftp/python/2.7.12/python-2.7.12.msi>`_
 of Python 2.7 from the official Website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the
 `Python.org web site <http://python.org>`_ .

From be8ce2704df28a3279ee1d6f5809ee776dcf327d Mon Sep 17 00:00:00 2001
From: Aditya <code.aditya@gmail.com>
Date: Wed, 26 Oct 2016 20:37:54 +0530
Subject: [PATCH 043/471] Update to recent versions of Django for virtualenv
 example

---
 docs/dev/virtualenvs.rst        | 4 ++--
 docs/starting/install/linux.rst | 4 ++--
 docs/starting/install/osx.rst   | 4 ++--
 docs/starting/install/win.rst   | 4 ++--
 4 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 848d7ae34..e6be87f89 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -8,8 +8,8 @@ projects in separate places, by creating virtual Python environments for them.
 It solves the "Project X depends on version 1.x but, Project Y needs 4.x"
 dilemma, and keeps your global site-packages directory clean and manageable.
 
-For example, you can work on a project which requires Django 1.3 while also
-maintaining a project which requires Django 1.0.
+For example, you can work on a project which requires Django 1.10 while also
+maintaining a project which requires Django 1.8.
 
 virtualenv
 ----------
diff --git a/docs/starting/install/linux.rst b/docs/starting/install/linux.rst
index e68c5d0d5..aa56ec07d 100644
--- a/docs/starting/install/linux.rst
+++ b/docs/starting/install/linux.rst
@@ -55,8 +55,8 @@ in separate places, by creating virtual Python environments for them. It solves
 "Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps 
 your global site-packages directory clean and manageable.
 
-For example, you can work on a project which requires Django 1.3 while also
-maintaining a project which requires Django 1.0.
+For example, you can work on a project which requires Django 1.10 while also
+maintaining a project which requires Django 1.8.
 
 To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs. 
 
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 422248590..a4fa0cf04 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -89,8 +89,8 @@ in separate places, by creating virtual Python environments for them. It solves
 "Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps 
 your global site-packages directory clean and manageable.
 
-For example, you can work on a project which requires Django 1.3 while also
-maintaining a project which requires Django 1.0.
+For example, you can work on a project which requires Django 1.10 while also
+maintaining a project which requires Django 1.8.
 
 To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs. 
 
diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index 674bb683f..131ace663 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -74,8 +74,8 @@ in separate places, by creating virtual Python environments for them. It solves
 "Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps 
 your global site-packages directory clean and manageable.
 
-For example, you can work on a project which requires Django 1.3 while also
-maintaining a project which requires Django 1.0.
+For example, you can work on a project which requires Django 1.10 while also
+maintaining a project which requires Django 1.8.
 
 To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs. 
 

From fe7467bcc426bada462c77087085ca1389341e5e Mon Sep 17 00:00:00 2001
From: Adam Zapletal <adamzap@gmail.com>
Date: Sat, 29 Oct 2016 18:24:14 -0500
Subject: [PATCH 044/471] Update link to Mercurial site

---
 docs/scenarios/cli.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index c8cdcec73..899979215 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -16,7 +16,7 @@ Some popular command-line applications include:
 * `httpie <https://github.com/jakubroztocil/httpie>`_ - A command line HTTP
   client, a user-friendly cURL replacement
 * `git <http://git-scm.com/>`_ - A distributed version control system
-* `mercurial <http://mercurial.selenic.com/>`_ - A distributed version control
+* `mercurial <https://www.mercurial-scm.org/>`_ - A distributed version control
   system primarily written in Python
 
 Clint

From 27c1567df56125359f96dad9d31e2664a025ddde Mon Sep 17 00:00:00 2001
From: Shiven Mian <shiven15094@iiitd.ac.in>
Date: Mon, 31 Oct 2016 14:50:30 +0530
Subject: [PATCH 045/471] added machine learning docs

---
 docs/scenarios/ml.rst | 117 ++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 117 insertions(+)
 create mode 100644 docs/scenarios/ml.rst

diff --git a/docs/scenarios/ml.rst b/docs/scenarios/ml.rst
new file mode 100644
index 000000000..25cab8045
--- /dev/null
+++ b/docs/scenarios/ml.rst
@@ -0,0 +1,117 @@
+================
+Machine Learning
+================
+
+Python has a vast number of libraries for data analysis, statistics and Machine Learning itself, making it a language of choice for many data scientists. 
+
+Some widely used packages for Machine Learning and other Data Science applications are enlisted below.
+
+Scipy Stack
+-----------
+
+The Scipy stack consists of a bunch of core helper packages used in data science, for statistical analysis and visualising data. Because of its huge number of functionalities and ease of use, the Stack is considered a must-have for most data science applications.
+
+The Stack consists of the following packages (link to documentation given):
+
+1. `NumPy <http://www.numpy.org/>`_
+2. `SciPy library <https://www.scipy.org/>`_
+3. `Matplotlib <http://matplotlib.org/>`_
+4. `IPython <https://ipython.org/>`_
+5. `pandas <http://pandas.pydata.org/>`_
+6. `Sympy <http://www.sympy.org/en/index.html>`_
+7. `nose <http://nose.readthedocs.io/en/latest/>`_
+
+The stack also comes with Python bundled in, but has been excluded from the above list.
+
+Installation
+~~~~~~~~~~~~
+
+For installing the full stack, or individual packages, you can refer to the instructions given `here <https://www.scipy.org/install.html>`_.
+
+**NB:** `Anaconda <https://www.continuum.io/anaconda-overview>`_ is highly preferred and recommended for installing and maintaining data science packages seamlessly.
+
+scikit-learn
+------------
+
+Scikit is a free and open-source machine learning library for Python. It offers off-the-shelf functions to implement many algorithms like linear regression, classifiers, SVMs, k-means, Neural Networks etc. It also has a few sample datasets which can be directly used for training and testing.
+
+Because of its speed, robustness and easiness to use, it's one of the most widely-used libraries for many Machine Learning applications.
+
+Installation
+~~~~~~~~~~~~
+
+Through PyPI:
+
+.. code-block:: python
+	
+	pip install -U scikit-learn
+
+Through conda:
+
+.. code-block:: python
+
+	conda install scikit-learn
+
+scikit-learn also comes in shipped with Anaconda (mentioned above). For more installation instructions, refer to `this link <http://scikit-learn.org/stable/install.html>`_.
+
+Example
+~~~~~~~
+
+For this example, we train a simple classifier on the `Iris dataset <http://en.wikipedia.org/wiki/Iris_flower_data_set>`_, which comes bundled in with scikit-learn.
+
+The dataset takes four features of flowers: sepal length, sepal width, petal length and petal width, and classifies them into three flower species (labels): setosa, versicolor or virginica. The labels have been represented as numbers in the dataset: 0 (setosa), 1 (versicolor) and 2 (virginica). 
+
+We shuffle the Iris dataset, and divide it into separate training and testing sets: keeping the last 10 data points for testing and rest for training. We then train the classifier on the training set, and predict on the testing set.
+
+.. code-block:: python
+
+	from sklearn.datasets import load_iris 
+	from sklearn import tree
+	from sklearn.metrics import accuracy_score
+	import numpy as np
+
+	#loading the iris dataset
+	iris = load_iris() 
+
+	x = iris.data #array of the data
+	y = iris.target #array of labels (i.e answers) of each data entry
+
+	#getting label names i.e the three flower species
+	y_names = iris.target_names 
+
+	#taking random indices to split the dataset into train and test
+	test_ids = np.random.permutation(len(x)) 
+
+	#splitting data and labels into train and test
+	#keeping last 10 entries for testing, rest for training
+
+	x_train = x[test_ids[:-10]]
+	x_test = x[test_ids[-10:]]
+
+	y_train = y[test_ids[:-10]]
+	y_test = y[test_ids[-10:]]
+
+	#classifying using decision tree
+	clf = tree.DecisionTreeClassifier()
+
+	#training (fitting) the classifier with the training set
+	clf.fit(x_train, y_train)
+
+	#predictions on the test dataset
+	pred = clf.predict(x_test)
+
+	print pred #predicted labels i.e flower species
+	print y_test #actual labels
+	print (accuracy_score(pred, y_test))*100 #prediction accuracy
+
+Since we're splitting randomly and the classifier trains on every iteration, the accuracy may vary. Running the above code gives:
+
+.. code-block:: python
+
+	[0 1 1 1 0 2 0 2 2 2]
+	[0 1 1 1 0 2 0 2 2 2]
+	100.0
+
+The first line contains the labels (i.e flower species) of the testing data as predicted by our classifier, and the second line contains the actual flower species as given in the dataset. We thus get an accuracy of 100% this time.
+
+More on scikit-learn can be read in the `documentation <http://scikit-learn.org/stable/user_guide.html>`_.
\ No newline at end of file

From 3a353c64f41bc530c65be199eb4e8c85e9ddc9d1 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 2 Nov 2016 11:23:21 -0400
Subject: [PATCH 046/471] ml

---
 docs/contents.rst.inc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index f84b3f06e..f2cad22b0 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -58,6 +58,7 @@ different scenarios.
    scenarios/xml
    scenarios/json
    scenarios/crypto
+   scenarios/ml
    scenarios/clibs
 
 

From 4a7336f8ffbb9002adf6703609406147e7e6c266 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 2 Nov 2016 11:35:47 -0400
Subject: [PATCH 047/471] Revert "Update contents.rst.inc"

---
 docs/contents.rst.inc | 14 ++++++++++----
 1 file changed, 10 insertions(+), 4 deletions(-)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index f2cad22b0..22cbdc940 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -7,10 +7,16 @@ New to Python? Let's properly setup up your Python environment.
    :maxdepth: 2
 
    starting/which-python
-   starting/installation
-   starting/install/osx
-   starting/install/win
-   starting/install/linux
+
+- Properly Install Python
+
+ .. toctree::
+    :maxdepth: 1
+
+    starting/installation
+    starting/install/osx
+    starting/install/win
+    starting/install/linux
 
 
 

From 7c8dfd0d3e8f4cafe874d293c2ed647cf8d91844 Mon Sep 17 00:00:00 2001
From: Chocobo1 <Chocobo1@users.noreply.github.com>
Date: Sun, 6 Nov 2016 19:57:59 +0800
Subject: [PATCH 048/471] Correct name for the game "Civilization IV"

---
 docs/shipping/freezing.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index d42f2d61b..4e2de50e8 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -8,7 +8,7 @@ Freezing Your Code
 to end-users, that contains all of your application code as well as the 
 Python interpreter.
 
-Applications such as 'Dropbox', 'Eve Online',  'Civilisation IV', and
+Applications such as 'Dropbox', 'Eve Online',  'Civilization IV', and
 BitTorrent clients do this.
 
 The advantage of distributing this way is that your application will "just work",

From b832f669e682d5b4f97e2bb4e71e62f8834871c9 Mon Sep 17 00:00:00 2001
From: Adam Nelson <adam@factr.com>
Date: Mon, 14 Nov 2016 14:31:53 -0500
Subject: [PATCH 049/471] Previous merge didnt handle 2 conflicts properly

---
 docs/dev/virtualenvs.rst      |  4 ----
 docs/starting/install/osx.rst | 24 ++----------------------
 2 files changed, 2 insertions(+), 26 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index d8d746c7e..927d213fa 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -8,11 +8,7 @@ projects in separate places, by creating virtual Python environments for them.
 It solves the "Project X depends on version 1.x but, Project Y needs 4.x"
 dilemma, and keeps your global site-packages directory clean and manageable.
 
-<<<<<<< HEAD
-For example, you can work on a project which requires Django 1.9 while also
-=======
 For example, you can work on a project which requires Django 1.10 while also
->>>>>>> upstream/master
 maintaining a project which requires Django 1.8.
 
 virtualenv
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index bc5e53928..fe081b3d8 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -74,9 +74,6 @@ Now, we can install Python 2.7:
 
     $ brew install python
 
-<<<<<<< HEAD
-This will take a minute or two.
-=======
 or Python 3:
 
 .. code-block:: console
@@ -84,7 +81,6 @@ or Python 3:
     $ brew install python3
 
 This will take a minute or two. 
->>>>>>> upstream/master
 
 
 Setuptools and Pip
@@ -93,23 +89,13 @@ Setuptools and Pip
 Homebrew installs Setuptools and ``pip`` for you.
 
 Setuptools enables you to download and install any compliant Python
-<<<<<<< HEAD
- -software over a network (usually the Internet) with a single command
- -(``easy_install``). It also enables you to add this network installation
- -capability to your own Python software with very little work.
-
-``pip`` is a tool for easily installing and managing Python packages, that is
-recommended over ``easy_install``. It is superior to
-``easy_install`` in `several ways
-<https://python-packaging-user-guide.readthedocs.org/en/latest/pip_easy_install/#pip-vs-easy-install>`_,
-=======
 software over a network (usually the Internet) with a single command
 (``easy_install``). It also enables you to add this network installation
 capability to your own Python software with very little work.
 
 ``pip`` is a tool for easily installing and managing Python packages,
-that is recommended over ``easy_install``. It is superior to ``easy_install`` in `several ways <https://python-packaging-user-guide.readthedocs.io/pip_easy_install/#pip-vs-easy-install>`_,
->>>>>>> upstream/master
+that is recommended over ``easy_install``. It is superior to ``easy_install``
+in `several ways <https://python-packaging-user-guide.readthedocs.io/pip_easy_install/#pip-vs-easy-install>`_,
 and is actively maintained.
 
 
@@ -122,14 +108,8 @@ in separate places, by creating virtual Python environments for them. It solves
 your global site-packages directory clean and manageable.
 
 For example, you can work on a project which requires Django 1.10 while also
-<<<<<<< HEAD
-maintaining a project which requires Django 1.7.
-=======
 maintaining a project which requires Django 1.8.
 
-To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs. 
->>>>>>> upstream/master
-
 To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs.
 
 --------------------------------

From 0d3c9a131f566f56a6256e3e507fbef3733c93c1 Mon Sep 17 00:00:00 2001
From: Adam Nelson <adam@factr.com>
Date: Mon, 14 Nov 2016 14:47:23 -0500
Subject: [PATCH 050/471] Previous merge did not handle 1 more conflict
 properly :-(

---
 docs/starting/install/osx.rst | 7 +------
 1 file changed, 1 insertion(+), 6 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index fe081b3d8..97baf03d8 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -33,7 +33,6 @@ minimal but unofficial
 package.
 
 .. note::
-<<<<<<< HEAD
     If you already have XCode installed, do not install OSX-GCC-Installer.
     In combination, the software can cause issues that are difficult to
     diagnose.
@@ -41,11 +40,7 @@ package.
 .. note::
     If you perform a fresh install of XCode, you will also need to add the
     commandline tools by running ``xcode-select --install`` on the terminal.
-=======
-    If you already have Xcode installed or plan to use Homebrew, do not install
-    OSX-GCC-Installer. In combination, the software can cause issues that are
-    difficult to diagnose.
->>>>>>> upstream/master
+
 
 While OS X comes with a large number of UNIX utilities, those familiar with
 Linux systems will notice one key component missing: a decent package manager.

From 35372867d9b7f2c7e0907e13697198776159d467 Mon Sep 17 00:00:00 2001
From: Gabriel Pitali <gabrielpituca@gmail.com>
Date: Thu, 17 Nov 2016 09:05:10 -0200
Subject: [PATCH 051/471] Update link for ez_setup.py

Update link for ez_setup.py, in python-guide/docs/starting/install/win.rst file, because the old link was broken.
---
 docs/starting/install/win.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index 131ace663..6496a3a78 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -54,7 +54,7 @@ command. It also enables you to add this network installation capability to
 your own Python software with very little work.
 
 To obtain the latest version of Setuptools for Windows, run the Python script
-available here: `ez_setup.py <https://bitbucket.org/pypa/setuptools/raw/bootstrap/ez_setup.py>`_
+available here: `ez_setup.py <https://bootstrap.pypa.io/ez_setup.py>`_
 
 
 You'll now have a new command available to you: **easy_install**. It is

From 1d6d88bbb9105756725e67eb42e421c3b724813f Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sun, 20 Nov 2016 22:50:12 -0500
Subject: [PATCH 052/471] Update sidebarlogo.html

---
 docs/_templates/sidebarlogo.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index bea79f74c..64db4c4ae 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -16,7 +16,7 @@ <h3>Get Updates</h3>
   allowtransparency="true" frameborder="0" scrolling="0" width="200" height="20"></iframe></p>
 
 <p><a href="https://twitter.com/kennethreitz" class="twitter-follow-button" data-show-count="false">Follow @kennethreitz</a> <script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+'://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js,fjs);}}(document, 'script', 'twitter-wjs');</script></p>
-
+<p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 
 <h3>O'Reilly Book</h3>

From 521bcdaafbaa5ae19a9af339a80e1e247c157b73 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sun, 20 Nov 2016 22:50:25 -0500
Subject: [PATCH 053/471] Update sidebarintro.html

---
 docs/_templates/sidebarintro.html | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 5a49dc072..28f824998 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -19,6 +19,7 @@ <h3>Stay Informed</h3>
 <p><a href="https://twitter.com/kennethreitz" class="twitter-follow-button" data-show-count="false">Follow @kennethreitz</a> <script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+'://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js,fjs);}}(document, 'script', 'twitter-wjs');</script></p>
 
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
+<p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 
 <h3>O'Reilly Book</h3>
 

From 1b2a943ad808bd2c6a4f495986172b1f8a682076 Mon Sep 17 00:00:00 2001
From: caimaoy <caimaoy@gmail.com>
Date: Tue, 22 Nov 2016 18:36:08 +0800
Subject: [PATCH 054/471] update tox docs url

---
 docs/writing/tests.rst | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index b8b7ca022..a9f2bb617 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -218,7 +218,8 @@ multiple interpreter configurations
 tox allows you to configure complicated multi-parameter test matrices via a
 simple ini-style configuration file.
 
-    `tox <http://testrun.org/tox/latest/>`_
+    `tox <https://tox.readthedocs.io/en/latest/>`_
+
 
 Unittest2
 ---------

From c769b54e76ed92cbc34ba0cd5d6558e4cdb1b607 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 26 Nov 2016 19:05:19 -0500
Subject: [PATCH 055/471] rewrite of 3 vs 2

---
 docs/starting/which-python.rst | 29 +++++++++++------------------
 1 file changed, 11 insertions(+), 18 deletions(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 26732e34e..ae7254a5b 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -13,10 +13,11 @@ one might think.
 
 The basic gist of the state of things is as follows:
 
-1. Python 2.7 has been the standard for a *long* time.
-2. Python 3 introduced major changes to the language, which many developers are unhappy with.
-3. Python 2.7 will receive necessary security updates until 2020 [#pep373_eol]_.
+1. Python 2.7 has been the standard for a *long* time, and is being officially deprecated `in 2020 <https://pythonclock.org>`_.
+2. Python 3 introduced major changes to the language, which have taken some time for the community to adjust to.
+3. As menitoned, Python 2.7 will only receive necessary security updates until 2020 [#pep373_eol]_.
 4. Python 3 is continually evolving, like Python 2 did in years past.
+5. The brand name "Python" encapsulates both Python 3 and Python 2.
 
 So, you can now see why this is not such an easy decision.
 
@@ -26,21 +27,13 @@ Recommendations
 
 I'll be blunt:
 
-
-**Use Python 3 if...**
-
-- You don't care.
-- You love Python 3.
-- You are indifferent towards 2 vs 3.
-- You don't know which one to use.
-- You embrace change.
-
-**Use Python 2 if...**
-
-- You love Python 2 and are saddened by the future being Python 3.
-- The stability requirements of your software would be improved by a language and runtime that never changes.
-- Software that you depend on requires it.
-
+- Use Python 3 for new Python applications.
+- If you're learning Python for the first time, familiarizing yourself with Python 2.7 will be very
+  useful, but not more useful than learning Python 3. Learn both. They are both "Python".
+- Software that is already built (e.g. commercial software) often depends on Python 2.7.
+- If you are writing a new open source Python library, it's best to write it for both Python 2 and 3
+  simultaneously. Supporting 3 only is a political statment and will alienate many of your users.
+  This is not a problem — slowly, over the next three years, this will become less the case.
 
 So.... 3?
 ~~~~~~~~~

From a3f777d0b4bf3683f41cc9a4679fa566b0e4903a Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 26 Nov 2016 19:08:53 -0500
Subject: [PATCH 056/471] which python

---
 docs/starting/which-python.rst | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index ae7254a5b..85978f0dd 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -38,13 +38,13 @@ I'll be blunt:
 So.... 3?
 ~~~~~~~~~
 
-If you're choosing a Python interpreter to use, and aren't opinionated, then I
+If you're choosing a Python interpreter to use, I
 recommend you use the newest Python 3.x, since every version brings new and
-improved standard library modules, security and bug fixes. Progress is progress.
+improved standard library modules, security and bug fixes.
 
-Given such, only use Python 2 if you have a strong reason to, such as a Python 2
-exclusive library which has no adequate Python 3 ready alternative, or you
-(like me) absolutely love and are inspired by Python 2.
+Given such, only use Python 2 if you have a strong reason to, such as a
+pre-existing code-base, a Python 2 exclusive library, simplicity/familiarity,
+or, of course, you absolutely love and are inspired by Python 2. No harm in that.
 
 Check out `Can I Use Python 3? <https://caniusepython3.com/>`_ to see if any
 software you're depending on will block your adoption of Python 3.

From f8451532834fbf18ddb8a145ba669ec231542a63 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 26 Nov 2016 19:14:13 -0500
Subject: [PATCH 057/471] python 3

---
 docs/starting/which-python.rst | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 85978f0dd..fc8701df0 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -13,14 +13,10 @@ one might think.
 
 The basic gist of the state of things is as follows:
 
-1. Python 2.7 has been the standard for a *long* time, and is being officially deprecated `in 2020 <https://pythonclock.org>`_.
-2. Python 3 introduced major changes to the language, which have taken some time for the community to adjust to.
-3. As menitoned, Python 2.7 will only receive necessary security updates until 2020 [#pep373_eol]_.
-4. Python 3 is continually evolving, like Python 2 did in years past.
-5. The brand name "Python" encapsulates both Python 3 and Python 2.
-
-So, you can now see why this is not such an easy decision.
-
+1. Python 2.7 has been the standard for a *long* time, and most running applications today use it.
+2. The Python community is prepared and adjusted for production deployment of Python 3 applications.
+3. Python 2.7 will only receive necessary security updates until 2020 [#pep373_eol]_, then deprecate.
+4. The brand name "Python" encapsulates both Python 3 and Python 2.
 
 Recommendations
 ~~~~~~~~~~~~~~~

From 0dc24a34e7d0e17ba49298b5fe0312a3834d39ec Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 26 Nov 2016 19:16:50 -0500
Subject: [PATCH 058/471] less aggressive

---
 docs/starting/which-python.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index fc8701df0..b8b503069 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -3,8 +3,8 @@ Picking an Interpreter
 
 .. _which-python:
 
-The State of Python (2 vs 3)
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+The State of Python (3 & 2)
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 When choosing a Python interpreter, one looming question is always present:
 "Should I choose Python 2 or Python 3"? The answer is not as obvious as

From cfce3eac7a7ec91f29a3127636de7c75a7825a6e Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 26 Nov 2016 19:19:14 -0500
Subject: [PATCH 059/471] further clarification

---
 docs/starting/which-python.rst | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index b8b503069..b8bf97cc0 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -25,11 +25,12 @@ I'll be blunt:
 
 - Use Python 3 for new Python applications.
 - If you're learning Python for the first time, familiarizing yourself with Python 2.7 will be very
-  useful, but not more useful than learning Python 3. Learn both. They are both "Python".
-- Software that is already built (e.g. commercial software) often depends on Python 2.7.
+  useful, but not more useful than learning Python 3.
+- Learn both. They are both "Python".
+- Software that is already built often depends on Python 2.7.
 - If you are writing a new open source Python library, it's best to write it for both Python 2 and 3
-  simultaneously. Supporting 3 only is a political statment and will alienate many of your users.
-  This is not a problem — slowly, over the next three years, this will become less the case.
+  simultaneously. Only supporting Python 3 for a new library you want to be widely adopted is a
+  political statment and will alienate many of your users. This is not a problem — slowly, over the next three years, this will become less the case.
 
 So.... 3?
 ~~~~~~~~~

From ed82f8d4401f510f64e80321a8b2b9a6a1671b94 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 26 Nov 2016 19:24:11 -0500
Subject: [PATCH 060/471] further clarification

---
 docs/starting/which-python.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index b8bf97cc0..709a55d13 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -13,9 +13,9 @@ one might think.
 
 The basic gist of the state of things is as follows:
 
-1. Python 2.7 has been the standard for a *long* time, and most running applications today use it.
-2. The Python community is prepared and adjusted for production deployment of Python 3 applications.
-3. Python 2.7 will only receive necessary security updates until 2020 [#pep373_eol]_, then deprecate.
+1. Most production applications today use Python 2.7 .
+2. Python 3 is ready for the production deployment of applications today.
+3. Python 2.7 will only receive necessary security updates until 2020 [#pep373_eol]_.
 4. The brand name "Python" encapsulates both Python 3 and Python 2.
 
 Recommendations

From 3058b21a88f8f47e7abe74bda064634ab0904f40 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 26 Nov 2016 19:24:58 -0500
Subject: [PATCH 061/471] subtle

---
 docs/starting/which-python.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 709a55d13..1936d0c38 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -7,7 +7,7 @@ The State of Python (3 & 2)
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 When choosing a Python interpreter, one looming question is always present:
-"Should I choose Python 2 or Python 3"? The answer is not as obvious as
+"Should I choose Python 2 or Python 3"? The answer is a bit more subtle than
 one might think.
 
 

From 249e7a9d2aa0eacd196f05a7902df19cc160a762 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 26 Nov 2016 19:28:40 -0500
Subject: [PATCH 062/471] 2.7

---
 docs/starting/which-python.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 1936d0c38..b3befa2ed 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -13,7 +13,7 @@ one might think.
 
 The basic gist of the state of things is as follows:
 
-1. Most production applications today use Python 2.7 .
+1. Most production applications today use Python 2.7.
 2. Python 3 is ready for the production deployment of applications today.
 3. Python 2.7 will only receive necessary security updates until 2020 [#pep373_eol]_.
 4. The brand name "Python" encapsulates both Python 3 and Python 2.

From 220001839df03eb89b8f66c8b0527a5ab81d22bd Mon Sep 17 00:00:00 2001
From: Will Humphreys <whumphreys@gmail.com>
Date: Tue, 29 Nov 2016 18:24:54 +0000
Subject: [PATCH 063/471] Fix missing space

---
 docs/dev/env.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index d5870274a..53d798531 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -148,7 +148,7 @@ known for IntelliJ IDEA. Both share the same code base and most of PyCharm's
 features can be brought to IntelliJ with the free
 `Python Plug-In <https://plugins.jetbrains.com/plugin/?idea&pluginId=631>`_.  There are two
 versions of PyCharm: Professional Edition (Free 30-day trial) and Community
-Edition(Apache 2.0 License) with fewer features.
+Edition (Apache 2.0 License) with fewer features.
 
 Python (on Visual Studio Code)
 -----------------------------

From 0b43cd8fce49d1c42317324d88e69332be8ace3b Mon Sep 17 00:00:00 2001
From: He Huang <he.huang.ucandoit@gmail.com>
Date: Tue, 29 Nov 2016 21:22:29 -0500
Subject: [PATCH 064/471] Fixed broken link on Magic Methods with new link and
 a brief note. The original website is down.

---
 docs/intro/learning.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 823da5bab..97623a8c5 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -209,6 +209,8 @@ in Python. Magic methods are surrounded by double underscores (i.e. __init__)
 and can make classes and objects behave in different and magical ways.
 
     `A Guide to Python's Magic Methods <http://www.rafekettler.com/magicmethods.html>`_
+Note: The Rafekettler.com is currently down, you can go to their Github version directly. Here you can find a PDF version:
+    `A Guide to Python's Magic Methods (repo on GitHub) <https://github.com/RafeKettler/magicmethods>`_
 
 
 For Engineers and Scientists

From 9c33ab68ab94a98012b0666a9ce8a69a10bf8e4f Mon Sep 17 00:00:00 2001
From: He Huang <he.huang.ucandoit@gmail.com>
Date: Tue, 29 Nov 2016 21:27:15 -0500
Subject: [PATCH 065/471] Change the link to Magic Methods from its GitHub repo
 to its pdf file directly.

---
 docs/intro/learning.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 97623a8c5..f99dd56a0 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -210,7 +210,7 @@ and can make classes and objects behave in different and magical ways.
 
     `A Guide to Python's Magic Methods <http://www.rafekettler.com/magicmethods.html>`_
 Note: The Rafekettler.com is currently down, you can go to their Github version directly. Here you can find a PDF version:
-    `A Guide to Python's Magic Methods (repo on GitHub) <https://github.com/RafeKettler/magicmethods>`_
+    `A Guide to Python's Magic Methods (repo on GitHub) <https://github.com/RafeKettler/magicmethods/blob/master/magicmethods.pdf>`_
 
 
 For Engineers and Scientists

From 48ee67897b44e40143c9c4bca653a01a89dd0bff Mon Sep 17 00:00:00 2001
From: He Huang <he.huang.ucandoit@gmail.com>
Date: Tue, 29 Nov 2016 23:04:15 -0500
Subject: [PATCH 066/471] Format note according to the Style Guide

---
 docs/intro/learning.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index f99dd56a0..a5e264661 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -209,7 +209,7 @@ in Python. Magic methods are surrounded by double underscores (i.e. __init__)
 and can make classes and objects behave in different and magical ways.
 
     `A Guide to Python's Magic Methods <http://www.rafekettler.com/magicmethods.html>`_
-Note: The Rafekettler.com is currently down, you can go to their Github version directly. Here you can find a PDF version:
+.. note:: The Rafekettler.com is currently down, you can go to their Github version directly. Here you can find a PDF version:
     `A Guide to Python's Magic Methods (repo on GitHub) <https://github.com/RafeKettler/magicmethods/blob/master/magicmethods.pdf>`_
 
 

From e41404737716e74018355a7290750985ea8b5caf Mon Sep 17 00:00:00 2001
From: Nathan Goldbaum <ngoldbau@illinois.edu>
Date: Sun, 4 Dec 2016 13:38:35 -0600
Subject: [PATCH 067/471] typo fix in virtualenv development instructions

---
 docs/dev/pip-virtualenv.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/dev/pip-virtualenv.rst b/docs/dev/pip-virtualenv.rst
index 51927e689..07f93c679 100644
--- a/docs/dev/pip-virtualenv.rst
+++ b/docs/dev/pip-virtualenv.rst
@@ -18,8 +18,8 @@ environment of the project. Over time this can result in a messy global package
 list.
 
 In order to make sure that you install packages to your active virtual
-environment when you use ``pip install``, consider adding the following two
-lines to your :file:`~/.bashrc` file:
+environment when you use ``pip install``, consider adding the following
+line to your :file:`~/.bashrc` file:
 
 .. code-block:: console
 

From 61ad4a642fcf79ff1ce74dd57707fad5f462d38a Mon Sep 17 00:00:00 2001
From: Gabbarnama <gabbarnama@users.noreply.github.com>
Date: Tue, 6 Dec 2016 19:43:59 +0530
Subject: [PATCH 068/471] Update structure.rst

Removed hyperlink from setup.py
---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index a156fba7f..0775311c4 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -200,7 +200,7 @@ it. You can do this a few ways:
    package properly.
 
 I highly recommend the latter. Requiring a developer to run
-`setup.py <http://setup.py>`__ develop to test an actively changing
+``setup.py develop`` to test an actively changing
 codebase also requires them to have an isolated environment setup for
 each instance of the codebase.
 

From 63841bdc50763663b80db585a168ea9bd5f287d1 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <kreitz@Kenneths-MacBook-Air.local>
Date: Wed, 7 Dec 2016 11:32:47 -0800
Subject: [PATCH 069/471] sierra

---
 docs/starting/install/osx.rst  | 4 ++--
 docs/starting/install3/osx.rst | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 97baf03d8..67c7aafea 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -6,7 +6,7 @@ Installing Python on Mac OS X
 .. note::
     Check out our :ref:`guide for installing Python 3 on OS X<install3-osx>`.
 
-The latest version of Mac OS X, El Capitan, **comes with Python 2.7 out of the box**.
+The latest version of Mac OS X, Sierra, **comes with Python 2.7 out of the box**.
 
 You do not need to install or configure anything else to use Python. Having said
 that, I would strongly recommend that you install the tools and libraries
@@ -75,7 +75,7 @@ or Python 3:
 
     $ brew install python3
 
-This will take a minute or two. 
+This will take a minute or two.
 
 
 Setuptools and Pip
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index d5a33291c..456c6d1ec 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -3,7 +3,7 @@
 Installing Python 3 on Mac OS X
 ================================
 
-The latest version of Mac OS X, El Capitan, **comes with Python 2.7 out of the box**.
+The latest version of Mac OS X, Sierra, **comes with Python 2.7 out of the box**.
 
 You do not need to install or configure anything else to use Python 2. These
 instructions document the installation of Python 3.

From 96ddd776e0b626968ef7577d76f4231af2a920c3 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <kreitz@Kenneths-MacBook-Air.local>
Date: Wed, 7 Dec 2016 11:34:28 -0800
Subject: [PATCH 070/471] improvements

---
 docs/dev/virtualenvs.rst       | 2 +-
 docs/starting/install/osx.rst  | 2 +-
 docs/starting/install3/osx.rst | 6 +++---
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 927d213fa..c85b8e844 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -44,7 +44,7 @@ This creates a copy of Python in whichever directory you ran the command in,
 placing it in a folder named :file:`venv`.
 
 You can also use the Python interpreter of your choice (like
-:file:`/usr/bin/python2.7`).
+``python2.7``).
 
 .. code-block:: console
 
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 67c7aafea..6312215a5 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -78,7 +78,7 @@ or Python 3:
 This will take a minute or two.
 
 
-Setuptools and Pip
+Setuptools & Pip
 ----------------
 
 Homebrew installs Setuptools and ``pip`` for you.
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 456c6d1ec..33af41f37 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -64,15 +64,15 @@ This will take a minute or two.
 
 
 Pip
-----------------
+---
 
 Homebrew installs ``pip3`` for you.
 
 ``pip3`` is the alias for the Python 3 version of ``pip`` on systems with both
 the Homebrew'd Python 2 and 3 installed.
 
-Working with Python3
---------------------
+Working with Python 3
+---------------------
 
 At this point, you have the system Python 2.7 available, potentially the
 :ref:`Homebrew version of Python 2 <install-osx>` installed, and the Homebrew

From 54ff4fcd59af05ed93e12ccaa2814fc6aec37244 Mon Sep 17 00:00:00 2001
From: David Fischer <djfische@gmail.com>
Date: Sun, 11 Dec 2016 20:35:43 -0800
Subject: [PATCH 071/471] Click is stable - not upcoming

---
 docs/scenarios/cli.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index ab357c2fd..617de28c0 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -30,7 +30,7 @@ column printer, iterator based progress bars and implicit argument handling.
 Click
 -----
 
-`click <http://click.pocoo.org/>`_ is an upcoming Python package for creating
+`click <http://click.pocoo.org/>`_ is a Python package for creating
 command-line interfaces in a composable way with as little code as
 possible. This “Command-line Interface Creation Kit” is highly
 configurable but comes with good defaults out of the box.

From 5350bc4d949ecdb050ec8b2681da716b10b59892 Mon Sep 17 00:00:00 2001
From: Bruno Alla <bruno.alla@founders4schools.org.uk>
Date: Mon, 12 Dec 2016 13:24:13 +0000
Subject: [PATCH 072/471] Update section about Gondor
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Gondor has changed name, it’s now called
[Eldarion](http://eldarion.cloud). I haven’t used it myself, but I
thought I would update the page.
---
 docs/scenarios/web.rst | 17 +++++------------
 1 file changed, 5 insertions(+), 12 deletions(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 9e07a59f5..ecbbbc4b5 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -221,19 +221,12 @@ how to set up your first application.
 
 Heroku is the recommended PaaS for deploying Python web applications today.
 
-Gondor
-------
-
-`Gondor <https://gondor.io/>`_ is a PaaS specialized for deploying Django
-and Pinax applications. Gondor recommends Django version 1.6 and supports any
-WSGI application on Python version 2.7. Gondor can automatically configure your
-Django site if you use :file:`local_settings.py` for site-specific configuration
-information.
-
-Gondor has a guide on deploying `Django projects <https://gondor.io/support/django/setup/>`_.
+Eldarion
+--------
 
-Gondor is run by a small company and focuses on helping businesses find success with
-Python and Django.
+`Eldarion <http://eldarion.cloud/>`_ (formely known as Gondor) is a PaaS powered
+by Kubernetes, CoreOS, and Docker. They support any WSGI application and have a
+guide on deploying `Django projects <https://eldarion-gondor.github.io/docs/how-to/setup-deploy-first-django-project/>`_.
 
 Templating
 ::::::::::

From 9c4af31253c9ead770cf179d36d887a34f158c7b Mon Sep 17 00:00:00 2001
From: Nick Klauer <klauern@users.noreply.github.com>
Date: Fri, 16 Dec 2016 13:27:48 -0600
Subject: [PATCH 073/471] Update psutil project page to not use Google Code

Since Google Code is defunct, the new homepage for `psutil` is on GitHub.  I've updated the link, nothing more.
---
 docs/scenarios/admin.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index 8e738d9c0..a438ab40c 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -131,7 +131,7 @@ State files can be written using YAML, the Jinja2 template system or pure Python
 Psutil
 ------
 
-`Psutil <https://code.google.com/p/psutil/>`_ is an interface to different
+`Psutil <https://github.com/giampaolo/psutil/>`_ is an interface to different
 system information (e.g. CPU, memory, disks, network, users and processes).
 
 Here is an example to be aware of some server overload. If any of the

From 2d4d8b4dfc7e6d420d29436a2df8801876e6b34c Mon Sep 17 00:00:00 2001
From: Derek Argueta <darguetap@gmail.com>
Date: Sat, 17 Dec 2016 15:59:21 -0700
Subject: [PATCH 074/471] Typo fix

---
 docs/starting/which-python.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index b3befa2ed..2d2868e29 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -30,7 +30,7 @@ I'll be blunt:
 - Software that is already built often depends on Python 2.7.
 - If you are writing a new open source Python library, it's best to write it for both Python 2 and 3
   simultaneously. Only supporting Python 3 for a new library you want to be widely adopted is a
-  political statment and will alienate many of your users. This is not a problem — slowly, over the next three years, this will become less the case.
+  political statement and will alienate many of your users. This is not a problem — slowly, over the next three years, this will become less the case.
 
 So.... 3?
 ~~~~~~~~~

From 8ef764dc3e21e111696f9dab0afa27c4d3fe3a49 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 4 Jan 2017 20:49:44 -0500
Subject: [PATCH 075/471] new japanese translation!

---
 docs/_templates/sidebarintro.html | 2 +-
 docs/_templates/sidebarlogo.html  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 28f824998..52c9757a4 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -63,6 +63,6 @@ <h3>Translations</h3>
   <li><a href="http://docs.python-guide.org/en/latest/">English</a></li>
   <li><a href="https://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
-  <li><a href="https://python-guide-ja.readthedocs.io/en/latest/">Japanese</a></li>
+  <li><a href="http://python-guideja.readthedocs.io/ja/latest/">Japanese</a></li>
   <li><a href="https://python-guide-kr.readthedocs.io/ko/latest/">Korean</a></li>
 </ul>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 64db4c4ae..78f7d7054 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -44,6 +44,6 @@ <h3>Translations</h3>
   <li><a href="http://docs.python-guide.org/en/latest/">English</a></li>
   <li><a href="https://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
-  <li><a href="https://python-guide-ja.readthedocs.io/en/latest/">Japanese</a></li>
+  <li><a href="http://python-guideja.readthedocs.io/ja/latest/">Japanese</a></li>
   <li><a href="https://python-guide-kr.readthedocs.io/ko/latest/">Korean</a></li>
 </ul>

From cde1e4feed9e59184b3a6458ff806523d995cca2 Mon Sep 17 00:00:00 2001
From: Abhik Pal <theabhikpal@gmail.com>
Date: Mon, 23 Jan 2017 14:13:07 +0530
Subject: [PATCH 076/471] broken link fix

---
 docs/scenarios/scrape.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index 889a93082..90e5252e4 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -49,7 +49,7 @@ will focus on the former.
 
 XPath is a way of locating information in structured documents such as
 HTML or XML documents. A good introduction to XPath is on
-`W3Schools <http://www.w3schools.com/xsl/xpath_intro.asp>`_ .
+`W3Schools <http://www.w3schools.com/xml/xpath_intro.asp>`_ .
 
 There are also various tools for obtaining the XPath of elements such as
 FireBug for Firefox or the Chrome Inspector. If you're using Chrome, you

From 9826b1b82d30336bb8e42208e7e344ae5b169e49 Mon Sep 17 00:00:00 2001
From: Harsh Vardhan <vharsh@users.noreply.github.com>
Date: Mon, 23 Jan 2017 17:16:09 +0530
Subject: [PATCH 077/471] Update W3Schools link to the XPath Tutorial.

---
 docs/scenarios/scrape.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index 889a93082..90e5252e4 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -49,7 +49,7 @@ will focus on the former.
 
 XPath is a way of locating information in structured documents such as
 HTML or XML documents. A good introduction to XPath is on
-`W3Schools <http://www.w3schools.com/xsl/xpath_intro.asp>`_ .
+`W3Schools <http://www.w3schools.com/xml/xpath_intro.asp>`_ .
 
 There are also various tools for obtaining the XPath of elements such as
 FireBug for Firefox or the Chrome Inspector. If you're using Chrome, you

From 5af55049645e61d50de20105fd2f9b2c74fe217a Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 2 Feb 2017 22:22:23 -0500
Subject: [PATCH 078/471] upgraded sidebar

---
 docs/_templates/sidebarintro.html | 3 ++-
 docs/_templates/sidebarlogo.html  | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 52c9757a4..ab0edb3eb 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -33,12 +33,13 @@ <h3>Other Projects</h3>
 
 <p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>
 <ul>
+    <li><a href="http://pipenv.org/">pipenv</a></li>
     <li><a href="http://pep8.org/">pep8.org</a></li>
     <li><a href="http://python-requests.org/">Requests: HTTP for Humans</a></li>
+    <li><a href="https://github.com/kennethreitz/maya">Maya: Datetimes for Humans</a></li>
     <li><a href="https://github.com/kennethreitz/records">Records: SQL for Humans</a></li>
     <li><a href="http://www.git-legit.org/">Legit: Git for Humans</a></li>
     <li><a href="http://docs.python-tablib.org/en/latest/">Tablib: Tabular Datasets</a></li>
-    <li><a href="http://markdownplease.com/">Markdown, Please!</a></li>
 </ul>
 
 <h3>Contributors</h3>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 78f7d7054..e6e3ddc82 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -31,12 +31,13 @@ <h3>Other Projects</h3>
 
 <p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>
 <ul>
+    <li><a href="http://pipenv.org/">pipenv</a></li>
     <li><a href="http://pep8.org/">pep8.org</a></li>
     <li><a href="http://python-requests.org/">Requests: HTTP for Humans</a></li>
+    <li><a href="https://github.com/kennethreitz/maya">Maya: Datetimes for Humans</a></li>
     <li><a href="https://github.com/kennethreitz/records">Records: SQL for Humans</a></li>
     <li><a href="http://www.git-legit.org/">Legit: Git for Humans</a></li>
     <li><a href="http://docs.python-tablib.org/en/latest/">Tablib: Tabular Datasets</a></li>
-    <li><a href="http://markdownplease.com/">Markdown, Please!</a></li>
 </ul>
 
 <h3>Translations</h3>

From 0b1f1d944229f910ce56a1d46fa6721a0ceaac33 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 4 Feb 2017 15:22:40 -0600
Subject: [PATCH 079/471] Update web.rst

---
 docs/scenarios/web.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index ecbbbc4b5..2bbe36509 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -1,6 +1,6 @@
-================
-Web Applications
-================
+=============================
+Web Applications & Frameworks
+=============================
 
 As a powerful scripting language adapted to both fast prototyping
 and bigger projects, Python is widely used in web application

From 50a60121ad3da0bee92fbd824bea5dd6853a5eff Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sun, 12 Feb 2017 02:18:02 -0500
Subject: [PATCH 080/471] edmsynths.com

---
 docs/_templates/sidebarintro.html | 1 +
 docs/_templates/sidebarlogo.html  | 1 +
 2 files changed, 2 insertions(+)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index ab0edb3eb..869b3bcf6 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -33,6 +33,7 @@ <h3>Other Projects</h3>
 
 <p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>
 <ul>
+    <li><a href="http://edmsynths.com/">edmsynths.com</a></li>
     <li><a href="http://pipenv.org/">pipenv</a></li>
     <li><a href="http://pep8.org/">pep8.org</a></li>
     <li><a href="http://python-requests.org/">Requests: HTTP for Humans</a></li>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index e6e3ddc82..9ff209013 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -31,6 +31,7 @@ <h3>Other Projects</h3>
 
 <p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>
 <ul>
+    <li><a href="http://edmsynths.com/">edmsynths.com</a></li>
     <li><a href="http://pipenv.org/">pipenv</a></li>
     <li><a href="http://pep8.org/">pep8.org</a></li>
     <li><a href="http://python-requests.org/">Requests: HTTP for Humans</a></li>

From 46b5e63b0a3fb42b2f6d444604be768a7e45c84c Mon Sep 17 00:00:00 2001
From: Dan Shorstein <dshorstein@gmail.com>
Date: Sat, 18 Feb 2017 11:03:26 -0500
Subject: [PATCH 081/471] add example to mutable/immutable types

added the map example, with explanation
---
 docs/writing/structure.rst | 17 +++++++++++++++--
 1 file changed, 15 insertions(+), 2 deletions(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index a156fba7f..ebe13d4ab 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -785,7 +785,12 @@ its parts, it is much more efficient to accumulate the parts in a list,
 which is mutable, and then glue ('join') the parts together when the
 full string is needed. One thing to notice, however, is that list
 comprehensions are better and faster than constructing a list in a loop
-with calls to ``append()``.
+with calls to ``append()``. 
+
+One other option is using the map function, which can 'map' a function
+('str') to an iterable ('range(20)'). This results in a map object,
+which you can then ('join') together just like the other examples.
+The map function can be even faster than a list comprehension in some cases.
 
 **Bad**
 
@@ -807,13 +812,21 @@ with calls to ``append()``.
       nums.append(str(n))
     print "".join(nums)  # much more efficient
 
-**Best**
+**Better**
 
 .. code-block:: python
 
     # create a concatenated string from 0 to 19 (e.g. "012..1819")
     nums = [str(n) for n in range(20)]
     print "".join(nums)
+    
+**Best**
+
+.. code-block:: python
+
+    # create a concatenated string from 0 to 19 (e.g. "012..1819")
+    nums = map(str, range(20))
+    print "".join(nums) 
 
 One final thing to mention about strings is that using ``join()`` is not always
 best. In the instances where you are creating a new string from a pre-determined

From f20a2f63c46a6d57c1fe00c51eae6dc12704270e Mon Sep 17 00:00:00 2001
From: Luis Rueda <userlerueda@users.noreply.github.com>
Date: Thu, 23 Feb 2017 13:48:52 -0500
Subject: [PATCH 082/471] Update logging.rst

Update to include changes proposed in issue #794
---
 docs/writing/logging.rst | 11 +----------
 1 file changed, 1 insertion(+), 10 deletions(-)

diff --git a/docs/writing/logging.rst b/docs/writing/logging.rst
index 9b41abadf..ad2bda1bc 100644
--- a/docs/writing/logging.rst
+++ b/docs/writing/logging.rst
@@ -55,17 +55,8 @@ this in your ``__init__.py``
 
 .. code-block:: python
 
-    # Set default logging handler to avoid "No handler found" warnings.
     import logging
-    try:  # Python 2.7+
-        from logging import NullHandler
-    except ImportError:
-        class NullHandler(logging.Handler):
-            def emit(self, record):
-                pass
-
-    logging.getLogger(__name__).addHandler(NullHandler())
-
+    logging.getLogger(__name__).addHandler(logging.NullHandler())
 
 
 Logging in an Application

From ff3879cf6f914869f845655cd242b4ed638e3bc2 Mon Sep 17 00:00:00 2001
From: Luis Rueda <userlerueda@users.noreply.github.com>
Date: Thu, 23 Feb 2017 14:03:50 -0500
Subject: [PATCH 083/471] Update virtualenvs.rst

Renames the virtual environment name from venv to my_project so that the reader is clear that they should not name their environment venv which could lead to confusion later (venv appearing on the left of the prompt)
---
 docs/dev/virtualenvs.rst | 24 ++++++++++++------------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index c85b8e844..77773f6ae 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -32,23 +32,23 @@ Basic Usage
 .. code-block:: console
 
    $ cd my_project_folder
-   $ virtualenv venv
+   $ virtualenv my_project
 
-``virtualenv venv`` will create a folder in the current directory which will
+``virtualenv my_project`` will create a folder in the current directory which will
 contain the Python executable files, and a copy of the ``pip`` library which you
 can use to install other packages. The name of the virtual environment (in this
-case, it was ``venv``) can be anything; omitting the name will place the files
+case, it was ``my_project``) can be anything; omitting the name will place the files
 in the current directory instead.
 
 This creates a copy of Python in whichever directory you ran the command in,
-placing it in a folder named :file:`venv`.
+placing it in a folder named :file:`my_project`.
 
 You can also use the Python interpreter of your choice (like
 ``python2.7``).
 
 .. code-block:: console
 
-   $ virtualenv -p /usr/bin/python2.7 venv
+   $ virtualenv -p /usr/bin/python2.7 my_project
 
 or change the interpreter globally with an env variable in ``~/.bashrc``:
 
@@ -60,12 +60,12 @@ or change the interpreter globally with an env variable in ``~/.bashrc``:
 
 .. code-block:: console
 
-   $ source venv/bin/activate
+   $ source my_project/bin/activate
 
 The name of the current virtual environment will now appear on the left of
-the prompt (e.g. ``(venv)Your-Computer:your_project UserName$)`` to let you know
+the prompt (e.g. ``(my_project)Your-Computer:your_project UserName$)`` to let you know
 that it's active. From now on, any package that you install using pip will be
-placed in the ``venv`` folder, isolated from the global Python installation.
+placed in the ``my_project`` folder, isolated from the global Python installation.
 
 Install packages as usual, for example:
 
@@ -84,7 +84,7 @@ This puts you back to the system's default Python interpreter with all its
 installed libraries.
 
 To delete a virtual environment, just delete its folder. (In this case,
-it would be ``rm -rf venv``.)
+it would be ``rm -rf my_project``.)
 
 After a while, though, you might end up with a lot of virtual environments
 littered across your system, and its possible you'll forget their names or
@@ -158,15 +158,15 @@ Basic Usage
 
 .. code-block:: console
 
-   $ mkvirtualenv venv
+   $ mkvirtualenv my_project
 
-This creates the :file:`venv` folder inside :file:`~/Envs`.
+This creates the :file:`my_project` folder inside :file:`~/Envs`.
 
 2. Work on a virtual environment:
 
 .. code-block:: console
 
-   $ workon venv
+   $ workon my_project
 
 Alternatively, you can make a project, which creates the virtual environment,
 and also a project directory inside ``$PROJECT_HOME``, which is ``cd`` -ed into

From d1f24121eff4ea20dd31619261cba91bef7356f0 Mon Sep 17 00:00:00 2001
From: Simon Chiang <simon.a.chiang@gmail.com>
Date: Fri, 24 Feb 2017 08:21:52 -0700
Subject: [PATCH 084/471] Indentation typo

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 3d7413eaa..5d09fe39b 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -633,7 +633,7 @@ with the class approach:
 
     class CustomOpen(object):
         def __init__(self, filename):
-          self.file = open(filename)
+            self.file = open(filename)
 
         def __enter__(self):
             return self.file

From f3bf91aceceb0392bc0b0ad57df65bffd89c1bd6 Mon Sep 17 00:00:00 2001
From: tv3141 <tv3141@users.noreply.github.com>
Date: Tue, 28 Feb 2017 11:33:48 +0000
Subject: [PATCH 085/471] tests: use __file__ for package import

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 3d7413eaa..b06e15a73 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -211,7 +211,7 @@ file:
 
     import os
     import sys
-    sys.path.insert(0, os.path.abspath('..'))
+    sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
 
     import sample
 

From 04587705fa365252539cb33edb64bd67d014171e Mon Sep 17 00:00:00 2001
From: Marijn van der Zee <marijn@serraict.com>
Date: Sat, 11 Mar 2017 11:28:36 +0100
Subject: [PATCH 086/471] Fix undeline warnings

https://travis-ci.org/kennethreitz/python-guide/builds/204641280
---
 docs/dev/env.rst    | 2 +-
 docs/intro/news.rst | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index 53d798531..59500ff8f 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -151,7 +151,7 @@ versions of PyCharm: Professional Edition (Free 30-day trial) and Community
 Edition (Apache 2.0 License) with fewer features.
 
 Python (on Visual Studio Code)
------------------------------
+------------------------------
 
 `Python for Visual Studio <https://marketplace.visualstudio.com/items?itemName=donjayamanne.python>`_ is an extension for the `Visual Studio Code IDE <https://code.visualstudio.com>`_.
 This is a free, light weight, open source IDE, with support for Mac, Windows, and Linux.
diff --git a/docs/intro/news.rst b/docs/intro/news.rst
index 54f8ff70f..074821fa4 100644
--- a/docs/intro/news.rst
+++ b/docs/intro/news.rst
@@ -49,7 +49,7 @@ delivered in your inbox.  Keep Your Python Programming Skills Updated.
     `Import Python Weekly Newsletter <http://www.importpython.com/newsletter/>`_
 
 Awesome Python Newsletter
-~~~~~~~~~~~~~~~~~~~~
+~~~~~~~~~~~~~~~~~~~~~~~~~
 
 A weekly overview of the most popular Python news, articles and packages.
 

From 157a3ff8114701babe2be7f233f91dfe6577b48f Mon Sep 17 00:00:00 2001
From: Marijn van der Zee <marijn@serraict.com>
Date: Sat, 11 Mar 2017 14:12:19 +0100
Subject: [PATCH 087/471] Fix block quote

---
 docs/intro/learning.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index a5e264661..a9eb4e0b5 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -209,8 +209,10 @@ in Python. Magic methods are surrounded by double underscores (i.e. __init__)
 and can make classes and objects behave in different and magical ways.
 
     `A Guide to Python's Magic Methods <http://www.rafekettler.com/magicmethods.html>`_
+
 .. note:: The Rafekettler.com is currently down, you can go to their Github version directly. Here you can find a PDF version:
     `A Guide to Python's Magic Methods (repo on GitHub) <https://github.com/RafeKettler/magicmethods/blob/master/magicmethods.pdf>`_
+    
 
 
 For Engineers and Scientists

From d55db9791dc1a176a0276f7c2113399678a05bf9 Mon Sep 17 00:00:00 2001
From: Marijn van der Zee <marijn@serraict.com>
Date: Sat, 11 Mar 2017 14:21:48 +0100
Subject: [PATCH 088/471] Add reference to Lock

---
 docs/scenarios/speed.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index 2c775b880..01223809c 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -448,3 +448,4 @@ Multiprocessing
 .. _`threading`: https://docs.python.org/3/library/threading.html
 .. _`stackoverflow post`: http://stackoverflow.com/questions/26688424/python-threads-are-printing-at-the-same-time-messing-up-the-text-output
 .. _`data race`: https://en.wikipedia.org/wiki/Race_condition
+.. _`Lock`: https://docs.python.org/3/library/threading.html#lock-objects

From 85762b82822436a787c8f5dbf9a04f0b48883987 Mon Sep 17 00:00:00 2001
From: Marijn van der Zee <marijn@serraict.com>
Date: Sat, 11 Mar 2017 14:29:39 +0100
Subject: [PATCH 089/471] We do not want to have it show up in any toc

We dot his by marking this page as orphan
---
 docs/starting/install3/osx.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 33af41f37..de0d4b396 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -1,3 +1,5 @@
+:orphan: This article should not be added to a toctree for now
+
 .. _install3-osx:
 
 Installing Python 3 on Mac OS X

From 0cb55a887b6cfd0ea502d326cdc4f2d8d63549c8 Mon Sep 17 00:00:00 2001
From: Marijn van der Zee <marijn@serraict.com>
Date: Sat, 11 Mar 2017 14:48:20 +0100
Subject: [PATCH 090/471] This is not a highlightable cpp code block

---
 docs/scenarios/clibs.rst | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/docs/scenarios/clibs.rst b/docs/scenarios/clibs.rst
index 82e041fe3..fc859eb04 100644
--- a/docs/scenarios/clibs.rst
+++ b/docs/scenarios/clibs.rst
@@ -96,26 +96,27 @@ Example: Overloading __repr__
         std::string getName();
     };
 
+
 :file:`myclass.i`
 
-.. code-block:: c++
+.. code-block::
     :linenos:
 
     %include "string.i"
-
+    
     %module myclass
     %{
     #include <string>
     #include "MyClass.h"
     %}
-
+    
     %extend MyClass {
         std::string __repr__()
         {
             return $self->getName();
         }
     }
-
+    
     %include "MyClass.h"
 
 

From 3b63e28f4c9872ee0cfd416bbb114c4aecf059b7 Mon Sep 17 00:00:00 2001
From: Marijn van der Zee <marijn@serraict.com>
Date: Sat, 11 Mar 2017 14:53:16 +0100
Subject: [PATCH 091/471] Use Mako highlighting instead of html

---
 docs/scenarios/web.rst | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 2bbe36509..6008ddd09 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -10,6 +10,7 @@ Context
 :::::::
 
 
+
 WSGI
 ----
 
@@ -457,7 +458,7 @@ frameworks.
 
 An example template in Mako looks like:
 
-.. code-block:: html
+.. code-block:: mako
 
     <%inherit file="base.html"/>
     <%

From 873b21fe0b648015c8d5fe080f19ca4e0f7e4f3a Mon Sep 17 00:00:00 2001
From: Marijn van der Zee <marijn@serraict.com>
Date: Sat, 11 Mar 2017 15:02:08 +0100
Subject: [PATCH 092/471] Properly set code-block

---
 docs/scenarios/clibs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/clibs.rst b/docs/scenarios/clibs.rst
index fc859eb04..2066489cd 100644
--- a/docs/scenarios/clibs.rst
+++ b/docs/scenarios/clibs.rst
@@ -99,7 +99,7 @@ Example: Overloading __repr__
 
 :file:`myclass.i`
 
-.. code-block::
+.. code-block:: idl
     :linenos:
 
     %include "string.i"

From 2f9028969c5232a8e2738ee5080246e2cc901f6d Mon Sep 17 00:00:00 2001
From: Marijn van der Zee <marijn@serraict.com>
Date: Sat, 11 Mar 2017 15:18:48 +0100
Subject: [PATCH 093/471] Remove wrong usage of :option:
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

From http://www.sphinx-doc.org/en/stable/domains.html#directive-option:

  > The directive will create cross-reference targets for the given options,
  > referencable by option (in the example case, you’d use something like
  > :option:`dest_dir`, :option:`-m`, or :option:`--module`).

I don't think we're intending here to create cross references,
we simply want to render it nicely.

So just use code formatting instead.

This gets rid of the last build warnings.
---
 docs/dev/env.rst            | 2 +-
 docs/dev/virtualenvs.rst    | 2 +-
 docs/shipping/freezing.rst  | 2 +-
 docs/shipping/packaging.rst | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index 59500ff8f..3330fb667 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -38,7 +38,7 @@ over the syntax file included in Vim 6.1.
 These plugins supply you with a basic environment for developing in Python.
 To get the most out of Vim, you should continually check your code for syntax
 errors and PEP8 compliance. Luckily PEP8_ and Pyflakes_ will do this for you.
-If your Vim is compiled with :option:`+python` you can also utilize some very
+If your Vim is compiled with ``+python`` you can also utilize some very
 handy plugins to do these checks from within the editor.
 
 For PEP8 checking and pyflakes, you can install vim-flake8_. Now you can map the
diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 77773f6ae..99b21db2d 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -93,7 +93,7 @@ where they were placed.
 Other Notes
 ~~~~~~~~~~~
 
-Running ``virtualenv`` with the option :option:`--no-site-packages` will not
+Running ``virtualenv`` with the option ``--no-site-packages`` will not
 include the packages that are installed globally. This can be useful
 for keeping the package list clean in case it needs to be accessed later.
 [This is the default behavior for ``virtualenv`` 1.7 and later.]
diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index 4e2de50e8..b75d0c169 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -60,7 +60,7 @@ py2app      no      no    yes  yes      MIT     no            yes            yes
 .. note::
     All solutions need MS Visual C++ dll to be installed on target machine, except py2app.
     Only Pyinstaller makes self-executable exe that bundles the dll when
-    passing :option:`--onefile` to :file:`Configure.py`.
+    passing ``--onefile`` to :file:`Configure.py`.
 
 Windows
 -------
diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index c67957529..8100ee343 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -101,7 +101,7 @@ pypiserver
 `Pypiserver <https://pypi.python.org/pypi/pypiserver>`_ is a minimal PyPI
 compatible server.  It can be used to serve a set of packages to easy_install
 or pip.  It includes helpful features like an administrative command
-(:option:`-U`) which will update all its packages to their latest versions
+(``-U``) which will update all its packages to their latest versions
 found on PyPI.
 
 

From aa152492e281efe9cf0c35c95f55f540068d8215 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Thomas=20G=C3=BCttler?=
 <guettliml.github@thomas-guettler.de>
Date: Tue, 14 Mar 2017 14:44:21 +0100
Subject: [PATCH 094/471] Link to **Python** docs of travis.

I think this make more sense, since all of these options are explained there.
---
 docs/scenarios/ci.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/ci.rst b/docs/scenarios/ci.rst
index 16e0ea0df..b3327b141 100644
--- a/docs/scenarios/ci.rst
+++ b/docs/scenarios/ci.rst
@@ -77,7 +77,7 @@ this example content::
 This will get your project tested on all the listed Python versions by
 running the given script, and will only build the master branch. There are a
 lot more options you can enable, like notifications, before and after steps
-and much more. The `travis-ci docs <http://about.travis-ci.org/docs/>`_
+and much more. The `travis-ci docs <https://docs.travis-ci.com/user/languages/python/>`_
 explain all of these options, and are very thorough.
 
 In order to activate testing for your project, go to `the travis-ci site <https://travis-ci.org/>`_

From 1fd684ad518b1229f2df035007026d006baed4b2 Mon Sep 17 00:00:00 2001
From: Victor Caldas <vcaldas@users.noreply.github.com>
Date: Sun, 19 Mar 2017 12:47:03 +0100
Subject: [PATCH 095/471] Add Pt_BR - Fixes #788

pt_BR translation ongoing,
---
 docs/_templates/sidebarlogo.html | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index bea79f74c..ef931a432 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -46,4 +46,5 @@ <h3>Translations</h3>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
   <li><a href="https://python-guide-ja.readthedocs.io/en/latest/">Japanese</a></li>
   <li><a href="https://python-guide-kr.readthedocs.io/ko/latest/">Korean</a></li>
+  <li><a href="http://python-guide-pt-br.readthedocs.io/pt_BR/latest/">Brazilian Portuguese</a></li>
 </ul>

From 8376cfaa18379d8d5967456379cd079b45ab7dc9 Mon Sep 17 00:00:00 2001
From: Victor Caldas <vcaldas@users.noreply.github.com>
Date: Sun, 19 Mar 2017 12:47:28 +0100
Subject: [PATCH 096/471] Update sidebarintro.html

---
 docs/_templates/sidebarintro.html | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 5a49dc072..6ab0c1471 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -64,4 +64,5 @@ <h3>Translations</h3>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
   <li><a href="https://python-guide-ja.readthedocs.io/en/latest/">Japanese</a></li>
   <li><a href="https://python-guide-kr.readthedocs.io/ko/latest/">Korean</a></li>
+  <li><a href="http://python-guide-pt-br.readthedocs.io/pt_BR/latest/">Brazilian Portuguese</a></li>
 </ul>

From d6789d22f1942bfba823d865b50928a1c8a63e45 Mon Sep 17 00:00:00 2001
From: Abhishek Kumar Singh <toanant@users.noreply.github.com>
Date: Mon, 10 Apr 2017 20:53:19 +0530
Subject: [PATCH 097/471] Check virtualenv installation, close #657

---
 docs/dev/virtualenvs.rst | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 99b21db2d..71307da50 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -23,6 +23,12 @@ Install virtualenv via pip:
 .. code-block:: console
 
   $ pip install virtualenv
+ 
+Test your installation
+
+.. code-block:: console
+
+   $ virtualenv --version
 
 Basic Usage
 ~~~~~~~~~~~

From d3d2fcc496984ce16363b6b9fc181628a16197a9 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 13 Apr 2017 10:43:52 -0400
Subject: [PATCH 098/471] python 3 guides

---
 docs/starting/install3/linux.rst | 66 +++++++++++++++++++++++++
 docs/starting/install3/win.rst   | 84 ++++++++++++++++++++++++++++++++
 2 files changed, 150 insertions(+)
 create mode 100644 docs/starting/install3/linux.rst
 create mode 100644 docs/starting/install3/win.rst

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
new file mode 100644
index 000000000..9e33ff3c4
--- /dev/null
+++ b/docs/starting/install3/linux.rst
@@ -0,0 +1,66 @@
+.. _install3-linux:
+
+Installing Python 3 on Linux
+============================
+
+This document describes how to install Python 3.6 on Ubuntu Linux machines.
+
+To see which version of Python 3 you have installed, open a command prompt and run
+
+.. code-block:: console
+
+    $ python3 --version
+
+If you are using Ubuntu 16.10 or newer, then you can easily install Python 3.6 with the following commands::
+
+    $ sudo apt-get update
+    $ sudo apt-get install python3.6
+
+If you're using another version of Ubuntu (e.g. the latest LTS release), we recommend using the `deadsnakes PPA <https://launchpad.net/~fkrull/+archive/ubuntu/deadsnakes>`_ to install Python 3.6::
+
+    $ sudo add-apt-repository ppa:fkrull/deadsnakes
+    $ sudo apt-get update
+    $ sudo apt-get install python3.6
+
+
+Setuptools & Pip
+----------------
+
+The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
+
+Once installed, you can download, install and uninstall any compliant Python software
+product with a single command. It also enables you to add this network installation
+capability to your own Python software with very little work.
+
+Python 2.7.9 and later (on the python2 series), and Python 3.4 and later include
+pip by default.
+
+To see if pip is installed, open a command prompt and run
+
+.. code-block:: console
+
+    $ command -v pip
+
+To install pip, `follow the official pip installation guide <https://pip.pypa.io/en/latest/installing/>`_ - this will automatically install the latest version of setuptools.
+
+Virtual Environments
+--------------------
+
+A Virtual Environment is a tool to keep the dependencies required by different projects
+in separate places, by creating virtual Python environments for them. It solves the
+"Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps
+your global site-packages directory clean and manageable.
+
+For example, you can work on a project which requires Django 1.10 while also
+maintaining a project which requires Django 1.8.
+
+To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs.
+
+You can also use :ref:`virtualenvwrapper <virtualenvwrapper-ref>` to make it easier to
+manage your virtual environments.
+
+--------------------------------
+
+This page is a remixed version of `another guide <http://www.stuartellis.eu/articles/python-development-windows/>`_,
+which is available under the same license.
+
diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
new file mode 100644
index 000000000..d1d00a985
--- /dev/null
+++ b/docs/starting/install3/win.rst
@@ -0,0 +1,84 @@
+.. _install3-windows:
+
+Installing Python 3 on Windows
+============================
+
+First, download the `latest version <https://www.python.org/ftp/python/3.6.0/python-3.6.0.exe>`_
+of Python 3.6 from the official website. If you want to be sure you are installing a fully
+up-to-date version, click the Downloads > Windows link from the home page of the
+`Python.org web site <http://python.org>`_ .
+
+By design, Python installs to a directory with the version number embedded,
+e.g. Python version 3.6 will install at :file:`C:\\Python36\\`, so that you can
+have multiple versions of Python on the
+same system without conflicts. Of course, only one interpreter can be the
+default application for Python file types. It also does not automatically
+modify the :envvar:`PATH` environment variable, so that you always have control over
+which copy of Python is run.
+
+Typing the full path name for a Python interpreter each time quickly gets
+tedious, so add the directories for your default Python version to the :envvar:`PATH`.
+Assuming that your Python installation is in :file:`C:\\Python36\\`, add this to your
+:envvar:`PATH`:
+
+.. code-block:: console
+
+    C:\Python36\;C:\Python36\Scripts\
+
+You can do this easily by running the following in ``powershell``:
+
+.. code-block:: console
+
+    [Environment]::SetEnvironmentVariable("Path", "$env:Path;C:\Python27\;C:\Python27\Scripts\", "User")
+
+This is also an option during the installation process.
+
+The second (:file:`Scripts`) directory receives command files when certain
+packages are installed, so it is a very useful addition.
+You do not need to install or configure anything else to use Python. Having
+said that, I would strongly recommend that you install the tools and libraries
+described in the next section before you start building Python applications for
+real-world use. In particular, you should always install Setuptools, as it
+makes it much easier for you to use other third-party Python libraries.
+
+Setuptools + Pip
+----------------
+
+The most crucial third-party Python software of all is Setuptools, which
+extends the packaging and installation facilities provided by the distutils in
+the standard library. Once you add Setuptools to your Python system you can
+download and install any compliant Python software product with a single
+command. It also enables you to add this network installation capability to
+your own Python software with very little work.
+
+To obtain the latest version of Setuptools for Windows, run the Python script
+available here: `ez_setup.py <https://bootstrap.pypa.io/ez_setup.py>`_
+
+
+You'll now have a new command available to you: **easy_install**. It is
+considered by many to be deprecated, so we will install its replacement:
+**pip**. Pip allows for uninstallation of packages, and is actively maintained,
+unlike easy_install.
+
+To install pip, run the Python script available here:
+`get-pip.py <https://raw.github.com/pypa/pip/master/contrib/get-pip.py>`_
+
+
+Virtual Environments
+--------------------
+
+A Virtual Environment is a tool to keep the dependencies required by different projects
+in separate places, by creating virtual Python environments for them. It solves the
+"Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps
+your global site-packages directory clean and manageable.
+
+For example, you can work on a project which requires Django 1.10 while also
+maintaining a project which requires Django 1.8.
+
+To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs.
+
+
+--------------------------------
+
+This page is a remixed version of `another guide <http://www.stuartellis.eu/articles/python-development-windows/>`_,
+which is available under the same license.

From 0c97ce5a31f8110910232a68997ee33b5bf92924 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 13 Apr 2017 10:43:58 -0400
Subject: [PATCH 099/471] update python 2 guides

---
 docs/starting/install/linux.rst | 20 ++++++++++----------
 docs/starting/install/osx.rst   |  4 ++--
 docs/starting/install/win.rst   | 18 ++++++++++--------
 3 files changed, 22 insertions(+), 20 deletions(-)

diff --git a/docs/starting/install/linux.rst b/docs/starting/install/linux.rst
index aa56ec07d..c9b779b3d 100644
--- a/docs/starting/install/linux.rst
+++ b/docs/starting/install/linux.rst
@@ -1,9 +1,9 @@
 .. _install-linux:
 
-Installing Python on Linux
-==========================
+Installing Python 2 on Linux
+============================
 
-The latest versions of CentOS, Fedora, Redhat Enterprise (RHEL) and Ubuntu 
+The latest versions of CentOS, Fedora, Redhat Enterprise (RHEL) and Ubuntu
 **come with Python 2.7 out of the box**.
 
 To see which version of Python you have installed, open a command prompt and run
@@ -32,11 +32,11 @@ Setuptools & Pip
 
 The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
 
-Once installed, you can download, install and uninstall any compliant Python software 
-product with a single command. It also enables you to add this network installation 
+Once installed, you can download, install and uninstall any compliant Python software
+product with a single command. It also enables you to add this network installation
 capability to your own Python software with very little work.
 
-Python 2.7.9 and later (on the python2 series), and Python 3.4 and later include 
+Python 2.7.9 and later (on the python2 series), and Python 3.4 and later include
 pip by default.
 
 To see if pip is installed, open a command prompt and run
@@ -50,15 +50,15 @@ To install pip, `follow the official pip installation guide <https://pip.pypa.io
 Virtual Environments
 --------------------
 
-A Virtual Environment is a tool to keep the dependencies required by different projects 
-in separate places, by creating virtual Python environments for them. It solves the 
-"Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps 
+A Virtual Environment is a tool to keep the dependencies required by different projects
+in separate places, by creating virtual Python environments for them. It solves the
+"Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps
 your global site-packages directory clean and manageable.
 
 For example, you can work on a project which requires Django 1.10 while also
 maintaining a project which requires Django 1.8.
 
-To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs. 
+To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs.
 
 You can also use :ref:`virtualenvwrapper <virtualenvwrapper-ref>` to make it easier to
 manage your virtual environments.
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 6312215a5..f0851d380 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -1,7 +1,7 @@
 .. _install-osx:
 
-Installing Python on Mac OS X
-=============================
+Installing Python 2 on Mac OS X
+===============================
 
 .. note::
     Check out our :ref:`guide for installing Python 3 on OS X<install3-osx>`.
diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index 6496a3a78..bbcae9ccb 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -1,10 +1,10 @@
 .. _install-windows:
 
-Installing Python on Windows
-============================
+Installing Python 2 on Windows
+==============================
 
-First, download the `latest version <https://www.python.org/ftp/python/2.7.12/python-2.7.12.msi>`_
-of Python 2.7 from the official Website. If you want to be sure you are installing a fully
+First, download the `latest version <https://www.python.org/ftp/python/2.7.13/python-2.7.13.msi>`_
+of Python 2.7 from the official website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the
 `Python.org web site <http://python.org>`_ .
 
@@ -35,6 +35,8 @@ You can do this easily by running the following in ``powershell``:
 
     [Environment]::SetEnvironmentVariable("Path", "$env:Path;C:\Python27\;C:\Python27\Scripts\", "User")
 
+This is also an option during the installation process.
+
 The second (:file:`Scripts`) directory receives command files when certain
 packages are installed, so it is a very useful addition.
 You do not need to install or configure anything else to use Python. Having
@@ -69,15 +71,15 @@ To install pip, run the Python script available here:
 Virtual Environments
 --------------------
 
-A Virtual Environment is a tool to keep the dependencies required by different projects 
-in separate places, by creating virtual Python environments for them. It solves the 
-"Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps 
+A Virtual Environment is a tool to keep the dependencies required by different projects
+in separate places, by creating virtual Python environments for them. It solves the
+"Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps
 your global site-packages directory clean and manageable.
 
 For example, you can work on a project which requires Django 1.10 while also
 maintaining a project which requires Django 1.8.
 
-To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs. 
+To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs.
 
 
 --------------------------------

From ef35770716f6a32afb0ddaa3bd8c074c1bfe769e Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 13 Apr 2017 10:46:45 -0400
Subject: [PATCH 100/471] update installation

---
 docs/starting/installation.rst | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index 55114b21d..83d4ad1bd 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -16,7 +16,12 @@ Installation Guides
 These guides go over the proper installation of :ref:`Python <which-python>`
 for development purposes, as well as setuptools, pip and virtualenv.
 
-- :ref:`Python 3 on MacOS <install3-osx>`.
+- :ref:`Python 3 on MacOS <install3-osx>`
+- :ref:`Python 3 on Windows <install3-windows>`.
+- :ref:`Python 3 on Linux <install3-liux>`.
+
+--------------------------------
+
 - :ref:`Python 2 on MacOS <install-osx>`.
 - :ref:`Python 2 on Microsoft Windows <install-windows>`.
 - :ref:`Python 2 on Ubuntu Linux <install-linux>`.

From fd8cce0708f933c4c0dbfdfebd8d1211b11aa517 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 13 Apr 2017 10:49:47 -0400
Subject: [PATCH 101/471] fix contents

---
 docs/contents.rst.inc          | 3 +++
 docs/starting/installation.rst | 2 +-
 2 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index 22cbdc940..b5673cc92 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -14,6 +14,9 @@ New to Python? Let's properly setup up your Python environment.
     :maxdepth: 1
 
     starting/installation
+    starting/install3/osx
+    starting/install3/win
+    starting/install3/linux
     starting/install/osx
     starting/install/win
     starting/install/linux
diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index 83d4ad1bd..1fe651956 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -18,7 +18,7 @@ for development purposes, as well as setuptools, pip and virtualenv.
 
 - :ref:`Python 3 on MacOS <install3-osx>`
 - :ref:`Python 3 on Windows <install3-windows>`.
-- :ref:`Python 3 on Linux <install3-liux>`.
+- :ref:`Python 3 on Linux <install3-linux>`.
 
 --------------------------------
 

From 7096c951326ae691fe3f7bd88596570dcff40ca5 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 13 Apr 2017 10:51:59 -0400
Subject: [PATCH 102/471] syntax

---
 docs/starting/installation.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index 1fe651956..36bf6898d 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -16,7 +16,7 @@ Installation Guides
 These guides go over the proper installation of :ref:`Python <which-python>`
 for development purposes, as well as setuptools, pip and virtualenv.
 
-- :ref:`Python 3 on MacOS <install3-osx>`
+- :ref:`Python 3 on MacOS <install3-osx>`.
 - :ref:`Python 3 on Windows <install3-windows>`.
 - :ref:`Python 3 on Linux <install3-linux>`.
 

From 9164a1b1e91084cf8873fd07da12fbd39e4ca29d Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 13 Apr 2017 10:53:18 -0400
Subject: [PATCH 103/471] working with python 3

---
 docs/starting/install3/linux.rst | 18 ++++++++++++++++++
 docs/starting/install3/osx.rst   |  2 +-
 docs/starting/install3/win.rst   | 18 ++++++++++++++++++
 3 files changed, 37 insertions(+), 1 deletion(-)

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index 9e33ff3c4..eee5620ad 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -22,6 +22,23 @@ If you're using another version of Ubuntu (e.g. the latest LTS release), we reco
     $ sudo apt-get update
     $ sudo apt-get install python3.6
 
+Working with Python 3
+---------------------
+
+At this point, you have the system Python 2.7 available, potentially the
+:ref:`Homebrew version of Python 2 <install-osx>` installed, and the Homebrew
+version of Python 3 as well.
+
+.. code-block:: console
+
+    $ python
+
+will launch the Python 2 interpreter.
+
+.. code-block:: console
+
+    $ python3
+
 
 Setuptools & Pip
 ----------------
@@ -59,6 +76,7 @@ To start using this and see more information: :ref:`Virtual Environments <virtua
 You can also use :ref:`virtualenvwrapper <virtualenvwrapper-ref>` to make it easier to
 manage your virtual environments.
 
+
 --------------------------------
 
 This page is a remixed version of `another guide <http://www.stuartellis.eu/articles/python-development-windows/>`_,
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index de0d4b396..8a8282277 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -90,7 +90,7 @@ will launch the Python 2 interpreter.
 
     $ python3
 
-will launch the Python 3 interpreter
+will launch the Python 3 interpreter.
 
 ``pip3`` and ``pip`` will both be available.  If the Homebrew version of Python
 2 is not installed, they will be the same.  If the Homebrew version of Python 2
diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index d1d00a985..c940b9beb 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -41,6 +41,24 @@ described in the next section before you start building Python applications for
 real-world use. In particular, you should always install Setuptools, as it
 makes it much easier for you to use other third-party Python libraries.
 
+Working with Python 3
+---------------------
+
+At this point, you have the system Python 2.7 available, potentially the
+:ref:`Homebrew version of Python 2 <install-osx>` installed, and the Homebrew
+version of Python 3 as well.
+
+.. code-block:: console
+
+    $ python
+
+will launch the Python 2 interpreter.
+
+.. code-block:: console
+
+    $ python3
+
+
 Setuptools + Pip
 ----------------
 

From a8ed45d5c402bdef16e8f6cb309b0a7b001d97a8 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 13 Apr 2017 10:58:14 -0400
Subject: [PATCH 104/471] fixes

---
 docs/starting/install3/linux.rst | 7 +++----
 docs/starting/install3/win.rst   | 8 ++++----
 2 files changed, 7 insertions(+), 8 deletions(-)

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index eee5620ad..f9171bcfc 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -25,20 +25,19 @@ If you're using another version of Ubuntu (e.g. the latest LTS release), we reco
 Working with Python 3
 ---------------------
 
-At this point, you have the system Python 2.7 available, potentially the
-:ref:`Homebrew version of Python 2 <install-osx>` installed, and the Homebrew
-version of Python 3 as well.
+At this point, you may have system Python 2.7 available as well.
 
 .. code-block:: console
 
     $ python
 
-will launch the Python 2 interpreter.
+This will launch the Python 2 interpreter.
 
 .. code-block:: console
 
     $ python3
 
+This will launch the Python 3 interpreter.
 
 Setuptools & Pip
 ----------------
diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index c940b9beb..4a7aadd6f 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -44,20 +44,20 @@ makes it much easier for you to use other third-party Python libraries.
 Working with Python 3
 ---------------------
 
-At this point, you have the system Python 2.7 available, potentially the
-:ref:`Homebrew version of Python 2 <install-osx>` installed, and the Homebrew
-version of Python 3 as well.
+At this point, you may also have Python 2.7 installed.
 
 .. code-block:: console
 
     $ python
 
-will launch the Python 2 interpreter.
+This will launch the Python 2 interpreter.
 
 .. code-block:: console
 
     $ python3
 
+This will launch the Python 3 interpreter.
+
 
 Setuptools + Pip
 ----------------

From 83d1fd49d521f2b2c7b1f79050c9f98eee52e96c Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 13 Apr 2017 11:00:51 -0400
Subject: [PATCH 105/471] fixes

---
 docs/starting/install/osx.rst  | 2 +-
 docs/starting/install3/osx.rst | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index f0851d380..24eb27437 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -14,7 +14,7 @@ described in the next section before you start building Python applications for
 real-world use. In particular, you should always install Setuptools, as it makes
 it much easier for you to install and manage other third-party Python libraries.
 
-The version of Python that ships with OS X is great for learning but it's not
+The version of Python that ships with OS X is great for learning, but it's not
 good for development. The version shipped with OS X may be out of date from the
 `official current Python release <https://www.python.org/downloads/mac-osx/>`_,
 which is considered the stable production version.
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 8a8282277..8844f2e1f 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -10,7 +10,7 @@ The latest version of Mac OS X, Sierra, **comes with Python 2.7 out of the box**
 You do not need to install or configure anything else to use Python 2. These
 instructions document the installation of Python 3.
 
-The version of Python that ships with OS X is great for learning but it's not
+The version of Python that ships with OS X is great for learning, but it's not
 good for development. The version shipped with OS X may be out of date from the
 `official current Python release <https://www.python.org/downloads/mac-osx/>`_,
 which is considered the stable production version.

From d3e97f2ec1ae42bd4bae48b11ad32e21a071cb9d Mon Sep 17 00:00:00 2001
From: Dmytro Brykovets <dmytrobrykovets@gmail.com>
Date: Sat, 15 Apr 2017 12:34:19 +0300
Subject: [PATCH 106/471] Remove junk in Jinja code block

The "<!" before template extension statement is unnecessary and also breaks code highlighting.
---
 docs/scenarios/web.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 6008ddd09..248155fd3 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -366,7 +366,7 @@ into the corresponding block in the :file:`base.html` page.
 
 .. code-block:: html
 
-    <!{% extends "base.html" %}
+    {% extends "base.html" %}
     {% block content %}
         <p class="important">
         <div id="content">

From 6e0c78df7b2693c8937bafe58c8b856c1e2bdc39 Mon Sep 17 00:00:00 2001
From: monchitos <monchitos@web.netzwerk.mx>
Date: Tue, 18 Apr 2017 10:02:15 -0500
Subject: [PATCH 107/471] Adding a reminder for preventing a misuse of the
 example in "common gotchas/mutable default arguments"

---
 docs/writing/gotchas.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index f8e2e2377..fcf143943 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -76,6 +76,7 @@ signal that no argument was provided (:py:data:`None` is often a good choice).
         to.append(element)
         return to
 
+Do not forget, you are passing a *list* object as the second argument.
 
 When the Gotcha Isn't a Gotcha
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

From a3055ae6b6ad6cfcdf92573513a54195922a4579 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 27 Apr 2017 17:42:17 -0400
Subject: [PATCH 108/471] sponsor

---
 docs/_templates/sidebarintro.html | 5 +++++
 docs/_templates/sidebarlogo.html  | 7 +++++++
 2 files changed, 12 insertions(+)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 81272b5ec..08ebba00c 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -21,6 +21,11 @@ <h3>Stay Informed</h3>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 
+<h3>Sponsor</h3>
+<a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
+<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
+</a>
+
 <h3>O'Reilly Book</h3>
 
 <p>This guide is now available in tangible book form!</p>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 45f447a0a..688c9f91e 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -19,6 +19,11 @@ <h3>Get Updates</h3>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 
+<h3>Sponsor</h3>
+<a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
+<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
+</a>
+
 <h3>O'Reilly Book</h3>
 
 <p>This guide is now available in tangible book form!</p>
@@ -27,6 +32,8 @@ <h3>O'Reilly Book</h3>
 
 <p>All proceeds are being directly donated to the <a href="https://djangogirls.org/">DjangoGirls</a> organization.</p>
 
+
+
 <h3>Other Projects</h3>
 
 <p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>

From a094400701a49685797cbe2d0f4af245ba7c93e8 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 27 Apr 2017 17:46:12 -0400
Subject: [PATCH 109/471] tweaks

---
 docs/_templates/sidebarintro.html | 2 +-
 docs/_templates/sidebarlogo.html  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 08ebba00c..036d0cb63 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -23,7 +23,7 @@ <h3>Stay Informed</h3>
 
 <h3>Sponsor</h3>
 <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
-<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
+<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
 </a>
 
 <h3>O'Reilly Book</h3>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 688c9f91e..9e91c1c3a 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -21,7 +21,7 @@ <h3>Get Updates</h3>
 
 <h3>Sponsor</h3>
 <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
-<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
+<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
 </a>
 
 <h3>O'Reilly Book</h3>

From 7f118fc3d042dd6fd2e6569f61477c285ba3f0f7 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 27 Apr 2017 17:51:06 -0400
Subject: [PATCH 110/471] changes

---
 docs/_templates/sidebarintro.html | 6 ++++--
 docs/_templates/sidebarlogo.html  | 5 +++--
 2 files changed, 7 insertions(+), 4 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 036d0cb63..7927c6953 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -21,11 +21,13 @@ <h3>Stay Informed</h3>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 
-<h3>Sponsor</h3>
+
 <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
-<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
+<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
 </a>
 
+<hr>
+
 <h3>O'Reilly Book</h3>
 
 <p>This guide is now available in tangible book form!</p>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 9e91c1c3a..73c6c2dc2 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -19,11 +19,12 @@ <h3>Get Updates</h3>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 
-<h3>Sponsor</h3>
 <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
-<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
+<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
 </a>
 
+<hr>
+
 <h3>O'Reilly Book</h3>
 
 <p>This guide is now available in tangible book form!</p>

From 39d7cbfebb1a859b876bf9aa1a9adb6218347a20 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 27 Apr 2017 17:53:14 -0400
Subject: [PATCH 111/471] ad placement

---
 docs/_static/ad.png               | Bin 0 -> 40171 bytes
 docs/_templates/sidebarintro.html |   2 +-
 docs/_templates/sidebarlogo.html  |   2 +-
 3 files changed, 2 insertions(+), 2 deletions(-)
 create mode 100644 docs/_static/ad.png

diff --git a/docs/_static/ad.png b/docs/_static/ad.png
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literal 0
HcmV?d00001

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 7927c6953..d15f74599 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -23,7 +23,7 @@ <h3>Stay Informed</h3>
 
 
 <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
-<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
+<img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
 </a>
 
 <hr>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 73c6c2dc2..6bc860c5d 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -20,7 +20,7 @@ <h3>Get Updates</h3>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 
 <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
-<img src="http://media.kennethreitz.com.s3.amazonaws.com/ad.png" alt="">
+<img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
 </a>
 
 <hr>

From 40ac0adc14ab265f907c2bf8a930370ab59f6f0f Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 1 May 2017 10:30:55 -0400
Subject: [PATCH 112/471] wsl-guide

---
 docs/_templates/sidebarintro.html | 1 +
 docs/_templates/sidebarlogo.html  | 1 +
 2 files changed, 2 insertions(+)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index d15f74599..c00f996c6 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -40,6 +40,7 @@ <h3>Other Projects</h3>
 
 <p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>
 <ul>
+    <li><a href="http://wsl-guide.org/">wsl-guide.org</a></li>
     <li><a href="http://edmsynths.com/">edmsynths.com</a></li>
     <li><a href="http://pipenv.org/">pipenv</a></li>
     <li><a href="http://pep8.org/">pep8.org</a></li>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 6bc860c5d..c4b0ef71d 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -39,6 +39,7 @@ <h3>Other Projects</h3>
 
 <p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>
 <ul>
+    <li><a href="http://wsl-guide.org/">wsl-guide.org</a></li>
     <li><a href="http://edmsynths.com/">edmsynths.com</a></li>
     <li><a href="http://pipenv.org/">pipenv</a></li>
     <li><a href="http://pep8.org/">pep8.org</a></li>

From d88edd0e78008e536a9cb5ba991f95d8ac1abf5f Mon Sep 17 00:00:00 2001
From: Gabriel <gabrieldes@users.noreply.github.com>
Date: Mon, 8 May 2017 15:20:09 -0400
Subject: [PATCH 113/471] test adding link

---
 docs/intro/learning.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index a9eb4e0b5..988ce0215 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -39,6 +39,8 @@ If you want a more traditional book, *Python For You and Me* is an excellent
 resource for learning all aspects of the language.
 
     `Python for You and Me <https://pymbook.readthedocs.io/>`_
+    `Learn Python Interactively with DataCamp! <https://datacamp.com/>`_
+
 
 Online Python Tutor
 ~~~~~~~~~~~~~~~~~~~

From 62956e9c8babc0a06d631b164d6af96cfc554826 Mon Sep 17 00:00:00 2001
From: sbstn mssr <r3ticuli@users.noreply.github.com>
Date: Mon, 8 May 2017 16:36:27 -0400
Subject: [PATCH 114/471] pytest url fix

pytest site url was brokenly pointing to https://docs.pytest.org/latest/.
---
 docs/writing/tests.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index a9f2bb617..31b132c2e 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -185,7 +185,7 @@ and then running the `py.test` command
 is far less work than would be required for the equivalent functionality with
 the unittest module!
 
-    `py.test <http://pytest.org/latest/>`_
+    `py.test <https://docs.pytest.org/en/latest/>`_
 
 
 Nose

From 18d34438af90c9765c5e9936e01a48011db2205c Mon Sep 17 00:00:00 2001
From: Gabriel <gabrieldes@users.noreply.github.com>
Date: Fri, 12 May 2017 15:55:41 -0400
Subject: [PATCH 115/471] Update learning.rst

added datacamp link
---
 docs/intro/learning.rst | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 988ce0215..a8cca80ca 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -23,6 +23,14 @@ At last it finishes off with  tutorial "How to access MySQL db using python"
 
    `Python for beginners <http://thepythonguru.com/>`_
 
+Learn Python for Data Science Interactively
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+If you prefer an online interactive environment to learn Python for Data Science, `this free python tutorial by DataCamp <https://www.datacamp.com/courses/intro-to-python-for-data-science>`_ is a great way to get started. If you're already somewhat advanced and interested in machine learning, check out this `course on Supervised Learning with scikit-learn <https://www.datacamp.com/courses/supervised-learning-with-scikit-learn?tap_a=5644-dce66f&tap_s=116411-750171>`_, by one the core developers of scikit-learn\
+
+
+
+
 Learn Python Interactive Tutorial
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 

From f412d3a2834b127b4600a2958e097ddcc3f9adda Mon Sep 17 00:00:00 2001
From: Gabriel <gabrieldes@users.noreply.github.com>
Date: Fri, 12 May 2017 15:58:19 -0400
Subject: [PATCH 116/471] Update learning.rst

---
 docs/intro/learning.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index a8cca80ca..3c0295417 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -26,10 +26,10 @@ At last it finishes off with  tutorial "How to access MySQL db using python"
 Learn Python for Data Science Interactively
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-If you prefer an online interactive environment to learn Python for Data Science, `this free python tutorial by DataCamp <https://www.datacamp.com/courses/intro-to-python-for-data-science>`_ is a great way to get started. If you're already somewhat advanced and interested in machine learning, check out this `course on Supervised Learning with scikit-learn <https://www.datacamp.com/courses/supervised-learning-with-scikit-learn?tap_a=5644-dce66f&tap_s=116411-750171>`_, by one the core developers of scikit-learn\
-
+If you prefer an online interactive environment to learn Python for Data Science, `this free python tutorial by DataCamp <https://www.datacamp.com/courses/intro-to-python-for-data-science?tap_a=5644-dce66f&tap_s=116411-750171>`_ is a great way to get started. If you're already somewhat advanced and interested in machine learning, check out this `course on Supervised Learning with scikit-learn <https://www.datacamp.com/courses/supervised-learning-with-scikit-learn?tap_a=5644-dce66f&tap_s=116411-750171>`_, by one the core developers of scikit-learn.
 
 
+`Python for data science <http://datacamp.com/?tap_a=5644-dce66f&tap_s=116411-750171>`_
 
 Learn Python Interactive Tutorial
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

From 6776bc749978859c576649048efa85f7817aeb84 Mon Sep 17 00:00:00 2001
From: Gabriel <gabrieldes@users.noreply.github.com>
Date: Fri, 12 May 2017 16:07:12 -0400
Subject: [PATCH 117/471] Update scrape.rst

Second link
---
 docs/scenarios/scrape.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index 90e5252e4..a7440f83d 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -103,3 +103,5 @@ using Python or we can save it to a file and share it with the world.
 Some more cool ideas to think about are modifying this script to iterate
 through the rest of the pages of this example dataset, or rewriting this
 application to use threads for improved speed.
+
+If you want to learn how to import data using python - this `DataCamp course on Importing Data <https://www.datacamp.com/courses/importing-data-in-r-part-1?tap_a=5644-dce66f&tap_s=116411-750171>`_ is a great place to start.

From d2708a6b3dce703bc401f2d4df09b320fc8a198d Mon Sep 17 00:00:00 2001
From: Barmaley13 <kbelyayev@gmail.com>
Date: Mon, 15 May 2017 16:23:15 -0600
Subject: [PATCH 118/471] Adding most basic bbfreeze code

---
 docs/shipping/freezing.rst | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index b75d0c169..ff95f4156 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -70,7 +70,13 @@ bbFreeze
 
 Prerequisite is to install :ref:`Python, Setuptools and pywin32 dependency on Windows <install-windows>`.
 
-.. todo:: Write steps for most basic .exe
+.. code-block:: python
+
+    from bbfreeze import Freezer
+    
+    freezer = Freezer('script')
+    freezer.addScript('foobar.py')
+    freezer()
 
 py2exe
 ~~~~~~

From fcd3b1324d7fcfed9121ac24a6617a4a88f14e8f Mon Sep 17 00:00:00 2001
From: Barmaley13 <kbelyayev@gmail.com>
Date: Mon, 15 May 2017 17:19:03 -0600
Subject: [PATCH 119/471] Adding some documentation

---
 docs/shipping/freezing.rst | 37 +++++++++++++++++++++++++++++++++++--
 1 file changed, 35 insertions(+), 2 deletions(-)

diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index ff95f4156..cb01c9eea 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -70,13 +70,46 @@ bbFreeze
 
 Prerequisite is to install :ref:`Python, Setuptools and pywin32 dependency on Windows <install-windows>`.
 
+1. Install :code:`bbfreeze`:
+
+.. code-block:: console
+    
+    $ pip install bbfreeze
+    
+2. Write most basic :file:`bb_setup.py`
+
 .. code-block:: python
 
     from bbfreeze import Freezer
     
-    freezer = Freezer('script')
-    freezer.addScript('foobar.py')
+    freezer = Freezer(distdir='dist')
+    freezer.addScript('foobar.py', gui_only=True)
     freezer()
+    
+.. note::
+    
+    This will work for the most basic one file scripts. For more advanced freezing you will have to provide
+    include and exclude paths like so
+    
+    .. code-block:: python
+    
+        freezer = Freezer(distdir='dist', includes=['my_code'], excludes=['docs'])
+
+3. (Optionally) include icon
+
+.. code-block:: python
+    
+    freezer.setIcon('my_awesome_icon.ico')
+    
+4. Provide the Microsoft Visual C runtime DLL for the freezer. It might be possible to append your :code:`sys.path`
+with Microsoft Visual Studio path but I find it easier to drop :file:`msvcp90.dll` in the same folder where your script
+resides.
+
+5. Freeze!
+
+.. code-block:: console
+    
+    $ python bb_setup.py
 
 py2exe
 ~~~~~~

From 3f8f2fd7395ce82f2989442705f6e205c0c0e57f Mon Sep 17 00:00:00 2001
From: Daniel Andersson <dandersson@users.noreply.github.com>
Date: Thu, 25 May 2017 19:40:08 +0200
Subject: [PATCH 120/471] `pep8` is nowadays called `pycodestyle`

See <https://github.com/PyCQA/pycodestyle/issues/466>. Pointing towards
the `pep8` tool risks leading users to outdated versions of the tool
(the last `pep8` version is 1.7.0 from January 2016; the currently
latest `pycodestyle` version is 2.3.0).
---
 docs/dev/env.rst       | 16 ++++++++--------
 docs/writing/style.rst | 14 +++++++-------
 2 files changed, 15 insertions(+), 15 deletions(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index 3330fb667..f03da3c0f 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -35,11 +35,11 @@ source files.
 There is also a handy syntax plugin called syntax_ featuring some improvements
 over the syntax file included in Vim 6.1.
 
-These plugins supply you with a basic environment for developing in Python.
-To get the most out of Vim, you should continually check your code for syntax
-errors and PEP8 compliance. Luckily PEP8_ and Pyflakes_ will do this for you.
-If your Vim is compiled with ``+python`` you can also utilize some very
-handy plugins to do these checks from within the editor.
+These plugins supply you with a basic environment for developing in Python. To
+get the most out of Vim, you should continually check your code for syntax
+errors and PEP8 compliance. Luckily pycodestyle_ and Pyflakes_ will do this
+for you. If your Vim is compiled with ``+python`` you can also utilize some
+very handy plugins to do these checks from within the editor.
 
 For PEP8 checking and pyflakes, you can install vim-flake8_. Now you can map the
 function ``Flake8`` to any hotkey or action you want in Vim. The plugin will
@@ -68,12 +68,12 @@ Python-mode
 Python-mode_ is a complex solution for working with Python code in Vim.
 It has:
 
-- Asynchronous Python code checking (``pylint``, ``pyflakes``, ``pep8``, ``mccabe``) in any combination
+- Asynchronous Python code checking (``pylint``, ``pyflakes``, ``pycodestyle``, ``mccabe``) in any combination
 - Code refactoring and autocompletion with Rope
 - Fast Python folding
 - Virtualenv support
 - Search through Python documentation and run Python code
-- Auto PEP8_ error fixes
+- Auto pycodestyle_ error fixes
 
 And more.
 
@@ -86,7 +86,7 @@ using ``<Tab>`` key or any other customized keys.
 .. _indent: http://www.vim.org/scripts/script.php?script_id=974
 .. _syntax: http://www.vim.org/scripts/script.php?script_id=790
 .. _Pyflakes: http://pypi.python.org/pypi/pyflakes/
-.. _PEP8: http://pypi.python.org/pypi/pep8/
+.. _pycodestyle: https://pypi.python.org/pypi/pycodestyle/
 .. _syntastic: https://github.com/scrooloose/syntastic
 .. _Python-mode: https://github.com/klen/python-mode
 .. _SuperTab: http://www.vim.org/scripts/script.php?script_id=1643
diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 7454e9465..d198dc749 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -459,23 +459,23 @@ best to adhere to the guidelines laid out within this document. Some project
 may sway from it from time to time, while others may
 `amend its recommendations <http://docs.python-requests.org/en/master/dev/contributing/#kenneth-reitz-s-code-style>`_.
 
-That being said, conforming your Python code to PEP 8 is generally a good
-idea and helps make code more consistent when working on projects with other
-developers. There is a command-line program, `pep8 <https://github.com/jcrocholl/pep8>`_,
-that can check your code for conformance. Install it by running the following
-command in your terminal:
+That being said, conforming your Python code to PEP 8 is generally a good idea
+and helps make code more consistent when working on projects with other
+developers. There is a command-line program, `pycodestyle <https://github.com/PyCQA/pycodestyle>`_
+(previously known as ``pep8``), that can check your code for conformance.
+Install it by running the following command in your terminal:
 
 
 .. code-block:: console
 
-    $ pip install pep8
+    $ pip install pycodestyle
 
 
 Then run it on a file or series of files to get a report of any violations.
 
 .. code-block:: console
 
-    $ pep8 optparse.py
+    $ pycodestyle optparse.py
     optparse.py:69:11: E401 multiple imports on one line
     optparse.py:77:1: E302 expected 2 blank lines, found 1
     optparse.py:88:5: E301 expected 1 blank line, found 0

From 85ff17b169d598b2615856440f9ccdb6bb0de709 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 5 Jun 2017 12:58:27 -0400
Subject: [PATCH 121/471] Create CODE_OF_CONDUCT.md

---
 CODE_OF_CONDUCT.md | 3 +++
 1 file changed, 3 insertions(+)
 create mode 100644 CODE_OF_CONDUCT.md

diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
new file mode 100644
index 000000000..9b170d2fb
--- /dev/null
+++ b/CODE_OF_CONDUCT.md
@@ -0,0 +1,3 @@
+Be cordial or be on your way.
+
+https://www.kennethreitz.org/essays/be-cordial-or-be-on-your-way

From ceffbd832b50ebe796296fe43d9216f1fa20674e Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Fri, 9 Jun 2017 11:14:38 -0400
Subject: [PATCH 122/471] no ad, for now

---
 docs/_templates/sidebarintro.html | 4 ++--
 docs/_templates/sidebarlogo.html  | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index c00f996c6..334a77e59 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -22,9 +22,9 @@ <h3>Stay Informed</h3>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 
 
-<a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
+<!-- <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
-</a>
+</a> -->
 
 <hr>
 
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index c4b0ef71d..d95cd0640 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -19,9 +19,9 @@ <h3>Get Updates</h3>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 
-<a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
+<!-- <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
-</a>
+</a> -->
 
 <hr>
 

From 8f7a436ec5aee9e89746bac8cca666a40e8b2e07 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Fri, 9 Jun 2017 14:57:14 -0400
Subject: [PATCH 123/471] Revert "no ad, for now"

This reverts commit ceffbd832b50ebe796296fe43d9216f1fa20674e.
---
 docs/_templates/sidebarintro.html | 4 ++--
 docs/_templates/sidebarlogo.html  | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 334a77e59..c00f996c6 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -22,9 +22,9 @@ <h3>Stay Informed</h3>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 
 
-<!-- <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
+<a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
-</a> -->
+</a>
 
 <hr>
 
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index d95cd0640..c4b0ef71d 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -19,9 +19,9 @@ <h3>Get Updates</h3>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 
-<!-- <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
+<a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
-</a> -->
+</a>
 
 <hr>
 

From 31f3cf52dcdc3dfcf5b23bdbe01ceddf714dc51b Mon Sep 17 00:00:00 2001
From: Carl Karsten <carl@personnelware.com>
Date: Fri, 16 Jun 2017 17:15:26 -0500
Subject: [PATCH 124/471] update py27 to 36

---
 docs/starting/install3/win.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 4a7aadd6f..6010b0b71 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -29,7 +29,7 @@ You can do this easily by running the following in ``powershell``:
 
 .. code-block:: console
 
-    [Environment]::SetEnvironmentVariable("Path", "$env:Path;C:\Python27\;C:\Python27\Scripts\", "User")
+    [Environment]::SetEnvironmentVariable("Path", "$env:Path;C:\Python36\;C:\Python36\Scripts\", "User")
 
 This is also an option during the installation process.
 

From 1446c90087173c60358c0c0b542f214959179664 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Miro=20Hron=C4=8Dok?= <miro@hroncok.cz>
Date: Wed, 21 Jun 2017 15:36:11 +0200
Subject: [PATCH 125/471] Update the Linux installation instructions to reflect
 Fedora

 * Fedora does not come with Python 2 pre-installed since Fedora 23
 * RHEL with Python 2.4 is no longer supported (section removed)
 * Added Fedora installation instructions for Python 3.6 as well
 * Be carefull about /usr/bin/pip
---
 docs/starting/install/linux.rst  | 17 ++++++++---------
 docs/starting/install3/linux.rst | 28 ++++++++++++++++++++++++++++
 2 files changed, 36 insertions(+), 9 deletions(-)

diff --git a/docs/starting/install/linux.rst b/docs/starting/install/linux.rst
index c9b779b3d..a4258b658 100644
--- a/docs/starting/install/linux.rst
+++ b/docs/starting/install/linux.rst
@@ -3,23 +3,22 @@
 Installing Python 2 on Linux
 ============================
 
-The latest versions of CentOS, Fedora, Redhat Enterprise (RHEL) and Ubuntu
+The latest versions of CentOS, Red Hat Enterprise Linux (RHEL) and Ubuntu
 **come with Python 2.7 out of the box**.
 
 To see which version of Python you have installed, open a command prompt and run
 
 .. code-block:: console
 
-    $ python --version
+    $ python2 --version
 
-Some older versions of RHEL and CentOS come with Python 2.4 which is
-unacceptable for modern Python development. Fortunately, there are
-`Extra Packages for Enterprise Linux`_ which include high
-quality additional packages based on their Fedora counterparts. This
-repository contains a Python 2.6 package specifically designed to install
-side-by-side with the system's Python 2.4 installation.
+However, with the growing popularity of Python 3, some distributions, such as
+Fedora, don't come with Python 2 pre-installed. You can install the ``python2``
+package with your distribution package manager:
 
-.. _Extra Packages for Enterprise Linux: http://fedoraproject.org/wiki/EPEL
+.. code-block:: console
+
+    $ sudo dnf install python2
 
 You do not need to install or configure anything else to use Python. Having
 said that, I would strongly recommend that you install the tools and libraries
diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index f9171bcfc..0eda73f03 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -22,6 +22,23 @@ If you're using another version of Ubuntu (e.g. the latest LTS release), we reco
     $ sudo apt-get update
     $ sudo apt-get install python3.6
 
+If you are using other Linux distribution, chances are you already have Python 3
+pre-installed as well. If not, use your distribution's package manager.
+For example on Fedora, you would use `dnf`:
+
+.. code-block:: console
+
+    $ sudo dnf install python3
+
+Note that if the version of the ``python3`` package is not recent enough
+for you, there may be ways of installing more recent versions as well,
+depending on you distribution. For example installing the ``python36`` package
+on Fedora 25 to get Python 3.6. If you are a Fedora user, you might want
+to read about `multiple Python versions available in Fedora`_.
+
+.. _multiple Python versions available in Fedora: https://developer.fedoraproject.org/tech/languages/python/multiple-pythons.html
+
+
 Working with Python 3
 ---------------------
 
@@ -59,6 +76,17 @@ To see if pip is installed, open a command prompt and run
 
 To install pip, `follow the official pip installation guide <https://pip.pypa.io/en/latest/installing/>`_ - this will automatically install the latest version of setuptools.
 
+Note that on some Linux distributions including Ubuntu and Fedora the ``pip``
+command is meant for Python 2, while the ``pip3`` command is meant for Python 3.
+
+.. code-block:: console
+
+    $ command -v pip3
+
+However, when using virtual environments (described bellow), you don't need to
+care about that.
+
+
 Virtual Environments
 --------------------
 

From 38ce99c783fd29fc9f5d5d4d3586166bd99e9c23 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Miro=20Hron=C4=8Dok?= <miro@hroncok.cz>
Date: Thu, 22 Jun 2017 18:21:39 +0200
Subject: [PATCH 126/471] Remove "Ubuntu" from a link to page about general
 Linux

The page speaks about several Linux distros and it's not just
about Ubuntu
---
 docs/starting/installation.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index 36bf6898d..a21e1aec4 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -24,4 +24,4 @@ for development purposes, as well as setuptools, pip and virtualenv.
 
 - :ref:`Python 2 on MacOS <install-osx>`.
 - :ref:`Python 2 on Microsoft Windows <install-windows>`.
-- :ref:`Python 2 on Ubuntu Linux <install-linux>`.
+- :ref:`Python 2 on Linux <install-linux>`.

From 2b9d4696d0620e130a4fac72302372f35f7ce098 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Fri, 7 Jul 2017 15:28:09 -0400
Subject: [PATCH 127/471] ad

---
 docs/_templates/sidebarintro.html | 2 +-
 docs/_templates/sidebarlogo.html  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index c00f996c6..8f3f7f302 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -26,7 +26,7 @@ <h3>Stay Informed</h3>
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
 </a>
 
-<hr>
+<script async type="text/javascript" src="http://cdn.carbonads.com/carbon.js?zoneid=1673&serve=C6AILKT&placement=pythonguideorg" id="_carbonads_js"></script>
 
 <h3>O'Reilly Book</h3>
 
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index c4b0ef71d..277a73753 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -23,7 +23,7 @@ <h3>Get Updates</h3>
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
 </a>
 
-<hr>
+<script async type="text/javascript" src="http://cdn.carbonads.com/carbon.js?zoneid=1673&serve=C6AILKT&placement=pythonguideorg" id="_carbonads_js"></script>
 
 <h3>O'Reilly Book</h3>
 

From 6b36563ca33e06f1ebefbad153bd38c7b9bac4b7 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Fri, 7 Jul 2017 15:36:52 -0400
Subject: [PATCH 128/471] no ad

---
 docs/_templates/sidebarintro.html | 2 +-
 docs/_templates/sidebarlogo.html  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 8f3f7f302..c00f996c6 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -26,7 +26,7 @@ <h3>Stay Informed</h3>
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
 </a>
 
-<script async type="text/javascript" src="http://cdn.carbonads.com/carbon.js?zoneid=1673&serve=C6AILKT&placement=pythonguideorg" id="_carbonads_js"></script>
+<hr>
 
 <h3>O'Reilly Book</h3>
 
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 277a73753..c4b0ef71d 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -23,7 +23,7 @@ <h3>Get Updates</h3>
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
 </a>
 
-<script async type="text/javascript" src="http://cdn.carbonads.com/carbon.js?zoneid=1673&serve=C6AILKT&placement=pythonguideorg" id="_carbonads_js"></script>
+<hr>
 
 <h3>O'Reilly Book</h3>
 

From 79caf4f9c336af0bda58c312909b0e8b53d09c07 Mon Sep 17 00:00:00 2001
From: Marco Bakera <marco@bakera.de>
Date: Wed, 12 Jul 2017 08:35:32 +0200
Subject: [PATCH 129/471] fixing link to manual of PyInstaller.

---
 docs/shipping/freezing.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index cb01c9eea..41c23447c 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -147,7 +147,7 @@ PyInstaller
 Prerequisite is to have installed :ref:`Python, Setuptools and pywin32 dependency on Windows <install-windows>`.
 
 - `Most basic tutorial <http://bojan-komazec.blogspot.com/2011/08/how-to-create-windows-executable-from.html>`_
-- `Manual <http://www.pyinstaller.org/export/d3398dd79b68901ae1edd761f3fe0f4ff19cfb1a/project/doc/Manual.html?format=raw>`_
+- `Manual <https://pyinstaller.readthedocs.io/en/stable/>`_
 
 
 OS X

From 4432d8202018dba838063b157a810e4668a8f478 Mon Sep 17 00:00:00 2001
From: Sharlak <elanorigby@gmail.com>
Date: Sun, 30 Jul 2017 21:23:32 +0100
Subject: [PATCH 130/471] lengthened title underline appropriately

---
 docs/starting/install3/win.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 6010b0b71..bb6c38f1a 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -1,7 +1,7 @@
 .. _install3-windows:
 
 Installing Python 3 on Windows
-============================
+==============================
 
 First, download the `latest version <https://www.python.org/ftp/python/3.6.0/python-3.6.0.exe>`_
 of Python 3.6 from the official website. If you want to be sure you are installing a fully

From d39c485d167cc4cf37813ca89ac6a2fdcd9972f3 Mon Sep 17 00:00:00 2001
From: Sharlak <elanorigby@gmail.com>
Date: Sun, 30 Jul 2017 21:57:19 +0100
Subject: [PATCH 131/471] clarified module naming re: underscores

---
 docs/writing/structure.rst | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index b33d6f64e..486004cbd 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -391,7 +391,17 @@ folder named :file:`my` which is not the case. There is an
 dot notation should be used in the Python docs.
 
 If you'd like you could name your module :file:`my_spam.py`, but even our
-friend the underscore should not be seen often in module names.
+friend the underscore should not be seen often in module names. However, using other 
+characters (spaces or hyphens) in module names will prevent importing 
+(- is the subtract operator), so try to keep module names short so there is 
+no need to separate words. And, most of all, don't namespace with underscores, use submodules instead.
+
+.. code-block:: python
+
+  # OK
+  import library.plugin.foo
+  # not OK
+  import library.foo_plugin
 
 Aside from some naming restrictions, nothing special is required for a Python
 file to be a module, but you need to understand the import mechanism in order

From e0f8d9166c5c843e89894feb560d0128278bd2a4 Mon Sep 17 00:00:00 2001
From: wangbx <wangbinxin001@126.com>
Date: Mon, 31 Jul 2017 23:31:26 +0800
Subject: [PATCH 132/471] correct wrong  Mac OS X app bundles link

---
 docs/shipping/freezing.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index 41c23447c..aaf4cc908 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -202,7 +202,7 @@ To create a standalone windowed OS X application, use the :code:`--windowed` opt
 
 This creates a :code:`script.app` in the :code:`dist` folder. Make sure to use GUI packages in your Python code, like `PyQt <https://riverbankcomputing.com/software/pyqt/intro>`_ or `PySide <http://wiki.qt.io/About-PySide>`_, to control the graphical parts of the app.
 
-There are several options in :code:`script.spec` related to Mac OS X app bundles `here <http://pythonhosted.org/PyInstaller/#spec-file-options-for-a-mac-os-x-bundle>`_. For example, to specify an icon for the app, use the :code:`icon=\path\to\icon.icns` option. 
+There are several options in :code:`script.spec` related to Mac OS X app bundles `here <http://pythonhosted.org/PyInstaller/spec-files.html#spec-file-options-for-a-mac-os-x-bundle>`_. For example, to specify an icon for the app, use the :code:`icon=\path\to\icon.icns` option. 
 
 
 Linux

From 6776b2ff22987580ee59e655c64808e6ad5c4434 Mon Sep 17 00:00:00 2001
From: Harry Moreno <morenoh149@gmail.com>
Date: Mon, 31 Jul 2017 17:01:06 -0400
Subject: [PATCH 133/471] Fix grammar

---
 docs/writing/documentation.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index bdd39e13e..a91b86b90 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -205,8 +205,8 @@ more information about a function, what it does, any exceptions it may raise,
 what it returns, or relevant details about the parameters.
 
 For more detailed documentation of code a popular style is the one used for the
-Numpy project, often called `Numpy style`_ docstrings. While it can take up a
-few more lines the previous example, it allows the developer to include a lot 
+Numpy project, often called `Numpy style`_ docstrings. While it can take up more
+lines than the previous example, it allows the developer to include a lot 
 more information about a method, function, or class. ::
 
     def random_number_generator(arg1, arg2):

From 7be51790e493a9836095705bcbb29ff9687d77c4 Mon Sep 17 00:00:00 2001
From: daegontaven <daegontaven@gmail.com>
Date: Fri, 11 Aug 2017 01:46:24 -0400
Subject: [PATCH 134/471] Add version control ignores to gotchas

---
 docs/writing/gotchas.rst | 20 +++++++++++++++++---
 1 file changed, 17 insertions(+), 3 deletions(-)

diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index fcf143943..4c901d0ae 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -230,13 +230,27 @@ Here's nice trick for removing all of these files, if they already exist::
 Run that from the root directory of your project, and all ``.pyc`` files
 will suddenly vanish. Much better.
 
+Version Control Ignores
+~~~~~~~~~~~~~~~~~~~~~~~
 
+If you still need the ``.pyc`` files for performance reasons, you can always add them
+to the ignore files of your version control repositories. Popular version control
+systems have the ability to use wildcards defined in a file to apply special
+rules.
 
+An ignore file will make sure the matching files don't get checked into the repository.
+Git_ uses ``.gitignore`` while Mercurial_ uses ``.hgignore``.
 
+.. _Git: https://git-scm.com/
+.. _Mercurial: https://www.mercurial-scm.org/
 
+At the minimum your ignore files should looks like this.
 
+::
 
+    syntax:glob   # This line is not needed for .gitignore files.
+    *.py[cod]     # Will match .pyc, .pyo and .pyd files.
+    __pycache__/  # Exclude the whole folder
 
-
-
-
+You may wish to include more files and directories depending on your needs.
+The next time you commit to the repository, these files will not be included.

From ec5f791c695a5c205069f9c6c0fde6fe5e921ccd Mon Sep 17 00:00:00 2001
From: Vivek Joshy <daegontaven@gmail.com>
Date: Fri, 11 Aug 2017 06:01:03 -0400
Subject: [PATCH 135/471] Correct typo

Change looks to look
---
 docs/writing/gotchas.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index 4c901d0ae..4a28085b3 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -244,7 +244,7 @@ Git_ uses ``.gitignore`` while Mercurial_ uses ``.hgignore``.
 .. _Git: https://git-scm.com/
 .. _Mercurial: https://www.mercurial-scm.org/
 
-At the minimum your ignore files should looks like this.
+At the minimum your ignore files should look like this.
 
 ::
 

From af75a6aad6bd7655662cabd6f8da35d30b7fd1a9 Mon Sep 17 00:00:00 2001
From: cclauss <cclauss@bluewin.ch>
Date: Thu, 17 Aug 2017 13:33:16 +0200
Subject: [PATCH 136/471] Changes in how homebrew installs Python on Mac OSX
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Homebrew no longer sets `pip`.

See 5 executable names in https://docs.brew.sh/Homebrew-and-Python.html
* `python` points to the macOS system Python (with no manual PATH modification)
* `python2` points to Homebrew’s Python 2.7.x (if installed)
* `python3` points to Homebrew’s Python 3.x (if installed)
* `pip2` points to Homebrew’s Python 2.7.x’s pip (if installed)
* `pip3` points to Homebrew’s Python 3.x’s pip (if installed)
---
 docs/starting/install3/osx.rst | 19 +++++++++++--------
 1 file changed, 11 insertions(+), 8 deletions(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 8844f2e1f..14adc77e3 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -70,8 +70,7 @@ Pip
 
 Homebrew installs ``pip3`` for you.
 
-``pip3`` is the alias for the Python 3 version of ``pip`` on systems with both
-the Homebrew'd Python 2 and 3 installed.
+``pip3`` is the alias to ``pip`` pointing to the Homebrew'd Python 3.
 
 Working with Python 3
 ---------------------
@@ -84,18 +83,22 @@ version of Python 3 as well.
 
     $ python
 
-will launch the Python 2 interpreter.
+will launch the system Python interpreter.
+
+.. code-block:: console
+
+    $ python2
+
+will launch the homebrew-installed Python 2 interpreter (if any).
 
 .. code-block:: console
 
     $ python3
 
-will launch the Python 3 interpreter.
+will launch the homebrew-installed Python 3 interpreter.
 
-``pip3`` and ``pip`` will both be available.  If the Homebrew version of Python
-2 is not installed, they will be the same.  If the Homebrew version of Python 2
-is installed then ``pip`` will point to Python 2 and ``pip3`` will point to
-Python 3.
+If the Homebrew version of Python 2 is installed then ``pip2`` will point to Python 2.
+If the Homebrew version of Python 3 is installed then ``pip3`` will point to Python 3.
 
 
 Virtual Environments

From 2d1b231c4d61813ec28a2ea546cb76862f5ba40d Mon Sep 17 00:00:00 2001
From: cclauss <cclauss@bluewin.ch>
Date: Thu, 17 Aug 2017 13:44:46 +0200
Subject: [PATCH 137/471]  Changes in how homebrew installs Python on Mac OSX
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Homebrew no longer sets pip.

See 5 executable names in https://docs.brew.sh/Homebrew-and-Python.html

    python points to the macOS system Python (with no manual PATH modification)
    python2 points to Homebrew’s Python 2.7.x (if installed)
    python3 points to Homebrew’s Python 3.x (if installed)
    pip2 points to Homebrew’s Python 2.7.x’s pip (if installed)
    pip3 points to Homebrew’s Python 3.x’s pip (if installed)
---
 docs/starting/install/osx.rst | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 24eb27437..bd7733bf6 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -77,6 +77,15 @@ or Python 3:
 
 This will take a minute or two.
 
+Homebrew names the executable ``python2`` so that you can still run the system Python via the executable ``python``.
+
+
+.. code-block:: console
+
+    $ python -V   # system Python interpreter
+    $ python2 -V  # Homebrew installed Python 2 interpreter
+    $ python3 -V  # Homebrew installed Python 3 interpreter (if installed)
+
 
 Setuptools & Pip
 ----------------
@@ -93,6 +102,12 @@ that is recommended over ``easy_install``. It is superior to ``easy_install``
 in `several ways <https://python-packaging-user-guide.readthedocs.io/pip_easy_install/#pip-vs-easy-install>`_,
 and is actively maintained.
 
+.. code-block:: console
+
+    $ pip2 -V  # pip pointing to the Homebrew installed Python 2 interpreter
+    $ pip3 -V  # pip pointing to the Homebrew installed Python 3 interpreter (if installed)
+
+
 
 Virtual Environments
 --------------------

From 6656c15227014a5bfce1f9cacd2a3b6673fcb373 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sun, 20 Aug 2017 20:41:26 -0400
Subject: [PATCH 138/471] BTC

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/_templates/sidebarintro.html | 1 +
 docs/_templates/sidebarlogo.html  | 1 +
 2 files changed, 2 insertions(+)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index c00f996c6..081692784 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -20,6 +20,7 @@ <h3>Stay Informed</h3>
 
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
+<p>BTC: <a href="https://www.kennethreitz.org/bitcoin"><code>1Me2iXTJ91FYZhrGvaGaRDCBtnZ4KdxCug</code></a></p>
 
 
 <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index c4b0ef71d..e3ebb9cc1 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -18,6 +18,7 @@ <h3>Get Updates</h3>
 <p><a href="https://twitter.com/kennethreitz" class="twitter-follow-button" data-show-count="false">Follow @kennethreitz</a> <script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+'://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js,fjs);}}(document, 'script', 'twitter-wjs');</script></p>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
+<p>BTC: <a href="https://www.kennethreitz.org/bitcoin"><code>1Me2iXTJ91FYZhrGvaGaRDCBtnZ4KdxCug</code></a></p>
 
 <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">

From 7a58e5c03ab1a21f07367937454c966505ca8af7 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 28 Aug 2017 02:10:33 -0400
Subject: [PATCH 139/471] =?UTF-8?q?python=203=20propganda=E2=84=A2?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/_templates/hacks.html | 31 +++++++++++++++++++++++++++++++
 docs/conf.py               |  3 ++-
 docs/index.rst             |  2 ++
 3 files changed, 35 insertions(+), 1 deletion(-)

diff --git a/docs/_templates/hacks.html b/docs/_templates/hacks.html
index f7f7093d7..6e8541514 100644
--- a/docs/_templates/hacks.html
+++ b/docs/_templates/hacks.html
@@ -1,3 +1,34 @@
+<!-- Alabaster (krTheme++) Hacks -->
+<aside id="python27">
+    Python 3, the new best practice, is here to stay.
+    Python 2 will retire in only <time></time> months!
+</aside>
+
+<!-- Python 2 Death Clock™ -->
+<style type="text/css">
+  body { margin-top: 4em; }
+  #python27 {
+      position: fixed;
+      top: 0;
+      left: 0; right: 0;
+      height:  auto;
+      text-align: center;
+      color: white;
+      background-color: black;
+      font-size: larger;
+      line-height: 3;
+  }
+
+</style>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/moment.js/2.18.1/moment.min.js"></script>
+<script>
+  var death = new Date('2020-04-12');
+
+  var diff = moment.duration(death - moment());
+
+  document.querySelector('#python27 time').innerText = (diff.years() * 12) + diff.months();
+</script>
+
 <script type="text/javascript">
   var _gauges = _gauges || [];
   (function() {
diff --git a/docs/conf.py b/docs/conf.py
index b9e1c63a7..f0bd46e19 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -109,7 +109,8 @@
     'github_user': 'kennethreitz',
     'github_repo': 'python-guide',
     'github_banner': True,
-    'show_related': False
+    'show_related': False,
+    'note_bg': '#FFF59C'
 }
 
 # Add any paths that contain custom themes here, relative to this directory.
diff --git a/docs/index.rst b/docs/index.rst
index 30b73e759..843d663cb 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -20,6 +20,8 @@ This guide is **opinionated** in a way that is almost, but not quite, entirely
 available here. Rather, you'll find a nice concise list of highly recommended
 options.
 
+.. note:: The use of **Python 3** is *highly* preferred over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
+  —*Kenneth Reitz*
 
 Let's get started! But first, let's make sure you know where your towel is.
 

From 325482560fa47dadb695a9ec7dbef1eeb17378bb Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Tue, 29 Aug 2017 20:48:53 -0400
Subject: [PATCH 140/471] Update sidebarintro.html

---
 docs/_templates/sidebarintro.html | 2 --
 1 file changed, 2 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 081692784..a37b60e1b 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -20,8 +20,6 @@ <h3>Stay Informed</h3>
 
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
-<p>BTC: <a href="https://www.kennethreitz.org/bitcoin"><code>1Me2iXTJ91FYZhrGvaGaRDCBtnZ4KdxCug</code></a></p>
-
 
 <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">

From 0c7fed1f34764c5e535d4db6eaebf7acb10529df Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Tue, 29 Aug 2017 20:49:05 -0400
Subject: [PATCH 141/471] Update sidebarlogo.html

---
 docs/_templates/sidebarlogo.html | 1 -
 1 file changed, 1 deletion(-)

diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index e3ebb9cc1..c4b0ef71d 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -18,7 +18,6 @@ <h3>Get Updates</h3>
 <p><a href="https://twitter.com/kennethreitz" class="twitter-follow-button" data-show-count="false">Follow @kennethreitz</a> <script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+'://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js,fjs);}}(document, 'script', 'twitter-wjs');</script></p>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
-<p>BTC: <a href="https://www.kennethreitz.org/bitcoin"><code>1Me2iXTJ91FYZhrGvaGaRDCBtnZ4KdxCug</code></a></p>
 
 <a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">

From 6a8feb001c038db165809445b2ed1222cf2cdc28 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 18:25:47 -0400
Subject: [PATCH 142/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 22 ++++++++++++++++++++--
 1 file changed, 20 insertions(+), 2 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 71307da50..3f2bb505e 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -1,7 +1,7 @@
 .. _virtualenvironments-ref:
 
-Virtual Environments
-====================
+Pipenv & Virtual Environments
+=============================
 
 A Virtual Environment is a tool to keep the dependencies required by different
 projects in separate places, by creating virtual Python environments for them.
@@ -11,6 +11,22 @@ dilemma, and keeps your global site-packages directory clean and manageable.
 For example, you can work on a project which requires Django 1.10 while also
 maintaining a project which requires Django 1.8.
 
+
+Pipenv
+------
+
+**Pipenv** is a project that aims to bring the best of all packaging worlds to the Python world. It harnesses `Pipfile <https://github.com/pypa/pipfile>`_, `pip <https://github.com/pypa/pip>`_, and `virtualenv <https://github.com/pypa/virtualenv>`_ into one single toolchain. It features very pretty terminal colors.
+
+It automatically creates and manages a virtualenv for your projects, as well as adds/removes packages from your ``Pipfile`` as you install/uninstall packages. The ``lock`` command generates a lockfile (``Pipfile.lock``).
+
+
+Install Pipenv with pip::
+
+    $ pip install pipenv
+    ✨🍰✨
+    
+
+
 virtualenv
 ----------
 
@@ -18,6 +34,8 @@ virtualenv
 isolated Python environments. virtualenv creates a folder which contains all the
 necessary executables to use the packages that a Python project would need.
 
+It can be used standalone, in place of Pipenv.
+
 Install virtualenv via pip:
 
 .. code-block:: console

From a554f0f645cbebe648bc7f36f53bcced4e11ad65 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 18:32:20 -0400
Subject: [PATCH 143/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 182 ++++++++++++++++++++++++++++++++++++---
 1 file changed, 168 insertions(+), 14 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 3f2bb505e..5707637d0 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -3,33 +3,187 @@
 Pipenv & Virtual Environments
 =============================
 
-A Virtual Environment is a tool to keep the dependencies required by different
-projects in separate places, by creating virtual Python environments for them.
-It solves the "Project X depends on version 1.x but, Project Y needs 4.x"
-dilemma, and keeps your global site-packages directory clean and manageable.
+This tutorial walks you through installing and using Python packages. It will
+show you how to install and use the necessary tools and make strong
+recommendations on best practices. Keep in mind that Python is used for a great
+many different purposes, and precisely how you want to manage your dependencies
+may change based on how you decide to publish your software. The guidance
+presented here is most directly applicable to the development and deployment of
+network services (including web applications), but is also very well suited to
+managing development and testing environments for any kind of project.
 
-For example, you can work on a project which requires Django 1.10 while also
-maintaining a project which requires Django 1.8.
+.. Note:: This guide is written for Python 3, however, these instructions
+    should work fine on Python 2.7.
 
 
-Pipenv
-------
+Make sure you've got Python & pip
+---------------------------------
 
-**Pipenv** is a project that aims to bring the best of all packaging worlds to the Python world. It harnesses `Pipfile <https://github.com/pypa/pipfile>`_, `pip <https://github.com/pypa/pip>`_, and `virtualenv <https://github.com/pypa/virtualenv>`_ into one single toolchain. It features very pretty terminal colors.
+Before you go any further, make sure you have Python and that it's avalable
+from your command line. You can check this by simply running:
 
-It automatically creates and manages a virtualenv for your projects, as well as adds/removes packages from your ``Pipfile`` as you install/uninstall packages. The ``lock`` command generates a lockfile (``Pipfile.lock``).
+.. code-block:: bash
 
+    python --version
 
-Install Pipenv with pip::
+You should get some output like ``3.6.2``. If you do not have Python, please
+install the latest 3.x version from `python.org`_ or refer to the
+`Installing Python`_ section of the Hitchhiker's Guide to Python.
 
-    $ pip install pipenv
-    ✨🍰✨
+.. Note:: If you're newcomer and you get an error like this:
     
+    .. code-block:: python
 
+        >>> python
+        Traceback (most recent call last):
+          File "<stdin>", line 1, in <module>
+        NameError: name 'python' is not defined
 
-virtualenv
+    It's because this command is intended to be run in a *shell* (also called
+    a *terminal* or *console*). See the Python for Beginners
+    `getting started tutorial`_ for an introduction to using your operating
+    system's shell and interacting with Python.
+
+Additionally, you'll need to make sure you have :ref:`pip` available. You can
+check this by running:
+
+.. code-block:: bash
+
+    pip --version
+
+If you installed Python from source, with an installer from `python.org`_, or
+via `Homebrew`_ you should already have pip. If you're on Linux and installed
+using your OS package manager, you may have to install pip separately, see
+:doc:`/guides/installing-using-linux-tools`.
+
+.. _getting started tutorial: https://opentechschool.github.io/python-beginners/en/getting_started.html#what-is-python-exactly
+.. _python.org: https://python.org
+.. _Homebrew: https://brew.sh
+.. _Installing Python: http://docs.python-guide.org/en/latest/starting/installation/
+
+
+Installing Pipenv
+-----------------
+
+:ref:`Pipenv` is a dependency manager for Python projects. If you're familiar
+with Node.js' `npm`_ or Ruby's `bundler`_, it is similar in spirit to those
+tools. While :ref:`pip` can install Python packages, Pipenv is recommended as
+it's a higher-level tool that simplifies dependency management for common use
+cases.
+
+Use ``pip`` to install Pipenv:
+
+.. code-block:: python
+
+    pip install --user pipenv
+
+
+.. Note:: This does a `user installation`_ to prevent breaking any system-wide
+    packages. If ``pipenv`` isn't available in your shell after installation,
+    you'll need to add the `user base`_'s ``bin`` directory to your ``PATH``.
+    You can find the user base by running ``python -m site`` which will print
+    site information including the user base. For example, on Linux this will
+    return ``USER_BASE: '~/.local'`` so you'll need to add ``~/.local/bin`` to
+    your ``PATH``. On Linux and macOS you can set your ``PATH`` permanently
+    by `modifying ~/.profile`_. On Windows you can set the user
+    ``PATH`` permanently in the `Control Panel`_.
+
+.. _npm: https://www.npmjs.com/
+.. _bundler: http://bundler.io/
+.. _user base: https://docs.python.org/3/library/site.html#site.USER_BASE
+.. _user installation: https://pip.pypa.io/en/stable/user_guide/#user-installs
+.. _modifying ~/.profile: https://stackoverflow.com/a/14638025
+.. _Control Panel: https://msdn.microsoft.com/en-us/library/windows/desktop/bb776899(v=vs.85).aspx
+
+Installing packages for your project
+------------------------------------
+
+Pipenv manages dependencies on a per-project basis. To install packages,
+change into your project's directory (or just an empty directory for this
+tutorial) and run:
+
+.. code-block:: bash
+
+    cd myproject
+    pipenv install requests
+
+Pipenv will install the excellent `Requests`_ library and create a ``Pipfile``
+for you in your project's directory. The :ref:`Pipfile` is used to track which
+dependencies your project needs in case you need to re-install them, such as
+when you share your project with others. You should get output similar to this
+(although the exact paths shown will vary):
+
+.. code-block:: text
+
+    Creating a Pipfile for this project...
+    Creating a virtualenv for this project...
+    Using base prefix '/usr/local/Cellar/python3/3.6.2/Frameworks/Python.framework/Versions/3.6'
+    New python executable in ~/.local/share/virtualenvs/tmp-agwWamBd/bin/python3.6
+    Also creating executable in ~/.local/share/virtualenvs/tmp-agwWamBd/bin/python
+    Installing setuptools, pip, wheel...done.
+
+    Virtualenv location: ~/.local/share/virtualenvs/tmp-agwWamBd
+    Installing requests...
+    Collecting requests
+      Using cached requests-2.18.4-py2.py3-none-any.whl
+    Collecting idna<2.7,>=2.5 (from requests)
+      Using cached idna-2.6-py2.py3-none-any.whl
+    Collecting urllib3<1.23,>=1.21.1 (from requests)
+      Using cached urllib3-1.22-py2.py3-none-any.whl
+    Collecting chardet<3.1.0,>=3.0.2 (from requests)
+      Using cached chardet-3.0.4-py2.py3-none-any.whl
+    Collecting certifi>=2017.4.17 (from requests)
+      Using cached certifi-2017.7.27.1-py2.py3-none-any.whl
+    Installing collected packages: idna, urllib3, chardet, certifi, requests
+    Successfully installed certifi-2017.7.27.1 chardet-3.0.4 idna-2.6 requests-2.18.4 urllib3-1.22
+
+    Adding requests to Pipfile's [packages]...
+    P.S. You have excellent taste! ✨ 🍰 ✨
+
+.. _Requests: https://python-requests.org
+
+
+Using installed packages
+------------------------
+
+Now that Requests is installed you can create a simple ``main.py`` file to
+use it:
+
+.. code-block:: python
+
+    import requests
+
+    response = requests.get('https://httpbin.org/ip')
+
+    print('Your IP is {0}'.format(response.json['origin']))
+
+Then you can run this script using ``pipenv run``:
+
+.. code-block:: bash
+
+    pipenv run python main.py
+
+You should get output similar to this:
+
+.. code-block:: text
+
+    Your IP is 8.8.8.8
+
+Using ``pipenv run`` ensures that your installed packages are available to
+your script. It's also possible to spawn a new shell that ensures all commands
+have access to your installed packages with ``pipenv shell``.
+
+
+Next steps
 ----------
 
+Congratulations, you now know how to install and use Python packages! ✨ 🍰 ✨
+
+
+
+virtualenv
+==========
+
 `virtualenv <http://pypi.python.org/pypi/virtualenv>`_ is a tool to create
 isolated Python environments. virtualenv creates a folder which contains all the
 necessary executables to use the packages that a Python project would need.

From aee8a9f9cbb579716927273509311e66135abbf0 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 18:35:01 -0400
Subject: [PATCH 144/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 5707637d0..ac7c95781 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -24,11 +24,11 @@ from your command line. You can check this by simply running:
 
 .. code-block:: bash
 
-    python --version
+    $ python --version
 
 You should get some output like ``3.6.2``. If you do not have Python, please
 install the latest 3.x version from `python.org`_ or refer to the
-`Installing Python`_ section of the Hitchhiker's Guide to Python.
+`Installing Python`_ section of this guide.
 
 .. Note:: If you're newcomer and you get an error like this:
     
@@ -49,7 +49,7 @@ check this by running:
 
 .. code-block:: bash
 
-    pip --version
+    $ pip --version
 
 If you installed Python from source, with an installer from `python.org`_, or
 via `Homebrew`_ you should already have pip. If you're on Linux and installed
@@ -75,7 +75,7 @@ Use ``pip`` to install Pipenv:
 
 .. code-block:: python
 
-    pip install --user pipenv
+    $ pip install --user pipenv
 
 
 .. Note:: This does a `user installation`_ to prevent breaking any system-wide
@@ -104,8 +104,8 @@ tutorial) and run:
 
 .. code-block:: bash
 
-    cd myproject
-    pipenv install requests
+    $ cd myproject
+    $ pipenv install requests
 
 Pipenv will install the excellent `Requests`_ library and create a ``Pipfile``
 for you in your project's directory. The :ref:`Pipfile` is used to track which
@@ -161,7 +161,7 @@ Then you can run this script using ``pipenv run``:
 
 .. code-block:: bash
 
-    pipenv run python main.py
+    $ pipenv run python main.py
 
 You should get output similar to this:
 

From 2ca6cdb5f16f828db82b7504f9273481839b5fbf Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 18:48:18 -0400
Subject: [PATCH 145/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index ac7c95781..f5fab17c6 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -3,8 +3,9 @@
 Pipenv & Virtual Environments
 =============================
 
-This tutorial walks you through installing and using Python packages. It will
-show you how to install and use the necessary tools and make strong
+This tutorial walks you through installing and using Python packages. 
+
+It will show you how to install and use the necessary tools and make strong
 recommendations on best practices. Keep in mind that Python is used for a great
 many different purposes, and precisely how you want to manage your dependencies
 may change based on how you decide to publish your software. The guidance

From 53c1c7db1e46d52c0659ac75e8ff067b55541ec3 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 18:53:00 -0400
Subject: [PATCH 146/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index f5fab17c6..981a1fd49 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -54,8 +54,7 @@ check this by running:
 
 If you installed Python from source, with an installer from `python.org`_, or
 via `Homebrew`_ you should already have pip. If you're on Linux and installed
-using your OS package manager, you may have to install pip separately, see
-:doc:`/guides/installing-using-linux-tools`.
+using your OS package manager, you may have to `install pip <https://pip.pypa.io/en/stable/installing/>`_ separately.
 
 .. _getting started tutorial: https://opentechschool.github.io/python-beginners/en/getting_started.html#what-is-python-exactly
 .. _python.org: https://python.org

From 97ebece5f1be1a895f65bead01a9472db91f182c Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 18:55:26 -0400
Subject: [PATCH 147/471] Update installation.rst

---
 docs/starting/installation.rst | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index a21e1aec4..e6ef24679 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -16,11 +16,18 @@ Installation Guides
 These guides go over the proper installation of :ref:`Python <which-python>`
 for development purposes, as well as setuptools, pip and virtualenv.
 
+.. note:: The use of **Python 3** is *highly* preferred over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
+  —*Kenneth Reitz*
+  
+  Python 3 Installation Guides
+  ////////////////////////////
+
 - :ref:`Python 3 on MacOS <install3-osx>`.
 - :ref:`Python 3 on Windows <install3-windows>`.
 - :ref:`Python 3 on Linux <install3-linux>`.
 
---------------------------------
+Legacy Python 2 Installation Guides
+///////////////////////////////////
 
 - :ref:`Python 2 on MacOS <install-osx>`.
 - :ref:`Python 2 on Microsoft Windows <install-windows>`.

From fbf0d8b999aedf7d6819e5cc75b0cab825ef4606 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 18:56:16 -0400
Subject: [PATCH 148/471] Update which-python.rst

---
 docs/starting/which-python.rst | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 2d2868e29..ed6c2d71d 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -21,6 +21,10 @@ The basic gist of the state of things is as follows:
 Recommendations
 ~~~~~~~~~~~~~~~
 
+
+.. note:: The use of **Python 3** is *highly* preferred over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
+  —*Kenneth Reitz*
+
 I'll be blunt:
 
 - Use Python 3 for new Python applications.

From eeff404a42ff411b7df3a65f9681199a5e688a3b Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 18:56:59 -0400
Subject: [PATCH 149/471] Update which-python.rst

---
 docs/starting/which-python.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index ed6c2d71d..b6894ec07 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -1,5 +1,5 @@
-Picking an Interpreter
-======================
+Picking an Python Interpreter (3 vs. 2)
+=======================================
 
 .. _which-python:
 

From eab357e58d11148569a1834153042787be4fecec Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 18:58:43 -0400
Subject: [PATCH 150/471] Update installation.rst

---
 docs/starting/installation.rst | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index e6ef24679..5555bf446 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -10,15 +10,16 @@ applications for real-world use. In particular, you should always install
 Setuptools, Pip, and Virtualenv — they make it much easier for you to use
 other third-party Python libraries.
 
+.. note:: The use of **Python 3** is *highly* preferred over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
+  —*Kenneth Reitz*
+  
+  
 Installation Guides
 -------------------
 
 These guides go over the proper installation of :ref:`Python <which-python>`
 for development purposes, as well as setuptools, pip and virtualenv.
 
-.. note:: The use of **Python 3** is *highly* preferred over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
-  —*Kenneth Reitz*
-  
   Python 3 Installation Guides
   ////////////////////////////
 

From c8035432b58d247740003e993442471e47293cf5 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 19:02:49 -0400
Subject: [PATCH 151/471] Update linux.rst

---
 docs/starting/install3/linux.rst | 12 +++++-------
 1 file changed, 5 insertions(+), 7 deletions(-)

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index 0eda73f03..1d089b16e 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -87,8 +87,10 @@ However, when using virtual environments (described bellow), you don't need to
 care about that.
 
 
-Virtual Environments
---------------------
+Pipenv & Virtual Environments
+-----------------------------
+
+The next step it to install Pipenv, so you can install dependencies and manage virtual environments. 
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the
@@ -98,11 +100,7 @@ your global site-packages directory clean and manageable.
 For example, you can work on a project which requires Django 1.10 while also
 maintaining a project which requires Django 1.8.
 
-To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs.
-
-You can also use :ref:`virtualenvwrapper <virtualenvwrapper-ref>` to make it easier to
-manage your virtual environments.
-
+So, onward! To the :ref:`Pipenv & Virtual Environments <virtualenvironments-ref>` docs!
 
 --------------------------------
 

From 4c5f4c2aeba8248a7ca71f87455e0fa6e8b2696e Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 19:03:08 -0400
Subject: [PATCH 152/471] Update osx.rst

---
 docs/starting/install3/osx.rst | 17 +++++++++--------
 1 file changed, 9 insertions(+), 8 deletions(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 14adc77e3..e1eef9972 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -101,19 +101,20 @@ If the Homebrew version of Python 2 is installed then ``pip2`` will point to Pyt
 If the Homebrew version of Python 3 is installed then ``pip3`` will point to Python 3.
 
 
-Virtual Environments
---------------------
+Pipenv & Virtual Environments
+-----------------------------
 
-A Virtual Environment (commonly referred to as a 'virtualenv') is a tool to keep
-the dependencies required by different projects in separate places, by creating
-virtual Python environments for them. It solves the "Project X depends on
-version 1.x but, Project Y needs 4.x" dilemma, and keeps your global
-site-packages directory clean and manageable.
+The next step it to install Pipenv, so you can install dependencies and manage virtual environments. 
+
+A Virtual Environment is a tool to keep the dependencies required by different projects
+in separate places, by creating virtual Python environments for them. It solves the
+"Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps
+your global site-packages directory clean and manageable.
 
 For example, you can work on a project which requires Django 1.10 while also
 maintaining a project which requires Django 1.8.
 
-To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs.
+So, onward! To the :ref:`Pipenv & Virtual Environments <virtualenvironments-ref>` docs!
 
 --------------------------------
 

From 6579fccc1cba64ff8fd167dfb05bf35bb31d281c Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 19:03:23 -0400
Subject: [PATCH 153/471] Update win.rst

---
 docs/starting/install3/win.rst | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index bb6c38f1a..c13533659 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -82,8 +82,10 @@ To install pip, run the Python script available here:
 `get-pip.py <https://raw.github.com/pypa/pip/master/contrib/get-pip.py>`_
 
 
-Virtual Environments
---------------------
+Pipenv & Virtual Environments
+-----------------------------
+
+The next step it to install Pipenv, so you can install dependencies and manage virtual environments. 
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the
@@ -93,8 +95,7 @@ your global site-packages directory clean and manageable.
 For example, you can work on a project which requires Django 1.10 while also
 maintaining a project which requires Django 1.8.
 
-To start using this and see more information: :ref:`Virtual Environments <virtualenvironments-ref>` docs.
-
+So, onward! To the :ref:`Pipenv & Virtual Environments <virtualenvironments-ref>` docs!
 
 --------------------------------
 

From 134bf0ad0bfee42a010925a7d7c6de218a74fac3 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 19:28:26 -0400
Subject: [PATCH 154/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 981a1fd49..c6e8b5aa0 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -14,7 +14,7 @@ network services (including web applications), but is also very well suited to
 managing development and testing environments for any kind of project.
 
 .. Note:: This guide is written for Python 3, however, these instructions
-    should work fine on Python 2.7.
+    should work fine on Python 2.7—if you are still using it, for some reason.
 
 
 Make sure you've got Python & pip

From 86e7d9f08bfa3ee00d0161c4638bfa5940150816 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 19:56:58 -0400
Subject: [PATCH 155/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index c6e8b5aa0..28e5fabd3 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -181,8 +181,8 @@ Congratulations, you now know how to install and use Python packages! ✨ 🍰 
 
 
 
-virtualenv
-==========
+Lower level: virtualenv
+=======================
 
 `virtualenv <http://pypi.python.org/pypi/virtualenv>`_ is a tool to create
 isolated Python environments. virtualenv creates a folder which contains all the

From ba1cdd54ec53dc0f3ed2bb0b8e40c19d0734d9b5 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 30 Aug 2017 20:37:11 -0400
Subject: [PATCH 156/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 28e5fabd3..22e65fe63 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -169,9 +169,9 @@ You should get output similar to this:
 
     Your IP is 8.8.8.8
 
-Using ``pipenv run`` ensures that your installed packages are available to
+Using ``$ pipenv run`` ensures that your installed packages are available to
 your script. It's also possible to spawn a new shell that ensures all commands
-have access to your installed packages with ``pipenv shell``.
+have access to your installed packages with ``$ pipenv shell``.
 
 
 Next steps

From 4dbf5871605d8c611f2cfaeed44f42f7a935611b Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 31 Aug 2017 03:11:20 -0400
Subject: [PATCH 157/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 22e65fe63..aa31ecdf4 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -155,7 +155,7 @@ use it:
 
     response = requests.get('https://httpbin.org/ip')
 
-    print('Your IP is {0}'.format(response.json['origin']))
+    print('Your IP is {0}'.format(response.json()['origin']))
 
 Then you can run this script using ``pipenv run``:
 

From a336f797542d1cec43d37e5e1ba44b435e6f15b1 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Fri, 1 Sep 2017 13:04:45 -0400
Subject: [PATCH 158/471] Update win.rst

---
 docs/starting/install3/win.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index c13533659..12692f271 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -3,7 +3,7 @@
 Installing Python 3 on Windows
 ==============================
 
-First, download the `latest version <https://www.python.org/ftp/python/3.6.0/python-3.6.0.exe>`_
+First, download the `latest version <https://www.python.org/ftp/python/3.6.2/python-3.6.2.exe>`_
 of Python 3.6 from the official website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the
 `Python.org web site <http://python.org>`_ .

From 7c070d72856f95858e7392b66274fc2669652d44 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:35:17 -0400
Subject: [PATCH 159/471] Update index.rst

---
 docs/index.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/index.rst b/docs/index.rst
index 843d663cb..76c0ebe55 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -6,6 +6,8 @@
 The Hitchhiker's Guide to Python!
 =================================
 
+.. image:: https://farm5.staticflickr.com/4206/35620636872_7f97b4e497_k_d.jpg
+
 Greetings, Earthling! Welcome to The Hitchhiker's Guide to Python.
 
 **This is a living, breathing guide.**  If you'd like to contribute,

From 9ba0f4b7943585d5c99a17a8b411e7bcdb282613 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:36:45 -0400
Subject: [PATCH 160/471] Update installation.rst

---
 docs/starting/installation.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index 5555bf446..3b3dc3b57 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -1,6 +1,8 @@
 Properly Installing Python
 ==========================
 
+.. image:: https://farm5.staticflickr.com/4303/36137232412_fdcb0f84eb_k_d.jpg
+
 There's a good chance that you already have Python on your operating system.
 
 If so, you do not need to install or configure anything else to use Python.

From 900ff699df133880a435942530e41ec6c3ec2ec8 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:38:09 -0400
Subject: [PATCH 161/471] Update which-python.rst

---
 docs/starting/which-python.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index b6894ec07..1c1bbc191 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -1,6 +1,8 @@
 Picking an Python Interpreter (3 vs. 2)
 =======================================
 
+.. image:: https://farm5.staticflickr.com/4265/34484834733_5b80f65ab1_k_d.jpg
+
 .. _which-python:
 
 The State of Python (3 & 2)

From 87a6f8df67a08ac13239d624de9f0c3ff54e2287 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:40:37 -0400
Subject: [PATCH 162/471] Update linux.rst

---
 docs/starting/install3/linux.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index 1d089b16e..5ff23553c 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -3,6 +3,8 @@
 Installing Python 3 on Linux
 ============================
 
+.. image:: https://farm5.staticflickr.com/4276/34435689480_8eea0f1bfd_o_d.jpg
+
 This document describes how to install Python 3.6 on Ubuntu Linux machines.
 
 To see which version of Python 3 you have installed, open a command prompt and run

From dae92ca4632b046547ecd27f59aeb567b453a2eb Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:41:23 -0400
Subject: [PATCH 163/471] Update linux.rst

---
 docs/starting/install3/linux.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index 5ff23553c..3d0a38636 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -3,7 +3,7 @@
 Installing Python 3 on Linux
 ============================
 
-.. image:: https://farm5.staticflickr.com/4276/34435689480_8eea0f1bfd_o_d.jpg
+.. image:: https://farm5.staticflickr.com/4276/34435689480_2e6f358510_k_d.jpg
 
 This document describes how to install Python 3.6 on Ubuntu Linux machines.
 

From a3ac30630f9cafe7041abe1177ec8bfcf2c8e2d0 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:41:39 -0400
Subject: [PATCH 164/471] Update osx.rst

---
 docs/starting/install3/osx.rst | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index e1eef9972..55575006d 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -3,7 +3,9 @@
 .. _install3-osx:
 
 Installing Python 3 on Mac OS X
-================================
+===============================
+
+.. image:: https://farm5.staticflickr.com/4276/34435689480_2e6f358510_k_d.jpg
 
 The latest version of Mac OS X, Sierra, **comes with Python 2.7 out of the box**.
 

From bf0bf4ad98d221faf48bcd8e22384446f17c103e Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:41:56 -0400
Subject: [PATCH 165/471] Update win.rst

---
 docs/starting/install3/win.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 12692f271..5fb1b2d8c 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -3,6 +3,8 @@
 Installing Python 3 on Windows
 ==============================
 
+.. image:: https://farm5.staticflickr.com/4276/34435689480_2e6f358510_k_d.jpg
+
 First, download the `latest version <https://www.python.org/ftp/python/3.6.2/python-3.6.2.exe>`_
 of Python 3.6 from the official website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the

From e69ced1a9cdf4d716edbfcfa9f6bd9de99148a36 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:42:48 -0400
Subject: [PATCH 166/471] Update linux.rst

---
 docs/starting/install/linux.rst | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/starting/install/linux.rst b/docs/starting/install/linux.rst
index a4258b658..02fdd2c5f 100644
--- a/docs/starting/install/linux.rst
+++ b/docs/starting/install/linux.rst
@@ -1,7 +1,9 @@
 .. _install-linux:
 
 Installing Python 2 on Linux
-============================
+=============================
+
+.. image:: https://farm5.staticflickr.com/4268/34435688560_4cc2a7bcbb_k_d.jpg
 
 The latest versions of CentOS, Red Hat Enterprise Linux (RHEL) and Ubuntu
 **come with Python 2.7 out of the box**.

From e24d7d074b1cc98ca90d3b599ff210b56bc2e229 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:42:59 -0400
Subject: [PATCH 167/471] Update osx.rst

---
 docs/starting/install/osx.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index bd7733bf6..c5247b505 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -3,6 +3,8 @@
 Installing Python 2 on Mac OS X
 ===============================
 
+.. image:: https://farm5.staticflickr.com/4268/34435688560_4cc2a7bcbb_k_d.jpg
+
 .. note::
     Check out our :ref:`guide for installing Python 3 on OS X<install3-osx>`.
 

From 02862852952b250f897302e3386dbb5e17b6d117 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:43:08 -0400
Subject: [PATCH 168/471] Update win.rst

---
 docs/starting/install/win.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index bbcae9ccb..8733e998e 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -3,6 +3,8 @@
 Installing Python 2 on Windows
 ==============================
 
+.. image:: https://farm5.staticflickr.com/4268/34435688560_4cc2a7bcbb_k_d.jpg
+
 First, download the `latest version <https://www.python.org/ftp/python/2.7.13/python-2.7.13.msi>`_
 of Python 2.7 from the official website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the

From e8ae2027251aaa9311328f54a6db7550682de3d5 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:44:26 -0400
Subject: [PATCH 169/471] Update structure.rst

---
 docs/writing/structure.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 486004cbd..4ef0cea98 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -1,6 +1,8 @@
 Structuring Your Project
 ========================
 
+.. image:: https://farm5.staticflickr.com/4166/34435687940_8f73fc1fa6_k_d.jpg
+
 By "structure" we mean the decisions you make concerning
 how your project best meets its objective. We need to consider how to
 best leverage Python's features to create clean, effective code.

From 62e047405d55a0408f890b905afb5ce083cfce88 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:44:59 -0400
Subject: [PATCH 170/471] Update gotchas.rst

---
 docs/writing/gotchas.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index 4a28085b3..7d4cd6fb4 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -1,6 +1,8 @@
 Common Gotchas
 ==============
 
+.. image:: https://farm5.staticflickr.com/4163/34435688380_b5a740762b_k_d.jpg
+
 For the most part, Python aims to be a clean and consistent language that
 avoids surprises. However, there are a few cases that can be confusing to
 newcomers.

From 4c37b093b0c636d19810435758fca17b2f6e2573 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:45:34 -0400
Subject: [PATCH 171/471] Update logging.rst

---
 docs/writing/logging.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/logging.rst b/docs/writing/logging.rst
index ad2bda1bc..184e9e8b6 100644
--- a/docs/writing/logging.rst
+++ b/docs/writing/logging.rst
@@ -1,6 +1,8 @@
 Logging
 =======
 
+.. image:: https://farm5.staticflickr.com/4246/35254379756_c9fe23f843_k_d.jpg
+
 The :mod:`logging` module has been a part of Python's Standard Library since
 version 2.3.  It is succinctly described in :pep:`282`.  The documentation
 is notoriously hard to read, except for the `basic logging tutorial`_.

From e2ccc68cc23c7bb4311525f5a6f35020efeb1088 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:46:37 -0400
Subject: [PATCH 172/471] Update style.rst

---
 docs/writing/style.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index d198dc749..abd0af49f 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -3,6 +3,8 @@
 Code Style
 ==========
 
+.. image:: https://farm5.staticflickr.com/4223/33907150054_5ee79e8940_k_d.jpg
+
 If you ask Python programmers what they like most about Python, they will
 often cite its high readability.  Indeed, a high level of readability
 is at the heart of the design of the Python language, following the

From 088bbe98396e472c3eac7b2c3a8ac1a6db4bf9ff Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:47:23 -0400
Subject: [PATCH 173/471] Update documentation.rst

---
 docs/writing/documentation.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index a91b86b90..d251a0b99 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -1,6 +1,8 @@
 Documentation
 =============
 
+.. image:: https://farm5.staticflickr.com/4279/35620636012_f66aa88f93_k_d.jpg
+
 Readability is a primary focus for Python developers, in both project
 and code documentation. Following some simple best practices can save
 both you and others a lot of time.

From 7fefdb03dd9ed3b1f07a2792fd5b55dd6e1a9f9b Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:48:11 -0400
Subject: [PATCH 174/471] Update license.rst

---
 docs/writing/license.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/license.rst b/docs/writing/license.rst
index 6c42df767..dd5fe3bb8 100644
--- a/docs/writing/license.rst
+++ b/docs/writing/license.rst
@@ -1,6 +1,8 @@
 Choosing a License
 ==================
 
+.. image:: https://farm5.staticflickr.com/4228/33907149294_82d7535a6c_k_d.jpg
+
 Your source publication *needs* a license. In the US, if no license is
 specified, users have no legal right to download, modify, or distribute.
 Furthermore, people can't contribute to your code unless you tell them what

From 18fc51467b477675e2e50635d32e3a3efb97698d Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:48:40 -0400
Subject: [PATCH 175/471] Update reading.rst

---
 docs/writing/reading.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/reading.rst b/docs/writing/reading.rst
index 97342250a..0b6486d51 100644
--- a/docs/writing/reading.rst
+++ b/docs/writing/reading.rst
@@ -1,6 +1,8 @@
 Reading Great Code
 ==================
 
+.. image:: https://farm5.staticflickr.com/4221/34689452831_93d7fd0571_k_d.jpg
+
 One of the core tenets behind the design of Python is creating
 readable code. The motivation behind this design is simple: The number
 one thing that Python programmers do is read code.

From 9c0c28d604877676be181fde5d5076c2c3826c84 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:49:37 -0400
Subject: [PATCH 176/471] Update tests.rst

---
 docs/writing/tests.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 31b132c2e..267936e4e 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -1,6 +1,8 @@
 Testing Your Code
 =================
 
+.. image:: https://farm5.staticflickr.com/4222/33907151414_4caa51c4ae_k_d.jpg
+
 Testing your code is very important.
 
 Getting used to writing testing code and running this code in parallel is now 

From 6305cefad70740d1098a82f0b677b71b5ef4b9b6 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:50:01 -0400
Subject: [PATCH 177/471] Update tests.rst

---
 docs/writing/tests.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 267936e4e..ab9075feb 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -1,7 +1,7 @@
 Testing Your Code
 =================
 
-.. image:: https://farm5.staticflickr.com/4222/33907151414_4caa51c4ae_k_d.jpg
+.. image:: https://farm5.staticflickr.com/4203/33907151224_0574e7dfc2_k_d.jpg
 
 Testing your code is very important.
 

From 1d6412eeb5a7af23fbe910653adb399f1fc7de5d Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:50:21 -0400
Subject: [PATCH 178/471] Update structure.rst

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 4ef0cea98..fbea0e5bc 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -1,7 +1,7 @@
 Structuring Your Project
 ========================
 
-.. image:: https://farm5.staticflickr.com/4166/34435687940_8f73fc1fa6_k_d.jpg
+.. image:: https://farm5.staticflickr.com/4203/33907151224_0574e7dfc2_k_d.jpg
 
 By "structure" we mean the decisions you make concerning
 how your project best meets its objective. We need to consider how to

From 223cfa99ade84480b43e9a4b51cc2189d57637ab Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:50:56 -0400
Subject: [PATCH 179/471] Update tests.rst

---
 docs/writing/tests.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index ab9075feb..ea86ee8a9 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -1,7 +1,7 @@
 Testing Your Code
 =================
 
-.. image:: https://farm5.staticflickr.com/4203/33907151224_0574e7dfc2_k_d.jpg
+.. image:: https://farm5.staticflickr.com/4166/34435687940_8f73fc1fa6_k_d.jpg
 
 Testing your code is very important.
 

From a9e1dcba2f6704451bf33d8f4937f3776267acd9 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:51:51 -0400
Subject: [PATCH 180/471] Update ci.rst

---
 docs/scenarios/ci.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/scenarios/ci.rst b/docs/scenarios/ci.rst
index b3327b141..b58deb515 100644
--- a/docs/scenarios/ci.rst
+++ b/docs/scenarios/ci.rst
@@ -1,6 +1,7 @@
 Continuous Integration
 ======================
 
+.. image:: https://farm5.staticflickr.com/4173/33907150594_9abba7ad0a_k_d.jpg
 
 Why?
 ----

From 309e9e1278ccfef8ab36e73b3e45039b3a51a3b2 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:52:21 -0400
Subject: [PATCH 181/471] Update admin.rst

---
 docs/scenarios/admin.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index a438ab40c..ee7b5127b 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -1,6 +1,8 @@
 Systems Administration
 ======================
 
+.. image:: https://farm5.staticflickr.com/4179/34435690580_3afec7d4cd_k_d.jpg
+
 Fabric
 ------
 

From b46e7771a694676277faa47631c03b464ce86565 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:52:52 -0400
Subject: [PATCH 182/471] Update cli.rst

---
 docs/scenarios/cli.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index 617de28c0..b6c7e7376 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -1,6 +1,8 @@
 Command-line Applications
 =========================
 
+.. image:: https://farm5.staticflickr.com/4272/34435690330_11930b5987_k_d.jpg
+
 Command-line applications, also referred to as
 `Console Applications <http://en.wikipedia.org/wiki/Console_application>`_,
 are computer programs designed to be used from a text interface, such as a

From 8ce47b37cf2fcfcc68fb0998563f06fcaff8aafb Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:54:03 -0400
Subject: [PATCH 183/471] Update clibs.rst

---
 docs/scenarios/clibs.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/clibs.rst b/docs/scenarios/clibs.rst
index 2066489cd..712d7f88e 100644
--- a/docs/scenarios/clibs.rst
+++ b/docs/scenarios/clibs.rst
@@ -1,6 +1,8 @@
 Interfacing with C/C++ Libraries
 ================================
 
+.. image:: https://farm5.staticflickr.com/4173/34725951345_c8f5959a2e_k_d.jpg
+
 C Foreign Function Interface
 ----------------------------
 

From 32bf1cf9902f16a389b1790496bbd71ec8531e63 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:54:30 -0400
Subject: [PATCH 184/471] Update client.rst

---
 docs/scenarios/client.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/client.rst b/docs/scenarios/client.rst
index 2dc7748cd..a0669a8c2 100644
--- a/docs/scenarios/client.rst
+++ b/docs/scenarios/client.rst
@@ -1,7 +1,7 @@
 Network Applications
 ====================
 
-
+.. image:: https://farm5.staticflickr.com/4183/34725953695_d40f7d51af_k_d.jpg
 
 HTTP
 ::::

From 4b098bd282a51e7d7f055376213e2820033982c2 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:55:01 -0400
Subject: [PATCH 185/471] Update client.rst

---
 docs/scenarios/client.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/client.rst b/docs/scenarios/client.rst
index a0669a8c2..99c7ac08d 100644
--- a/docs/scenarios/client.rst
+++ b/docs/scenarios/client.rst
@@ -1,7 +1,7 @@
 Network Applications
 ====================
 
-.. image:: https://farm5.staticflickr.com/4183/34725953695_d40f7d51af_k_d.jpg
+.. image:: https://farm5.staticflickr.com/4251/34364815780_bea6614025_k_d.jpg
 
 HTTP
 ::::

From 11960bd823ad64c178748d9c84695c50c73f3e76 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:55:29 -0400
Subject: [PATCH 186/471] Update crypto.rst

---
 docs/scenarios/crypto.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/crypto.rst b/docs/scenarios/crypto.rst
index e4b103a9d..191062afe 100644
--- a/docs/scenarios/crypto.rst
+++ b/docs/scenarios/crypto.rst
@@ -1,6 +1,8 @@
 Cryptography
 ============
 
+.. image:: https://farm5.staticflickr.com/4220/33907152824_bf91078cc1_k_d.jpg
+
 Cryptography
 ------------
 

From 5654cb53cac51ea19577cd7c01d10297cb35cdc3 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:55:53 -0400
Subject: [PATCH 187/471] Update db.rst

---
 docs/scenarios/db.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/db.rst b/docs/scenarios/db.rst
index 58d9cd20b..8da9a203e 100644
--- a/docs/scenarios/db.rst
+++ b/docs/scenarios/db.rst
@@ -1,6 +1,8 @@
 Databases
 =========
 
+.. image:: https://farm5.staticflickr.com/4225/33907152464_a99fdcc8de_k_d.jpg
+
 DB-API
 ------
 

From fd5851240a2b855ab91df7db57b700051e43c120 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:56:22 -0400
Subject: [PATCH 188/471] Update gui.rst

---
 docs/scenarios/gui.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index f56b212b7..69a8d3224 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -1,6 +1,9 @@
 GUI Applications
 ================
 
+.. image:: https://farm5.staticflickr.com/4250/33907143624_cd621b535c_k_d.jpg
+
+
 Alphabetical list of GUI Applications.
 
 Camelot

From 1b594e0ce63d5d399314eba0110641cc8d15ad3d Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:56:56 -0400
Subject: [PATCH 189/471] Update imaging.rst

---
 docs/scenarios/imaging.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/imaging.rst b/docs/scenarios/imaging.rst
index 49d3af1eb..984d6dbf4 100644
--- a/docs/scenarios/imaging.rst
+++ b/docs/scenarios/imaging.rst
@@ -2,6 +2,8 @@
 Image Manipulation
 ==================
 
+.. image:: https://farm5.staticflickr.com/4157/34575689432_3de8e9a348_k_d.jpg
+
 Most image processing and manipulation techniques can be carried out
 effectively using two libraries: Python Imaging Library (PIL)  and OpenSource
 Computer Vision (OpenCV).

From d0f689bb94203f437f68f56d732e60d3190eb8ad Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:57:23 -0400
Subject: [PATCH 190/471] Update json.rst

---
 docs/scenarios/json.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/json.rst b/docs/scenarios/json.rst
index 860e79435..55de04ef7 100644
--- a/docs/scenarios/json.rst
+++ b/docs/scenarios/json.rst
@@ -1,6 +1,8 @@
 JSON
 ====
 
+.. image:: https://farm5.staticflickr.com/4174/33928819683_97b5c6a184_k_d.jpg
+
 The `json <https://docs.python.org/2/library/json.html>`_ library can parse
 JSON from strings or files. The library parses JSON into a Python dictionary
 or list. It can also convert Python dictionaries or lists into JSON strings.

From f6448019815dff8e8f0a3d4629a0c0fb1bd4be96 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:59:25 -0400
Subject: [PATCH 191/471] Update ml.rst

---
 docs/scenarios/ml.rst | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/scenarios/ml.rst b/docs/scenarios/ml.rst
index 25cab8045..fde454276 100644
--- a/docs/scenarios/ml.rst
+++ b/docs/scenarios/ml.rst
@@ -2,6 +2,8 @@
 Machine Learning
 ================
 
+.. image:: https://farm4.staticflickr.com/3954/34018729885_002ced9b54_k_d.jpg
+
 Python has a vast number of libraries for data analysis, statistics and Machine Learning itself, making it a language of choice for many data scientists. 
 
 Some widely used packages for Machine Learning and other Data Science applications are enlisted below.
@@ -114,4 +116,4 @@ Since we're splitting randomly and the classifier trains on every iteration, the
 
 The first line contains the labels (i.e flower species) of the testing data as predicted by our classifier, and the second line contains the actual flower species as given in the dataset. We thus get an accuracy of 100% this time.
 
-More on scikit-learn can be read in the `documentation <http://scikit-learn.org/stable/user_guide.html>`_.
\ No newline at end of file
+More on scikit-learn can be read in the `documentation <http://scikit-learn.org/stable/user_guide.html>`_.

From ed4b4cdf264caa5bbbdb4d92e60492a7b6eae500 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 16:59:51 -0400
Subject: [PATCH 192/471] Update network.rst

---
 docs/scenarios/network.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/network.rst b/docs/scenarios/network.rst
index dd8bfa67d..0aa5860c9 100644
--- a/docs/scenarios/network.rst
+++ b/docs/scenarios/network.rst
@@ -1,6 +1,8 @@
 Networking
 ==========
 
+.. image:: https://farm3.staticflickr.com/2892/34151833832_6bdfd930af_k_d.jpg
+
 Twisted
 -------
 

From 1a62b4d8ecf0aa6ce0e879652a627804ba3712ca Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:00:17 -0400
Subject: [PATCH 193/471] Update scientific.rst

---
 docs/scenarios/scientific.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index 92c8c801b..f81ecef1b 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -2,6 +2,8 @@
 Scientific Applications
 =======================
 
+.. image:: https://farm3.staticflickr.com/2890/33925223870_97e44f5629_k_d.jpg
+
 Context
 :::::::
 

From f81ed3de776977c90ac83ee7f576841e9e557770 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:00:42 -0400
Subject: [PATCH 194/471] Update scrape.rst

---
 docs/scenarios/scrape.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index a7440f83d..e32978266 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -1,6 +1,8 @@
 HTML Scraping
 =============
 
+.. image:: https://farm3.staticflickr.com/2900/34268661876_442428e122_k_d.jpg
+
 Web Scraping
 ------------
 

From 4babd8bfddc4996e5f7da00831465565066e4a09 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:01:11 -0400
Subject: [PATCH 195/471] Update serialization.rst

---
 docs/scenarios/serialization.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/serialization.rst b/docs/scenarios/serialization.rst
index ac0494f14..8a950bad9 100644
--- a/docs/scenarios/serialization.rst
+++ b/docs/scenarios/serialization.rst
@@ -2,6 +2,8 @@
 Data Serialization
 ==================
 
+.. image:: https://farm3.staticflickr.com/2927/33467946364_3e59bd376a_k_d.jpg
+
 What is data serialization?
 ---------------------------
 

From 55a2331a6a4ae65ea3f1c955a4ace047a71f4faa Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:01:35 -0400
Subject: [PATCH 196/471] Update speed.rst

---
 docs/scenarios/speed.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index 01223809c..18e84ec92 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -1,6 +1,8 @@
 Speed
 =====
 
+.. image:: https://farm3.staticflickr.com/2826/33175625804_e225b90f3e_k_d.jpg
+
 CPython, the most commonly used implementation of Python, is slow for CPU bound
 tasks. `PyPy`_ is fast.
 

From d0e8328728640ad06b7fcfb766e6ca197a253e42 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:02:05 -0400
Subject: [PATCH 197/471] Update web.rst

---
 docs/scenarios/web.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 248155fd3..9ab35034b 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -2,6 +2,8 @@
 Web Applications & Frameworks
 =============================
 
+.. image:: https://farm3.staticflickr.com/2891/34309496175_b82d104282_k_d.jpg
+
 As a powerful scripting language adapted to both fast prototyping
 and bigger projects, Python is widely used in web application
 development.

From 53be40ebb9009785f6d14f475ed9fdc99c04899a Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:02:35 -0400
Subject: [PATCH 198/471] Update xml.rst

---
 docs/scenarios/xml.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/scenarios/xml.rst b/docs/scenarios/xml.rst
index 0cc3cdc4c..8af9e416c 100644
--- a/docs/scenarios/xml.rst
+++ b/docs/scenarios/xml.rst
@@ -1,6 +1,8 @@
 XML parsing
 ===========
 
+.. image:: https://farm3.staticflickr.com/2808/33888714601_a1f7d020a2_k_d.jpg
+
 untangle
 --------
 

From 30c0a34fae2aa2a2e55cf6b0277cd6d629429cfa Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:03:43 -0400
Subject: [PATCH 199/471] Update freezing.rst

---
 docs/shipping/freezing.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index aaf4cc908..f0b73b41d 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -4,6 +4,8 @@
 Freezing Your Code
 ==================
 
+.. image:: https://farm5.staticflickr.com/4227/33907151034_e0a9e53402_k_d.jpg
+
 "Freezing" your code is creating a single-file executable file to distribute 
 to end-users, that contains all of your application code as well as the 
 Python interpreter.

From 20272176553c55f7ab8f070cb5fa498ac3c525d4 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:04:13 -0400
Subject: [PATCH 200/471] Update packaging.rst

---
 docs/shipping/packaging.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index 8100ee343..c2675b745 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -4,6 +4,8 @@
 Packaging Your Code
 ===================
 
+.. image:: https://farm5.staticflickr.com/4325/36137234682_be6898bf57_k_d.jpg
+
 Package your code to share it with other developers. For example
 to share a library for other developers to use in their application,
 or for development tools like 'py.test'.

From 13832a64ff18f1fe8049d3cfe96c9676b60499a1 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:04:56 -0400
Subject: [PATCH 201/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index aa31ecdf4..6dd124b6c 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -3,6 +3,8 @@
 Pipenv & Virtual Environments
 =============================
 
+.. image:: https://farm5.staticflickr.com/4290/35294660055_42c02b2316_k_d.jpg
+
 This tutorial walks you through installing and using Python packages. 
 
 It will show you how to install and use the necessary tools and make strong

From 7eca881a11c64c4c247eec86d712aa4385461d38 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:05:23 -0400
Subject: [PATCH 202/471] Update pip-virtualenv.rst

---
 docs/dev/pip-virtualenv.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/dev/pip-virtualenv.rst b/docs/dev/pip-virtualenv.rst
index 07f93c679..f2457f1dc 100644
--- a/docs/dev/pip-virtualenv.rst
+++ b/docs/dev/pip-virtualenv.rst
@@ -3,6 +3,8 @@
 Further Configuration of Pip and Virtualenv
 ===========================================
 
+.. image:: https://farm4.staticflickr.com/3934/34018732105_f0e6758859_k_d.jpg
+
 Requiring an active virtual environment for ``pip``
 ---------------------------------------------------
 

From 98735c635413dfd15c32280da41df9a4515ef0f2 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:06:17 -0400
Subject: [PATCH 203/471] Update env.rst

---
 docs/dev/env.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index f03da3c0f..e1e012970 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -1,6 +1,8 @@
 Your Development Environment
 ============================
 
+.. image:: https://farm3.staticflickr.com/2930/33175624924_7febc46cc4_k_d.jpg
+
 
 Text Editors
 ::::::::::::

From e9f9d7f9b2d99bed8aaacd3c08a92c46dcb3f233 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:07:42 -0400
Subject: [PATCH 204/471] Update community.rst

---
 docs/intro/community.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/intro/community.rst b/docs/intro/community.rst
index 754d53307..472c6d546 100644
--- a/docs/intro/community.rst
+++ b/docs/intro/community.rst
@@ -3,6 +3,8 @@
 The Community
 =============
 
+.. image:: https://farm5.staticflickr.com/4225/34689432801_78d97ecec9_k_d.jpg
+
 BDFL
 ----
 

From ea43442bf25c31e675ebe6ddd38277437c4cbd86 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:08:12 -0400
Subject: [PATCH 205/471] Update documentation.rst

---
 docs/intro/documentation.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/intro/documentation.rst b/docs/intro/documentation.rst
index 1db5bcedb..a75aa3c03 100644
--- a/docs/intro/documentation.rst
+++ b/docs/intro/documentation.rst
@@ -1,6 +1,8 @@
 Documentation
 =============
 
+.. image:: https://farm5.staticflickr.com/4178/33928823133_2f3d32cf32_k_d.jpg
+
 Official Documentation
 ----------------------
 

From 6f967c3b6734b534d95f8d78b2a218ebea8ebd89 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:08:40 -0400
Subject: [PATCH 206/471] Update duction.rst

---
 docs/intro/duction.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/intro/duction.rst b/docs/intro/duction.rst
index e18d146c2..8e9cc6f0f 100644
--- a/docs/intro/duction.rst
+++ b/docs/intro/duction.rst
@@ -1,6 +1,8 @@
 Introduction
 ============
 
+.. image:: https://farm5.staticflickr.com/4180/34725946825_0f85497e60_k_d.jpg
+
 From the `official Python website <http://python.org/about/>`_:
 
 Python is a general-purpose, high-level programming language similar

From cb28f17c9bc9ca3ba1bfb8f69bd6dc280c97894f Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:09:29 -0400
Subject: [PATCH 207/471] Update learning.rst

---
 docs/intro/learning.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 3c0295417..beb0004ac 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -1,6 +1,8 @@
 Learning Python
 ===============
 
+.. image:: https://farm3.staticflickr.com/2840/32800783863_11a00db52c_k_d.jpg
+
 Beginner
 --------
 

From d8d7154b4a76939b798b4b621730761c023b7b6a Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:10:49 -0400
Subject: [PATCH 208/471] Update news.rst

---
 docs/intro/news.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/intro/news.rst b/docs/intro/news.rst
index 074821fa4..cc8702535 100644
--- a/docs/intro/news.rst
+++ b/docs/intro/news.rst
@@ -1,6 +1,8 @@
 News
 ====
 
+.. image:: https://farm4.staticflickr.com/3804/33573767786_eececc5d27_k_d.jpg
+
 Planet Python
 ~~~~~~~~~~~~~
 

From a6f34509f4b3fac07131d5fd2763d6280a86b2de Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:11:39 -0400
Subject: [PATCH 209/471] Update contribute.rst

---
 docs/notes/contribute.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/notes/contribute.rst b/docs/notes/contribute.rst
index 0d709f29f..accafa023 100644
--- a/docs/notes/contribute.rst
+++ b/docs/notes/contribute.rst
@@ -1,6 +1,8 @@
 Contribute
 ~~~~~~~~~~
 
+.. image: https://farm3.staticflickr.com/2858/33573769116_49c1ef51e7_k_d.jpg
+
 Python-guide is under active development, and contributors are welcome.
 
 If you have a feature request, suggestion, or bug report, please open a new

From dca7b1e469b108c29c878ce0fddd7d7824a0a688 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:11:48 -0400
Subject: [PATCH 210/471] Update contribute.rst

---
 docs/notes/contribute.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/notes/contribute.rst b/docs/notes/contribute.rst
index accafa023..b75f55926 100644
--- a/docs/notes/contribute.rst
+++ b/docs/notes/contribute.rst
@@ -1,7 +1,7 @@
 Contribute
 ~~~~~~~~~~
 
-.. image: https://farm3.staticflickr.com/2858/33573769116_49c1ef51e7_k_d.jpg
+.. image:: https://farm3.staticflickr.com/2858/33573769116_49c1ef51e7_k_d.jpg
 
 Python-guide is under active development, and contributors are welcome.
 

From 0e80520ac9fbfd1114c6e05030ac256948ce218b Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:12:22 -0400
Subject: [PATCH 211/471] Update license.rst

---
 docs/notes/license.rst | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/notes/license.rst b/docs/notes/license.rst
index 5a7f54351..6df4ee6b8 100644
--- a/docs/notes/license.rst
+++ b/docs/notes/license.rst
@@ -2,4 +2,6 @@
 License
 =======
 
-The Guide is licensed under the `Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported license <https://creativecommons.org/licenses/by-nc-sa/3.0/>`_.
\ No newline at end of file
+.. image:: https://farm4.staticflickr.com/3762/32800805573_568d6b72fd_k_d.jpg
+
+The Guide is licensed under the `Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported license <https://creativecommons.org/licenses/by-nc-sa/3.0/>`_.

From d15a63e5d8ed48e569df408c1c10041d44898df5 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:12:54 -0400
Subject: [PATCH 212/471] Update styleguide.rst

---
 docs/notes/styleguide.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/notes/styleguide.rst b/docs/notes/styleguide.rst
index 768240b0e..c2d4034ec 100644
--- a/docs/notes/styleguide.rst
+++ b/docs/notes/styleguide.rst
@@ -4,6 +4,8 @@
 The Guide Style Guide
 =====================
 
+.. image:: https://farm4.staticflickr.com/3684/33573755856_7f43d43adf_k_d.jpg
+
 As with all documentation, having a consistent format helps make the
 document more understandable. In order to make The Guide easier to digest,
 all contributions should fit within the rules of this style guide where

From 06d1914373859bda56c6aec41c3ccbe9c62660b5 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Mon, 4 Sep 2017 17:13:40 -0400
Subject: [PATCH 213/471] Update index.rst

---
 docs/index.rst | 2 --
 1 file changed, 2 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index 76c0ebe55..843d663cb 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -6,8 +6,6 @@
 The Hitchhiker's Guide to Python!
 =================================
 
-.. image:: https://farm5.staticflickr.com/4206/35620636872_7f97b4e497_k_d.jpg
-
 Greetings, Earthling! Welcome to The Hitchhiker's Guide to Python.
 
 **This is a living, breathing guide.**  If you'd like to contribute,

From 59a7b170fee8a5da07582dea000a3890641c1627 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Tue, 5 Sep 2017 12:57:59 -0400
Subject: [PATCH 214/471] Update Readme.rst

---
 Readme.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/Readme.rst b/Readme.rst
index bccb651b0..bc3b38bc7 100644
--- a/Readme.rst
+++ b/Readme.rst
@@ -3,6 +3,8 @@ Hitchhiker's Guide to Python
 
 **Python Best Practices Guidebook**
 
+.. image:: https://farm1.staticflickr.com/628/33173824932_58add34581_k_d.jpg
+
 -----------
 
 **Work in progress. If you'd like to help, please do. There's a lot of work to

From 93d8c7278e6bed3c684c8d98033ce4f91d968516 Mon Sep 17 00:00:00 2001
From: "Michael V. DePalatis" <mike@depalatis.net>
Date: Mon, 11 Sep 2017 10:23:02 -0400
Subject: [PATCH 215/471] Fix grammar in sentence about bdist_rpm

---
 docs/shipping/packaging.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index c2675b745..7e55d4207 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -154,7 +154,7 @@ Also, if a distribution releases a new security update for Python, then your
 application will automatically start using that new version of Python.
 
 The bdist_rpm command makes `producing an RPM file <https://docs.python.org/3/distutils/builtdist.html#creating-rpm-packages>`_
-for use by distributions like Red Hat or SuSE is trivially easy.
+for use by distributions like Red Hat or SuSE trivially easy.
 
 However, creating and maintaining the different configurations required for
 each distribution's format (e.g. .deb for Debian/Ubuntu, .rpm for Red

From e8b9e3ec7ac520647f6c87fcb90296d937351790 Mon Sep 17 00:00:00 2001
From: Ofek Lev <ofekmeister@gmail.com>
Date: Wed, 13 Sep 2017 01:31:44 -0400
Subject: [PATCH 216/471] add Talk Python & Python Bytes podcasts to news

---
 docs/intro/news.rst | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/docs/intro/news.rst b/docs/intro/news.rst
index cc8702535..c3a019551 100644
--- a/docs/intro/news.rst
+++ b/docs/intro/news.rst
@@ -18,6 +18,20 @@ Python-related news.
 
     `/r/python <http://reddit.com/r/python>`_
 
+Talk Python Podcast
+~~~~~~~~~~~~~~~~~~~
+
+The #1 Python-focused podcast covering the people and ideas in Python.
+
+    `Talk Python To Me <https://talkpython.fm>`_
+
+Python Bytes Podcast
+~~~~~~~~~~~~~~~~~~~~
+
+A short-form Python podcast covering recent developer headlines.
+
+    `Python Bytes <https://pythonbytes.fm>`_
+
 Pycoder's Weekly
 ~~~~~~~~~~~~~~~~
 

From 28525be1c183357497916f9acaec894048baed91 Mon Sep 17 00:00:00 2001
From: Steven Barre <steven@stevenbarre.com>
Date: Thu, 21 Sep 2017 16:40:58 -0700
Subject: [PATCH 217/471] Typo fix

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index fbea0e5bc..874f5f367 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -774,7 +774,7 @@ compute x + 1, you have to create another integer and give it a name.
 
     my_list = [1, 2, 3]
     my_list[0] = 4
-    print my_list  # [4, 2, 3] <- The same list as changed
+    print my_list  # [4, 2, 3] <- The same list has changed
 
     x = 6
     x = x + 1  # The new x is another object

From 63bde4525a7260a833aa519dbf35e33b5aace387 Mon Sep 17 00:00:00 2001
From: Marco Rougeth <marco@rougeth.com>
Date: Tue, 26 Sep 2017 22:14:58 -0300
Subject: [PATCH 218/471] Add ref to installation.rst

---
 docs/starting/installation.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index 3b3dc3b57..a22e35922 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -1,3 +1,5 @@
+.. _installation:
+
 Properly Installing Python
 ==========================
 

From afa74782c5fdc08c16321d5d031a1e47bad848e0 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 30 Sep 2017 09:15:40 -0400
Subject: [PATCH 219/471] Update virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 24 +++++++++++++++++-------
 1 file changed, 17 insertions(+), 7 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 6dd124b6c..65dc8b12d 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -82,13 +82,23 @@ Use ``pip`` to install Pipenv:
 
 .. Note:: This does a `user installation`_ to prevent breaking any system-wide
     packages. If ``pipenv`` isn't available in your shell after installation,
-    you'll need to add the `user base`_'s ``bin`` directory to your ``PATH``.
-    You can find the user base by running ``python -m site`` which will print
-    site information including the user base. For example, on Linux this will
-    return ``USER_BASE: '~/.local'`` so you'll need to add ``~/.local/bin`` to
-    your ``PATH``. On Linux and macOS you can set your ``PATH`` permanently
-    by `modifying ~/.profile`_. On Windows you can set the user
-    ``PATH`` permanently in the `Control Panel`_.
+    you'll need to add the `user base`_'s binary directory to your ``PATH``.
+
+    On Linux and macOS you can find the user base binary directory by running
+    ``python -m site --user-base`` and adding ``bin`` to the end. For example,
+    this will typically print ``~/.local`` (with ``~`` expanded to the
+    absolute path to your home directory) so you'll need to add
+    ``~/.local/bin`` to your ``PATH``. You can set your ``PATH`` permanently by
+    `modifying ~/.profile`_.
+
+    On Windows you can find the user base binary directory by running
+    ``py -m site --user-site`` and replacing ``site-packages`` with
+    ``Scripts``. For example, this could return
+    ``C:\Users\Username\AppData\Roaming\Python36\site-packages`` so you would
+    need to set your ``PATH`` to include
+    ``C:\Users\Username\AppData\Roaming\Python36\Scripts``. You can set your
+    user ``PATH`` permanently in the `Control Panel`_. You may need to log
+    out for the ``PATH`` changes to take effect.
 
 .. _npm: https://www.npmjs.com/
 .. _bundler: http://bundler.io/

From 25802738385546e59e7daed200cbacfc71031518 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 30 Sep 2017 09:18:19 -0400
Subject: [PATCH 220/471] updated contents

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/contents.rst.inc | 32 ++++++++++++++++----------------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index b5673cc92..223c64393 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -20,6 +20,22 @@ New to Python? Let's properly setup up your Python environment.
     starting/install/osx
     starting/install/win
     starting/install/linux
+    dev/virtualenvs
+
+
+Python Development Environments
+-------------------------------
+
+This part of the guide focus on the Python development environment,
+and the best-practice tools that are available for writing Python code.
+
+.. toctree::
+   :maxdepth: 2
+
+   dev/env
+   dev/virtualenvs
+   dev/pip-virtualenv
+
 
 
 
@@ -83,22 +99,6 @@ This part of the guide focuses on deploying your Python code.
    shipping/freezing
 
 
-Python Development Environments
--------------------------------
-
-This part of the guide focus on the Python development environment,
-and the best-practice tools that are available for writing Python code.
-
-.. toctree::
-   :maxdepth: 2
-
-   dev/env
-   dev/virtualenvs
-   dev/pip-virtualenv
-
-
-
-
 Additional Notes
 ----------------
 

From 21680d29348d87eee769dbbc71681d1e4dcde503 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 30 Sep 2017 09:18:58 -0400
Subject: [PATCH 221/471] updates

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/contents.rst.inc | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index 223c64393..d59794f59 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -20,6 +20,13 @@ New to Python? Let's properly setup up your Python environment.
     starting/install/osx
     starting/install/win
     starting/install/linux
+
+
+Using Virtualenvs with Pipenv:
+
+.. toctree::
+    :maxdepth: 1
+
     dev/virtualenvs
 
 

From c102b181df9356575d6358aa23eb888ed6093a01 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 30 Sep 2017 09:20:37 -0400
Subject: [PATCH 222/471] 2

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/contents.rst.inc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index d59794f59..5232c3f17 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -25,7 +25,7 @@ New to Python? Let's properly setup up your Python environment.
 Using Virtualenvs with Pipenv:
 
 .. toctree::
-    :maxdepth: 1
+    :maxdepth: 2
 
     dev/virtualenvs
 

From aa1498d8865e88a98b67ef690bcce7e2d18d4f29 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 30 Sep 2017 09:21:23 -0400
Subject: [PATCH 223/471] improve contents

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/contents.rst.inc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index 5232c3f17..b2d0df96f 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -22,7 +22,7 @@ New to Python? Let's properly setup up your Python environment.
     starting/install/linux
 
 
-Using Virtualenvs with Pipenv:
+- Using Virtualenvs with Pipenv:
 
 .. toctree::
     :maxdepth: 2

From 22ba4afff6122a1163dc566df749e1f08851b850 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 30 Sep 2017 09:21:42 -0400
Subject: [PATCH 224/471] on your system

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/contents.rst.inc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index b2d0df96f..e6784c248 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -1,14 +1,14 @@
 Getting Started with Python
 ---------------------------
 
-New to Python? Let's properly setup up your Python environment.
+New to Python? Let's properly setup up your Python environment:
 
 .. toctree::
    :maxdepth: 2
 
    starting/which-python
 
-- Properly Install Python
+- Properly Install Python on your system:
 
  .. toctree::
     :maxdepth: 1

From caebc3b3ce205125801ebc669c960c1ab5e43702 Mon Sep 17 00:00:00 2001
From: Aditya <code.aditya@gmail.com>
Date: Thu, 5 Oct 2017 13:36:40 +0530
Subject: [PATCH 225/471] Update the link for latest available Python 2.7
 release for Windows

---
 docs/starting/install/win.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index 8733e998e..57bb2058e 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -5,7 +5,7 @@ Installing Python 2 on Windows
 
 .. image:: https://farm5.staticflickr.com/4268/34435688560_4cc2a7bcbb_k_d.jpg
 
-First, download the `latest version <https://www.python.org/ftp/python/2.7.13/python-2.7.13.msi>`_
+First, download the `latest version <https://www.python.org/ftp/python/2.7.14/python-2.7.14.msi>`_
 of Python 2.7 from the official website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the
 `Python.org web site <http://python.org>`_ .

From 296e780c77e32f2d1a69f8f05afb1fbdaa157bf6 Mon Sep 17 00:00:00 2001
From: Aditya <code.aditya@gmail.com>
Date: Thu, 5 Oct 2017 13:39:55 +0530
Subject: [PATCH 226/471] Update the link for latest available Python 3.6
 release for Windows

---
 docs/starting/install3/win.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 5fb1b2d8c..7e9fb8c31 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -5,7 +5,7 @@ Installing Python 3 on Windows
 
 .. image:: https://farm5.staticflickr.com/4276/34435689480_2e6f358510_k_d.jpg
 
-First, download the `latest version <https://www.python.org/ftp/python/3.6.2/python-3.6.2.exe>`_
+First, download the `latest version <https://www.python.org/ftp/python/3.6.3/python-3.6.3.exe>`_
 of Python 3.6 from the official website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the
 `Python.org web site <http://python.org>`_ .
@@ -87,7 +87,7 @@ To install pip, run the Python script available here:
 Pipenv & Virtual Environments
 -----------------------------
 
-The next step it to install Pipenv, so you can install dependencies and manage virtual environments. 
+The next step it to install Pipenv, so you can install dependencies and manage virtual environments.
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the

From 2e2be97ae9c100c037fc40b58537f898a5a22ff5 Mon Sep 17 00:00:00 2001
From: Jero <tokidokitalkyou@gmail.com>
Date: Sat, 7 Oct 2017 11:06:34 +0800
Subject: [PATCH 227/471] Fix typo

From 'avalable' to 'available'
---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 65dc8b12d..193aabe2a 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -22,7 +22,7 @@ managing development and testing environments for any kind of project.
 Make sure you've got Python & pip
 ---------------------------------
 
-Before you go any further, make sure you have Python and that it's avalable
+Before you go any further, make sure you have Python and that it's available
 from your command line. You can check this by simply running:
 
 .. code-block:: bash

From 1cd8fd2e82170dc10d20d9000a36429dbb08a39f Mon Sep 17 00:00:00 2001
From: Chong Guo <armourg@sfu.ca>
Date: Mon, 9 Oct 2017 14:23:43 -0700
Subject: [PATCH 228/471] fixed typo

---
 docs/starting/install3/linux.rst | 2 +-
 docs/starting/install3/osx.rst   | 2 +-
 docs/starting/install3/win.rst   | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index 3d0a38636..8df9d9dd9 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -92,7 +92,7 @@ care about that.
 Pipenv & Virtual Environments
 -----------------------------
 
-The next step it to install Pipenv, so you can install dependencies and manage virtual environments. 
+The next step is to install Pipenv, so you can install dependencies and manage virtual environments. 
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 55575006d..ed669ba03 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -106,7 +106,7 @@ If the Homebrew version of Python 3 is installed then ``pip3`` will point to Pyt
 Pipenv & Virtual Environments
 -----------------------------
 
-The next step it to install Pipenv, so you can install dependencies and manage virtual environments. 
+The next step is to install Pipenv, so you can install dependencies and manage virtual environments. 
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the
diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 7e9fb8c31..39acfb592 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -87,7 +87,7 @@ To install pip, run the Python script available here:
 Pipenv & Virtual Environments
 -----------------------------
 
-The next step it to install Pipenv, so you can install dependencies and manage virtual environments.
+The next step is to install Pipenv, so you can install dependencies and manage virtual environments.
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the

From 028a232a1abd1d549819ea011dc317ed1c5a75ac Mon Sep 17 00:00:00 2001
From: Nefari0uss <nnefari0uss@gmail.com>
Date: Mon, 9 Oct 2017 21:56:36 -0400
Subject: [PATCH 229/471] quick typo fix in readme

---
 Readme.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Readme.rst b/Readme.rst
index bc3b38bc7..8dce3c079 100644
--- a/Readme.rst
+++ b/Readme.rst
@@ -18,7 +18,7 @@ basis.
 
 Topics include:
 
-- Platform- and version-specific installations
+- Platform and version-specific installations
 - Py2app, Py2exe, bbfreeze, pyInstaller
 - Pip
 - Numpy, scipy, statpy, pyplot, matplotlib

From cc02d1cfa84dd02c6b3d79f33a3cdd5dfb0a81a1 Mon Sep 17 00:00:00 2001
From: Nils Diefenbach <23okrs20+github@mykolab.com>
Date: Mon, 16 Oct 2017 11:38:35 +0200
Subject: [PATCH 230/471] Fixing typos

no more bellowing required by reader.
---
 docs/starting/install3/linux.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index 3d0a38636..a152502e3 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -85,14 +85,14 @@ command is meant for Python 2, while the ``pip3`` command is meant for Python 3.
 
     $ command -v pip3
 
-However, when using virtual environments (described bellow), you don't need to
+However, when using virtual environments (described below), you don't need to
 care about that.
 
 
 Pipenv & Virtual Environments
 -----------------------------
 
-The next step it to install Pipenv, so you can install dependencies and manage virtual environments. 
+The next step is to install Pipenv, so you can install dependencies and manage virtual environments. 
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the

From a9d00ef9f068b949ee96bd1e558af5b71c032633 Mon Sep 17 00:00:00 2001
From: KatherineMichel <kthrnmichel@gmail.com>
Date: Tue, 17 Oct 2017 23:20:27 -0500
Subject: [PATCH 231/471] Fixing broken link

---
 docs/intro/learning.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index beb0004ac..5cab93b96 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -157,7 +157,7 @@ A free introductory book that teaches Python at the beginner level, it assumes
 no previous programming experience.
 
     `A Byte of Python for Python 2.x <http://www.ibiblio.org/swaroopch/byteofpython/read/>`_
-    `A Byte of Python for Python 3.x <http://swaroopch.com/notes/Python_en-Preface/>`_
+    `A Byte of Python for Python 3.x <https://python.swaroopch.com/>`_
 
 
 Learn to Program in Python with Codeacademy

From 27657d519d06288b7c7e134a7c05fdfc8bacb129 Mon Sep 17 00:00:00 2001
From: KatherineMichel <kthrnmichel@gmail.com>
Date: Tue, 17 Oct 2017 23:27:40 -0500
Subject: [PATCH 232/471] Fixing another broken link

---
 docs/intro/learning.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 5cab93b96..b4cbbb2e6 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -109,7 +109,7 @@ Dive Into Python 3 is a good book for those ready to jump in to Python 3. It's
 a good read if you are moving from Python 2 to 3 or if you already have some
 experience programming in another language.
 
-    `Dive Into Python 3 <http://www.diveinto.org/python3/>`_
+    `Dive Into Python 3 <http://www.diveintopython3.net/>`_
 
 
 Think Python: How to Think Like a Computer Scientist

From a4a324447a4708ccac72fdb4435eef8574bd5428 Mon Sep 17 00:00:00 2001
From: KatherineMichel <kthrnmichel@gmail.com>
Date: Tue, 17 Oct 2017 23:45:25 -0500
Subject: [PATCH 233/471] Fixing another broken link

---
 docs/intro/learning.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index b4cbbb2e6..e92496f91 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -49,7 +49,7 @@ If you want a more traditional book, *Python For You and Me* is an excellent
 resource for learning all aspects of the language.
 
     `Python for You and Me <https://pymbook.readthedocs.io/>`_
-    `Learn Python Interactively with DataCamp! <https://datacamp.com/>`_
+    `Learn Python Interactively with DataCamp! <https://www.datacamp.com/>`_
 
 
 Online Python Tutor

From e0e59c88a506fcfc3f51718777b7003f34475c09 Mon Sep 17 00:00:00 2001
From: Yoichi Nakayama <yoichi.nakayama@gmail.com>
Date: Thu, 19 Oct 2017 01:03:51 +0900
Subject: [PATCH 234/471] fix indent

---
 docs/contents.rst.inc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index e6784c248..76049aab6 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -24,7 +24,7 @@ New to Python? Let's properly setup up your Python environment:
 
 - Using Virtualenvs with Pipenv:
 
-.. toctree::
+ .. toctree::
     :maxdepth: 2
 
     dev/virtualenvs

From 11b1297f99719f92dc321c8416c05fcd57258d34 Mon Sep 17 00:00:00 2001
From: BlueStarCoder <chainanichan@gmail.com>
Date: Thu, 26 Oct 2017 10:24:08 +0530
Subject: [PATCH 235/471] correct typo in virtualenvs.rst

change $PROJECT_HOME to $WORKON_HOME on line 362
---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 193aabe2a..3743c314e 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -359,7 +359,7 @@ This creates the :file:`my_project` folder inside :file:`~/Envs`.
    $ workon my_project
 
 Alternatively, you can make a project, which creates the virtual environment,
-and also a project directory inside ``$PROJECT_HOME``, which is ``cd`` -ed into
+and also a project directory inside ``$WORKON_HOME``, which is ``cd`` -ed into
 when you ``workon myproject``.
 
 .. code-block:: console

From d6982f162fc33631376bce62a273011a4e62a848 Mon Sep 17 00:00:00 2001
From: kikisdeliveryservice <kikisdeliveryservice@users.noreply.github.com>
Date: Tue, 31 Oct 2017 09:17:04 -0700
Subject: [PATCH 236/471] add internal link to version control ignores

---
 docs/dev/virtualenvs.rst | 2 +-
 docs/writing/gotchas.rst | 2 ++
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 193aabe2a..b1fa6d9b4 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -310,7 +310,7 @@ This can help ensure consistency across installations, across deployments,
 and across developers.
 
 Lastly, remember to exclude the virtual environment folder from source
-control by adding it to the ignore list.
+control by adding it to the ignore list (see :ref:`Version Control Ignores<version_control_ignores>`).
 
 .. _virtualenvwrapper-ref:
 
diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index 7d4cd6fb4..cfbb08a12 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -232,6 +232,8 @@ Here's nice trick for removing all of these files, if they already exist::
 Run that from the root directory of your project, and all ``.pyc`` files
 will suddenly vanish. Much better.
 
+.. _version_control_ignores:
+
 Version Control Ignores
 ~~~~~~~~~~~~~~~~~~~~~~~
 

From 91d788c20173043c2f64248d27e04e23735b180b Mon Sep 17 00:00:00 2001
From: Sander van Dragt <svandragt@users.noreply.github.com>
Date: Thu, 9 Nov 2017 15:00:54 +0000
Subject: [PATCH 237/471] deadsnakes repository change

---
 docs/starting/install3/linux.rst | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index a152502e3..1c6d67d35 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -18,9 +18,10 @@ If you are using Ubuntu 16.10 or newer, then you can easily install Python 3.6 w
     $ sudo apt-get update
     $ sudo apt-get install python3.6
 
-If you're using another version of Ubuntu (e.g. the latest LTS release), we recommend using the `deadsnakes PPA <https://launchpad.net/~fkrull/+archive/ubuntu/deadsnakes>`_ to install Python 3.6::
+If you're using another version of Ubuntu (e.g. the latest LTS release), we recommend using the `deadsnakes PPA <https://launchpad.net/~deadsnakes/+archive/ubuntu/ppa>`_ to install Python 3.6::
 
-    $ sudo add-apt-repository ppa:fkrull/deadsnakes
+    $ sudo apt-get install software-properties-common
+    $ sudo add-apt-repository ppa:deadsnakes/ppa
     $ sudo apt-get update
     $ sudo apt-get install python3.6
 

From 65c8a8ccd712ff27b7f4f7825d29677eb20e66d5 Mon Sep 17 00:00:00 2001
From: Josh <hostelmarketing@gmail.com>
Date: Mon, 13 Nov 2017 16:18:22 -0800
Subject: [PATCH 238/471] Update structure.rst - fix indentation bug

---
 docs/writing/structure.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 874f5f367..befe0277b 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -811,7 +811,7 @@ The map function can be even faster than a list comprehension in some cases.
     # create a concatenated string from 0 to 19 (e.g. "012..1819")
     nums = ""
     for n in range(20):
-      nums += str(n)   # slow and inefficient
+        nums += str(n)   # slow and inefficient
     print nums
 
 **Good**
@@ -821,7 +821,7 @@ The map function can be even faster than a list comprehension in some cases.
     # create a concatenated string from 0 to 19 (e.g. "012..1819")
     nums = []
     for n in range(20):
-      nums.append(str(n))
+        nums.append(str(n))
     print "".join(nums)  # much more efficient
 
 **Better**

From 40b16591aec37ba8ae7a8e2634e417e79c09a52b Mon Sep 17 00:00:00 2001
From: Bas Kok <bakotaco@gmail.com>
Date: Mon, 20 Nov 2017 10:27:31 +0100
Subject: [PATCH 239/471] update latest MacOS version name (High Sierra)

---
 docs/starting/install/osx.rst  | 2 +-
 docs/starting/install3/osx.rst | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index c5247b505..f83bd4f07 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -8,7 +8,7 @@ Installing Python 2 on Mac OS X
 .. note::
     Check out our :ref:`guide for installing Python 3 on OS X<install3-osx>`.
 
-The latest version of Mac OS X, Sierra, **comes with Python 2.7 out of the box**.
+The latest version of Mac OS X, High Sierra, **comes with Python 2.7 out of the box**.
 
 You do not need to install or configure anything else to use Python. Having said
 that, I would strongly recommend that you install the tools and libraries
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index ed669ba03..bd7ad7168 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -7,7 +7,7 @@ Installing Python 3 on Mac OS X
 
 .. image:: https://farm5.staticflickr.com/4276/34435689480_2e6f358510_k_d.jpg
 
-The latest version of Mac OS X, Sierra, **comes with Python 2.7 out of the box**.
+The latest version of Mac OS X, High Sierra, **comes with Python 2.7 out of the box**.
 
 You do not need to install or configure anything else to use Python 2. These
 instructions document the installation of Python 3.

From b0c5b4f1855dad7386ddd820728b9cd0f84270b3 Mon Sep 17 00:00:00 2001
From: Siddhant Goel <siddhantgoel@gmail.com>
Date: Thu, 23 Nov 2017 17:12:39 +0100
Subject: [PATCH 240/471] add toga to GUI resources

---
 docs/scenarios/gui.rst | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 69a8d3224..ed683d62e 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -88,6 +88,16 @@ Qt
 is widely used for developing software with a GUI but can also be used for
 non-GUI applications.
 
+Toga
+----
+`Toga <https://toga.readthedocs.io/en/latest/>`_ is a Python native, OS
+native, cross platform GUI toolkit. Toga consists of a library of base
+components with a shared interface to simplify platform-agnostic GUI
+development.
+
+Toga is available on Mac OS, Windows, Linux (GTK), and mobile platforms such
+as Android and iOS.
+
 Tk
 --
 Tkinter is a thin object-oriented layer on top of Tcl/Tk. **It has the advantage

From eaaddf59317808fcb20a8f025947cafcd5e21a4b Mon Sep 17 00:00:00 2001
From: Zac-HD <zac.hatfield.dodds@gmail.com>
Date: Mon, 27 Nov 2017 13:22:30 +1100
Subject: [PATCH 241/471] Nose is deprecated, remove suggestion

https://nose.readthedocs.io now suggests using nose2, which
https://github.com/nose-devs/nose2 in turn has ceased feature
development due to the popularity of py.test.

Closes #683
---
 docs/writing/tests.rst | 17 -----------------
 1 file changed, 17 deletions(-)

diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index ea86ee8a9..23e0f017e 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -190,23 +190,6 @@ the unittest module!
     `py.test <https://docs.pytest.org/en/latest/>`_
 
 
-Nose
-----
-
-nose extends unittest to make testing easier.
-
-
-.. code-block:: console
-
-    $ pip install nose
-
-nose provides automatic test discovery to save you the hassle of manually
-creating test suites. It also provides numerous plugins for features such as
-xUnit-compatible test output, coverage reporting, and test selection.
-
-    `nose <https://nose.readthedocs.io/en/latest/>`_
-
-
 tox
 ---
 

From 9c6f2b79ad9f9f7b2c4cc330c75e9580ecd1ccc6 Mon Sep 17 00:00:00 2001
From: Zac-HD <zac.hatfield.dodds@gmail.com>
Date: Mon, 27 Nov 2017 13:25:11 +1100
Subject: [PATCH 242/471] Cross-reference structure tests to writing tests

Closes #806
---
 docs/writing/structure.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index befe0277b..b0dc9cadf 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -174,6 +174,8 @@ Test Suite
 ::::::::::
 
 
+*For advice on writing your tests, see :doc:`writing/tests`.*
+
 .. csv-table::
    :widths: 20, 40
 

From 39b0911c14f96e74e85020fe47a1f2894524c4d9 Mon Sep 17 00:00:00 2001
From: Zac-HD <zac.hatfield.dodds@gmail.com>
Date: Mon, 27 Nov 2017 13:28:19 +1100
Subject: [PATCH 243/471] Link scenarios/ci to writing/tests

Closes #451
---
 docs/scenarios/ci.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/scenarios/ci.rst b/docs/scenarios/ci.rst
index b58deb515..13e9a93d7 100644
--- a/docs/scenarios/ci.rst
+++ b/docs/scenarios/ci.rst
@@ -3,6 +3,9 @@ Continuous Integration
 
 .. image:: https://farm5.staticflickr.com/4173/33907150594_9abba7ad0a_k_d.jpg
 
+.. note::
+    For advice on writing your tests, see :doc:`writing/tests`.
+
 Why?
 ----
 

From ce7530bc70b7aca2553aebb7b7cd6303c9556827 Mon Sep 17 00:00:00 2001
From: Zac-HD <zac.hatfield.dodds@gmail.com>
Date: Mon, 27 Nov 2017 13:58:59 +1100
Subject: [PATCH 244/471] New testing tool: Hypothesis

Based on README at https://github.com/HypothesisWorks/hypothesis-python
---
 docs/writing/tests.rst | 34 ++++++++++++++++++++++++++++++++++
 1 file changed, 34 insertions(+)

diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 23e0f017e..542003b2a 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -190,6 +190,40 @@ the unittest module!
     `py.test <https://docs.pytest.org/en/latest/>`_
 
 
+Hypothesis
+----------
+
+Hypothesis is a library which lets you write tests that are parametrized by
+a source of examples.  It then generates simple and comprehensible examples
+that make your tests fail, letting you find more bugs with less work.
+
+.. code-block:: console
+
+    $ pip install hypothesis
+
+For example, testing lists of floats will try many examples, but report the
+minimal example of each bug (distinguished exception type and location):
+
+.. code-block:: python
+
+    @given(lists(floats(allow_nan=False, allow_infinity=False), min_size=1))
+    def test_mean(xs):
+        mean = sum(xs) / len(xs)
+        assert min(xs) <= mean(xs) <= max(xs)
+
+.. code-block::
+
+    Falsifying example: test_mean(
+        xs=[1.7976321109618856e+308, 6.102390043022755e+303]
+    )
+
+Hypothesis is practical as well as very powerful, and will often find bugs
+that escaped all other forms of testing.  It integrates well with py.test,
+and has a strong focus on usability in both simple and advanced scenarios.
+
+    `hypothesis <https://hypothesis.readthedocs.io/en/latest/>`_
+
+
 tox
 ---
 

From cb3f026a3e79f45e2ce183a4ce3a92f1845d5e98 Mon Sep 17 00:00:00 2001
From: Zac-HD <zac.hatfield.dodds@gmail.com>
Date: Mon, 27 Nov 2017 14:35:28 +1100
Subject: [PATCH 245/471] Update install instructions

Link py2 docs to py3 docs.
Fix invisible subheading.
Note that pip is part of the Python install now; closes #347.
Suggest avoiding eol 2.6 unless paid specifically.
---
 docs/starting/install/linux.rst |  3 +++
 docs/starting/install/win.rst   | 29 +++++++++++++++--------------
 docs/starting/install3/win.rst  | 22 ++++++----------------
 docs/starting/installation.rst  |  4 ++--
 docs/starting/which-python.rst  |  4 +++-
 5 files changed, 29 insertions(+), 33 deletions(-)

diff --git a/docs/starting/install/linux.rst b/docs/starting/install/linux.rst
index 02fdd2c5f..de831b6e0 100644
--- a/docs/starting/install/linux.rst
+++ b/docs/starting/install/linux.rst
@@ -5,6 +5,9 @@ Installing Python 2 on Linux
 
 .. image:: https://farm5.staticflickr.com/4268/34435688560_4cc2a7bcbb_k_d.jpg
 
+.. note::
+    Check out our :ref:`guide for installing Python 3 on Linux<install3-linux>`.
+
 The latest versions of CentOS, Red Hat Enterprise Linux (RHEL) and Ubuntu
 **come with Python 2.7 out of the box**.
 
diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index 57bb2058e..e930b4683 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -5,6 +5,9 @@ Installing Python 2 on Windows
 
 .. image:: https://farm5.staticflickr.com/4268/34435688560_4cc2a7bcbb_k_d.jpg
 
+.. note::
+    Check out our :ref:`guide for installing Python 3 on Windows<install3-windows>`.
+
 First, download the `latest version <https://www.python.org/ftp/python/2.7.14/python-2.7.14.msi>`_
 of Python 2.7 from the official website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the
@@ -50,24 +53,22 @@ makes it much easier for you to use other third-party Python libraries.
 Setuptools + Pip
 ----------------
 
-The most crucial third-party Python software of all is Setuptools, which
-extends the packaging and installation facilities provided by the distutils in
-the standard library. Once you add Setuptools to your Python system you can
-download and install any compliant Python software product with a single
-command. It also enables you to add this network installation capability to
-your own Python software with very little work.
+The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
+
+Once installed, you can download, install and uninstall any compliant Python software
+product with a single command. It also enables you to add this network installation
+capability to your own Python software with very little work.
 
-To obtain the latest version of Setuptools for Windows, run the Python script
-available here: `ez_setup.py <https://bootstrap.pypa.io/ez_setup.py>`_
+Python 2.7.9 and later (on the python2 series), and Python 3.4 and later include
+pip by default.
 
+To see if pip is installed, open a command prompt and run
+
+.. code-block:: console
 
-You'll now have a new command available to you: **easy_install**. It is
-considered by many to be deprecated, so we will install its replacement:
-**pip**. Pip allows for uninstallation of packages, and is actively maintained,
-unlike easy_install.
+    $ command -v pip
 
-To install pip, run the Python script available here:
-`get-pip.py <https://raw.github.com/pypa/pip/master/contrib/get-pip.py>`_
+To install pip, `follow the official pip installation guide <https://pip.pypa.io/en/latest/installing/>`_ - this will automatically install the latest version of setuptools.
 
 
 Virtual Environments
diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 39acfb592..74fe7d0a4 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -64,24 +64,14 @@ This will launch the Python 3 interpreter.
 Setuptools + Pip
 ----------------
 
-The most crucial third-party Python software of all is Setuptools, which
-extends the packaging and installation facilities provided by the distutils in
-the standard library. Once you add Setuptools to your Python system you can
-download and install any compliant Python software product with a single
-command. It also enables you to add this network installation capability to
-your own Python software with very little work.
+The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_,
+which let you download, install and uninstall any compliant Python software
+product with a single command. It also enables you to add this network installation
+capability to your own Python software with very little work.
 
-To obtain the latest version of Setuptools for Windows, run the Python script
-available here: `ez_setup.py <https://bootstrap.pypa.io/ez_setup.py>`_
+All supported versions of Python 3 include pip, so just make sure it's up to date::
 
-
-You'll now have a new command available to you: **easy_install**. It is
-considered by many to be deprecated, so we will install its replacement:
-**pip**. Pip allows for uninstallation of packages, and is actively maintained,
-unlike easy_install.
-
-To install pip, run the Python script available here:
-`get-pip.py <https://raw.github.com/pypa/pip/master/contrib/get-pip.py>`_
+    python -m pip install -U pip
 
 
 Pipenv & Virtual Environments
diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index a22e35922..bb84c2715 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -24,8 +24,8 @@ Installation Guides
 These guides go over the proper installation of :ref:`Python <which-python>`
 for development purposes, as well as setuptools, pip and virtualenv.
 
-  Python 3 Installation Guides
-  ////////////////////////////
+Python 3 Installation Guides
+////////////////////////////
 
 - :ref:`Python 3 on MacOS <install3-osx>`.
 - :ref:`Python 3 on Windows <install3-windows>`.
diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 1c1bbc191..155eadb0c 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -58,7 +58,9 @@ It is possible to `write code that works on Python 2.6, 2.7, and Python 3
 <https://docs.python.org/3/howto/pyporting.html>`_. This
 ranges from trivial to hard depending upon the kind of software
 you are writing; if you're a beginner there are far more important things to
-worry about.
+worry about.  Note that Python 2.6 is end-of-life upstream, so you shouldn't
+try to write 2.6-compatible code unless you're being paid specifically to
+do that.
 
 Implementations
 ~~~~~~~~~~~~~~~

From 59757273d083941dbc8f1e7f55ecf0dd0585aa99 Mon Sep 17 00:00:00 2001
From: Prodesire <prodesire@yeah.net>
Date: Mon, 4 Dec 2017 22:17:08 +0800
Subject: [PATCH 246/471] fix make error on ci.rst and tests.rst

---
 docs/scenarios/ci.rst  | 2 +-
 docs/writing/tests.rst | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/scenarios/ci.rst b/docs/scenarios/ci.rst
index 13e9a93d7..457f2321f 100644
--- a/docs/scenarios/ci.rst
+++ b/docs/scenarios/ci.rst
@@ -4,7 +4,7 @@ Continuous Integration
 .. image:: https://farm5.staticflickr.com/4173/33907150594_9abba7ad0a_k_d.jpg
 
 .. note::
-    For advice on writing your tests, see :doc:`writing/tests`.
+    For advice on writing your tests, see :doc:`/writing/tests`.
 
 Why?
 ----
diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 542003b2a..32c6e552e 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -211,7 +211,7 @@ minimal example of each bug (distinguished exception type and location):
         mean = sum(xs) / len(xs)
         assert min(xs) <= mean(xs) <= max(xs)
 
-.. code-block::
+.. code-block:: none
 
     Falsifying example: test_mean(
         xs=[1.7976321109618856e+308, 6.102390043022755e+303]

From 3351291578bc9384370c229da8927c586abe53e9 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 21 Dec 2017 13:12:17 -0500
Subject: [PATCH 247/471] new ad

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/_static/ad.png               | Bin 40171 -> 85222 bytes
 docs/_templates/sidebarintro.html |   2 +-
 docs/_templates/sidebarlogo.html  |   2 +-
 3 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_static/ad.png b/docs/_static/ad.png
index 48a78947a480b09bd69cfdf0f9e88602edfd9f15..7fb229c5971eabbcf3de9d8b9673dcf541061d9e 100644
GIT binary patch
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diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index a37b60e1b..ef296d23f 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -21,7 +21,7 @@ <h3>Stay Informed</h3>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 
-<a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
+<a href="http://www.dataquest.io/">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
 </a>
 
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index c4b0ef71d..a3d130db9 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -19,7 +19,7 @@ <h3>Get Updates</h3>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 
-<a href="http://www.datacamp.com/?utm_source=python_guide&utm_campaign=display">
+<a href="http://www.dataquest.io/">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
 </a>
 

From 9f1f96fbcf9de7a7eb1538ca1bff6850c3cea211 Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sun, 31 Dec 2017 18:00:24 -0500
Subject: [PATCH 248/471] new urls for ads

---
 docs/_templates/sidebarintro.html | 2 +-
 docs/_templates/sidebarlogo.html  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index ef296d23f..6ca4c115b 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -21,7 +21,7 @@ <h3>Stay Informed</h3>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 
-<a href="http://www.dataquest.io/">
+<a href="http://www.dataquest.io/?utm_source=hitchhikersguide&utm_medium=ad">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
 </a>
 
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index a3d130db9..2fbb9b99a 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -19,7 +19,7 @@ <h3>Get Updates</h3>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 
-<a href="http://www.dataquest.io/">
+<a href="http://www.dataquest.io/?utm_source=hitchhikersguide&utm_medium=ad">
 <img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
 </a>
 

From b6307553f43b68406e6cbff21c8092d7c6a3cae4 Mon Sep 17 00:00:00 2001
From: Katie McLaughlin <katie@glasnt.com>
Date: Fri, 5 Jan 2018 17:53:30 +1100
Subject: [PATCH 249/471] Add DjangoCon AU

---
 docs/scenarios/web.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 9ab35034b..7fbb8b7c4 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -62,7 +62,7 @@ modules <http://djangopackages.com/>`_ that can be incorporated into a new
 project as-is, or customized to fit your needs.
 
 There are annual Django conferences `in the United States
-<http://djangocon.us>`_ and `in Europe <http://djangocon.eu>`_.
+<http://djangocon.us>`_, `Europe <http://djangocon.eu>`_, and `Australia <http://djangocon.com.au>`_.
 
 The majority of new Python web applications today are built with Django.
 

From ccf2a19c37c769a3ea74b65301f6ef34c58dd91b Mon Sep 17 00:00:00 2001
From: Meenakshi Agarwal <meenakshi052003@gmail.com>
Date: Sun, 7 Jan 2018 02:19:06 +0530
Subject: [PATCH 250/471] Update learning.rst

Added a Python resource for step by step tutorial, quizzes, coding tips, best practices and interview questions.
---
 docs/intro/learning.rst | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index e92496f91..2a7512ac6 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -51,6 +51,13 @@ resource for learning all aspects of the language.
     `Python for You and Me <https://pymbook.readthedocs.io/>`_
     `Learn Python Interactively with DataCamp! <https://www.datacamp.com/>`_
 
+Learn Python Step by Step
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Techbeamers.com provides step-by-step tutorials to teach Python. Each tutorial is supplemented with logically added coding snippets and equips with a follow-up quiz on the subject learned. There is a section for `Python interview questions <http://www.techbeamers.com/python-interview-questions-programmers>`_ to help job seekers. You can also read essential `Python tips <http://www.techbeamers.com/essential-python-tips-tricks-programmers>`_ and learn `best coding practices <http://www.techbeamers.com/python-code-optimization-tips-tricks>`_ for writing quality code. Here, you'll get the right platform to learn Python quickly.
+
+`Learn Python Basic to Advanced <http://www.techbeamers.com/python-tutorial-step-by-step>`_
+
 
 Online Python Tutor
 ~~~~~~~~~~~~~~~~~~~

From 208447c945662070e31e6c6dd1a086d0ec034c5e Mon Sep 17 00:00:00 2001
From: David Lutton <me@daln.org>
Date: Mon, 8 Jan 2018 20:05:14 +0000
Subject: [PATCH 251/471]  Windows install link to current release

Updates the Windows install guide to link to the current release of the installer
---
 docs/starting/install3/win.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 74fe7d0a4..139b30259 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -5,10 +5,10 @@ Installing Python 3 on Windows
 
 .. image:: https://farm5.staticflickr.com/4276/34435689480_2e6f358510_k_d.jpg
 
-First, download the `latest version <https://www.python.org/ftp/python/3.6.3/python-3.6.3.exe>`_
+First, download the `latest version <https://www.python.org/ftp/python/3.6.4/python-3.6.4.exe>`_
 of Python 3.6 from the official website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the
-`Python.org web site <http://python.org>`_ .
+`Python.org web site <http://python.org>`_.
 
 By design, Python installs to a directory with the version number embedded,
 e.g. Python version 3.6 will install at :file:`C:\\Python36\\`, so that you can

From 63cbbefdf0da69d82cd5976e97932d8049241d58 Mon Sep 17 00:00:00 2001
From: Oliver Newman <onewman@lvl5.ai>
Date: Wed, 10 Jan 2018 09:14:53 -0800
Subject: [PATCH 252/471] Fix VS Code extension link

---
 docs/dev/env.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index e1e012970..bc6d68cbd 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -155,7 +155,7 @@ Edition (Apache 2.0 License) with fewer features.
 Python (on Visual Studio Code)
 ------------------------------
 
-`Python for Visual Studio <https://marketplace.visualstudio.com/items?itemName=donjayamanne.python>`_ is an extension for the `Visual Studio Code IDE <https://code.visualstudio.com>`_.
+`Python for Visual Studio <https://marketplace.visualstudio.com/items?itemName=ms-python.python>`_ is an extension for the `Visual Studio Code IDE <https://code.visualstudio.com>`_.
 This is a free, light weight, open source IDE, with support for Mac, Windows, and Linux.
 Built using open source technologies such as Node.js and Python, with compelling features such as Intellisense (autocompletion), local and remote debugging, linting, and the like.
 

From 7fed100da5aa4efe25158197ce584ca119408c8b Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Sat, 20 Jan 2018 08:59:52 -0500
Subject: [PATCH 253/471] sidebar

---
 docs/_templates/sidebarintro.html | 2 +-
 docs/_templates/sidebarlogo.html  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 6ca4c115b..2a738c9e0 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -39,8 +39,8 @@ <h3>Other Projects</h3>
 
 <p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>
 <ul>
+    <li><a href="http://howtopython.org/">howtopython.org</a></li>
     <li><a href="http://wsl-guide.org/">wsl-guide.org</a></li>
-    <li><a href="http://edmsynths.com/">edmsynths.com</a></li>
     <li><a href="http://pipenv.org/">pipenv</a></li>
     <li><a href="http://pep8.org/">pep8.org</a></li>
     <li><a href="http://python-requests.org/">Requests: HTTP for Humans</a></li>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 2fbb9b99a..484bd475a 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -39,8 +39,8 @@ <h3>Other Projects</h3>
 
 <p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>
 <ul>
+    <li><a href="http://howtopython.org/">howtopython.org</a></li>
     <li><a href="http://wsl-guide.org/">wsl-guide.org</a></li>
-    <li><a href="http://edmsynths.com/">edmsynths.com</a></li>
     <li><a href="http://pipenv.org/">pipenv</a></li>
     <li><a href="http://pep8.org/">pep8.org</a></li>
     <li><a href="http://python-requests.org/">Requests: HTTP for Humans</a></li>

From a0e33fd384412482122f05c00bf23f2e3d938338 Mon Sep 17 00:00:00 2001
From: Ken Colton <kcolton@gmail.com>
Date: Wed, 31 Jan 2018 22:22:28 -0500
Subject: [PATCH 254/471] (osx) how to make `python` reference `python3`

I noticed that the very next page (which is no longer OSX specific) makes the assumption that `python` will invoke the Python 3 interpreter, while the last mention of versions on this page leaves `python` referencing the OSX System Python interpreter.

I honestly do not know if this is the "correct" way to configure this default. It looks like brew is cautious about symlinking over the native Python 2.7.10 (High Sierra) and they might have good reason. All of my projects are Python 3 now, so i'm ready to "make it ~facebook~ PATH official with Python 3"

Regardless of how it's done - or if it's a bad idea - it's worth mentioning IMO because there is a discontinuity of where this page leaves `python` and where the next page assumes `python` to be.
---
 docs/starting/install3/osx.rst | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index bd7ad7168..cda5320af 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -102,6 +102,22 @@ will launch the homebrew-installed Python 3 interpreter.
 If the Homebrew version of Python 2 is installed then ``pip2`` will point to Python 2.
 If the Homebrew version of Python 3 is installed then ``pip3`` will point to Python 3.
 
+The rest of the guide will assume that ``python`` references Python 3. You can simply choose to always invoke ``python3`` instead, and much is backwards compatible. However, performing the following steps will set Python 3 as the default interpreter for ``python`` in a shell.
+
+.. code-block:: console
+
+    # Do I have a Python 2 problem?
+    $ python --version
+    Python 2.7.10 # Referencing OSX system install
+    $ which python
+    /usr/bin/python # Yup, homebrew's would be in /usr/local/bin
+    
+    # Symlink /usr/local/bin/python to python3
+    $ ln -s /usr/local/bin/python3 /usr/local/bin/python
+    
+    $ python --version
+    Python 3.6.4 # Success! 
+    # If you still see 2.7 ensure in PATH /usr/local/bin/ takes pecedence over /usr/bin/
 
 Pipenv & Virtual Environments
 -----------------------------

From 5f348c9be2fa820012623bc09154d724465786f0 Mon Sep 17 00:00:00 2001
From: rroskam <rroskam@worthwhile.com>
Date: Sun, 11 Feb 2018 10:49:26 -0600
Subject: [PATCH 255/471] Updating to use chocolatey

---
 docs/starting/install3/win.rst | 58 ++++------------------------------
 1 file changed, 7 insertions(+), 51 deletions(-)

diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 139b30259..ddddad5fa 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -5,61 +5,17 @@ Installing Python 3 on Windows
 
 .. image:: https://farm5.staticflickr.com/4276/34435689480_2e6f358510_k_d.jpg
 
-First, download the `latest version <https://www.python.org/ftp/python/3.6.4/python-3.6.4.exe>`_
-of Python 3.6 from the official website. If you want to be sure you are installing a fully
-up-to-date version, click the Downloads > Windows link from the home page of the
-`Python.org web site <http://python.org>`_.
-
-By design, Python installs to a directory with the version number embedded,
-e.g. Python version 3.6 will install at :file:`C:\\Python36\\`, so that you can
-have multiple versions of Python on the
-same system without conflicts. Of course, only one interpreter can be the
-default application for Python file types. It also does not automatically
-modify the :envvar:`PATH` environment variable, so that you always have control over
-which copy of Python is run.
-
-Typing the full path name for a Python interpreter each time quickly gets
-tedious, so add the directories for your default Python version to the :envvar:`PATH`.
-Assuming that your Python installation is in :file:`C:\\Python36\\`, add this to your
-:envvar:`PATH`:
+First, follow the installation instructions for `Chocolatey <https://chocolatey.org/install>`_.
+It's a community system packager manager for Windows 7+. (It's very much like Homebrew on OSX.)
 
-.. code-block:: console
-
-    C:\Python36\;C:\Python36\Scripts\
-
-You can do this easily by running the following in ``powershell``:
+Once done, installing Python 3 is very simple, because Chocolatey pushes Python 3 as the default.
 
 .. code-block:: console
 
-    [Environment]::SetEnvironmentVariable("Path", "$env:Path;C:\Python36\;C:\Python36\Scripts\", "User")
-
-This is also an option during the installation process.
-
-The second (:file:`Scripts`) directory receives command files when certain
-packages are installed, so it is a very useful addition.
-You do not need to install or configure anything else to use Python. Having
-said that, I would strongly recommend that you install the tools and libraries
-described in the next section before you start building Python applications for
-real-world use. In particular, you should always install Setuptools, as it
-makes it much easier for you to use other third-party Python libraries.
-
-Working with Python 3
----------------------
-
-At this point, you may also have Python 2.7 installed.
-
-.. code-block:: console
-
-    $ python
-
-This will launch the Python 2 interpreter.
-
-.. code-block:: console
-
-    $ python3
-
-This will launch the Python 3 interpreter.
+    choco install python
 
+Once you've run this command, you should be able to launch Python directly from to the console.
+(Chocolatey is fantastic and automatically adds Python to your path.)
 
 Setuptools + Pip
 ----------------
@@ -84,7 +40,7 @@ in separate places, by creating virtual Python environments for them. It solves
 "Project X depends on version 1.x but, Project Y needs 4.x" dilemma, and keeps
 your global site-packages directory clean and manageable.
 
-For example, you can work on a project which requires Django 1.10 while also
+For example, you can work on a project which requires Django 2.0 while also
 maintaining a project which requires Django 1.8.
 
 So, onward! To the :ref:`Pipenv & Virtual Environments <virtualenvironments-ref>` docs!

From be727dbcf484aca756f50f2d6163f758a4ea7d17 Mon Sep 17 00:00:00 2001
From: Moritz Reiter <moritz@anothernode.com>
Date: Sat, 17 Feb 2018 16:34:48 +0100
Subject: [PATCH 256/471] Update information about pip caching

---
 docs/dev/pip-virtualenv.rst | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/docs/dev/pip-virtualenv.rst b/docs/dev/pip-virtualenv.rst
index f2457f1dc..50b69034c 100644
--- a/docs/dev/pip-virtualenv.rst
+++ b/docs/dev/pip-virtualenv.rst
@@ -96,9 +96,14 @@ that you use. For example, you may be using the ``requests`` library in a lot
 of different projects.
 
 It is surely unnecessary to re-download the same packages/libraries each time
-you start working on a new project (and in a new virtual environment as a result).
-Fortunately, you can configure pip in such a way that it tries to reuse already
-installed packages.
+you start working on a new project (and in a new virtual environment as a
+result). Fortunately, starting with version 6.0, pip provides an `on-by-default
+caching mechanism
+<https://pip.pypa.io/en/stable/reference/pip_install/#caching>`_ that doesn't
+need any configuration.
+
+When using older versions, you can configure pip in such a way that it tries to
+reuse already installed packages, too.
 
 On UNIX systems, you can add the following line to your :file:`.bashrc` or
 :file:`.bash_profile` file.

From c78a2e4f7fbdd3c0843cb1399096563775c4cae7 Mon Sep 17 00:00:00 2001
From: Moritz Reiter <moritz@anothernode.com>
Date: Mon, 19 Feb 2018 09:36:32 +0100
Subject: [PATCH 257/471] Fix link to the tests section

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index b0dc9cadf..a2d531652 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -174,7 +174,7 @@ Test Suite
 ::::::::::
 
 
-*For advice on writing your tests, see :doc:`writing/tests`.*
+*For advice on writing your tests, see* :doc:`/writing/tests`.
 
 .. csv-table::
    :widths: 20, 40

From 35450c3efae219624c03c2cbf4ba8c0998f6e416 Mon Sep 17 00:00:00 2001
From: Ben McGinnes <ben@adversary.org>
Date: Wed, 28 Feb 2018 12:57:48 +1100
Subject: [PATCH 258/471] GPGME Python bindings

* Added GPGME bindings description and the standard encryption and
  decryption example.
---
 docs/scenarios/crypto.rst | 46 +++++++++++++++++++++++++++++++++++++++
 1 file changed, 46 insertions(+)

diff --git a/docs/scenarios/crypto.rst b/docs/scenarios/crypto.rst
index 191062afe..0b5773b12 100644
--- a/docs/scenarios/crypto.rst
+++ b/docs/scenarios/crypto.rst
@@ -40,6 +40,52 @@ Example code using high level symmetric encryption recipe:
 
 
 
+GPGME bindings
+--------------
+
+The `GPGME Python bindings <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/>`_ provide pythonic access to `GPG Made Easy <https://dev.gnupg.org/source/gpgme/browse/master/>`_, a C API for the entire GNU Privacy Guard suite of projects, including GPG, libgcrypt and gpgsm (the S/MIME engine). It supports Python 2.6, 2.7, 3.4 and above. Depends on the SWIG C interface for Python as well as the GnuPG software and libraries.
+
+Available under the same terms as the rest of the GnuPG Project: GPLv2 and LGPLv2.1, both with the "or any later version" clause.
+
+Installation
+------------
+
+Included by default when compiling GPGME if the configure script locates a supported python version (which it will if it's in $PATH during configuration).
+
+Example
+-------
+
+.. code-block:: python3
+
+	import gpg
+	import os
+	
+	# Encryption to public key specified in rkey.
+	rkey = "0xDEADBEEF"
+	text = "Something to hide."
+	plain = gpg.core.Data(text)
+	cipher = gpg.core.Data()
+	c = gpg.core.Context()
+	c.set_armor(1)
+	c.op_keylist_start(rkey, 0)
+	r = c.op_keylist_next()
+	c.op_encrypt([r], 1, plain, cipher)
+	cipher.seek(0, os.SEEK_SET)
+	ciphertext = cipher.read()
+
+	# Decryption with corresponding secret key
+	# invokes gpg-agent and pinentry.
+	plaintext = gpg.Context().decrypt(ciphertext)
+
+	# Matching the data.
+	if text == plaintext[0].decode("utf-8"):
+	    print("Hang on ... did you say *all* of GnuPG?  Yep.")
+	else:
+	    pass
+
+
+
+
 PyCrypto
 --------
 

From bb02108324b7d9bf6fab1ba52b3d8352b4e30564 Mon Sep 17 00:00:00 2001
From: Abhin Chhabra <chhabra.abhin@gmail.com>
Date: Sat, 3 Mar 2018 20:25:56 -0500
Subject: [PATCH 259/471] Added "Code the blocks" to interactive tutorial list
 in learning.rst

---
 docs/intro/learning.rst | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 2a7512ac6..86f82431e 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -176,6 +176,18 @@ This course also features a built-in interpreter for receiving instant feedback
     `Learn to Program in Python with Codeacademy <http://www.codecademy.com/en/tracks/python>`_
 
 
+Code the blocks
+~~~~~~~~~~~~~~~
+
+*Code the blocks* provides free and interactive Python tutorials for
+beginners. It combines Python programming with a 3D environment where
+you "place blocks" and construct structures. The tutorials teach you
+how to use Python to create progressively elaborate 3D structures,
+making the process of learning Python fun and engaging.
+
+    `Code the blocks <https://codetheblocks.com/tutorials/introduction>`_
+
+
 Intermediate
 ------------
 

From aef9ad5c0d33968d57cf4eb3782b27c2c7202cba Mon Sep 17 00:00:00 2001
From: cclauss <cclauss@bluewin.ch>
Date: Sun, 4 Mar 2018 03:03:28 +0100
Subject: [PATCH 260/471] Homebrew has changed how Python is installed

https://docs.brew.sh/Homebrew-and-Python

The default __python__ is now Python 3.
---
 docs/starting/install/osx.rst | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index f83bd4f07..5347f325a 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -69,13 +69,13 @@ Now, we can install Python 2.7:
 
 .. code-block:: console
 
-    $ brew install python
+    $ brew install python@2
 
 or Python 3:
 
 .. code-block:: console
 
-    $ brew install python3
+    $ brew install python
 
 This will take a minute or two.
 
@@ -84,7 +84,7 @@ Homebrew names the executable ``python2`` so that you can still run the system P
 
 .. code-block:: console
 
-    $ python -V   # system Python interpreter
+    $ python -V   # Homebrew installed Python 3 interpreter (if installed)
     $ python2 -V  # Homebrew installed Python 2 interpreter
     $ python3 -V  # Homebrew installed Python 3 interpreter (if installed)
 
@@ -107,7 +107,7 @@ and is actively maintained.
 .. code-block:: console
 
     $ pip2 -V  # pip pointing to the Homebrew installed Python 2 interpreter
-    $ pip3 -V  # pip pointing to the Homebrew installed Python 3 interpreter (if installed)
+    $ pip -V  # pip pointing to the Homebrew installed Python 3 interpreter (if installed)
 
 
 

From 26c994960d3ea4ff78b3e2a0f21f7f5d829449d3 Mon Sep 17 00:00:00 2001
From: cclauss <cclauss@bluewin.ch>
Date: Sun, 4 Mar 2018 03:09:42 +0100
Subject: [PATCH 261/471] Homebrew changed the way that Python is installed

https://docs.brew.sh/Homebrew-and-Python

The default __python__ is now Python 3.
---
 docs/starting/install3/osx.rst | 22 ++++++----------------
 1 file changed, 6 insertions(+), 16 deletions(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index cda5320af..f6ef4e828 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -62,7 +62,7 @@ Now, we can install Python 3:
 
 .. code-block:: console
 
-    $ brew install python3
+    $ brew install python
 
 This will take a minute or two.
 
@@ -70,9 +70,7 @@ This will take a minute or two.
 Pip
 ---
 
-Homebrew installs ``pip3`` for you.
-
-``pip3`` is the alias to ``pip`` pointing to the Homebrew'd Python 3.
+Homebrew installs ``pip`` pointing to the Homebrew'd Python 3 for you.
 
 Working with Python 3
 ---------------------
@@ -85,7 +83,7 @@ version of Python 3 as well.
 
     $ python
 
-will launch the system Python interpreter.
+will launch the homebrew-installed Python 3 interpreter.
 
 .. code-block:: console
 
@@ -100,21 +98,13 @@ will launch the homebrew-installed Python 2 interpreter (if any).
 will launch the homebrew-installed Python 3 interpreter.
 
 If the Homebrew version of Python 2 is installed then ``pip2`` will point to Python 2.
-If the Homebrew version of Python 3 is installed then ``pip3`` will point to Python 3.
+If the Homebrew version of Python 3 is installed then ``pip`` will point to Python 3.
 
-The rest of the guide will assume that ``python`` references Python 3. You can simply choose to always invoke ``python3`` instead, and much is backwards compatible. However, performing the following steps will set Python 3 as the default interpreter for ``python`` in a shell.
+The rest of the guide will assume that ``python`` references Python 3.
 
 .. code-block:: console
 
-    # Do I have a Python 2 problem?
-    $ python --version
-    Python 2.7.10 # Referencing OSX system install
-    $ which python
-    /usr/bin/python # Yup, homebrew's would be in /usr/local/bin
-    
-    # Symlink /usr/local/bin/python to python3
-    $ ln -s /usr/local/bin/python3 /usr/local/bin/python
-    
+    # Do I have a Python 3 installed?
     $ python --version
     Python 3.6.4 # Success! 
     # If you still see 2.7 ensure in PATH /usr/local/bin/ takes pecedence over /usr/bin/

From 43679efe817c91347148c344b553d56cc8828aae Mon Sep 17 00:00:00 2001
From: Subramani Ramanathan <subramani95@gmail.com>
Date: Sun, 4 Mar 2018 15:23:30 +0530
Subject: [PATCH 262/471] Minor change to OpenCV example code

Minor change to OpenCV example code in the import statement
---
 docs/scenarios/imaging.rst | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/docs/scenarios/imaging.rst b/docs/scenarios/imaging.rst
index 984d6dbf4..bcd02e6da 100644
--- a/docs/scenarios/imaging.rst
+++ b/docs/scenarios/imaging.rst
@@ -89,8 +89,7 @@ Example
 
 .. code-block:: python
 
-    from cv2 import *
-    import numpy as np
+    import cv2
     #Read Image
     img = cv2.imread('testimg.jpg')
     #Display Image

From 88003441dde9d6ff4134fe3475e8a391a4697ebb Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 7 Mar 2018 08:02:10 -0500
Subject: [PATCH 263/471] <li><a
 href="http://python-guide-fil.readthedocs.io/en/latest/">Filipino</a></li>

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/_templates/sidebarintro.html | 1 +
 docs/_templates/sidebarlogo.html  | 1 +
 2 files changed, 2 insertions(+)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 2a738c9e0..9811df471 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -74,5 +74,6 @@ <h3>Translations</h3>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
   <li><a href="http://python-guideja.readthedocs.io/ja/latest/">Japanese</a></li>
   <li><a href="https://python-guide-kr.readthedocs.io/ko/latest/">Korean</a></li>
+  <li><a href="http://python-guide-fil.readthedocs.io/en/latest/">Filipino</a></li>
   <li><a href="http://python-guide-pt-br.readthedocs.io/pt_BR/latest/">Brazilian Portuguese</a></li>
 </ul>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 484bd475a..e6d00e7f2 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -57,5 +57,6 @@ <h3>Translations</h3>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
   <li><a href="http://python-guideja.readthedocs.io/ja/latest/">Japanese</a></li>
   <li><a href="https://python-guide-kr.readthedocs.io/ko/latest/">Korean</a></li>
+  <li><a href="http://python-guide-fil.readthedocs.io/en/latest/">Filipino</a></li>
   <li><a href="http://python-guide-pt-br.readthedocs.io/pt_BR/latest/">Brazilian Portuguese</a></li>
 </ul>

From 57b28f8b0836518abcbbe6436439050ecd6fa7fc Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Wed, 7 Mar 2018 08:07:41 -0500
Subject: [PATCH 264/471] #887

---
 docs/starting/install/osx.rst | 8 +++-----
 1 file changed, 3 insertions(+), 5 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 5347f325a..9d2424236 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -63,7 +63,7 @@ line at the bottom of your :file:`~/.profile` file
 
 .. code-block:: console
 
-    export PATH=/usr/local/bin:/usr/local/sbin:$PATH
+    export PATH="/usr/local/bin:/usr/local/sbin:$PATH"
 
 Now, we can install Python 2.7:
 
@@ -71,13 +71,11 @@ Now, we can install Python 2.7:
 
     $ brew install python@2
 
-or Python 3:
+Because ``python@2`` is a "keg", we need to update our ``PATH`` again, to point at our new installation:
 
 .. code-block:: console
 
-    $ brew install python
-
-This will take a minute or two.
+    export PATH="/usr/local/opt/python@2/libexec/bin:$PATH"
 
 Homebrew names the executable ``python2`` so that you can still run the system Python via the executable ``python``.
 

From d6c0c65aae219936ca420f558e69dffe0202b54b Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 8 Mar 2018 15:49:29 -0500
Subject: [PATCH 265/471] hacks

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/_templates/hacks.html | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/docs/_templates/hacks.html b/docs/_templates/hacks.html
index 6e8541514..60a2b196a 100644
--- a/docs/_templates/hacks.html
+++ b/docs/_templates/hacks.html
@@ -1,7 +1,6 @@
 <!-- Alabaster (krTheme++) Hacks -->
 <aside id="python27">
-    Python 3, the new best practice, is here to stay.
-    Python 2 will retire in only <time></time> months!
+    <a href="https://www.kennethreitz.org/requests3"><strong>Requests 3.0</strong> development is underway, and your financial help is appreciated!</a>
 </aside>
 
 <!-- Python 2 Death Clock™ -->
@@ -20,7 +19,7 @@
   }
 
 </style>
-<script src="https://cdnjs.cloudflare.com/ajax/libs/moment.js/2.18.1/moment.min.js"></script>
+<!-- <script src="https://cdnjs.cloudflare.com/ajax/libs/moment.js/2.18.1/moment.min.js"></script>
 <script>
   var death = new Date('2020-04-12');
 
@@ -28,7 +27,7 @@
 
   document.querySelector('#python27 time').innerText = (diff.years() * 12) + diff.months();
 </script>
-
+ -->
 <script type="text/javascript">
   var _gauges = _gauges || [];
   (function() {

From c93a09be5d08f51e3081adf6f5f06f32da6864fc Mon Sep 17 00:00:00 2001
From: Kenneth Reitz <me@kennethreitz.org>
Date: Thu, 8 Mar 2018 16:04:38 -0500
Subject: [PATCH 266/471] colors

Signed-off-by: Kenneth Reitz <me@kennethreitz.org>
---
 docs/_templates/hacks.html | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/_templates/hacks.html b/docs/_templates/hacks.html
index 60a2b196a..2d6a576fb 100644
--- a/docs/_templates/hacks.html
+++ b/docs/_templates/hacks.html
@@ -17,6 +17,9 @@
       font-size: larger;
       line-height: 3;
   }
+  #python27 a {
+    color: white;
+  }
 
 </style>
 <!-- <script src="https://cdnjs.cloudflare.com/ajax/libs/moment.js/2.18.1/moment.min.js"></script>

From 50e04afe6820467be59844c3ba13491792e38f41 Mon Sep 17 00:00:00 2001
From: Ben McGinnes <ben@adversary.org>
Date: Sun, 25 Mar 2018 09:06:42 +1100
Subject: [PATCH 267/471] =?UTF-8?q?doc:=20crypto.rst=20=E2=80=94=20GPGME?=
 =?UTF-8?q?=20HOWTO=20update?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Added links to the new GPGME Python Bindings HOWTO.
* Added links to sample scripts written in Python 3.
* Updated the encryption and decryption example code to use the
  current best practices instead of the underlying, low level
  op_encrypt method (the best practices are easier and even more
  pythonic).

Signed-off-by: Ben McGinnes <ben@adversary.org>
---
 docs/scenarios/crypto.rst | 35 +++++++++++++++++++----------------
 1 file changed, 19 insertions(+), 16 deletions(-)

diff --git a/docs/scenarios/crypto.rst b/docs/scenarios/crypto.rst
index 0b5773b12..1d61c1a9a 100644
--- a/docs/scenarios/crypto.rst
+++ b/docs/scenarios/crypto.rst
@@ -45,6 +45,8 @@ GPGME bindings
 
 The `GPGME Python bindings <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/>`_ provide pythonic access to `GPG Made Easy <https://dev.gnupg.org/source/gpgme/browse/master/>`_, a C API for the entire GNU Privacy Guard suite of projects, including GPG, libgcrypt and gpgsm (the S/MIME engine). It supports Python 2.6, 2.7, 3.4 and above. Depends on the SWIG C interface for Python as well as the GnuPG software and libraries.
 
+A more comprehensive `GPGME Python Bindings HOWTO <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/docs/GPGMEpythonHOWTOen.org>`_ is available with the source and a HTML version is available `here <http://files.au.adversary.org/crypto/GPGMEpythonHOWTOen.html>`_.  Python 3 sample scripts from the examples in the HOWTO are also provided with the source and are accessible `here <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/examples/howto/>`_.
+
 Available under the same terms as the rest of the GnuPG Project: GPLv2 and LGPLv2.1, both with the "or any later version" clause.
 
 Installation
@@ -58,27 +60,28 @@ Example
 .. code-block:: python3
 
 	import gpg
-	import os
 	
 	# Encryption to public key specified in rkey.
-	rkey = "0xDEADBEEF"
-	text = "Something to hide."
-	plain = gpg.core.Data(text)
-	cipher = gpg.core.Data()
-	c = gpg.core.Context()
-	c.set_armor(1)
-	c.op_keylist_start(rkey, 0)
-	r = c.op_keylist_next()
-	c.op_encrypt([r], 1, plain, cipher)
-	cipher.seek(0, os.SEEK_SET)
-	ciphertext = cipher.read()
-
+	a_key = input("Enter the fingerprint or key ID to encrypt to: ")
+	filename = input("Enter the filename to encrypt: ")
+	with open(filename, "rb") as afile:
+	    text = afile.read()
+	c = gpg.core.Context(armor=True)
+	rkey = list(c.keylist(pattern=a_key, secret=False))
+	ciphertext, result, sign_result = c.encrypt(text, recipients=rkey,
+	                                            always_trust=True,
+						    add_encrypt_to=True)
+	with open("{0}.asc".format(filename), "wb") as bfile:
+	    bfile.write(ciphertext)
 	# Decryption with corresponding secret key
 	# invokes gpg-agent and pinentry.
-	plaintext = gpg.Context().decrypt(ciphertext)
-
+	with open("{0}.asc".format(filename), "rb") as cfile:
+	    plaintext, result, verify_result = gpg.Context().decrypt(cfile)
+	with open("new-{0}".format(filename), "wb") as dfile:
+	    dfile.write(plaintext)
 	# Matching the data.
-	if text == plaintext[0].decode("utf-8"):
+	# Also running a diff on filename and the new filename should match.
+	if text == plaintext:
 	    print("Hang on ... did you say *all* of GnuPG?  Yep.")
 	else:
 	    pass

From cf980344d031e97d1079c9ca570dd23591072d4d Mon Sep 17 00:00:00 2001
From: cclauss <cclauss@bluewin.ch>
Date: Tue, 24 Apr 2018 19:27:36 -0600
Subject: [PATCH 268/471] print() function in gotchas.rst

---
 docs/writing/gotchas.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index cfbb08a12..76af6263c 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -37,10 +37,10 @@ What You Might Have Expected to Happen
 .. code-block:: python
 
     my_list = append_to(12)
-    print my_list
+    print(my_list)
 
     my_other_list = append_to(42)
-    print my_other_list
+    print(my_other_list)
 
 A new list is created each time the function is called if a second argument
 isn't provided, so that the output is::
@@ -108,7 +108,7 @@ What You Might Have Expected to Happen
 .. testcode::
 
     for multiplier in create_multipliers():
-        print multiplier(2)
+        print(multiplier(2))
 
 A list containing five functions that each have their own closed-over ``i``
 variable that multiplies their argument, producing::

From 58bbf2a25ea25c412b26d3d19bd9a5988638a3c2 Mon Sep 17 00:00:00 2001
From: Ben Norquist <norquist.ben@gmail.com>
Date: Sun, 13 May 2018 20:35:43 -0700
Subject: [PATCH 269/471] added high_sierra setup instructions

---
 docs/starting/install3/osx.rst | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index f6ef4e828..683e52399 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -107,7 +107,9 @@ The rest of the guide will assume that ``python`` references Python 3.
     # Do I have a Python 3 installed?
     $ python --version
     Python 3.6.4 # Success! 
-    # If you still see 2.7 ensure in PATH /usr/local/bin/ takes pecedence over /usr/bin/
+    # If you still see 2.7 ensure in PATH /usr/local/bin/ takes precedence over /usr/bin/
+    # If you are running OSX High Sierra add this to your .bash_profile or .profile instead
+    # export PATH="/usr/local/opt/python/libexec/bin:$PATH"
 
 Pipenv & Virtual Environments
 -----------------------------

From 2cbe7c34526001bf99adc30d308f257343e9df55 Mon Sep 17 00:00:00 2001
From: Anna Lewis <anna.noel.lewis@gmail.com>
Date: Wed, 23 May 2018 22:17:34 -0600
Subject: [PATCH 270/471] Update web.rst to include Falcon web framework

---
 docs/scenarios/web.rst | 13 +++++++++++++
 1 file changed, 13 insertions(+)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 7fbb8b7c4..c3f59f9d7 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -91,6 +91,19 @@ suit your needs. Or, you can easily use any library you want yourself!
 Flask is default choice for any Python web application that isn't a good
 fit for Django.
 
+Falcon
+------
+
+`Falcon <https://falconframework.org/>`_ is a good choice when your goal is
+to build RESTful API microservices that are fast and scalable.
+
+It is a reliable, high-performance Python web framework for building large-scale
+app backends and microservices. Falcon encourages the REST architectural style of
+mapping URIs to resources, trying to do as little as possible while remaining highly effective. 
+
+Falcon highlights four main focuses: speed, reliability, flexibility and debuggability.
+It implements HTTP through “responders” such as ``on_get()``, ``on_put()``, etc.
+These responders receive intuitive request and response objects.
 
 Tornado
 --------

From fb45ce7ef90365d44cb45953215174fc7699f633 Mon Sep 17 00:00:00 2001
From: Anna Lewis <anna.noel.lewis@gmail.com>
Date: Thu, 24 May 2018 20:18:58 -0600
Subject: [PATCH 271/471] Fix quotation marks

---
 docs/scenarios/web.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index c3f59f9d7..db39c49d7 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -102,7 +102,7 @@ app backends and microservices. Falcon encourages the REST architectural style o
 mapping URIs to resources, trying to do as little as possible while remaining highly effective. 
 
 Falcon highlights four main focuses: speed, reliability, flexibility and debuggability.
-It implements HTTP through “responders” such as ``on_get()``, ``on_put()``, etc.
+It implements HTTP through "responders" such as ``on_get()``, ``on_put()``, etc.
 These responders receive intuitive request and response objects.
 
 Tornado

From b3141fe7a45b4cbf09c4cd3d4287928ad4f85b8e Mon Sep 17 00:00:00 2001
From: adamdonahue <adamdonahue@users.noreply.github.com>
Date: Mon, 28 May 2018 15:04:00 -0400
Subject: [PATCH 272/471] Remove non-contextual embedded video.

Remove a non-contextual embedded video that itself has multiple errors.  It confuses things, at best.
---
 docs/writing/reading.rst | 8 --------
 1 file changed, 8 deletions(-)

diff --git a/docs/writing/reading.rst b/docs/writing/reading.rst
index 0b6486d51..4e6a59c38 100644
--- a/docs/writing/reading.rst
+++ b/docs/writing/reading.rst
@@ -10,14 +10,6 @@ one thing that Python programmers do is read code.
 One of the secrets of becoming a great Python programmer is to read,
 understand, and comprehend excellent code.
 
-.. raw:: html
-
-    <iframe width="560" 
-            height="315" 
-            src="https://www.youtube.com/embed/Jc8M9-LoEuo" 
-            frameborder="0" allowfullscreen></iframe>
-
-
 Excellent code typically follows the guidelines outlined in
 :ref:`code_style`, and does its best to express a clear and concise
 intent to the reader.

From d7f9ff41805b0d4722c6c7546094202dddec2b88 Mon Sep 17 00:00:00 2001
From: Youngsup Oh <ohing504@gmail.com>
Date: Sun, 3 Jun 2018 04:43:31 +0900
Subject: [PATCH 273/471] Fix undefined labels

- pip, Pipenv, Pipfile
---
 docs/dev/virtualenvs.rst | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index c3b2102ca..dd6f4e647 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -47,7 +47,7 @@ install the latest 3.x version from `python.org`_ or refer to the
     `getting started tutorial`_ for an introduction to using your operating
     system's shell and interacting with Python.
 
-Additionally, you'll need to make sure you have :ref:`pip` available. You can
+Additionally, you'll need to make sure you have `pip`_ available. You can
 check this by running:
 
 .. code-block:: bash
@@ -60,6 +60,7 @@ using your OS package manager, you may have to `install pip <https://pip.pypa.io
 
 .. _getting started tutorial: https://opentechschool.github.io/python-beginners/en/getting_started.html#what-is-python-exactly
 .. _python.org: https://python.org
+.. _pip: https://pypi.org/project/pip/
 .. _Homebrew: https://brew.sh
 .. _Installing Python: http://docs.python-guide.org/en/latest/starting/installation/
 
@@ -67,9 +68,9 @@ using your OS package manager, you may have to `install pip <https://pip.pypa.io
 Installing Pipenv
 -----------------
 
-:ref:`Pipenv` is a dependency manager for Python projects. If you're familiar
+`Pipenv`_ is a dependency manager for Python projects. If you're familiar
 with Node.js' `npm`_ or Ruby's `bundler`_, it is similar in spirit to those
-tools. While :ref:`pip` can install Python packages, Pipenv is recommended as
+tools. While `pip`_ can install Python packages, Pipenv is recommended as
 it's a higher-level tool that simplifies dependency management for common use
 cases.
 
@@ -100,6 +101,7 @@ Use ``pip`` to install Pipenv:
     user ``PATH`` permanently in the `Control Panel`_. You may need to log
     out for the ``PATH`` changes to take effect.
 
+.. _Pipenv: https://docs.pipenv.org/
 .. _npm: https://www.npmjs.com/
 .. _bundler: http://bundler.io/
 .. _user base: https://docs.python.org/3/library/site.html#site.USER_BASE
@@ -120,11 +122,13 @@ tutorial) and run:
     $ pipenv install requests
 
 Pipenv will install the excellent `Requests`_ library and create a ``Pipfile``
-for you in your project's directory. The :ref:`Pipfile` is used to track which
+for you in your project's directory. The `Pipfile`_ is used to track which
 dependencies your project needs in case you need to re-install them, such as
 when you share your project with others. You should get output similar to this
 (although the exact paths shown will vary):
 
+.. _Pipfile: https://github.com/pypa/pipfile
+
 .. code-block:: text
 
     Creating a Pipfile for this project...

From 1d1c6d5f8b76614b3bd1123a6bac6f49cb6f9f7c Mon Sep 17 00:00:00 2001
From: Marcin Lulek <info@webreactor.eu>
Date: Wed, 6 Jun 2018 19:23:44 +0200
Subject: [PATCH 274/471] Mention pyramid powered pypi and cookiecutters

Mention that pyramid powered pypi and makes some decisions for users providing project templates
---
 docs/scenarios/web.rst | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 7fbb8b7c4..d2f58ec5e 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -107,7 +107,10 @@ Pyramid
 
 `Pyramid <https://trypyramid.com/>`_ is a very flexible framework with a heavy
 focus on modularity. It comes with a small number of libraries ("batteries")
-built-in, and encourages users to extend its base functionality.
+built-in, and encourages users to extend its base functionality. A set of 
+provided cookiecutter templates helps making new project decisions for users.
+It poweres one of the most important parts of python infrastucture 
+`PyPI <http://pypi.org/>`_.
 
 Pyramid does not have a large user base, unlike Django and Flask. It's a
 capable framework, but not a very popular choice for new Python web

From 2857fda10af6223255d06f530b677433c093fe9e Mon Sep 17 00:00:00 2001
From: Allison Browne <getschomp@users.noreply.github.com>
Date: Mon, 11 Jun 2018 15:58:08 -0400
Subject: [PATCH 275/471] Update osx.rst

---
 docs/starting/install3/osx.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index f6ef4e828..1ffdf4ba9 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -107,7 +107,7 @@ The rest of the guide will assume that ``python`` references Python 3.
     # Do I have a Python 3 installed?
     $ python --version
     Python 3.6.4 # Success! 
-    # If you still see 2.7 ensure in PATH /usr/local/bin/ takes pecedence over /usr/bin/
+    # If you still see 2.7 ensure in PATH /usr/local/bin/ takes precedence over /usr/bin/
 
 Pipenv & Virtual Environments
 -----------------------------

From 66b35e498a9da9eb41aa6d1fbcc1396cc6f19de6 Mon Sep 17 00:00:00 2001
From: Toby <linux@linux.linux>
Date: Sat, 30 Jun 2018 06:43:57 -0400
Subject: [PATCH 276/471] Updated learning.rst

---
 docs/intro/learning.rst | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 86f82431e..1914c5add 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -15,6 +15,13 @@ quick-start guide to the language.
 
     `The Python Tutorial <http://docs.python.org/tutorial/index.html>`_
 
+Python Basics
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+pythonbasics.org is an introductiory tutorial for beginners. The tutorial includes exercises. It covers the basics and there are als more in-depth lessons like object oriented programming and regular expressions.
+
+   `Python basics <https://pythonbasics.org/>`_
+    
 Python for Beginners
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 

From e4135f59f85b49e6d5b83168080fb1b6da315a1f Mon Sep 17 00:00:00 2001
From: toby <linux@linux.linux>
Date: Sat, 30 Jun 2018 07:07:04 -0400
Subject: [PATCH 277/471] typo

---
 docs/intro/learning.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 1914c5add..694abd865 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -18,7 +18,7 @@ quick-start guide to the language.
 Python Basics
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-pythonbasics.org is an introductiory tutorial for beginners. The tutorial includes exercises. It covers the basics and there are als more in-depth lessons like object oriented programming and regular expressions.
+pythonbasics.org is an introductiory tutorial for beginners. The tutorial includes exercises. It covers the basics and there are also in-depth lessons like object oriented programming and regular expressions.
 
    `Python basics <https://pythonbasics.org/>`_
     

From 4f43620b844cf3a000aeeb5030bf9d95cdc683cd Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Thu, 12 Jul 2018 19:13:10 -0700
Subject: [PATCH 278/471] Add search console meta tag

---
 docs/_templates/layout.html | 6 ++++++
 1 file changed, 6 insertions(+)
 create mode 100644 docs/_templates/layout.html

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
new file mode 100644
index 000000000..93dd11ecd
--- /dev/null
+++ b/docs/_templates/layout.html
@@ -0,0 +1,6 @@
+{% extends "!layout.html" %}
+
+{%- block extrahead %}
+  {{ super() }}
+  <meta name="google-site-verification" content="013PxE2_8KX9jdUSC5gr8QsfdxTXr1mFgmD9zplp5II" />
+{% endblock %}

From 75b235fdf08ea9e9e28429b42693fd60bfcb2631 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 12:10:07 -0700
Subject: [PATCH 279/471] Bump deps

---
 CONTRIBUTING.md                   |   6 ++--
 docs/404.rst                      |  25 ++++++++++++++++
 docs/_static/ad.png               | Bin 85222 -> 0 bytes
 docs/_templates/hacks.html        |  46 ------------------------------
 docs/_templates/sidebarintro.html |   6 +---
 docs/_templates/sidebarlogo.html  |   5 +---
 docs/conf.py                      |   4 +--
 docs/dev/virtualenvs.rst          |   8 +++---
 docs/index.rst                    |   2 +-
 docs/intro/learning.rst           |  31 ++++++++++++--------
 docs/scenarios/scrape.rst         |   2 --
 requirements.txt                  |  30 ++++++++++++-------
 12 files changed, 75 insertions(+), 90 deletions(-)
 create mode 100644 docs/404.rst
 delete mode 100644 docs/_static/ad.png

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 83a9cd76f..ab145a5c3 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -15,15 +15,15 @@ The html version of this guide is built with [sphinx](http://www.sphinx-doc.org/
 pip install --user sphinx
 ```
 
-Then navigate to the directory of the makefile and ```make build``` or ```make html```. Sphinx will then generate the html in a folder called _build/html
+Then navigate to the directory of the Makefile and ```make build``` or ```make html```. Sphinx will then generate the HTML in a folder called `_build/html/`
 
-After navigating to this folder, you can then use python's built in webserver to view your changes locally:
+After navigating to this folder, you can then use Python's built in webserver to view your changes locally:
 
 ``` bash
 python3 -m http.server
 ```
 
-By default, http.server listens on every ip address bound on your host on port 8000. To bind to a specific one, say, localhost on port 8005:
+By default, `http.server` listens on every IP address bound on your host on port 8000. To bind to a specific one, say, localhost on port 8005:
 
 ``` bash
 python3 -m http.server 8005 --bind 127.0.0.1
diff --git a/docs/404.rst b/docs/404.rst
new file mode 100644
index 000000000..4398775bc
--- /dev/null
+++ b/docs/404.rst
@@ -0,0 +1,25 @@
+404 — Not Found
+===============
+
+**Sorry, but we couldn't find the page you requested.**
+
+It looks like this was the result of either:
+
+- a mistyped address
+- an out-of-date link
+
+`Click here to go back to the homepage. <http://docs.python-guide.org/>`_
+
+Or, try `searching <http://docs.python-guide.org/en/latest/search/>`_.
+
+.. raw:: html
+
+    <script>
+    ga('send', {
+        hitType: 'event',
+        eventCategory: 'error',
+        eventAction: '404',
+        eventLabel: document.referrer,
+        nonInteraction: true
+      });
+    </script>
diff --git a/docs/_static/ad.png b/docs/_static/ad.png
deleted file mode 100644
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GIT binary patch
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diff --git a/docs/_templates/hacks.html b/docs/_templates/hacks.html
index 2d6a576fb..cea323be6 100644
--- a/docs/_templates/hacks.html
+++ b/docs/_templates/hacks.html
@@ -1,47 +1 @@
 <!-- Alabaster (krTheme++) Hacks -->
-<aside id="python27">
-    <a href="https://www.kennethreitz.org/requests3"><strong>Requests 3.0</strong> development is underway, and your financial help is appreciated!</a>
-</aside>
-
-<!-- Python 2 Death Clock™ -->
-<style type="text/css">
-  body { margin-top: 4em; }
-  #python27 {
-      position: fixed;
-      top: 0;
-      left: 0; right: 0;
-      height:  auto;
-      text-align: center;
-      color: white;
-      background-color: black;
-      font-size: larger;
-      line-height: 3;
-  }
-  #python27 a {
-    color: white;
-  }
-
-</style>
-<!-- <script src="https://cdnjs.cloudflare.com/ajax/libs/moment.js/2.18.1/moment.min.js"></script>
-<script>
-  var death = new Date('2020-04-12');
-
-  var diff = moment.duration(death - moment());
-
-  document.querySelector('#python27 time').innerText = (diff.years() * 12) + diff.months();
-</script>
- -->
-<script type="text/javascript">
-  var _gauges = _gauges || [];
-  (function() {
-    var t   = document.createElement('script');
-    t.type  = 'text/javascript';
-    t.async = true;
-    t.id    = 'gauges-tracker';
-    t.setAttribute('data-site-id', '56ca79a64b2ffa7a470027ea');
-    t.setAttribute('data-track-path', 'https://track.gaug.es/track.gif');
-    t.src = 'https://d36ee2fcip1434.cloudfront.net/track.js';
-    var s = document.getElementsByTagName('script')[0];
-    s.parentNode.insertBefore(t, s);
-  })();
-</script>
\ No newline at end of file
diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 9811df471..ebe19b3df 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -8,7 +8,7 @@
   This opinionated guide exists to provide both novice and expert Python developers a best practice handbook to the installation, configuration, and usage of Python on a daily basis.
 </p>
 
-
+<iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe>
 
 <h3>Stay Informed</h3>
 <p>Receive updates on new releases and upcoming projects.</p>
@@ -21,10 +21,6 @@ <h3>Stay Informed</h3>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 
-<a href="http://www.dataquest.io/?utm_source=hitchhikersguide&utm_medium=ad">
-<img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
-</a>
-
 <hr>
 
 <h3>O'Reilly Book</h3>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index e6d00e7f2..abaa6305a 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -8,6 +8,7 @@
   This opinionated guide exists to provide both novice and expert Python developers a best practice handbook to the installation, configuration, and usage of Python on a daily basis.
 </p>
 
+<iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe>
 
 <h3>Get Updates</h3>
 <p>Receive updates on new releases and upcoming projects.</p>
@@ -19,10 +20,6 @@ <h3>Get Updates</h3>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
 <p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
 
-<a href="http://www.dataquest.io/?utm_source=hitchhikersguide&utm_medium=ad">
-<img src="http://github.com/%7B%7B%20pathto('_static/ad.png', 1) }}" alt="">
-</a>
-
 <hr>
 
 <h3>O'Reilly Book</h3>
diff --git a/docs/conf.py b/docs/conf.py
index f0bd46e19..ebc2b8767 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -106,11 +106,11 @@
 # documentation.
 html_theme_options = {
     'show_powered_by': False,
-    'github_user': 'kennethreitz',
+    'github_user': 'realpython',
     'github_repo': 'python-guide',
     'github_banner': True,
     'show_related': False,
-    'note_bg': '#FFF59C'
+    'note_bg': '#FFF59C',
 }
 
 # Add any paths that contain custom themes here, relative to this directory.
diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index dd6f4e647..dadc299e9 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -5,7 +5,7 @@ Pipenv & Virtual Environments
 
 .. image:: https://farm5.staticflickr.com/4290/35294660055_42c02b2316_k_d.jpg
 
-This tutorial walks you through installing and using Python packages. 
+This tutorial walks you through installing and using Python packages.
 
 It will show you how to install and use the necessary tools and make strong
 recommendations on best practices. Keep in mind that Python is used for a great
@@ -34,7 +34,7 @@ install the latest 3.x version from `python.org`_ or refer to the
 `Installing Python`_ section of this guide.
 
 .. Note:: If you're newcomer and you get an error like this:
-    
+
     .. code-block:: python
 
         >>> python
@@ -76,7 +76,7 @@ cases.
 
 Use ``pip`` to install Pipenv:
 
-.. code-block:: python
+.. code-block:: console
 
     $ pip install --user pipenv
 
@@ -211,7 +211,7 @@ Install virtualenv via pip:
 .. code-block:: console
 
   $ pip install virtualenv
- 
+
 Test your installation
 
 .. code-block:: console
diff --git a/docs/index.rst b/docs/index.rst
index 843d663cb..d766b0e39 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -9,7 +9,7 @@ The Hitchhiker's Guide to Python!
 Greetings, Earthling! Welcome to The Hitchhiker's Guide to Python.
 
 **This is a living, breathing guide.**  If you'd like to contribute,
-`fork us on GitHub <https://github.com/kennethreitz/python-guide>`_!
+`fork us on GitHub <https://github.com/realpython/python-guide>`_!
 
 This handcrafted guide exists to provide both novice and expert Python
 developers a best practice handbook to the installation, configuration, and
diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 694abd865..8e71cfce7 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -15,13 +15,21 @@ quick-start guide to the language.
 
     `The Python Tutorial <http://docs.python.org/tutorial/index.html>`_
 
+Real Python
+~~~~~~~~~~~
+
+Real Python is a repository of free and in-depth Python tutorials created by a diverse team of professional Python developers. At Real Python you can learn all things Python from the ground up. Everything from the absolute basics of Python, to web development and web scraping, to data visualization, and beyond.
+
+    `Real Python <https://realpython.com/>`_
+
+
 Python Basics
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 pythonbasics.org is an introductiory tutorial for beginners. The tutorial includes exercises. It covers the basics and there are also in-depth lessons like object oriented programming and regular expressions.
 
    `Python basics <https://pythonbasics.org/>`_
-    
+
 Python for Beginners
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
@@ -32,14 +40,6 @@ At last it finishes off with  tutorial "How to access MySQL db using python"
 
    `Python for beginners <http://thepythonguru.com/>`_
 
-Learn Python for Data Science Interactively
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-If you prefer an online interactive environment to learn Python for Data Science, `this free python tutorial by DataCamp <https://www.datacamp.com/courses/intro-to-python-for-data-science?tap_a=5644-dce66f&tap_s=116411-750171>`_ is a great way to get started. If you're already somewhat advanced and interested in machine learning, check out this `course on Supervised Learning with scikit-learn <https://www.datacamp.com/courses/supervised-learning-with-scikit-learn?tap_a=5644-dce66f&tap_s=116411-750171>`_, by one the core developers of scikit-learn.
-
-
-`Python for data science <http://datacamp.com/?tap_a=5644-dce66f&tap_s=116411-750171>`_
-
 Learn Python Interactive Tutorial
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
@@ -51,12 +51,10 @@ without having to install Python locally.
 
     `Learn Python <http://www.learnpython.org/>`_
 
-
 If you want a more traditional book, *Python For You and Me* is an excellent
 resource for learning all aspects of the language.
 
     `Python for You and Me <https://pymbook.readthedocs.io/>`_
-    `Learn Python Interactively with DataCamp! <https://www.datacamp.com/>`_
 
 Learn Python Step by Step
 ~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -198,6 +196,15 @@ making the process of learning Python fun and engaging.
 Intermediate
 ------------
 
+Python Tricks: The Book
+~~~~~~~~~~~~~~~~~~~~~~~
+
+Discover Python's best practices with simple examples and start writing even more beautiful + Pythonic code. "Python Tricks: The Book" shows you exactly how.
+
+You’ll master intermediate and advanced-level features in Python with practical examples and a clear narrative:
+
+    `Python Tricks: The Book <https://realpython.com/products/python-tricks-book/>`_
+
 Effective Python
 ~~~~~~~~~~~~~~~~
 
@@ -250,7 +257,7 @@ and can make classes and objects behave in different and magical ways.
 
 .. note:: The Rafekettler.com is currently down, you can go to their Github version directly. Here you can find a PDF version:
     `A Guide to Python's Magic Methods (repo on GitHub) <https://github.com/RafeKettler/magicmethods/blob/master/magicmethods.pdf>`_
-    
+
 
 
 For Engineers and Scientists
diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index e32978266..7a8e94412 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -105,5 +105,3 @@ using Python or we can save it to a file and share it with the world.
 Some more cool ideas to think about are modifying this script to iterate
 through the rest of the pages of this example dataset, or rewriting this
 application to use threads for improved speed.
-
-If you want to learn how to import data using python - this `DataCamp course on Importing Data <https://www.datacamp.com/courses/importing-data-in-r-part-1?tap_a=5644-dce66f&tap_s=116411-750171>`_ is a great place to start.
diff --git a/requirements.txt b/requirements.txt
index 78132142b..c2886a7fe 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,12 +1,20 @@
-alabaster==0.7.7
-Babel==2.2.0
-docutils==0.12
-Jinja2==2.8
-MarkupSafe==0.23
-Pygments==2.1.1
-pytz==2015.7
-six==1.10.0
+alabaster==0.7.11
+Babel==2.6.0
+certifi==2018.4.16
+chardet==3.0.4
+docutils==0.14
+idna==2.7
+imagesize==1.0.0
+Jinja2==2.10
+MarkupSafe==1.0
+packaging==17.1
+Pygments==2.2.0
+pyparsing==2.2.0
+pytz==2018.5
+requests==2.19.1
+six==1.11.0
 snowballstemmer==1.2.1
-Sphinx==1.3.5
-sphinx-rtd-theme==0.1.9
-wheel==0.29.0
+Sphinx==1.7.6
+sphinx-sitemap==0.3.1
+sphinxcontrib-websupport==1.1.0
+urllib3==1.23

From 9c58f0bd008004ce86b96841d10a59ed4e1805e1 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 12:46:44 -0700
Subject: [PATCH 280/471] Prepare hosting migration

---
 docs/_templates/layout.html | 15 +++++++++++++++
 runtime.txt                 |  1 +
 2 files changed, 16 insertions(+)
 create mode 100644 runtime.txt

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 93dd11ecd..3c83a4293 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -2,5 +2,20 @@
 
 {%- block extrahead %}
   {{ super() }}
+
+  <link rel="canonical" href="http://docs.python-guide.org/%7B%7B%20pagename%20%7D%7D/"/>
+
   <meta name="google-site-verification" content="013PxE2_8KX9jdUSC5gr8QsfdxTXr1mFgmD9zplp5II" />
+
+  {# Alabaster theme native GA integration is outdated (ga.js). #}
+  {# Insert our own GA snippet instead. #}
+  <script>
+    (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
+    (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
+    m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
+    })(window,document,'script','https://www.google-analytics.com/analytics.js','ga');
+
+    ga('create', 'UA-37242602-11', 'auto');
+    ga('send', 'pageview');
+    </script>
 {% endblock %}
diff --git a/runtime.txt b/runtime.txt
new file mode 100644
index 000000000..d70c8f8d8
--- /dev/null
+++ b/runtime.txt
@@ -0,0 +1 @@
+3.6

From 59c8a507f6c0c16f75478e22eafddabc3d5865f8 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 13:20:06 -0700
Subject: [PATCH 281/471] Fix non-https links

---
 docs/_templates/sidebarintro.html | 3 +--
 docs/_templates/sidebarlogo.html  | 3 +--
 2 files changed, 2 insertions(+), 4 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index ebe19b3df..85db655b3 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -13,8 +13,7 @@
 <h3>Stay Informed</h3>
 <p>Receive updates on new releases and upcoming projects.</p>
 
-<p><iframe src="http://ghbtns.com/github-btn.html?user=kennethreitz&type=follow&count=false"
-  allowtransparency="true" frameborder="0" scrolling="0" width="200" height="20"></iframe></p>
+<p><iframe src="https://ghbtns.com/github-btn.html?user=kennethreitz&type=follow&count=false" allowtransparency="true" frameborder="0" scrolling="0" width="200" height="20"></iframe></p>
 
 <p><a href="https://twitter.com/kennethreitz" class="twitter-follow-button" data-show-count="false">Follow @kennethreitz</a> <script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+'://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js,fjs);}}(document, 'script', 'twitter-wjs');</script></p>
 
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index abaa6305a..22bba28dd 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -13,8 +13,7 @@
 <h3>Get Updates</h3>
 <p>Receive updates on new releases and upcoming projects.</p>
 
-<p><iframe src="http://ghbtns.com/github-btn.html?user=kennethreitz&type=follow&count=false"
-  allowtransparency="true" frameborder="0" scrolling="0" width="200" height="20"></iframe></p>
+<p><iframe src="https://ghbtns.com/github-btn.html?user=kennethreitz&type=follow&count=false" allowtransparency="true" frameborder="0" scrolling="0" width="200" height="20"></iframe></p>
 
 <p><a href="https://twitter.com/kennethreitz" class="twitter-follow-button" data-show-count="false">Follow @kennethreitz</a> <script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+'://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js,fjs);}}(document, 'script', 'twitter-wjs');</script></p>
 <p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>

From b3929171a5a1d0b2666c3cce9fc066de4db63b98 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 13:28:17 -0700
Subject: [PATCH 282/471] Don't load empty custom.css

---
 docs/_templates/layout.html | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 3c83a4293..63038740b 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -1,7 +1,9 @@
 {% extends "!layout.html" %}
 
 {%- block extrahead %}
-  {{ super() }}
+  {# No super() because we want to avoid loading an empty custom.css file #}
+
+  <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
 
   <link rel="canonical" href="http://docs.python-guide.org/%7B%7B%20pagename%20%7D%7D/"/>
 

From 54921b17b2acd441fc7954419d283f7fdb801cd2 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 13:30:08 -0700
Subject: [PATCH 283/471] Favicon

---
 docs/_templates/layout.html | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 63038740b..b4031796b 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -6,6 +6,7 @@
   <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
 
   <link rel="canonical" href="http://docs.python-guide.org/%7B%7B%20pagename%20%7D%7D/"/>
+  <link rel="icon" type="image/png" href="https://media.readthedocs.org/images/favicon.png">
 
   <meta name="google-site-verification" content="013PxE2_8KX9jdUSC5gr8QsfdxTXr1mFgmD9zplp5II" />
 

From e1a965067b766e4d770693787f83fbf70b7fa1ae Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 13:39:18 -0700
Subject: [PATCH 284/471] Fix canonical

---
 docs/_templates/layout.html | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index b4031796b..366dbf353 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -5,7 +5,12 @@
 
   <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
 
+  {% if pagename == 'index' %}
+  <link rel="canonical" href="http://docs.python-guide.org/"/>
+  {% else %}
   <link rel="canonical" href="http://docs.python-guide.org/%7B%7B%20pagename%20%7D%7D/"/>
+  {% endif %}
+
   <link rel="icon" type="image/png" href="https://media.readthedocs.org/images/favicon.png">
 
   <meta name="google-site-verification" content="013PxE2_8KX9jdUSC5gr8QsfdxTXr1mFgmD9zplp5II" />

From 728b9f10a204a6d0b63638253e6f6f94e14e7e08 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 13:49:52 -0700
Subject: [PATCH 285/471] Fix custom 404

---
 docs/Makefile          | 4 ++++
 docs/_extra/_redirects | 5 +++++
 2 files changed, 9 insertions(+)
 create mode 100644 docs/_extra/_redirects

diff --git a/docs/Makefile b/docs/Makefile
index 40b479e94..6eff0bc39 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -59,6 +59,10 @@ dirhtml:
 	@echo
 	@echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml."
 
+netlify: dirhtml
+	@cp $(BUILDDIR)/dirhtml/404/index.html $(BUILDDIR)/dirhtml/404.html
+	@cp _extra/* $(BUILDDIR)/dirhtml/
+
 singlehtml:
 	$(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml
 	@echo
diff --git a/docs/_extra/_redirects b/docs/_extra/_redirects
new file mode 100644
index 000000000..5b0e2fe04
--- /dev/null
+++ b/docs/_extra/_redirects
@@ -0,0 +1,5 @@
+# https://www.netlify.com/docs/redirects/
+
+
+# Redirect internal URL to python-guide.org
+# https://python-guide.netlify.com/* https://docs.python-guide.org/:splat 301!

From e3bedf76d47ecac53f1b13ba50f74a0f6b0c817d Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 13:51:10 -0700
Subject: [PATCH 286/471] Fix 404 canonical

---
 docs/_templates/layout.html | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 366dbf353..9660c14a5 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -7,6 +7,8 @@
 
   {% if pagename == 'index' %}
   <link rel="canonical" href="http://docs.python-guide.org/"/>
+  {% elif pagename == '404' %}
+  {# No canonical on our 404 template. #}
   {% else %}
   <link rel="canonical" href="http://docs.python-guide.org/%7B%7B%20pagename%20%7D%7D/"/>
   {% endif %}

From b6266ba4e55570e684fe6dd97af13164b2653ab8 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 13:57:32 -0700
Subject: [PATCH 287/471] Fix 404 relative paths

---
 docs/Makefile | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/Makefile b/docs/Makefile
index 6eff0bc39..3b85476dd 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -61,6 +61,8 @@ dirhtml:
 
 netlify: dirhtml
 	@cp $(BUILDDIR)/dirhtml/404/index.html $(BUILDDIR)/dirhtml/404.html
+	@sed -i -e 's/src="http://github.com///src="\//g' $(BUILDDIR)/dirhtml/404.html
+	@sed -i -e 's/href="http://github.com///href="\//g' $(BUILDDIR)/dirhtml/404.html
 	@cp _extra/* $(BUILDDIR)/dirhtml/
 
 singlehtml:

From e6b57530dd41a6bf38ae0dfe850096ca69b40f65 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 14:00:22 -0700
Subject: [PATCH 288/471] Add redirects

---
 docs/_extra/_redirects | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/_extra/_redirects b/docs/_extra/_redirects
index 5b0e2fe04..a113f1bec 100644
--- a/docs/_extra/_redirects
+++ b/docs/_extra/_redirects
@@ -1,5 +1,7 @@
 # https://www.netlify.com/docs/redirects/
 
+# Redirect RTD /en/latest/ prefix
+/en/latest/*        /:splat         301!
 
-# Redirect internal URL to python-guide.org
+# TODO: Redirect internal URL to python-guide.org
 # https://python-guide.netlify.com/* https://docs.python-guide.org/:splat 301!

From e52e1a372197d6047fcc3e2cafaac1985aed1456 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 14:06:48 -0700
Subject: [PATCH 289/471] Update redirects

---
 docs/_extra/_redirects | 15 ++++++++++-----
 1 file changed, 10 insertions(+), 5 deletions(-)

diff --git a/docs/_extra/_redirects b/docs/_extra/_redirects
index a113f1bec..e88dab83d 100644
--- a/docs/_extra/_redirects
+++ b/docs/_extra/_redirects
@@ -1,7 +1,12 @@
-# https://www.netlify.com/docs/redirects/
+# Redirect rules
+# Docs: https://www.netlify.com/docs/redirects/
 
-# Redirect RTD /en/latest/ prefix
-/en/latest/*        /:splat         301!
+# Redirect http to https (avoid one extra hop with an explicit rule for /en/latest/)
+http://docs.python-guide.org/en/latest/*        https://docs.python-guide.org/:splat       301!
+http://docs.python-guide.org/*                  https://docs.python-guide.org/:splat       301!
 
-# TODO: Redirect internal URL to python-guide.org
-# https://python-guide.netlify.com/* https://docs.python-guide.org/:splat 301!
+# Redirect RTD prefix to /
+/en/latest/*                                    /:splat                                    301!
+
+# TODO: Redirect Netlify URL to python-guide.org
+# https://python-guide.netlify.com/*              https://docs.python-guide.org/:splat       301!

From 1e9a7ff8d10b7fa1de45c28471c501e1429196b4 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 14:09:14 -0700
Subject: [PATCH 290/471] Use 302 redirects for testing

---
 docs/_extra/_redirects | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/docs/_extra/_redirects b/docs/_extra/_redirects
index e88dab83d..4f12632d4 100644
--- a/docs/_extra/_redirects
+++ b/docs/_extra/_redirects
@@ -2,11 +2,12 @@
 # Docs: https://www.netlify.com/docs/redirects/
 
 # Redirect http to https (avoid one extra hop with an explicit rule for /en/latest/)
-http://docs.python-guide.org/en/latest/*        https://docs.python-guide.org/:splat       301!
-http://docs.python-guide.org/*                  https://docs.python-guide.org/:splat       301!
+http://docs.python-guide.org/en/latest/*        https://docs.python-guide.org/:splat       302!
+http://docs.python-guide.org/*                  https://docs.python-guide.org/:splat       302!
 
 # Redirect RTD prefix to /
-/en/latest/*                                    /:splat                                    301!
+/en/latest/*                                    /:splat                                    302!
 
+# TODO: Make those cacheable 301s when we're done
 # TODO: Redirect Netlify URL to python-guide.org
-# https://python-guide.netlify.com/*              https://docs.python-guide.org/:splat       301!
+# https://python-guide.netlify.com/*              https://docs.python-guide.org/:splat       302!

From 35a4e33868505727ba1dcfd9051def698bbd90ae Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 14:11:03 -0700
Subject: [PATCH 291/471] Test redirect behavior

---
 docs/_extra/_redirects | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_extra/_redirects b/docs/_extra/_redirects
index 4f12632d4..350c2b964 100644
--- a/docs/_extra/_redirects
+++ b/docs/_extra/_redirects
@@ -2,8 +2,8 @@
 # Docs: https://www.netlify.com/docs/redirects/
 
 # Redirect http to https (avoid one extra hop with an explicit rule for /en/latest/)
-http://docs.python-guide.org/en/latest/*        https://docs.python-guide.org/:splat       302!
-http://docs.python-guide.org/*                  https://docs.python-guide.org/:splat       302!
+# http://docs.python-guide.org/en/latest/*        https://docs.python-guide.org/:splat       302!
+# http://docs.python-guide.org/*                  https://docs.python-guide.org/:splat       302!
 
 # Redirect RTD prefix to /
 /en/latest/*                                    /:splat                                    302!

From 936c3c7df55578f5d98a58088c210b206add6993 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 14:15:38 -0700
Subject: [PATCH 292/471] Redirect domain aliases

---
 docs/_extra/_redirects | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/docs/_extra/_redirects b/docs/_extra/_redirects
index 350c2b964..f70212b9a 100644
--- a/docs/_extra/_redirects
+++ b/docs/_extra/_redirects
@@ -2,8 +2,8 @@
 # Docs: https://www.netlify.com/docs/redirects/
 
 # Redirect http to https (avoid one extra hop with an explicit rule for /en/latest/)
-# http://docs.python-guide.org/en/latest/*        https://docs.python-guide.org/:splat       302!
-# http://docs.python-guide.org/*                  https://docs.python-guide.org/:splat       302!
+http://docs.python-guide.org/en/latest/*        https://docs.python-guide.org/:splat       302!
+http://docs.python-guide.org/*                  https://docs.python-guide.org/:splat       302!
 
 # Redirect RTD prefix to /
 /en/latest/*                                    /:splat                                    302!
@@ -11,3 +11,7 @@
 # TODO: Make those cacheable 301s when we're done
 # TODO: Redirect Netlify URL to python-guide.org
 # https://python-guide.netlify.com/*              https://docs.python-guide.org/:splat       302!
+
+# Redirect domain aliases to primary domain
+http://python-guide.org/* http://docs.python-guide.org/:splat 302!
+https://python-guide.org/* https://docs.python-guide.org/:splat 302!

From 40571f40e8286f5339ff43f56f64fd6493d6c021 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 14:35:36 -0700
Subject: [PATCH 293/471] Make HTTPS the default & update canonical

---
 CONTRIBUTING.md                   | 4 ++--
 Readme.rst                        | 2 +-
 docs/404.rst                      | 4 ++--
 docs/_templates/layout.html       | 4 ++--
 docs/_templates/sidebarintro.html | 4 ++--
 docs/_templates/sidebarlogo.html  | 2 +-
 docs/dev/virtualenvs.rst          | 2 +-
 7 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index ab145a5c3..5d325e061 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -4,7 +4,7 @@ How to contribute
 This guide is under heavy development. If you would like to contribute, please
 see:
 
-http://docs.python-guide.org/en/latest/notes/contribute/
+https://docs.python-guide.org/en/latest/notes/contribute/
 
 How to test your changes
 ------------------------
@@ -34,4 +34,4 @@ Style Guide
 
 For all contributions, please follow the `Guide Style Guide`:
 
-http://docs.python-guide.org/en/latest/notes/styleguide/
+https://docs.python-guide.org/en/latest/notes/styleguide/
diff --git a/Readme.rst b/Readme.rst
index 8dce3c079..d7d26dfb1 100644
--- a/Readme.rst
+++ b/Readme.rst
@@ -33,4 +33,4 @@ Topics include:
 
 If you aren't fond of reading reStructuredText, there is an
 almost up-to-date `HTML version at docs.python-guide.org
-<http://docs.python-guide.org>`_.
+<https://docs.python-guide.org>`_.
diff --git a/docs/404.rst b/docs/404.rst
index 4398775bc..1b4328506 100644
--- a/docs/404.rst
+++ b/docs/404.rst
@@ -8,9 +8,9 @@ It looks like this was the result of either:
 - a mistyped address
 - an out-of-date link
 
-`Click here to go back to the homepage. <http://docs.python-guide.org/>`_
+`Click here to go back to the homepage. <https://docs.python-guide.org/>`_
 
-Or, try `searching <http://docs.python-guide.org/en/latest/search/>`_.
+Or, try `searching <https://docs.python-guide.org/en/latest/search/>`_.
 
 .. raw:: html
 
diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 9660c14a5..cc36fabbe 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -6,11 +6,11 @@
   <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
 
   {% if pagename == 'index' %}
-  <link rel="canonical" href="http://docs.python-guide.org/"/>
+  <link rel="canonical" href="https://docs.python-guide.org/"/>
   {% elif pagename == '404' %}
   {# No canonical on our 404 template. #}
   {% else %}
-  <link rel="canonical" href="http://docs.python-guide.org/%7B%7B%20pagename%20%7D%7D/"/>
+  <link rel="canonical" href="https://docs.python-guide.org/%7B%7B%20pagename%20%7D%7D/"/>
   {% endif %}
 
   <link rel="icon" type="image/png" href="https://media.readthedocs.org/images/favicon.png">
diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 85db655b3..8da869751 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -50,7 +50,7 @@ <h3>Contributors</h3>
   This guide is the result of the collaboration of
   <a href="https://github.com/kennethreitz/python-guide/graphs/contributors">hundreds of people</a>
   around the world, and your contributions
-  <a href="http://docs.python-guide.org/en/latest/notes/contribute/">are welcome</a>!
+  <a href="https://docs.python-guide.org/en/latest/notes/contribute/">are welcome</a>!
 </p>
 
 
@@ -64,7 +64,7 @@ <h3>Useful Links</h3>
 
 <h3>Translations</h3>
 <ul>
-  <li><a href="http://docs.python-guide.org/en/latest/">English</a></li>
+  <li><a href="https://docs.python-guide.org/en/latest/">English</a></li>
   <li><a href="https://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
   <li><a href="http://python-guideja.readthedocs.io/ja/latest/">Japanese</a></li>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 22bba28dd..e418c53f4 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -48,7 +48,7 @@ <h3>Other Projects</h3>
 
 <h3>Translations</h3>
 <ul>
-  <li><a href="http://docs.python-guide.org/en/latest/">English</a></li>
+  <li><a href="https://docs.python-guide.org/en/latest/">English</a></li>
   <li><a href="https://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
   <li><a href="http://python-guideja.readthedocs.io/ja/latest/">Japanese</a></li>
diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index dadc299e9..5420bc69d 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -62,7 +62,7 @@ using your OS package manager, you may have to `install pip <https://pip.pypa.io
 .. _python.org: https://python.org
 .. _pip: https://pypi.org/project/pip/
 .. _Homebrew: https://brew.sh
-.. _Installing Python: http://docs.python-guide.org/en/latest/starting/installation/
+.. _Installing Python: https://docs.python-guide.org/en/latest/starting/installation/
 
 
 Installing Pipenv

From aa7edbf209cf61717d40726a932b87dc6ee13895 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 14:45:07 -0700
Subject: [PATCH 294/471] Update redirects

---
 docs/_extra/_redirects | 17 ++++++++---------
 1 file changed, 8 insertions(+), 9 deletions(-)

diff --git a/docs/_extra/_redirects b/docs/_extra/_redirects
index f70212b9a..29712f048 100644
--- a/docs/_extra/_redirects
+++ b/docs/_extra/_redirects
@@ -2,16 +2,15 @@
 # Docs: https://www.netlify.com/docs/redirects/
 
 # Redirect http to https (avoid one extra hop with an explicit rule for /en/latest/)
-http://docs.python-guide.org/en/latest/*        https://docs.python-guide.org/:splat       302!
-http://docs.python-guide.org/*                  https://docs.python-guide.org/:splat       302!
+http://docs.python-guide.org/en/latest/*        https://docs.python-guide.org/:splat       301!
+http://docs.python-guide.org/*                  https://docs.python-guide.org/:splat       301!
 
 # Redirect RTD prefix to /
-/en/latest/*                                    /:splat                                    302!
-
-# TODO: Make those cacheable 301s when we're done
-# TODO: Redirect Netlify URL to python-guide.org
-# https://python-guide.netlify.com/*              https://docs.python-guide.org/:splat       302!
+/en/latest/*                                    /:splat                                    301!
 
 # Redirect domain aliases to primary domain
-http://python-guide.org/* http://docs.python-guide.org/:splat 302!
-https://python-guide.org/* https://docs.python-guide.org/:splat 302!
+http://python-guide.org/*                       http://docs.python-guide.org/:splat        301!
+https://python-guide.org/*                      https://docs.python-guide.org/:splat       301!
+
+# Redirect Netlify version to primary domain
+https://python-guide.netlify.com/*              https://docs.python-guide.org/:splat       301!

From fc0e41f844225febf4e265bd03e8e37df1169d08 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 15:14:28 -0700
Subject: [PATCH 295/471] Fix mobile layout

---
 docs/_templates/layout.html | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index cc36fabbe..2e7538979 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -3,7 +3,15 @@
 {%- block extrahead %}
   {# No super() because we want to avoid loading an empty custom.css file #}
 
-  <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
+  {# <meta name="viewport" content="width=device-width, initial-scale=0.75, maximum-scale=0.75" /> #}
+
+  <meta name="viewport" content="width=device-width, initial-scale=1">
+  <style>
+    div.body {
+      min-width: initial;
+      max-width: initial;
+    }
+  </style>
 
   {% if pagename == 'index' %}
   <link rel="canonical" href="https://docs.python-guide.org/"/>

From 64c752a2417e917887dce1070b146ee4d5fd04ec Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 16:52:15 -0700
Subject: [PATCH 296/471] Update /en/latest/ internal links

---
 CONTRIBUTING.md                   | 4 ++--
 docs/404.rst                      | 2 +-
 docs/_templates/sidebarintro.html | 4 ++--
 docs/_templates/sidebarlogo.html  | 2 +-
 docs/dev/virtualenvs.rst          | 2 +-
 5 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 5d325e061..5d9f03aa1 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -4,7 +4,7 @@ How to contribute
 This guide is under heavy development. If you would like to contribute, please
 see:
 
-https://docs.python-guide.org/en/latest/notes/contribute/
+https://docs.python-guide.org/notes/contribute/
 
 How to test your changes
 ------------------------
@@ -34,4 +34,4 @@ Style Guide
 
 For all contributions, please follow the `Guide Style Guide`:
 
-https://docs.python-guide.org/en/latest/notes/styleguide/
+https://docs.python-guide.org/notes/styleguide/
diff --git a/docs/404.rst b/docs/404.rst
index 1b4328506..1cb26757c 100644
--- a/docs/404.rst
+++ b/docs/404.rst
@@ -10,7 +10,7 @@ It looks like this was the result of either:
 
 `Click here to go back to the homepage. <https://docs.python-guide.org/>`_
 
-Or, try `searching <https://docs.python-guide.org/en/latest/search/>`_.
+Or, try `searching <https://docs.python-guide.org/search/>`_.
 
 .. raw:: html
 
diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 8da869751..1ac139d4c 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -50,7 +50,7 @@ <h3>Contributors</h3>
   This guide is the result of the collaboration of
   <a href="https://github.com/kennethreitz/python-guide/graphs/contributors">hundreds of people</a>
   around the world, and your contributions
-  <a href="https://docs.python-guide.org/en/latest/notes/contribute/">are welcome</a>!
+  <a href="https://docs.python-guide.org/notes/contribute/">are welcome</a>!
 </p>
 
 
@@ -64,7 +64,7 @@ <h3>Useful Links</h3>
 
 <h3>Translations</h3>
 <ul>
-  <li><a href="https://docs.python-guide.org/en/latest/">English</a></li>
+  <li><a href="https://docs.python-guide.org/">English</a></li>
   <li><a href="https://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
   <li><a href="http://python-guideja.readthedocs.io/ja/latest/">Japanese</a></li>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index e418c53f4..34c0ad966 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -48,7 +48,7 @@ <h3>Other Projects</h3>
 
 <h3>Translations</h3>
 <ul>
-  <li><a href="https://docs.python-guide.org/en/latest/">English</a></li>
+  <li><a href="https://docs.python-guide.org/">English</a></li>
   <li><a href="https://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
   <li><a href="http://python-guideja.readthedocs.io/ja/latest/">Japanese</a></li>
diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 5420bc69d..06f20dde4 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -62,7 +62,7 @@ using your OS package manager, you may have to `install pip <https://pip.pypa.io
 .. _python.org: https://python.org
 .. _pip: https://pypi.org/project/pip/
 .. _Homebrew: https://brew.sh
-.. _Installing Python: https://docs.python-guide.org/en/latest/starting/installation/
+.. _Installing Python: https://docs.python-guide.org/starting/installation/
 
 
 Installing Pipenv

From fdbeab634f7e50f7b47655af6d7b74a6a295697b Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 17:06:02 -0700
Subject: [PATCH 297/471] Fix http sidebar link

---
 docs/_templates/sidebarintro.html | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 1ac139d4c..74e3afabf 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -56,9 +56,9 @@ <h3>Contributors</h3>
 
 <h3>Useful Links</h3>
 <ul>
-  <li><a href="http://python-guide.org/">The Guide Website</a></li>
-  <li><a href="http://github.com/kennethreitz/python-guide">The Guide @ GitHub</a></li>
-  <li><a href="http://github.com/kennethreitz/python-guide/issues">Issue Tracker</a></li>
+  <li><a href="https://docs.python-guide.org/">The Guide Website</a></li>
+  <li><a href="http://github.com/realpython/python-guide">The Guide @ GitHub</a></li>
+  <li><a href="http://github.com/realpython/python-guide/issues">Issue Tracker</a></li>
   <li><a href="https://media.readthedocs.org/pdf/python-guide/latest/python-guide.pdf">The Guide as a PDF</a></li>
 </ul>
 

From cf2403aa7fb6b6fa9fa553dc73c78497eb18c68a Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 17:29:53 -0700
Subject: [PATCH 298/471] Replace Amazon pixel with image

---
 docs/_extra/_redirects            |   2 ++
 docs/_static/guide-book-cover.jpg | Bin 0 -> 52407 bytes
 docs/_templates/sidebarintro.html |   2 +-
 docs/_templates/sidebarlogo.html  |   2 +-
 4 files changed, 4 insertions(+), 2 deletions(-)
 create mode 100644 docs/_static/guide-book-cover.jpg

diff --git a/docs/_extra/_redirects b/docs/_extra/_redirects
index 29712f048..5faad715d 100644
--- a/docs/_extra/_redirects
+++ b/docs/_extra/_redirects
@@ -14,3 +14,5 @@ https://python-guide.org/*                      https://docs.python-guide.org/:s
 
 # Redirect Netlify version to primary domain
 https://python-guide.netlify.com/*              https://docs.python-guide.org/:splat       301!
+
+/guide-book                                     https://realpython.com/asins/1491933178/   302
diff --git a/docs/_static/guide-book-cover.jpg b/docs/_static/guide-book-cover.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..abbbc287121945b33abc2731b1eb6828c5c3eeff
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diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 74e3afabf..7f9664e97 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -26,7 +26,7 @@ <h3>O'Reilly Book</h3>
 
 <p>This guide is now available in tangible book form!</p>
 
-<a href="https://www.amazon.com/Hitchhikers-Guide-Python-Practices-Development/dp/1491933178/ref=as_li_ss_il?ie=UTF8&linkCode=li2&tag=bookforkind-20&linkId=804806ebdacaf3b56567347f3afbdbca" target="_blank"><img border="0" src="https://ws-na.amazon-adsystem.com/widgets/q?_encoding=UTF8&ASIN=1491933178&Format=_SL160_&ID=AsinImage&MarketPlace=US&ServiceVersion=20070822&WS=1&tag=bookforkind-20" ></a><img src="http://ir-na.amazon-adsystem.com/e/ir?t=bookforkind-20&l=li2&o=1&a=1491933178" width="1" height="1" border="0" alt="" style="border:none !important; margin:0px !important;" />
+<p><a href="http://github.com/guide-book" target="_blank"><img style="max-width: 66%; text-align: center;" src="http://github.com/_static/guide-book-cover.jpg" alt="Python Guide Book Cover"></a></p>
 
 <p>All proceeds are being directly donated to the <a href="https://djangogirls.org/">DjangoGirls</a> organization.</p>
 
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 34c0ad966..c9ab1044a 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -25,7 +25,7 @@ <h3>O'Reilly Book</h3>
 
 <p>This guide is now available in tangible book form!</p>
 
-<a href="https://www.amazon.com/Hitchhikers-Guide-Python-Practices-Development/dp/1491933178/ref=as_li_ss_il?ie=UTF8&linkCode=li2&tag=bookforkind-20&linkId=804806ebdacaf3b56567347f3afbdbca" target="_blank"><img border="0" src="https://ws-na.amazon-adsystem.com/widgets/q?_encoding=UTF8&ASIN=1491933178&Format=_SL160_&ID=AsinImage&MarketPlace=US&ServiceVersion=20070822&WS=1&tag=bookforkind-20" ></a><img src="http://ir-na.amazon-adsystem.com/e/ir?t=bookforkind-20&l=li2&o=1&a=1491933178" width="1" height="1" border="0" alt="" style="border:none !important; margin:0px !important;" />
+<p><a href="http://github.com/guide-book" target="_blank"><img style="max-width: 66%; text-align: center;" src="http://github.com/_static/guide-book-cover.jpg" alt="Python Guide Book Cover"></a></p>
 
 <p>All proceeds are being directly donated to the <a href="https://djangogirls.org/">DjangoGirls</a> organization.</p>
 

From 03ed5fbf0d89b02c1e567be756222325d2ce770d Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 17:51:29 -0700
Subject: [PATCH 299/471] Host photos locally

---
 Readme.rst                                    |   2 +-
 .../photos/32800783863_11a00db52c_k_d.jpg     | Bin 0 -> 160294 bytes
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 docs/_static/test                             |   0
 docs/dev/env.rst                              |   6 +--
 docs/dev/pip-virtualenv.rst                   |   2 +-
 docs/dev/virtualenvs.rst                      |   2 +-
 docs/intro/community.rst                      |   2 +-
 docs/intro/documentation.rst                  |   2 +-
 docs/intro/duction.rst                        |   2 +-
 docs/intro/learning.rst                       |   2 +-
 docs/intro/news.rst                           |   4 +-
 docs/notes/contribute.rst                     |   2 +-
 docs/notes/license.rst                        |   2 +-
 docs/notes/styleguide.rst                     |   2 +-
 docs/scenarios/admin.rst                      |  40 +++++++++---------
 docs/scenarios/ci.rst                         |   2 +-
 docs/scenarios/cli.rst                        |  10 ++---
 docs/scenarios/clibs.rst                      |   8 ++--
 docs/scenarios/client.rst                     |   2 +-
 docs/scenarios/crypto.rst                     |   6 +--
 docs/scenarios/db.rst                         |   2 +-
 docs/scenarios/gui.rst                        |   2 +-
 docs/scenarios/imaging.rst                    |   2 +-
 docs/scenarios/json.rst                       |   4 +-
 docs/scenarios/ml.rst                         |  16 +++----
 docs/scenarios/network.rst                    |   4 +-
 docs/scenarios/scientific.rst                 |   2 +-
 docs/scenarios/scrape.rst                     |   2 +-
 docs/scenarios/serialization.rst              |  30 ++++++-------
 docs/scenarios/speed.rst                      |  16 +++----
 docs/scenarios/web.rst                        |   8 ++--
 docs/scenarios/xml.rst                        |   2 +-
 docs/shipping/freezing.rst                    |  40 +++++++++---------
 docs/shipping/packaging.rst                   |   2 +-
 docs/starting/install/linux.rst               |   2 +-
 docs/starting/install/osx.rst                 |   2 +-
 docs/starting/install/win.rst                 |   2 +-
 docs/starting/install3/linux.rst              |   4 +-
 docs/starting/install3/osx.rst                |   6 +--
 docs/starting/install3/win.rst                |   2 +-
 docs/starting/installation.rst                |   6 +--
 docs/starting/which-python.rst                |   2 +-
 docs/writing/documentation.rst                |  28 ++++++------
 docs/writing/gotchas.rst                      |   2 +-
 docs/writing/license.rst                      |   2 +-
 docs/writing/logging.rst                      |  18 ++++----
 docs/writing/reading.rst                      |   2 +-
 docs/writing/structure.rst                    |  14 +++---
 docs/writing/style.rst                        |   2 +-
 docs/writing/tests.rst                        |  14 +++---
 92 files changed, 169 insertions(+), 169 deletions(-)
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diff --git a/Readme.rst b/Readme.rst
index d7d26dfb1..1bdce6b40 100644
--- a/Readme.rst
+++ b/Readme.rst
@@ -3,7 +3,7 @@ Hitchhiker's Guide to Python
 
 **Python Best Practices Guidebook**
 
-.. image:: https://farm1.staticflickr.com/628/33173824932_58add34581_k_d.jpg
+.. image:: /_static/photos/33173824932_58add34581_k_d.jpg
 
 -----------
 
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diff --git a/docs/_static/photos/33907151034_e0a9e53402_k_d.jpg b/docs/_static/photos/33907151034_e0a9e53402_k_d.jpg
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/docs/_static/test b/docs/_static/test
deleted file mode 100644
index e69de29bb..000000000
diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index bc6d68cbd..de67a9ae9 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -1,7 +1,7 @@
 Your Development Environment
 ============================
 
-.. image:: https://farm3.staticflickr.com/2930/33175624924_7febc46cc4_k_d.jpg
+.. image:: /_static/photos/33175624924_7febc46cc4_k_d.jpg
 
 
 Text Editors
@@ -164,8 +164,8 @@ MIT licensed.
 Enthought Canopy
 ----------------
 `Enthought Canopy <https://www.enthought.com/products/canopy/>`_ is a Python
-IDE which is focused towards Scientists and Engineers as it provides pre 
-installed libraries for data analysis. 
+IDE which is focused towards Scientists and Engineers as it provides pre
+installed libraries for data analysis.
 
 Eclipse
 -------
diff --git a/docs/dev/pip-virtualenv.rst b/docs/dev/pip-virtualenv.rst
index 50b69034c..6971be876 100644
--- a/docs/dev/pip-virtualenv.rst
+++ b/docs/dev/pip-virtualenv.rst
@@ -3,7 +3,7 @@
 Further Configuration of Pip and Virtualenv
 ===========================================
 
-.. image:: https://farm4.staticflickr.com/3934/34018732105_f0e6758859_k_d.jpg
+.. image:: /_static/photos/34018732105_f0e6758859_k_d.jpg
 
 Requiring an active virtual environment for ``pip``
 ---------------------------------------------------
diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 06f20dde4..11f924882 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -3,7 +3,7 @@
 Pipenv & Virtual Environments
 =============================
 
-.. image:: https://farm5.staticflickr.com/4290/35294660055_42c02b2316_k_d.jpg
+.. image:: /_static/photos/35294660055_42c02b2316_k_d.jpg
 
 This tutorial walks you through installing and using Python packages.
 
diff --git a/docs/intro/community.rst b/docs/intro/community.rst
index 472c6d546..2e54be330 100644
--- a/docs/intro/community.rst
+++ b/docs/intro/community.rst
@@ -3,7 +3,7 @@
 The Community
 =============
 
-.. image:: https://farm5.staticflickr.com/4225/34689432801_78d97ecec9_k_d.jpg
+.. image:: /_static/photos/34689432801_78d97ecec9_k_d.jpg
 
 BDFL
 ----
diff --git a/docs/intro/documentation.rst b/docs/intro/documentation.rst
index a75aa3c03..ea247ce4f 100644
--- a/docs/intro/documentation.rst
+++ b/docs/intro/documentation.rst
@@ -1,7 +1,7 @@
 Documentation
 =============
 
-.. image:: https://farm5.staticflickr.com/4178/33928823133_2f3d32cf32_k_d.jpg
+.. image:: /_static/photos/33928823133_2f3d32cf32_k_d.jpg
 
 Official Documentation
 ----------------------
diff --git a/docs/intro/duction.rst b/docs/intro/duction.rst
index 8e9cc6f0f..4a6772d79 100644
--- a/docs/intro/duction.rst
+++ b/docs/intro/duction.rst
@@ -1,7 +1,7 @@
 Introduction
 ============
 
-.. image:: https://farm5.staticflickr.com/4180/34725946825_0f85497e60_k_d.jpg
+.. image:: /_static/photos/34725946825_0f85497e60_k_d.jpg
 
 From the `official Python website <http://python.org/about/>`_:
 
diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 8e71cfce7..22935e6d6 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -1,7 +1,7 @@
 Learning Python
 ===============
 
-.. image:: https://farm3.staticflickr.com/2840/32800783863_11a00db52c_k_d.jpg
+.. image:: /_static/photos/32800783863_11a00db52c_k_d.jpg
 
 Beginner
 --------
diff --git a/docs/intro/news.rst b/docs/intro/news.rst
index c3a019551..37c144a15 100644
--- a/docs/intro/news.rst
+++ b/docs/intro/news.rst
@@ -1,7 +1,7 @@
 News
 ====
 
-.. image:: https://farm4.staticflickr.com/3804/33573767786_eececc5d27_k_d.jpg
+.. image:: /_static/photos/33573767786_eececc5d27_k_d.jpg
 
 Planet Python
 ~~~~~~~~~~~~~
@@ -35,7 +35,7 @@ A short-form Python podcast covering recent developer headlines.
 Pycoder's Weekly
 ~~~~~~~~~~~~~~~~
 
-Pycoder's Weekly is a free weekly Python newsletter for Python developers 
+Pycoder's Weekly is a free weekly Python newsletter for Python developers
 by Python developers (Projects, Articles, News, and Jobs).
 
     `Pycoder's Weekly <http://www.pycoders.com/>`_
diff --git a/docs/notes/contribute.rst b/docs/notes/contribute.rst
index b75f55926..4045fb102 100644
--- a/docs/notes/contribute.rst
+++ b/docs/notes/contribute.rst
@@ -1,7 +1,7 @@
 Contribute
 ~~~~~~~~~~
 
-.. image:: https://farm3.staticflickr.com/2858/33573769116_49c1ef51e7_k_d.jpg
+.. image:: /_static/photos/33573769116_49c1ef51e7_k_d.jpg
 
 Python-guide is under active development, and contributors are welcome.
 
diff --git a/docs/notes/license.rst b/docs/notes/license.rst
index 6df4ee6b8..407e17358 100644
--- a/docs/notes/license.rst
+++ b/docs/notes/license.rst
@@ -2,6 +2,6 @@
 License
 =======
 
-.. image:: https://farm4.staticflickr.com/3762/32800805573_568d6b72fd_k_d.jpg
+.. image:: /_static/photos/32800805573_568d6b72fd_k_d.jpg
 
 The Guide is licensed under the `Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported license <https://creativecommons.org/licenses/by-nc-sa/3.0/>`_.
diff --git a/docs/notes/styleguide.rst b/docs/notes/styleguide.rst
index c2d4034ec..619c6daff 100644
--- a/docs/notes/styleguide.rst
+++ b/docs/notes/styleguide.rst
@@ -4,7 +4,7 @@
 The Guide Style Guide
 =====================
 
-.. image:: https://farm4.staticflickr.com/3684/33573755856_7f43d43adf_k_d.jpg
+.. image:: /_static/photos/33573755856_7f43d43adf_k_d.jpg
 
 As with all documentation, having a consistent format helps make the
 document more understandable. In order to make The Guide easier to digest,
diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index ee7b5127b..1fe3b5358 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -1,7 +1,7 @@
 Systems Administration
 ======================
 
-.. image:: https://farm5.staticflickr.com/4179/34435690580_3afec7d4cd_k_d.jpg
+.. image:: /_static/photos/34435690580_3afec7d4cd_k_d.jpg
 
 Fabric
 ------
@@ -234,37 +234,37 @@ The Ansible playbook will ping all of the servers in the :file:`hosts.yml` file.
 You can also select groups of servers using Ansible. For more information
 about Ansible, read the `Ansible Docs <http://docs.ansible.com/>`_.
 
-`An Ansible tutorial <https://serversforhackers.com/an-ansible-tutorial/>`_ is also a 
+`An Ansible tutorial <https://serversforhackers.com/an-ansible-tutorial/>`_ is also a
 great and detailed introduction to getting started with Ansible.
 
 
 Chef
 ----
-`Chef <https://www.chef.io/chef/>`_  is a systems and cloud infrastructure automation 
-framework that makes it easy to deploy servers and applications to any physical, 
-virtual, or cloud location. In case this is your choice for configuration management, 
-you will primarily use Ruby to write your infrastructure code. 
-
-Chef clients run on every server that is part of your infrastructure and these regularly 
-check with your Chef server to ensure your system is always aligned and represents the 
-desired state. Since each individual server has its own distinct Chef client, each server 
+`Chef <https://www.chef.io/chef/>`_  is a systems and cloud infrastructure automation
+framework that makes it easy to deploy servers and applications to any physical,
+virtual, or cloud location. In case this is your choice for configuration management,
+you will primarily use Ruby to write your infrastructure code.
+
+Chef clients run on every server that is part of your infrastructure and these regularly
+check with your Chef server to ensure your system is always aligned and represents the
+desired state. Since each individual server has its own distinct Chef client, each server
 configures itself and this distributed approach makes Chef a scalable automation platform.
 
-Chef works by using custom recipes (configuration elements), implemented in cookbooks. Cookbooks, which are basically 
-packages for infrastructure choices, are usually stored in your Chef server. 
-Read the `Digital Ocean tutorial series 
-<https://www.digitalocean.com/community/tutorials/how-to-install-a-chef-server-workstation-and-client-on-ubuntu-vps-instances>`_ 
+Chef works by using custom recipes (configuration elements), implemented in cookbooks. Cookbooks, which are basically
+packages for infrastructure choices, are usually stored in your Chef server.
+Read the `Digital Ocean tutorial series
+<https://www.digitalocean.com/community/tutorials/how-to-install-a-chef-server-workstation-and-client-on-ubuntu-vps-instances>`_
 on chef to learn how to create a simple Chef Server.
 
 To create a simple cookbook the `knife <https://docs.chef.io/knife.html>`_ command is used:
 
-.. code-block:: console 
+.. code-block:: console
 
     knife cookbook create cookbook_name
 
-`Getting started with Chef <http://gettingstartedwithchef.com/first-steps-with-chef.html>`_ 
-is a good starting point for Chef Beginners and many community maintained cookbooks that can 
-serve as a good reference or tweaked to serve your infrastructure configuration needs can be 
+`Getting started with Chef <http://gettingstartedwithchef.com/first-steps-with-chef.html>`_
+is a good starting point for Chef Beginners and many community maintained cookbooks that can
+serve as a good reference or tweaked to serve your infrastructure configuration needs can be
 found on the `Chef Supermarket <https://supermarket.chef.io/cookbooks>`_.
 
 - `Chef Documentation <https://docs.chef.io/>`_
@@ -304,7 +304,7 @@ your Puppet modules.
 .. code-block:: console
 
     $ facter operatingsystem
-    Ubuntu  
+    Ubuntu
 
 Writing Modules in Puppet is pretty straight forward. Puppet Manifests together
 form Puppet Modules. Puppet manifest end with an extension of ``.pp``.
@@ -374,7 +374,7 @@ Buildout
 --------
 
 `Buildout <http://www.buildout.org>`_ is an open source software build tool.
-Buildout is created using the Python programming language. It implements a 
+Buildout is created using the Python programming language. It implements a
 principle of separation of configuration from the scripts that do the setting up.
 Buildout is primarily used to download and set up dependencies in Python eggs
 format of the software being developed or deployed. Recipes for build tasks in any
diff --git a/docs/scenarios/ci.rst b/docs/scenarios/ci.rst
index 457f2321f..676f0b805 100644
--- a/docs/scenarios/ci.rst
+++ b/docs/scenarios/ci.rst
@@ -1,7 +1,7 @@
 Continuous Integration
 ======================
 
-.. image:: https://farm5.staticflickr.com/4173/33907150594_9abba7ad0a_k_d.jpg
+.. image:: /_static/photos/33907150594_9abba7ad0a_k_d.jpg
 
 .. note::
     For advice on writing your tests, see :doc:`/writing/tests`.
diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index b6c7e7376..50bbbbc09 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -1,7 +1,7 @@
 Command-line Applications
 =========================
 
-.. image:: https://farm5.staticflickr.com/4272/34435690330_11930b5987_k_d.jpg
+.. image:: /_static/photos/34435690330_11930b5987_k_d.jpg
 
 Command-line applications, also referred to as
 `Console Applications <http://en.wikipedia.org/wiki/Console_application>`_,
@@ -68,9 +68,9 @@ sub-command to do the work.
 Cement
 ------
 
-`Cement <http://builtoncement.com/>`_ is an advanced CLI Application Framework. 
+`Cement <http://builtoncement.com/>`_ is an advanced CLI Application Framework.
 Its goal is to introduce a standard, and feature-full platform
 for both simple and complex command line applications as well
-as support rapid development needs without sacrificing quality. 
-Cement is flexible, and it's use cases span from the simplicity of a micro-framework 
-to the complexity of a meg-framework. 
+as support rapid development needs without sacrificing quality.
+Cement is flexible, and it's use cases span from the simplicity of a micro-framework
+to the complexity of a meg-framework.
diff --git a/docs/scenarios/clibs.rst b/docs/scenarios/clibs.rst
index 712d7f88e..dba7d7127 100644
--- a/docs/scenarios/clibs.rst
+++ b/docs/scenarios/clibs.rst
@@ -1,7 +1,7 @@
 Interfacing with C/C++ Libraries
 ================================
 
-.. image:: https://farm5.staticflickr.com/4173/34725951345_c8f5959a2e_k_d.jpg
+.. image:: /_static/photos/34725951345_c8f5959a2e_k_d.jpg
 
 C Foreign Function Interface
 ----------------------------
@@ -105,20 +105,20 @@ Example: Overloading __repr__
     :linenos:
 
     %include "string.i"
-    
+
     %module myclass
     %{
     #include <string>
     #include "MyClass.h"
     %}
-    
+
     %extend MyClass {
         std::string __repr__()
         {
             return $self->getName();
         }
     }
-    
+
     %include "MyClass.h"
 
 
diff --git a/docs/scenarios/client.rst b/docs/scenarios/client.rst
index 99c7ac08d..459feb243 100644
--- a/docs/scenarios/client.rst
+++ b/docs/scenarios/client.rst
@@ -1,7 +1,7 @@
 Network Applications
 ====================
 
-.. image:: https://farm5.staticflickr.com/4251/34364815780_bea6614025_k_d.jpg
+.. image:: /_static/photos/34364815780_bea6614025_k_d.jpg
 
 HTTP
 ::::
diff --git a/docs/scenarios/crypto.rst b/docs/scenarios/crypto.rst
index 1d61c1a9a..35330821c 100644
--- a/docs/scenarios/crypto.rst
+++ b/docs/scenarios/crypto.rst
@@ -1,13 +1,13 @@
 Cryptography
 ============
 
-.. image:: https://farm5.staticflickr.com/4220/33907152824_bf91078cc1_k_d.jpg
+.. image:: /_static/photos/33907152824_bf91078cc1_k_d.jpg
 
 Cryptography
 ------------
 
 `Cryptography <https://cryptography.io/en/latest/>`_ is an actively developed
-library that provides cryptographic recipes and primitives. It supports 
+library that provides cryptographic recipes and primitives. It supports
 Python 2.6-2.7, Python 3.3+ and PyPy.
 
 
@@ -60,7 +60,7 @@ Example
 .. code-block:: python3
 
 	import gpg
-	
+
 	# Encryption to public key specified in rkey.
 	a_key = input("Enter the fingerprint or key ID to encrypt to: ")
 	filename = input("Enter the filename to encrypt: ")
diff --git a/docs/scenarios/db.rst b/docs/scenarios/db.rst
index 8da9a203e..af610e0f7 100644
--- a/docs/scenarios/db.rst
+++ b/docs/scenarios/db.rst
@@ -1,7 +1,7 @@
 Databases
 =========
 
-.. image:: https://farm5.staticflickr.com/4225/33907152464_a99fdcc8de_k_d.jpg
+.. image:: /_static/photos/33907152464_a99fdcc8de_k_d.jpg
 
 DB-API
 ------
diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index ed683d62e..28f1a9cd8 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -1,7 +1,7 @@
 GUI Applications
 ================
 
-.. image:: https://farm5.staticflickr.com/4250/33907143624_cd621b535c_k_d.jpg
+.. image:: /_static/photos/33907143624_cd621b535c_k_d.jpg
 
 
 Alphabetical list of GUI Applications.
diff --git a/docs/scenarios/imaging.rst b/docs/scenarios/imaging.rst
index bcd02e6da..ff620808e 100644
--- a/docs/scenarios/imaging.rst
+++ b/docs/scenarios/imaging.rst
@@ -2,7 +2,7 @@
 Image Manipulation
 ==================
 
-.. image:: https://farm5.staticflickr.com/4157/34575689432_3de8e9a348_k_d.jpg
+.. image:: /_static/photos/34575689432_3de8e9a348_k_d.jpg
 
 Most image processing and manipulation techniques can be carried out
 effectively using two libraries: Python Imaging Library (PIL)  and OpenSource
diff --git a/docs/scenarios/json.rst b/docs/scenarios/json.rst
index 55de04ef7..d555067db 100644
--- a/docs/scenarios/json.rst
+++ b/docs/scenarios/json.rst
@@ -1,7 +1,7 @@
 JSON
 ====
 
-.. image:: https://farm5.staticflickr.com/4174/33928819683_97b5c6a184_k_d.jpg
+.. image:: /_static/photos/33928819683_97b5c6a184_k_d.jpg
 
 The `json <https://docs.python.org/2/library/json.html>`_ library can parse
 JSON from strings or files. The library parses JSON into a Python dictionary
@@ -60,7 +60,7 @@ You can start using simplejson when the json library is not available by
 importing simplejson under a different name:
 
 .. code-block:: python
-    
+
     import simplejson as json
 
 After importing simplejson as json, the above examples will all work as if you
diff --git a/docs/scenarios/ml.rst b/docs/scenarios/ml.rst
index fde454276..30eefcbdf 100644
--- a/docs/scenarios/ml.rst
+++ b/docs/scenarios/ml.rst
@@ -2,9 +2,9 @@
 Machine Learning
 ================
 
-.. image:: https://farm4.staticflickr.com/3954/34018729885_002ced9b54_k_d.jpg
+.. image:: /_static/photos/34018729885_002ced9b54_k_d.jpg
 
-Python has a vast number of libraries for data analysis, statistics and Machine Learning itself, making it a language of choice for many data scientists. 
+Python has a vast number of libraries for data analysis, statistics and Machine Learning itself, making it a language of choice for many data scientists.
 
 Some widely used packages for Machine Learning and other Data Science applications are enlisted below.
 
@@ -45,7 +45,7 @@ Installation
 Through PyPI:
 
 .. code-block:: python
-	
+
 	pip install -U scikit-learn
 
 Through conda:
@@ -61,28 +61,28 @@ Example
 
 For this example, we train a simple classifier on the `Iris dataset <http://en.wikipedia.org/wiki/Iris_flower_data_set>`_, which comes bundled in with scikit-learn.
 
-The dataset takes four features of flowers: sepal length, sepal width, petal length and petal width, and classifies them into three flower species (labels): setosa, versicolor or virginica. The labels have been represented as numbers in the dataset: 0 (setosa), 1 (versicolor) and 2 (virginica). 
+The dataset takes four features of flowers: sepal length, sepal width, petal length and petal width, and classifies them into three flower species (labels): setosa, versicolor or virginica. The labels have been represented as numbers in the dataset: 0 (setosa), 1 (versicolor) and 2 (virginica).
 
 We shuffle the Iris dataset, and divide it into separate training and testing sets: keeping the last 10 data points for testing and rest for training. We then train the classifier on the training set, and predict on the testing set.
 
 .. code-block:: python
 
-	from sklearn.datasets import load_iris 
+	from sklearn.datasets import load_iris
 	from sklearn import tree
 	from sklearn.metrics import accuracy_score
 	import numpy as np
 
 	#loading the iris dataset
-	iris = load_iris() 
+	iris = load_iris()
 
 	x = iris.data #array of the data
 	y = iris.target #array of labels (i.e answers) of each data entry
 
 	#getting label names i.e the three flower species
-	y_names = iris.target_names 
+	y_names = iris.target_names
 
 	#taking random indices to split the dataset into train and test
-	test_ids = np.random.permutation(len(x)) 
+	test_ids = np.random.permutation(len(x))
 
 	#splitting data and labels into train and test
 	#keeping last 10 entries for testing, rest for training
diff --git a/docs/scenarios/network.rst b/docs/scenarios/network.rst
index 0aa5860c9..1cea42dd5 100644
--- a/docs/scenarios/network.rst
+++ b/docs/scenarios/network.rst
@@ -1,7 +1,7 @@
 Networking
 ==========
 
-.. image:: https://farm3.staticflickr.com/2892/34151833832_6bdfd930af_k_d.jpg
+.. image:: /_static/photos/34151833832_6bdfd930af_k_d.jpg
 
 Twisted
 -------
@@ -35,4 +35,4 @@ gevent
 
 `gevent <http://www.gevent.org/>`_ is a coroutine-based Python networking
 library that uses greenlets to provide a high-level synchronous API on top of
-the libev event loop. 
+the libev event loop.
diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index f81ecef1b..7276420d3 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -2,7 +2,7 @@
 Scientific Applications
 =======================
 
-.. image:: https://farm3.staticflickr.com/2890/33925223870_97e44f5629_k_d.jpg
+.. image:: /_static/photos/33925223870_97e44f5629_k_d.jpg
 
 Context
 :::::::
diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index 7a8e94412..01d56f4a3 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -1,7 +1,7 @@
 HTML Scraping
 =============
 
-.. image:: https://farm3.staticflickr.com/2900/34268661876_442428e122_k_d.jpg
+.. image:: /_static/photos/34268661876_442428e122_k_d.jpg
 
 Web Scraping
 ------------
diff --git a/docs/scenarios/serialization.rst b/docs/scenarios/serialization.rst
index 8a950bad9..5d5f41517 100644
--- a/docs/scenarios/serialization.rst
+++ b/docs/scenarios/serialization.rst
@@ -2,41 +2,41 @@
 Data Serialization
 ==================
 
-.. image:: https://farm3.staticflickr.com/2927/33467946364_3e59bd376a_k_d.jpg
+.. image:: /_static/photos/33467946364_3e59bd376a_k_d.jpg
 
 What is data serialization?
 ---------------------------
 
-Data serialization is the concept of converting structured data into a format 
-that allows it to be shared or stored in such a way that its original 
-structure to be recovered. In some cases, the secondary intention of data 
-serialization is to minimize the size of the serialized data which then 
+Data serialization is the concept of converting structured data into a format
+that allows it to be shared or stored in such a way that its original
+structure to be recovered. In some cases, the secondary intention of data
+serialization is to minimize the size of the serialized data which then
 minimizes disk space or bandwidth requirements.
 
 Pickle
 ------
 
-The native data serialization module for Python is called `Pickle 
-<https://docs.python.org/2/library/pickle.html>`_. 
+The native data serialization module for Python is called `Pickle
+<https://docs.python.org/2/library/pickle.html>`_.
 
 Here's an example:
 
 .. code-block:: python
-       
+
         import pickle
-        
+
         #Here's an example dict
         grades = { 'Alice': 89, 'Bob': 72, 'Charles': 87 }
-      
+
         #Use dumps to convert the object to a serialized string
         serial_grades = pickle.dumps( grades )
-       
-        #Use loads to de-serialize an object 
+
+        #Use loads to de-serialize an object
         received_grades = pickle.loads( serial_grades )
 
 Protobuf
 --------
 
-If you're looking for a serialization module that has support in multiple 
-languages, Google's `Protobuf 
-<https://developers.google.com/protocol-buffers>`_ library is an option. 
+If you're looking for a serialization module that has support in multiple
+languages, Google's `Protobuf
+<https://developers.google.com/protocol-buffers>`_ library is an option.
diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index 18e84ec92..dcb141a71 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -1,7 +1,7 @@
 Speed
 =====
 
-.. image:: https://farm3.staticflickr.com/2826/33175625804_e225b90f3e_k_d.jpg
+.. image:: /_static/photos/33175625804_e225b90f3e_k_d.jpg
 
 CPython, the most commonly used implementation of Python, is slow for CPU bound
 tasks. `PyPy`_ is fast.
@@ -234,14 +234,14 @@ Concurrent.futures
 The `concurrent.futures`_ module is a module in the standard library that
 provides a "high-level interface for asynchronously executing callables". It
 abstracts away a lot of the more complicated details about using multiple
-threads or processes for concurrency, and allows the user to focus on 
+threads or processes for concurrency, and allows the user to focus on
 accomplishing the task at hand.
 
 The `concurrent.futures`_ module exposes two main classes, the
 `ThreadPoolExecutor` and the `ProcessPoolExecutor`. The ThreadPoolExecutor
 will create a pool of worker threads that a user can submit jobs to. These jobs
 will then be executed in another thread when the next worker thread becomes
-available.  
+available.
 
 The ProcessPoolExecutor works in the same way, except instead of using multiple
 threads for its workers, it will use multiple processes. This makes it possible
@@ -275,7 +275,7 @@ everything in parallel. :
         # Do something with the result
         print(page.text)
 
-For even more control, the `submit(func, *args, **kwargs)` method will schedule 
+For even more control, the `submit(func, *args, **kwargs)` method will schedule
 a callable to be executed ( as `func(*args, **kwargs)`) and returns a `Future`_
 object that represents the execution of the callable.
 
@@ -389,9 +389,9 @@ still alive (because the join call timed out):
 Because multiple threads have access to the same section of memory, sometimes
 there might be situations where two or more threads are trying to write to the
 same resource at the same time or where the output is dependent on the sequence
-or timing of certain events. This is called a `data race`_ or race condition. 
+or timing of certain events. This is called a `data race`_ or race condition.
 When this happens, the output will be garbled or you may encounter problems
-which are difficult to debug. A good example is this `stackoverflow post`_.  
+which are difficult to debug. A good example is this `stackoverflow post`_.
 
 The way this can be avoided is by using a `Lock`_ that each thread needs to
 acquire before writing to a shared resource. Locks can be acquired and released
@@ -412,7 +412,7 @@ through either the contextmanager protocol (`with` statement), or by using
 
     def monitor_website(some_website):
         """
-        Monitor a website and then if there are any changes, 
+        Monitor a website and then if there are any changes,
         log them to disk.
         """
         while True:
@@ -429,7 +429,7 @@ Here, we have a bunch of threads checking for changes on a list of sites and
 whenever there are any changes, they attempt to write those changes to a file
 by calling `log(changes)`. When `log()` is called, it will wait to acquire
 the lock with `with file_lock:`. This ensures that at any one time, only one
-thread is writing to the file. 
+thread is writing to the file.
 
 Spawning Processes
 ------------------
diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 9ec6bdfef..923c9423b 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -2,7 +2,7 @@
 Web Applications & Frameworks
 =============================
 
-.. image:: https://farm3.staticflickr.com/2891/34309496175_b82d104282_k_d.jpg
+.. image:: /_static/photos/34309496175_b82d104282_k_d.jpg
 
 As a powerful scripting language adapted to both fast prototyping
 and bigger projects, Python is widely used in web application
@@ -99,7 +99,7 @@ to build RESTful API microservices that are fast and scalable.
 
 It is a reliable, high-performance Python web framework for building large-scale
 app backends and microservices. Falcon encourages the REST architectural style of
-mapping URIs to resources, trying to do as little as possible while remaining highly effective. 
+mapping URIs to resources, trying to do as little as possible while remaining highly effective.
 
 Falcon highlights four main focuses: speed, reliability, flexibility and debuggability.
 It implements HTTP through "responders" such as ``on_get()``, ``on_put()``, etc.
@@ -120,9 +120,9 @@ Pyramid
 
 `Pyramid <https://trypyramid.com/>`_ is a very flexible framework with a heavy
 focus on modularity. It comes with a small number of libraries ("batteries")
-built-in, and encourages users to extend its base functionality. A set of 
+built-in, and encourages users to extend its base functionality. A set of
 provided cookiecutter templates helps making new project decisions for users.
-It poweres one of the most important parts of python infrastucture 
+It poweres one of the most important parts of python infrastucture
 `PyPI <http://pypi.org/>`_.
 
 Pyramid does not have a large user base, unlike Django and Flask. It's a
diff --git a/docs/scenarios/xml.rst b/docs/scenarios/xml.rst
index 8af9e416c..51a784d20 100644
--- a/docs/scenarios/xml.rst
+++ b/docs/scenarios/xml.rst
@@ -1,7 +1,7 @@
 XML parsing
 ===========
 
-.. image:: https://farm3.staticflickr.com/2808/33888714601_a1f7d020a2_k_d.jpg
+.. image:: /_static/photos/33888714601_a1f7d020a2_k_d.jpg
 
 untangle
 --------
diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index f0b73b41d..8545ab295 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -4,27 +4,27 @@
 Freezing Your Code
 ==================
 
-.. image:: https://farm5.staticflickr.com/4227/33907151034_e0a9e53402_k_d.jpg
+.. image:: /_static/photos/33907151034_e0a9e53402_k_d.jpg
 
-"Freezing" your code is creating a single-file executable file to distribute 
-to end-users, that contains all of your application code as well as the 
+"Freezing" your code is creating a single-file executable file to distribute
+to end-users, that contains all of your application code as well as the
 Python interpreter.
 
 Applications such as 'Dropbox', 'Eve Online',  'Civilization IV', and
 BitTorrent clients do this.
 
 The advantage of distributing this way is that your application will "just work",
-even if the user doesn't already have the required version of Python (or any) 
+even if the user doesn't already have the required version of Python (or any)
 installed. On Windows, and even on many Linux distributions and OS X, the right
 version of Python will not already be installed.
 
-Besides, end-user software should always be in an executable format. Files 
-ending in ``.py`` are for software engineers and system administrators. 
+Besides, end-user software should always be in an executable format. Files
+ending in ``.py`` are for software engineers and system administrators.
 
-One disadvantage of freezing is that it will increase the size of your 
+One disadvantage of freezing is that it will increase the size of your
 distribution by about 2–12MB. Also, you will be responsible for shipping
-updated versions of your application when security vulnerabilities to 
-Python are patched. 
+updated versions of your application when security vulnerabilities to
+Python are patched.
 
 Alternatives to Freezing
 ------------------------
@@ -75,34 +75,34 @@ Prerequisite is to install :ref:`Python, Setuptools and pywin32 dependency on Wi
 1. Install :code:`bbfreeze`:
 
 .. code-block:: console
-    
+
     $ pip install bbfreeze
-    
+
 2. Write most basic :file:`bb_setup.py`
 
 .. code-block:: python
 
     from bbfreeze import Freezer
-    
+
     freezer = Freezer(distdir='dist')
     freezer.addScript('foobar.py', gui_only=True)
     freezer()
-    
+
 .. note::
-    
+
     This will work for the most basic one file scripts. For more advanced freezing you will have to provide
     include and exclude paths like so
-    
+
     .. code-block:: python
-    
+
         freezer = Freezer(distdir='dist', includes=['my_code'], excludes=['docs'])
 
 3. (Optionally) include icon
 
 .. code-block:: python
-    
+
     freezer.setIcon('my_awesome_icon.ico')
-    
+
 4. Provide the Microsoft Visual C runtime DLL for the freezer. It might be possible to append your :code:`sys.path`
 with Microsoft Visual Studio path but I find it easier to drop :file:`msvcp90.dll` in the same folder where your script
 resides.
@@ -110,7 +110,7 @@ resides.
 5. Freeze!
 
 .. code-block:: console
-    
+
     $ python bb_setup.py
 
 py2exe
@@ -204,7 +204,7 @@ To create a standalone windowed OS X application, use the :code:`--windowed` opt
 
 This creates a :code:`script.app` in the :code:`dist` folder. Make sure to use GUI packages in your Python code, like `PyQt <https://riverbankcomputing.com/software/pyqt/intro>`_ or `PySide <http://wiki.qt.io/About-PySide>`_, to control the graphical parts of the app.
 
-There are several options in :code:`script.spec` related to Mac OS X app bundles `here <http://pythonhosted.org/PyInstaller/spec-files.html#spec-file-options-for-a-mac-os-x-bundle>`_. For example, to specify an icon for the app, use the :code:`icon=\path\to\icon.icns` option. 
+There are several options in :code:`script.spec` related to Mac OS X app bundles `here <http://pythonhosted.org/PyInstaller/spec-files.html#spec-file-options-for-a-mac-os-x-bundle>`_. For example, to specify an icon for the app, use the :code:`icon=\path\to\icon.icns` option.
 
 
 Linux
diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index 7e55d4207..79d2cc0c7 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -4,7 +4,7 @@
 Packaging Your Code
 ===================
 
-.. image:: https://farm5.staticflickr.com/4325/36137234682_be6898bf57_k_d.jpg
+.. image:: /_static/photos/36137234682_be6898bf57_k_d.jpg
 
 Package your code to share it with other developers. For example
 to share a library for other developers to use in their application,
diff --git a/docs/starting/install/linux.rst b/docs/starting/install/linux.rst
index de831b6e0..65cff2abe 100644
--- a/docs/starting/install/linux.rst
+++ b/docs/starting/install/linux.rst
@@ -3,7 +3,7 @@
 Installing Python 2 on Linux
 =============================
 
-.. image:: https://farm5.staticflickr.com/4268/34435688560_4cc2a7bcbb_k_d.jpg
+.. image:: /_static/photos/34435688560_4cc2a7bcbb_k_d.jpg
 
 .. note::
     Check out our :ref:`guide for installing Python 3 on Linux<install3-linux>`.
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 9d2424236..5cd3db300 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -3,7 +3,7 @@
 Installing Python 2 on Mac OS X
 ===============================
 
-.. image:: https://farm5.staticflickr.com/4268/34435688560_4cc2a7bcbb_k_d.jpg
+.. image:: /_static/photos/34435688560_4cc2a7bcbb_k_d.jpg
 
 .. note::
     Check out our :ref:`guide for installing Python 3 on OS X<install3-osx>`.
diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index e930b4683..113a1740c 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -3,7 +3,7 @@
 Installing Python 2 on Windows
 ==============================
 
-.. image:: https://farm5.staticflickr.com/4268/34435688560_4cc2a7bcbb_k_d.jpg
+.. image:: /_static/photos/34435688560_4cc2a7bcbb_k_d.jpg
 
 .. note::
     Check out our :ref:`guide for installing Python 3 on Windows<install3-windows>`.
diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index 1c6d67d35..fa1b01c2e 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -3,7 +3,7 @@
 Installing Python 3 on Linux
 ============================
 
-.. image:: https://farm5.staticflickr.com/4276/34435689480_2e6f358510_k_d.jpg
+.. image:: /_static/photos/34435689480_2e6f358510_k_d.jpg
 
 This document describes how to install Python 3.6 on Ubuntu Linux machines.
 
@@ -93,7 +93,7 @@ care about that.
 Pipenv & Virtual Environments
 -----------------------------
 
-The next step is to install Pipenv, so you can install dependencies and manage virtual environments. 
+The next step is to install Pipenv, so you can install dependencies and manage virtual environments.
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 1ffdf4ba9..e330964ac 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -5,7 +5,7 @@
 Installing Python 3 on Mac OS X
 ===============================
 
-.. image:: https://farm5.staticflickr.com/4276/34435689480_2e6f358510_k_d.jpg
+.. image:: /_static/photos/34435689480_2e6f358510_k_d.jpg
 
 The latest version of Mac OS X, High Sierra, **comes with Python 2.7 out of the box**.
 
@@ -106,13 +106,13 @@ The rest of the guide will assume that ``python`` references Python 3.
 
     # Do I have a Python 3 installed?
     $ python --version
-    Python 3.6.4 # Success! 
+    Python 3.6.4 # Success!
     # If you still see 2.7 ensure in PATH /usr/local/bin/ takes precedence over /usr/bin/
 
 Pipenv & Virtual Environments
 -----------------------------
 
-The next step is to install Pipenv, so you can install dependencies and manage virtual environments. 
+The next step is to install Pipenv, so you can install dependencies and manage virtual environments.
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the
diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index ddddad5fa..1a93221e4 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -3,7 +3,7 @@
 Installing Python 3 on Windows
 ==============================
 
-.. image:: https://farm5.staticflickr.com/4276/34435689480_2e6f358510_k_d.jpg
+.. image:: /_static/photos/34435689480_2e6f358510_k_d.jpg
 
 First, follow the installation instructions for `Chocolatey <https://chocolatey.org/install>`_.
 It's a community system packager manager for Windows 7+. (It's very much like Homebrew on OSX.)
diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index bb84c2715..d48165f78 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -3,7 +3,7 @@
 Properly Installing Python
 ==========================
 
-.. image:: https://farm5.staticflickr.com/4303/36137232412_fdcb0f84eb_k_d.jpg
+.. image:: /_static/photos/36137232412_fdcb0f84eb_k_d.jpg
 
 There's a good chance that you already have Python on your operating system.
 
@@ -16,8 +16,8 @@ other third-party Python libraries.
 
 .. note:: The use of **Python 3** is *highly* preferred over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
   —*Kenneth Reitz*
-  
-  
+
+
 Installation Guides
 -------------------
 
diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 155eadb0c..75970b3e1 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -1,7 +1,7 @@
 Picking an Python Interpreter (3 vs. 2)
 =======================================
 
-.. image:: https://farm5.staticflickr.com/4265/34484834733_5b80f65ab1_k_d.jpg
+.. image:: /_static/photos/34484834733_5b80f65ab1_k_d.jpg
 
 .. _which-python:
 
diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index d251a0b99..a712db8af 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -1,7 +1,7 @@
 Documentation
 =============
 
-.. image:: https://farm5.staticflickr.com/4279/35620636012_f66aa88f93_k_d.jpg
+.. image:: /_static/photos/35620636012_f66aa88f93_k_d.jpg
 
 Readability is a primary focus for Python developers, in both project
 and code documentation. Following some simple best practices can save
@@ -67,10 +67,10 @@ There is also **great**, **free** hosting for your Sphinx_ docs:
 your source repository so that rebuilding your documentation will
 happen automatically.
 
-When run, Sphinx_ will import your code and using Python's introspection 
+When run, Sphinx_ will import your code and using Python's introspection
 features it will extract all function, method and class signatures. It will
 also extract the accompanying docstrings, and compile it all into well
-structured and easily readable documentation for your project.  
+structured and easily readable documentation for your project.
 
 .. note::
 
@@ -146,7 +146,7 @@ their source code, and as a side effect, it also ensures that their code is
 tested and works.
 
 ::
-    
+
     def my_function(a, b):
         """
         >>> my_function(2, 3)
@@ -175,14 +175,14 @@ comment block is a programmer's note. The docstring describes the
 Unlike block comments, docstrings are built into the Python language itself.
 This means you can use all of Python's powerful introspection capabilities to
 access docstrings at runtime, compared with comments which are optimised out.
-Docstrings are accessible from both the `__doc__` dunder attribute for almost 
+Docstrings are accessible from both the `__doc__` dunder attribute for almost
 every Python object, as well as with the built in `help()` function.
 
 While block comments are usually used to explain *what* a section of code is
 doing, or the specifics of an algorithm, docstrings are more intended for
 explaining to other users of your code (or you in 6 months time) *how* a
-particular function can be used and the general purpose of a function, class, 
-or module.  
+particular function can be used and the general purpose of a function, class,
+or module.
 
 Writing Docstrings
 ~~~~~~~~~~~~~~~~~~
@@ -196,19 +196,19 @@ really obvious cases, such as::
         return a + b
 
 The docstring should describe the function in a way that is easy to understand.
-For simple cases like trivial functions and classes, simply embedding the 
-function's signature (i.e. `add(a, b) -> result`) in the docstring is 
-unnecessary. This is because with Python's `inspect` module, it is already 
+For simple cases like trivial functions and classes, simply embedding the
+function's signature (i.e. `add(a, b) -> result`) in the docstring is
+unnecessary. This is because with Python's `inspect` module, it is already
 quite easy to find this information if needed, and it is also readily available
-by reading the source code. 
+by reading the source code.
 
-In larger or more complex projects however, it is often a good idea to give 
-more information about a function, what it does, any exceptions it may raise, 
+In larger or more complex projects however, it is often a good idea to give
+more information about a function, what it does, any exceptions it may raise,
 what it returns, or relevant details about the parameters.
 
 For more detailed documentation of code a popular style is the one used for the
 Numpy project, often called `Numpy style`_ docstrings. While it can take up more
-lines than the previous example, it allows the developer to include a lot 
+lines than the previous example, it allows the developer to include a lot
 more information about a method, function, or class. ::
 
     def random_number_generator(arg1, arg2):
diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index 76af6263c..b230640af 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -1,7 +1,7 @@
 Common Gotchas
 ==============
 
-.. image:: https://farm5.staticflickr.com/4163/34435688380_b5a740762b_k_d.jpg
+.. image:: /_static/photos/34435688380_b5a740762b_k_d.jpg
 
 For the most part, Python aims to be a clean and consistent language that
 avoids surprises. However, there are a few cases that can be confusing to
diff --git a/docs/writing/license.rst b/docs/writing/license.rst
index dd5fe3bb8..c48194ecb 100644
--- a/docs/writing/license.rst
+++ b/docs/writing/license.rst
@@ -1,7 +1,7 @@
 Choosing a License
 ==================
 
-.. image:: https://farm5.staticflickr.com/4228/33907149294_82d7535a6c_k_d.jpg
+.. image:: /_static/photos/33907149294_82d7535a6c_k_d.jpg
 
 Your source publication *needs* a license. In the US, if no license is
 specified, users have no legal right to download, modify, or distribute.
diff --git a/docs/writing/logging.rst b/docs/writing/logging.rst
index 184e9e8b6..21623594b 100644
--- a/docs/writing/logging.rst
+++ b/docs/writing/logging.rst
@@ -1,7 +1,7 @@
 Logging
 =======
 
-.. image:: https://farm5.staticflickr.com/4246/35254379756_c9fe23f843_k_d.jpg
+.. image:: /_static/photos/35254379756_c9fe23f843_k_d.jpg
 
 The :mod:`logging` module has been a part of Python's Standard Library since
 version 2.3.  It is succinctly described in :pep:`282`.  The documentation
@@ -37,14 +37,14 @@ Other reasons why logging is better than ``print``:
 Logging in a Library
 --------------------
 
-Notes for `configuring logging for a library`_ are in the 
+Notes for `configuring logging for a library`_ are in the
 `logging tutorial`_.  Because the *user*, not the library, should
 dictate what happens when a logging event occurs, one admonition bears
 repeating:
 
 .. note::
     It is strongly advised that you do not add any handlers other than
-    NullHandler to your library’s loggers.  
+    NullHandler to your library’s loggers.
 
 
 Best practice when instantiating loggers in a library is to only create them
@@ -100,23 +100,23 @@ section of the `logging tutorial`_.
 
     [loggers]
     keys=root
-    
+
     [handlers]
     keys=stream_handler
-    
+
     [formatters]
     keys=formatter
-    
+
     [logger_root]
     level=DEBUG
     handlers=stream_handler
-    
+
     [handler_stream_handler]
     class=StreamHandler
     level=DEBUG
     formatter=formatter
     args=(sys.stderr,)
-    
+
     [formatter_formatter]
     format=%(asctime)s %(name)-12s %(levelname)-8s %(message)s
 
@@ -131,7 +131,7 @@ Then use :meth:`logging.config.fileConfig` in the code:
     fileConfig('logging_config.ini')
     logger = logging.getLogger()
     logger.debug('often makes a very good meal of %s', 'visiting tourists')
-    
+
 
 Example Configuration via a Dictionary
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
diff --git a/docs/writing/reading.rst b/docs/writing/reading.rst
index 4e6a59c38..a74b64b9c 100644
--- a/docs/writing/reading.rst
+++ b/docs/writing/reading.rst
@@ -1,7 +1,7 @@
 Reading Great Code
 ==================
 
-.. image:: https://farm5.staticflickr.com/4221/34689452831_93d7fd0571_k_d.jpg
+.. image:: /_static/photos/34689452831_93d7fd0571_k_d.jpg
 
 One of the core tenets behind the design of Python is creating
 readable code. The motivation behind this design is simple: The number
diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index a2d531652..c59f4dd00 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -1,7 +1,7 @@
 Structuring Your Project
 ========================
 
-.. image:: https://farm5.staticflickr.com/4203/33907151224_0574e7dfc2_k_d.jpg
+.. image:: /_static/photos/33907151224_0574e7dfc2_k_d.jpg
 
 By "structure" we mean the decisions you make concerning
 how your project best meets its objective. We need to consider how to
@@ -395,9 +395,9 @@ folder named :file:`my` which is not the case. There is an
 dot notation should be used in the Python docs.
 
 If you'd like you could name your module :file:`my_spam.py`, but even our
-friend the underscore should not be seen often in module names. However, using other 
-characters (spaces or hyphens) in module names will prevent importing 
-(- is the subtract operator), so try to keep module names short so there is 
+friend the underscore should not be seen often in module names. However, using other
+characters (spaces or hyphens) in module names will prevent importing
+(- is the subtract operator), so try to keep module names short so there is
 no need to separate words. And, most of all, don't namespace with underscores, use submodules instead.
 
 .. code-block:: python
@@ -799,7 +799,7 @@ its parts, it is much more efficient to accumulate the parts in a list,
 which is mutable, and then glue ('join') the parts together when the
 full string is needed. One thing to notice, however, is that list
 comprehensions are better and faster than constructing a list in a loop
-with calls to ``append()``. 
+with calls to ``append()``.
 
 One other option is using the map function, which can 'map' a function
 ('str') to an iterable ('range(20)'). This results in a map object,
@@ -833,14 +833,14 @@ The map function can be even faster than a list comprehension in some cases.
     # create a concatenated string from 0 to 19 (e.g. "012..1819")
     nums = [str(n) for n in range(20)]
     print "".join(nums)
-    
+
 **Best**
 
 .. code-block:: python
 
     # create a concatenated string from 0 to 19 (e.g. "012..1819")
     nums = map(str, range(20))
-    print "".join(nums) 
+    print "".join(nums)
 
 One final thing to mention about strings is that using ``join()`` is not always
 best. In the instances where you are creating a new string from a pre-determined
diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index abd0af49f..59781c6ee 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -3,7 +3,7 @@
 Code Style
 ==========
 
-.. image:: https://farm5.staticflickr.com/4223/33907150054_5ee79e8940_k_d.jpg
+.. image:: /_static/photos/33907150054_5ee79e8940_k_d.jpg
 
 If you ask Python programmers what they like most about Python, they will
 often cite its high readability.  Indeed, a high level of readability
diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 32c6e552e..7da42e788 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -1,11 +1,11 @@
 Testing Your Code
 =================
 
-.. image:: https://farm5.staticflickr.com/4166/34435687940_8f73fc1fa6_k_d.jpg
+.. image:: /_static/photos/34435687940_8f73fc1fa6_k_d.jpg
 
 Testing your code is very important.
 
-Getting used to writing testing code and running this code in parallel is now 
+Getting used to writing testing code and running this code in parallel is now
 considered a good habit. Used wisely, this method helps you define more
 precisely your code's intent and have a more decoupled architecture.
 
@@ -29,7 +29,7 @@ Some general rules of testing:
   tests as often as needed.
 
 - Learn your tools and learn how to run a single test or a test case. Then,
-  when developing a function inside a module, run this function's tests 
+  when developing a function inside a module, run this function's tests
   frequently, ideally automatically when you save the code.
 
 - Always run the full test suite before a coding session, and run it again
@@ -65,10 +65,10 @@ Some general rules of testing:
 
 - Another use of the testing code is as an introduction to new developers. When
   someone will have to work on the code base, running and reading the related
-  testing code is often the best thing that they can do to start. They will 
-  or should discover the hot spots, where most difficulties arise, and the 
-  corner cases. If they have to add some functionality, the first step should 
-  be to add a test to ensure that the new functionality is not already a 
+  testing code is often the best thing that they can do to start. They will
+  or should discover the hot spots, where most difficulties arise, and the
+  corner cases. If they have to add some functionality, the first step should
+  be to add a test to ensure that the new functionality is not already a
   working path that has not been plugged into the interface.
 
 The Basics

From 2a273a93659fe8a7372e5b06b03c0265fb59be4d Mon Sep 17 00:00:00 2001
From: Dan Bader <hello@dbader.org>
Date: Mon, 16 Jul 2018 17:54:35 -0700
Subject: [PATCH 300/471] Fix image link

---
 Readme.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Readme.rst b/Readme.rst
index 1bdce6b40..7f9e9475b 100644
--- a/Readme.rst
+++ b/Readme.rst
@@ -3,7 +3,7 @@ Hitchhiker's Guide to Python
 
 **Python Best Practices Guidebook**
 
-.. image:: /_static/photos/33173824932_58add34581_k_d.jpg
+.. image:: https://docs.python-guide.org/_static/photos/33173824932_58add34581_k_d.jpg
 
 -----------
 

From db09314b738fe175519c109a68791e6dda379413 Mon Sep 17 00:00:00 2001
From: Dan Bader <hello@dbader.org>
Date: Mon, 16 Jul 2018 17:57:55 -0700
Subject: [PATCH 301/471] Fix image url

---
 Readme.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Readme.rst b/Readme.rst
index 7f9e9475b..d7d26dfb1 100644
--- a/Readme.rst
+++ b/Readme.rst
@@ -3,7 +3,7 @@ Hitchhiker's Guide to Python
 
 **Python Best Practices Guidebook**
 
-.. image:: https://docs.python-guide.org/_static/photos/33173824932_58add34581_k_d.jpg
+.. image:: https://farm1.staticflickr.com/628/33173824932_58add34581_k_d.jpg
 
 -----------
 

From 0e3430bbf9b0c1321fee4be7a04d50573220dac9 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 18:13:56 -0700
Subject: [PATCH 302/471] Figure out how to add meta description tags via rst

---
 docs/index.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/index.rst b/docs/index.rst
index d766b0e39..aec53b975 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -3,6 +3,9 @@
    You can adapt this file completely to your liking, but it should at least
    contain the root `toctree` directive.
 
+.. meta::
+   :description: An opinionated guide to the Python programming language and a best practice handbook to the installation, configuration, and usage of Python on a daily basis.
+
 The Hitchhiker's Guide to Python!
 =================================
 

From b6415461b88cee2a684ae5dd937cf27b81885f6d Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Jul 2018 18:16:29 -0700
Subject: [PATCH 303/471] Bump TravisCI Python to 3.6

---
 .travis.yml | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/.travis.yml b/.travis.yml
index b540badc2..d3375de72 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,6 +1,8 @@
 sudo: false
 language: python
+python:
+  - "3.6"
 install: pip install sphinx
-script: 
-- make doctest
-- make html
+script:
+  - make doctest
+  - make html

From 89f78160d16ab69a88d09269dd9ce69d394f5089 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Wed, 25 Jul 2018 15:13:58 -0700
Subject: [PATCH 304/471] Update sidebar

---
 .gitignore                        |  2 ++
 docs/_templates/layout.html       |  3 +++
 docs/_templates/sidebarintro.html | 33 ++++++-------------------------
 docs/_templates/sidebarlogo.html  | 33 ++++++-------------------------
 4 files changed, 17 insertions(+), 54 deletions(-)

diff --git a/.gitignore b/.gitignore
index 58345c85e..76ac05298 100644
--- a/.gitignore
+++ b/.gitignore
@@ -10,3 +10,5 @@ docs/_build
 
 # Ignore files generated during build
 build/
+
+venv/
diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 2e7538979..76d4c9f32 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -25,6 +25,9 @@
 
   <meta name="google-site-verification" content="013PxE2_8KX9jdUSC5gr8QsfdxTXr1mFgmD9zplp5II" />
 
+  <script>window.rp_prop_id = '29182759436';</script>
+  <script src="https://srv.realpython.net/tag.js" async></script>
+
   {# Alabaster theme native GA integration is outdated (ga.js). #}
   {# Insert our own GA snippet instead. #}
   <script>
diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 7f9664e97..d5e1df368 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -10,18 +10,6 @@
 
 <iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe>
 
-<h3>Stay Informed</h3>
-<p>Receive updates on new releases and upcoming projects.</p>
-
-<p><iframe src="https://ghbtns.com/github-btn.html?user=kennethreitz&type=follow&count=false" allowtransparency="true" frameborder="0" scrolling="0" width="200" height="20"></iframe></p>
-
-<p><a href="https://twitter.com/kennethreitz" class="twitter-follow-button" data-show-count="false">Follow @kennethreitz</a> <script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+'://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js,fjs);}}(document, 'script', 'twitter-wjs');</script></p>
-
-<p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
-<p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
-
-<hr>
-
 <h3>O'Reilly Book</h3>
 
 <p>This guide is now available in tangible book form!</p>
@@ -30,20 +18,12 @@ <h3>O'Reilly Book</h3>
 
 <p>All proceeds are being directly donated to the <a href="https://djangogirls.org/">DjangoGirls</a> organization.</p>
 
-<h3>Other Projects</h3>
-
-<p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>
-<ul>
-    <li><a href="http://howtopython.org/">howtopython.org</a></li>
-    <li><a href="http://wsl-guide.org/">wsl-guide.org</a></li>
-    <li><a href="http://pipenv.org/">pipenv</a></li>
-    <li><a href="http://pep8.org/">pep8.org</a></li>
-    <li><a href="http://python-requests.org/">Requests: HTTP for Humans</a></li>
-    <li><a href="https://github.com/kennethreitz/maya">Maya: Datetimes for Humans</a></li>
-    <li><a href="https://github.com/kennethreitz/records">Records: SQL for Humans</a></li>
-    <li><a href="http://www.git-legit.org/">Legit: Git for Humans</a></li>
-    <li><a href="http://docs.python-tablib.org/en/latest/">Tablib: Tabular Datasets</a></li>
-</ul>
+<p>
+<div style="display:block;position:relative;">
+  <div style="display:block;width:100%;padding-top:100%;"></div>
+  <div class="rpad" data-unit="1x1" style="position:absolute;left:0;top:0;right:0;bottom:0;overflow:hidden;"></div>
+</div>
+</p>
 
 <h3>Contributors</h3>
 <p>
@@ -53,7 +33,6 @@ <h3>Contributors</h3>
   <a href="https://docs.python-guide.org/notes/contribute/">are welcome</a>!
 </p>
 
-
 <h3>Useful Links</h3>
 <ul>
   <li><a href="https://docs.python-guide.org/">The Guide Website</a></li>
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index c9ab1044a..ff0157149 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -10,17 +10,6 @@
 
 <iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe>
 
-<h3>Get Updates</h3>
-<p>Receive updates on new releases and upcoming projects.</p>
-
-<p><iframe src="https://ghbtns.com/github-btn.html?user=kennethreitz&type=follow&count=false" allowtransparency="true" frameborder="0" scrolling="0" width="200" height="20"></iframe></p>
-
-<p><a href="https://twitter.com/kennethreitz" class="twitter-follow-button" data-show-count="false">Follow @kennethreitz</a> <script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+'://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js,fjs);}}(document, 'script', 'twitter-wjs');</script></p>
-<p><a href="https://saythanks.io/to/kennethreitz">Say Thanks!</a></p>
-<p><a href="http://tinyletter.com/kennethreitz">Join Mailing List</a>.</p>
-
-<hr>
-
 <h3>O'Reilly Book</h3>
 
 <p>This guide is now available in tangible book form!</p>
@@ -29,22 +18,12 @@ <h3>O'Reilly Book</h3>
 
 <p>All proceeds are being directly donated to the <a href="https://djangogirls.org/">DjangoGirls</a> organization.</p>
 
-
-
-<h3>Other Projects</h3>
-
-<p>More <a href="http://kennethreitz.org/">Kenneth Reitz</a> projects:</p>
-<ul>
-    <li><a href="http://howtopython.org/">howtopython.org</a></li>
-    <li><a href="http://wsl-guide.org/">wsl-guide.org</a></li>
-    <li><a href="http://pipenv.org/">pipenv</a></li>
-    <li><a href="http://pep8.org/">pep8.org</a></li>
-    <li><a href="http://python-requests.org/">Requests: HTTP for Humans</a></li>
-    <li><a href="https://github.com/kennethreitz/maya">Maya: Datetimes for Humans</a></li>
-    <li><a href="https://github.com/kennethreitz/records">Records: SQL for Humans</a></li>
-    <li><a href="http://www.git-legit.org/">Legit: Git for Humans</a></li>
-    <li><a href="http://docs.python-tablib.org/en/latest/">Tablib: Tabular Datasets</a></li>
-</ul>
+<p>
+<div style="display:block;position:relative;">
+  <div style="display:block;width:100%;padding-top:100%;"></div>
+  <div class="rpad" data-unit="1x1" style="position:absolute;left:0;top:0;right:0;bottom:0;overflow:hidden;"></div>
+</div>
+</p>
 
 <h3>Translations</h3>
 <ul>

From 4b16a1eba7d873ebcda9f7551f85badea904dc37 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Wed, 25 Jul 2018 16:51:25 -0700
Subject: [PATCH 305/471] Update Makefile and footer

---
 docs/Makefile               |  3 +++
 docs/_templates/layout.html | 10 ++++++++++
 docs/conf.py                |  4 ++--
 3 files changed, 15 insertions(+), 2 deletions(-)

diff --git a/docs/Makefile b/docs/Makefile
index 3b85476dd..13201e251 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -181,3 +181,6 @@ pseudoxml:
 	$(SPHINXBUILD) -b pseudoxml $(ALLSPHINXOPTS) $(BUILDDIR)/pseudoxml
 	@echo
 	@echo "Build finished. The pseudo-XML files are in $(BUILDDIR)/pseudoxml."
+
+serve:
+	cd $(BUILDDIR)/dirhtml && python3 -m http.server 8005
diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 76d4c9f32..46aa946ca 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -40,3 +40,13 @@
     ga('send', 'pageview');
     </script>
 {% endblock %}
+
+{%- block footer %}
+<div class="footer">
+  <div class="bodywrapper" style="display:block;position:relative;">
+    <div style="display:block;width:100%;padding-top:25%;"></div>
+    <div class="rpad" data-unit="4x1" style="position:absolute;left:0;top:0;right:0;bottom:0;overflow:hidden;"></div>
+  </div>
+  {% if show_copyright %}<p>&copy;{{ copyright }}</p>{% endif %}
+</div>
+{% endblock %}
diff --git a/docs/conf.py b/docs/conf.py
index ebc2b8767..81fcc6f91 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -46,7 +46,7 @@
 
 # General information about the project.
 project = u'pythonguide'
-copyright = u'2016. A <a href="http://kennethreitz.com/pages/open-projects.html">Kenneth Reitz</a> Project. <a href="http://creativecommons.org/licenses/by-nc-sa/3.0/">CC BY-NC-SA 3.0</a>'
+copyright = u'2011–2018 <a href="http://kennethreitz.com/pages/open-projects.html">Kenneth Reitz</a> &amp; <a href="https://realpython.com/">Real Python</a>. <a href="http://creativecommons.org/licenses/by-nc-sa/3.0/">CC BY-NC-SA 3.0</a>'
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -241,7 +241,7 @@
 epub_title = u'pythonguide'
 epub_author = u'Kenneth Reitz'
 epub_publisher = u'Kenneth Reitz'
-epub_copyright = u'2016, Kenneth Reitz'
+epub_copyright = u'2011–2018, Kenneth Reitz & Real Python'
 
 # The language of the text. It defaults to the language option
 # or en if the language is not set.

From cd912938e32e4e808fb1a0d973c1fe294203aa5e Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Wed, 25 Jul 2018 21:00:13 -0700
Subject: [PATCH 306/471] Fix typo & readjust sidebars

---
 docs/_templates/layout.html       | 50 +++++++++++++++++++++++++++++++
 docs/_templates/sidebarintro.html | 16 +++++-----
 docs/_templates/sidebarlogo.html  | 16 +++++-----
 docs/starting/which-python.rst    |  4 +--
 4 files changed, 66 insertions(+), 20 deletions(-)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 46aa946ca..1d855ff10 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -41,6 +41,56 @@
     </script>
 {% endblock %}
 
+{# From: https://github.com/bitprophet/alabaster/blob/5f249677242be96601e034edb3697b7482a6abcf/alabaster/layout.html #}
+{# Nav should appear before content, not after #}
+{%- block content %}
+{%- if theme_fixed_sidebar|lower == 'true' %}
+  <div class="document">
+    {{ sidebar() }}
+    {%- block document %}
+      <div class="documentwrapper">
+      {%- if render_sidebar %}
+        <div class="bodywrapper">
+      {%- endif %}
+
+          {%- block relbar_top %}
+            {%- if theme_show_relbar_top|tobool %}
+              <div class="related top">
+                &nbsp;
+                {{- rellink_markup () }}
+              </div>
+            {%- endif %}
+          {% endblock %}
+
+          <div class="body" role="main">
+            <div style="display:block;position:relative; margin-bottom: 1em;">
+              <div style="display:block;width:100%;padding-top:12.5%;"></div>
+              <div class="rpad" data-unit="8x1" style="position:absolute;left:0;top:0;right:0;bottom:0;overflow:hidden;"></div>
+            </div>
+            {% block body %} {% endblock %}
+          </div>
+
+          {%- block relbar_bottom %}
+            {%- if theme_show_relbar_bottom|tobool %}
+              <div class="related bottom">
+                &nbsp;
+                {{- rellink_markup () }}
+              </div>
+            {%- endif %}
+          {% endblock %}
+
+      {%- if render_sidebar %}
+        </div>
+      {%- endif %}
+      </div>
+    {%- endblock %}
+    <div class="clearer"></div>
+  </div>
+{%- else %}
+{{ super() }}
+{%- endif %}
+{%- endblock %}
+
 {%- block footer %}
 <div class="footer">
   <div class="bodywrapper" style="display:block;position:relative;">
diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index d5e1df368..a3171651b 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -4,27 +4,25 @@
   </a>
 </p>
 
+<p style="margin-left:auto; margin-right: auto;"><iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true&size=large" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe></p>
+
 <p>
   This opinionated guide exists to provide both novice and expert Python developers a best practice handbook to the installation, configuration, and usage of Python on a daily basis.
 </p>
 
-<iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe>
+<div style="display:block;position:relative;margin: 1em 0 1em 0;">
+  <div style="display:block;width:100%;padding-top:100%;"></div>
+  <div class="rpad" data-unit="1x1" style="position:absolute;left:0;top:0;right:0;bottom:0;overflow:hidden;"></div>
+</div>
 
 <h3>O'Reilly Book</h3>
 
 <p>This guide is now available in tangible book form!</p>
 
-<p><a href="http://github.com/guide-book" target="_blank"><img style="max-width: 66%; text-align: center;" src="http://github.com/_static/guide-book-cover.jpg" alt="Python Guide Book Cover"></a></p>
+<p><a href="http://github.com/guide-book" target="_blank"><img style="max-width: 100%; text-align: center;" src="http://github.com/_static/guide-book-cover.jpg" alt="Python Guide Book Cover"></a></p>
 
 <p>All proceeds are being directly donated to the <a href="https://djangogirls.org/">DjangoGirls</a> organization.</p>
 
-<p>
-<div style="display:block;position:relative;">
-  <div style="display:block;width:100%;padding-top:100%;"></div>
-  <div class="rpad" data-unit="1x1" style="position:absolute;left:0;top:0;right:0;bottom:0;overflow:hidden;"></div>
-</div>
-</p>
-
 <h3>Contributors</h3>
 <p>
   This guide is the result of the collaboration of
diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index ff0157149..363663f1b 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -4,27 +4,25 @@
   </a>
 </p>
 
+<p style="margin-left:auto; margin-right: auto;"><iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true&size=large" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe></p>
+
 <p>
   This opinionated guide exists to provide both novice and expert Python developers a best practice handbook to the installation, configuration, and usage of Python on a daily basis.
 </p>
 
-<iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe>
+<div style="display:block;position:relative;margin: 1em 0 1em 0;">
+  <div style="display:block;width:100%;padding-top:100%;"></div>
+  <div class="rpad" data-unit="1x1" style="position:absolute;left:0;top:0;right:0;bottom:0;overflow:hidden;"></div>
+</div>
 
 <h3>O'Reilly Book</h3>
 
 <p>This guide is now available in tangible book form!</p>
 
-<p><a href="http://github.com/guide-book" target="_blank"><img style="max-width: 66%; text-align: center;" src="http://github.com/_static/guide-book-cover.jpg" alt="Python Guide Book Cover"></a></p>
+<p><a href="http://github.com/guide-book" target="_blank"><img style="max-width: 100%; text-align: center;" src="http://github.com/_static/guide-book-cover.jpg" alt="Python Guide Book Cover"></a></p>
 
 <p>All proceeds are being directly donated to the <a href="https://djangogirls.org/">DjangoGirls</a> organization.</p>
 
-<p>
-<div style="display:block;position:relative;">
-  <div style="display:block;width:100%;padding-top:100%;"></div>
-  <div class="rpad" data-unit="1x1" style="position:absolute;left:0;top:0;right:0;bottom:0;overflow:hidden;"></div>
-</div>
-</p>
-
 <h3>Translations</h3>
 <ul>
   <li><a href="https://docs.python-guide.org/">English</a></li>
diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 75970b3e1..85f35239e 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -1,5 +1,5 @@
-Picking an Python Interpreter (3 vs. 2)
-=======================================
+Picking a Python Interpreter (3 vs 2)
+=====================================
 
 .. image:: /_static/photos/34484834733_5b80f65ab1_k_d.jpg
 

From a550d579d6b59016c916df49d47ea63baf9d5058 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Tue, 31 Jul 2018 13:21:31 -0700
Subject: [PATCH 307/471] Add social cards support

---
 docs/_templates/layout.html | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 1d855ff10..97505f021 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -15,16 +15,28 @@
 
   {% if pagename == 'index' %}
   <link rel="canonical" href="https://docs.python-guide.org/"/>
+  <meta property="og:url" content="https://docs.python-guide.org/">
   {% elif pagename == '404' %}
   {# No canonical on our 404 template. #}
   {% else %}
   <link rel="canonical" href="https://docs.python-guide.org/%7B%7B%20pagename%20%7D%7D/"/>
+  <meta property="og:url" content="https://docs.python-guide.org/%7B%7B%20pagename%20%7D%7D">
   {% endif %}
 
   <link rel="icon" type="image/png" href="https://media.readthedocs.org/images/favicon.png">
 
   <meta name="google-site-verification" content="013PxE2_8KX9jdUSC5gr8QsfdxTXr1mFgmD9zplp5II" />
 
+  <meta name="twitter:card" content="summary">
+  <meta property="twitter:image" content="https://docs.python-guide.org/_static/python-guide-logo.png">
+  <meta property="og:image" content="https://docs.python-guide.org/_static/python-guide-logo.png">
+  <meta property="og:title" content="{{ title }}{{ titlesuffix }}">
+  <meta property="og:type" content="article">
+  {%- if metatags is defined %}
+  {# FIXME: For some reason the `meta` dict is always empty. Extract the desc from the `metatags` text.  #}
+  <meta property="og:description" content="{{ metatags[15:-24] }}">
+  {%- endif %}
+
   <script>window.rp_prop_id = '29182759436';</script>
   <script src="https://srv.realpython.net/tag.js" async></script>
 

From ed027cbc72259286580c90ae99404c102e336ccb Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Tue, 31 Jul 2018 13:27:31 -0700
Subject: [PATCH 308/471] Update social card image

---
 docs/_static/social-card.jpg | Bin 0 -> 77027 bytes
 docs/_templates/layout.html  |   4 ++--
 2 files changed, 2 insertions(+), 2 deletions(-)
 create mode 100644 docs/_static/social-card.jpg

diff --git a/docs/_static/social-card.jpg b/docs/_static/social-card.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9f74ef1e4ff3f2975e3577899f05760537e33a70
GIT binary patch
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qd8*vgbaFb969PQVUqQd}cX6;A3l5&GgGxO8S%gX8zdiN-oB2N`81|(A

literal 0
HcmV?d00001

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 97505f021..7f72a6be4 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -28,8 +28,8 @@
   <meta name="google-site-verification" content="013PxE2_8KX9jdUSC5gr8QsfdxTXr1mFgmD9zplp5II" />
 
   <meta name="twitter:card" content="summary">
-  <meta property="twitter:image" content="https://docs.python-guide.org/_static/python-guide-logo.png">
-  <meta property="og:image" content="https://docs.python-guide.org/_static/python-guide-logo.png">
+  <meta property="twitter:image" content="https://docs.python-guide.org/_static/social-card.jpg">
+  <meta property="og:image" content="https://docs.python-guide.org/_static/social-card.jpg">
   <meta property="og:title" content="{{ title }}{{ titlesuffix }}">
   <meta property="og:type" content="article">
   {%- if metatags is defined %}

From 8785c71f28cbe4a7fa38b97c1573709f07b719a8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Thomas=20G=C3=BCttler?=
 <guettliml.github@thomas-guettler.de>
Date: Mon, 13 Aug 2018 15:01:20 +0200
Subject: [PATCH 309/471] Added hint, that py2exe looks dated.

PR for #911
---
 docs/shipping/freezing.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index 8545ab295..4514a8540 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -116,7 +116,7 @@ resides.
 py2exe
 ~~~~~~
 
-Prerequisite is to install :ref:`Python on Windows <install-windows>`.
+Prerequisite is to install :ref:`Python on Windows <install-windows>`. The last release of py2exe is from the year 2014. There is not active development. 
 
 1. Download and install http://sourceforge.net/projects/py2exe/files/py2exe/
 

From b2ada7259ced1846aac2b6795a74f771ca423e15 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 27 Aug 2018 15:56:49 -0700
Subject: [PATCH 310/471] Add robots.txt

---
 docs/_extra/robots.txt | 2 ++
 1 file changed, 2 insertions(+)
 create mode 100644 docs/_extra/robots.txt

diff --git a/docs/_extra/robots.txt b/docs/_extra/robots.txt
new file mode 100644
index 000000000..eb0536286
--- /dev/null
+++ b/docs/_extra/robots.txt
@@ -0,0 +1,2 @@
+User-agent: *
+Disallow:

From be092755a281e54930dfe2c541eec85987d0f6d6 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Tue, 28 Aug 2018 14:40:40 -0700
Subject: [PATCH 311/471] Update layout

---
 docs/_extra/ads.txt         | 82 +++++++++++++++++++++++++++++++++++++
 docs/_templates/layout.html |  6 +--
 docs/intro/news.rst         | 23 +++++++----
 3 files changed, 99 insertions(+), 12 deletions(-)
 create mode 100644 docs/_extra/ads.txt

diff --git a/docs/_extra/ads.txt b/docs/_extra/ads.txt
new file mode 100644
index 000000000..5e8ca5e6e
--- /dev/null
+++ b/docs/_extra/ads.txt
@@ -0,0 +1,82 @@
+google.com, pub-2802445174821308, RESELLER, f08c47fec0942fa0
+
+
+appnexus.com, 8692, DIRECT, f5ab79cb980f11d1
+
+
+districtm.io, 100835, DIRECT
+appnexus.com, 1908, RESELLER, f5ab79cb980f11d1
+google.com, pub-9685734445476814, RESELLER, f08c47fec0942fa0
+
+
+appnexus.com, 1613, reseller
+appnexus.com, 3326, reseller
+google.com, pub-1409765517756851, reseller
+google.com, pub-4075894099602271, reseller
+freewheel.tv, 146081, reseller
+rubiconproject.com, 8861, reseller, 0bfd66d529a55807
+
+
+aol.com, 11119, DIRECT
+adtech.com, 11341, DIRECT
+coxmt.com, 2000067907202, RESELLER
+Openx.com, 537143344, RESELLER
+indexexchange.com, 175407, RESELLER
+
+
+sonobi.com, 337f0e70cc, DIRECT
+rhythmone.com, 1059622079, RESELLER
+contextweb.com, 560606, RESELLER
+
+
+sovrn.com, 217352, DIRECT, fafdf38b16bf6b2b
+lijit.com, 217352, DIRECT, fafdf38b16bf6b2b
+openx.com, 537120960, RESELLER
+openx.com, 83499, RESELLER
+openx.com, 538959099, RESELLER
+pubmatic.com, 137711, RESELLER
+pubmatic.com, 156212, RESELLER
+pubmatic.com, 62483, RESELLER
+contextweb.com, 558511, RESELLER
+gumgum.com, 11645, RESELLER, ffdef49475d318a9
+
+
+openx.com,  539824308, RESELLER, 6a698e2ec38604c6
+
+
+rubiconproject.com, 17822, DIRECT, 0bfd66d529a55807
+
+
+gumgum.com, 13174, DIRECT, ffdef49475d318a9
+33across.com, 0013300001r0t9mAAA, RESELLER
+adtech.com, 9904, RESELLER
+Advertising.com, 16736, RESELLER
+aolcloud.net, 9904, RESELLER
+appnexus.com, 1001, RESELLER, f5ab79cb980f11d1
+appnexus.com, 1942, RESELLER, f5ab79cb980f11d1
+appnexus.com, 2758, RESELLER, f5ab79cb980f11d1
+appnexus.com, 3135, RESELLER, f5ab79cb980f11d1
+appnexus.com, 7597, RESELLER, f5ab79cb980f11d1
+bidtellect.com, 1407, RESELLER, 1c34aa2d85d45e93
+contextweb.com, 558355, RESELLER
+criteo.com, 109412, DIRECT, 9fac4a4a87c2a44f
+google.com, pub-3848273848634341, RESELLER, f08c47fec0942fa0
+google.com, pub-9557089510405422, RESELLER, f08c47fec0942fa0
+indexexchange.com, 177754, RESELLER, 50b1c356f2c5c8fc
+lkqd.com, 470, RESELLER, 59c49fa9598a0117
+lkqd.net, 470, RESELLER, 59c49fa9598a0117
+openx.com, 537120563, RESELLER, 6a698e2ec38604c6
+openx.com, 537149485, RESELLER, 6a698e2ec38604c6
+openx.com, 540003333, RESELLER, 6a698e2ec38604c6
+outbrain.com, 01a755b08c8c22b15d46a8b753ab6955d4, RESELLER
+outbrain.com, 01a755b08c8c22b15d46a8b753ab6955d4, DIRECT
+pubmatic.com, 50758, RESELLER, 5d62403b186f2ace
+revcontent.com, 76611, RESELLER
+rhythmone.com, 78519861, RESELLER
+smaato.com, 1100033117, RESELLER
+spotx.tv, 147949, RESELLER, 7842df1d2fe2db34
+spotxchange.com, 147949, RESELLER, 7842df1d2fe2db34
+springserve.com, 686, DIRECT, a24eb641fc82e93d
+
+
+indexexchange.com, 187196, DIRECT
diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 7f72a6be4..0caed0c07 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -105,10 +105,8 @@
 
 {%- block footer %}
 <div class="footer">
-  <div class="bodywrapper" style="display:block;position:relative;">
-    <div style="display:block;width:100%;padding-top:25%;"></div>
-    <div class="rpad" data-unit="4x1" style="position:absolute;left:0;top:0;right:0;bottom:0;overflow:hidden;"></div>
-  </div>
+  <script src="https://d31vxm9ubutrmw.cloudfront.net/static/js/2169.js" async></script>
+  <div style="text-align: center;" id="waldo-tag-2171"></div>
   {% if show_copyright %}<p>&copy;{{ copyright }}</p>{% endif %}
 </div>
 {% endblock %}
diff --git a/docs/intro/news.rst b/docs/intro/news.rst
index 37c144a15..29bd3d8c1 100644
--- a/docs/intro/news.rst
+++ b/docs/intro/news.rst
@@ -3,6 +3,21 @@ News
 
 .. image:: /_static/photos/33573767786_eececc5d27_k_d.jpg
 
+Pycoder's Weekly
+~~~~~~~~~~~~~~~~
+
+Pycoder's Weekly is a free weekly Python newsletter for Python developers
+by Python developers (Projects, Articles, News, and Jobs).
+
+    `Pycoder's Weekly <https://pycoders.com/>`_
+
+Real Python
+~~~~~~~~~~~
+
+At Real Python you can learn all things Python from the ground up, with weekly free and in-depth tutorials. Everything from the absolute basics of Python, to web development and web scraping, to data visualization, and beyond.
+
+    `Real Python <https://realpython.com/>`_
+
 Planet Python
 ~~~~~~~~~~~~~
 
@@ -32,14 +47,6 @@ A short-form Python podcast covering recent developer headlines.
 
     `Python Bytes <https://pythonbytes.fm>`_
 
-Pycoder's Weekly
-~~~~~~~~~~~~~~~~
-
-Pycoder's Weekly is a free weekly Python newsletter for Python developers
-by Python developers (Projects, Articles, News, and Jobs).
-
-    `Pycoder's Weekly <http://www.pycoders.com/>`_
-
 Python Weekly
 ~~~~~~~~~~~~~
 

From 78fdbb4faed80b1e36c23f3dd3ac0593305473e9 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Thu, 30 Aug 2018 11:12:10 -0700
Subject: [PATCH 312/471] Fix tag

---
 docs/_templates/layout.html | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 0caed0c07..6a6a22b8a 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -40,6 +40,8 @@
   <script>window.rp_prop_id = '29182759436';</script>
   <script src="https://srv.realpython.net/tag.js" async></script>
 
+  <script src="https://d31vxm9ubutrmw.cloudfront.net/static/js/2169.js"></script>
+
   {# Alabaster theme native GA integration is outdated (ga.js). #}
   {# Insert our own GA snippet instead. #}
   <script>
@@ -105,7 +107,6 @@
 
 {%- block footer %}
 <div class="footer">
-  <script src="https://d31vxm9ubutrmw.cloudfront.net/static/js/2169.js" async></script>
   <div style="text-align: center;" id="waldo-tag-2171"></div>
   {% if show_copyright %}<p>&copy;{{ copyright }}</p>{% endif %}
 </div>

From 1ec2c8ff6139b54cecfbf5204813002ee16f1ea8 Mon Sep 17 00:00:00 2001
From: MikeTheWatchGuy <mike_barnett@hotmail.com>
Date: Mon, 3 Sep 2018 20:29:46 -0400
Subject: [PATCH 313/471] Update gui.rst

---
 docs/scenarios/gui.rst | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 28f1a9cd8..3be1b2a23 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -88,6 +88,14 @@ Qt
 is widely used for developing software with a GUI but can also be used for
 non-GUI applications.
 
+PySimpleGUI 
+------  
+`PySimpleGUI <https://pysimplegui.readthedocs.io/>`_ is a  wrapper for the Tkinter.  The amount of code required to implement custom GUIs is much shorter using PySimpleGUI than if the same GUI were written directly using tkinter.  Having Tkinter as a base results in the ability to run on a larger number of platforms than other GUI frameworks.
+ 
+  pip install pysimplegui
+
+PySimpleGUI is contained in a single PySimpleGUI.py file.  Should pip installation be impossible, pasting the PySimpleGUI.py file into a project's folder is all that's required to import and begin using.
+
 Toga
 ----
 `Toga <https://toga.readthedocs.io/en/latest/>`_ is a Python native, OS

From a27732e2294db4ddbd858f591c346b00a00a3ecc Mon Sep 17 00:00:00 2001
From: MikeTheWatchGuy <mike_barnett@hotmail.com>
Date: Tue, 4 Sep 2018 01:07:27 -0400
Subject: [PATCH 314/471] Update gui.rst

---
 docs/scenarios/gui.rst | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 3be1b2a23..34c3ac134 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -59,7 +59,9 @@ PySide
 ------
 PySide is a Python binding of the cross-platform GUI toolkit Qt.
 
-  pip install pyside
+.. code-block:: console
+
+  $ pip install pyside
 
 https://wiki.qt.io/Category:LanguageBindings::PySide::Downloads
 
@@ -91,8 +93,10 @@ non-GUI applications.
 PySimpleGUI 
 ------  
 `PySimpleGUI <https://pysimplegui.readthedocs.io/>`_ is a  wrapper for the Tkinter.  The amount of code required to implement custom GUIs is much shorter using PySimpleGUI than if the same GUI were written directly using tkinter.  Having Tkinter as a base results in the ability to run on a larger number of platforms than other GUI frameworks.
- 
-  pip install pysimplegui
+
+.. code-block:: console 
+
+  $ pip install pysimplegui
 
 PySimpleGUI is contained in a single PySimpleGUI.py file.  Should pip installation be impossible, pasting the PySimpleGUI.py file into a project's folder is all that's required to import and begin using.
 

From 436dec875c0119a93a9f22fad8a800e7b88489d4 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc@PoulinConsulting.com>
Date: Tue, 11 Sep 2018 15:52:31 -0600
Subject: [PATCH 315/471] Issue 796, clarify ways to manipulate a list

---
 docs/writing/style.rst | 53 +++++++++++++++++++++++++++++++++++++++---
 1 file changed, 50 insertions(+), 3 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 59781c6ee..4de1f28d5 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -581,6 +581,32 @@ provide a powerful, concise way to work with lists. Also, the :py:func:`map` and
 :py:func:`filter` functions can perform operations on lists using a different,
 more concise syntax.
 
+Starting with Python 3.0, the :py:func:`map` and :py:func:`filter` 
+functions return an iterator instead of a list. If you really need a list, you
+should wrap these functions in :py:func`list` like so
+
+.. code-block:: python
+
+    list(map(...))
+    list(filter(...))
+
+Filtering a list
+~~~~~~~~~~~~~~~~
+
+**Very Bad**:
+
+Never remove items from a list that you are iterating over.
+Python will lose track of its current position.
+
+.. code-block:: python
+
+    # Filter elements greater than 4
+    a = [3, 4, 5]
+    for i in a:
+        if i > 4:
+            a.remove(i)
+
+
 **Bad**:
 
 .. code-block:: python
@@ -598,9 +624,13 @@ more concise syntax.
 
     a = [3, 4, 5]
     b = [i for i in a if i > 4]
-    # Or:
+    # Or (Python 2.x):
     b = filter(lambda x: x > 4, a)
-
+    # Or (Python 3.x)
+    b = list(filter(lambda x: x > 4, a))
+    
+Modifying the values in a list
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 **Bad**:
 
 .. code-block:: python
@@ -616,8 +646,25 @@ more concise syntax.
 
     a = [3, 4, 5]
     a = [i + 3 for i in a]
-    # Or:
+    # Or (Python 2.x):
     a = map(lambda i: i + 3, a)
+    # Or (Python 3.x)
+    a = list(map(lambda i: i + 3, a))
+    
+**Best**:
+
+Creating a new list instead of modifying the original list will prevent
+unexpected side-effects.
+
+.. code-block:: python
+
+    a = [3, 4, 5]
+    b = [i + 3 for i in a]
+    # Or (Python 2.x):
+    b = map(lambda i: i + 3, a)
+    # Or (Python 3.x)
+    b = list(map(lambda i: i + 3, a))
+
 
 Use :py:func:`enumerate` keep a count of your place in the list.
 

From e69d7e7657db812c7ac74b6a439d5c7a1290fe5c Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc@PoulinConsulting.com>
Date: Thu, 13 Sep 2018 11:00:37 -0600
Subject: [PATCH 316/471] 2.x vs 3.x, lists vs. iterators

Describe the differences between 2.x and 3.x and suggest situations when iterators would be more appropriate than lists.
---
 docs/writing/style.rst | 82 +++++++++++++++++++++++++++++-------------
 1 file changed, 57 insertions(+), 25 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 4de1f28d5..e71ffa34e 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -581,21 +581,12 @@ provide a powerful, concise way to work with lists. Also, the :py:func:`map` and
 :py:func:`filter` functions can perform operations on lists using a different,
 more concise syntax.
 
-Starting with Python 3.0, the :py:func:`map` and :py:func:`filter` 
-functions return an iterator instead of a list. If you really need a list, you
-should wrap these functions in :py:func`list` like so
-
-.. code-block:: python
-
-    list(map(...))
-    list(filter(...))
-
 Filtering a list
 ~~~~~~~~~~~~~~~~
 
-**Very Bad**:
+**Bad**:
 
-Never remove items from a list that you are iterating over.
+Never remove items from list while you are iterating through it.
 Python will lose track of its current position.
 
 .. code-block:: python
@@ -606,28 +597,69 @@ Python will lose track of its current position.
         if i > 4:
             a.remove(i)
 
+Python has standard ways of filtering lists, but there are several things you need to consider
 
-**Bad**:
+* Python 2.x vs. 3.x
+* Lists vs. iterators
+* Creating a new list vs. modifying the original list
+
+Python 2.x vs. 3.x
+::::::::::::::::::
+
+* Starting with Python 3.0, the :py:func:`map` and :py:func:`filter` 
+functions return an iterator instead of a list. If you really need a list, you
+should wrap these functions in :py:func`list` like so
 
 .. code-block:: python
 
-    # Filter elements greater than 4
-    a = [3, 4, 5]
-    b = []
-    for i in a:
-        if i > 4:
-            b.append(i)
+    list(map(...))
+    list(filter(...))
 
-**Good**:
+* List comprehensions and generator expressions work the same in both 2.x and 3.x (except that comprehensions in 2.x "leak" variables into the enclosing namespace)
+
+    * comprehensions create a new list object 
+    * generators iterate over the original list
+
+* The filter function
+
+    * in 2.x returns a list (use itertools.ifilter if you want an iterator)
+    * in 3.x returns an iterator
+
+Lists vs. iterators
+:::::::::::::::::::
+
+Creating a new list requires more work and uses more memory. If you a just going to loop through the new list, consider using an iterator instead.
 
 .. code-block:: python
 
-    a = [3, 4, 5]
-    b = [i for i in a if i > 4]
-    # Or (Python 2.x):
-    b = filter(lambda x: x > 4, a)
-    # Or (Python 3.x)
-    b = list(filter(lambda x: x > 4, a))
+    # comprehensions create a new list object
+    filtered_values = [value for value in sequence if value != x]
+    # Or (2.x)
+    filtered_values = filter(lambda i: i != x, sequence) 
+
+    # generators are lazy
+    filtered_values = (value for value in sequence if value != x)
+    # Or (3.x)
+    filtered_values = filter(lambda i: i != x, sequence)
+    # Or (2.x)
+    filtered_values = itertools.ifilter(lambda i: i != x, sequence) 
+
+
+
+Creating a new list vs. modifying the original list
+:::::::::::::::::::::::::::::::::::::::::::::::::::
+
+Modifying the original list can be risky if there are other variables referencing it. But you can use *slice assignment* if you really want to do that.
+
+.. code-block:: python
+
+    # replace the contents of the original list
+    sequence[::] = [value for value in sequence if value != x]
+    # Or
+    sequence[::] = (value for value in sequence if value != x)
+    # Or
+    sequence[::] = filter(lambda value: value != x, sequence)
+
     
 Modifying the values in a list
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

From 29abc5acf3353ff61dd9d9b85c06f5ebbedab7d2 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc@PoulinConsulting.com>
Date: Thu, 13 Sep 2018 11:28:43 -0600
Subject: [PATCH 317/471] Modifying the values in a list

To avoid side effects, don't modify the original list. Create a new list instead.
---
 docs/writing/style.rst | 29 +++++++++++------------------
 1 file changed, 11 insertions(+), 18 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index e71ffa34e..0766c8a7c 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -606,9 +606,7 @@ Python has standard ways of filtering lists, but there are several things you ne
 Python 2.x vs. 3.x
 ::::::::::::::::::
 
-* Starting with Python 3.0, the :py:func:`map` and :py:func:`filter` 
-functions return an iterator instead of a list. If you really need a list, you
-should wrap these functions in :py:func`list` like so
+* Starting with Python 3.0, the :py:func:`map` and :py:func:`filter` functions return an iterator instead of a list. If you really need a list, you should wrap these functions in :py:func`list` like so
 
 .. code-block:: python
 
@@ -665,38 +663,33 @@ Modifying the values in a list
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 **Bad**:
 
+Remember that assignment never creates a new object. If 2 or more variables refer to the same list, changing one of them changes them all.
+
 .. code-block:: python
 
     # Add three to all list members.
     a = [3, 4, 5]
+    b = a                     # a and b refer to the same list object
+    
     for i in range(len(a)):
-        a[i] += 3
+        a[i] += 3             # b[i] also changes
 
 **Good**:
 
+It's safer to create a new list object and leave the original alone. 
+
 .. code-block:: python
 
     a = [3, 4, 5]
+    b = a
+    
+    # assign the variable "a" to a new list without changing "b"
     a = [i + 3 for i in a]
     # Or (Python 2.x):
     a = map(lambda i: i + 3, a)
     # Or (Python 3.x)
     a = list(map(lambda i: i + 3, a))
     
-**Best**:
-
-Creating a new list instead of modifying the original list will prevent
-unexpected side-effects.
-
-.. code-block:: python
-
-    a = [3, 4, 5]
-    b = [i + 3 for i in a]
-    # Or (Python 2.x):
-    b = map(lambda i: i + 3, a)
-    # Or (Python 3.x)
-    b = list(map(lambda i: i + 3, a))
-
 
 Use :py:func:`enumerate` keep a count of your place in the list.
 

From 6d8a602a0c9601a0237d59e765e2d383aac2d20a Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Fri, 14 Sep 2018 10:46:54 -0600
Subject: [PATCH 318/471] Cleaned up formatting and grammar

---
 docs/writing/style.rst | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 0766c8a7c..2ead991d9 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -597,7 +597,8 @@ Python will lose track of its current position.
         if i > 4:
             a.remove(i)
 
-Python has standard ways of filtering lists, but there are several things you need to consider
+Python has a few standard ways of filtering lists.
+You will need to consider
 
 * Python 2.x vs. 3.x
 * Lists vs. iterators
@@ -606,19 +607,19 @@ Python has standard ways of filtering lists, but there are several things you ne
 Python 2.x vs. 3.x
 ::::::::::::::::::
 
-* Starting with Python 3.0, the :py:func:`map` and :py:func:`filter` functions return an iterator instead of a list. If you really need a list, you should wrap these functions in :py:func`list` like so
+Starting with Python 3.0, the :py:func:`filter` function returns an iterator instead of a list. 
+If you really need a list, you should wrap it in :py:func:`list` like so
 
 .. code-block:: python
 
-    list(map(...))
     list(filter(...))
 
-* List comprehensions and generator expressions work the same in both 2.x and 3.x (except that comprehensions in 2.x "leak" variables into the enclosing namespace)
+List comprehensions and generator expressions work the same in both 2.x and 3.x (except that comprehensions in 2.x "leak" variables into the enclosing namespace)
 
     * comprehensions create a new list object 
     * generators iterate over the original list
 
-* The filter function
+The :py:func:`filter` function
 
     * in 2.x returns a list (use itertools.ifilter if you want an iterator)
     * in 3.x returns an iterator
@@ -663,7 +664,7 @@ Modifying the values in a list
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 **Bad**:
 
-Remember that assignment never creates a new object. If 2 or more variables refer to the same list, changing one of them changes them all.
+Remember that assignment never creates a new object. If two or more variables refer to the same list, changing one of them changes them all.
 
 .. code-block:: python
 

From dc078e1a66ba3ad3e55f490fdd6f9db2b156c52c Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Fri, 14 Sep 2018 11:11:16 -0600
Subject: [PATCH 319/471] Cleaned up some wording

---
 docs/writing/style.rst | 16 ++++++++++++----
 1 file changed, 12 insertions(+), 4 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 2ead991d9..1ff838231 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -586,8 +586,7 @@ Filtering a list
 
 **Bad**:
 
-Never remove items from list while you are iterating through it.
-Python will lose track of its current position.
+Never remove items from a list while you are iterating through it.
 
 .. code-block:: python
 
@@ -597,8 +596,17 @@ Python will lose track of its current position.
         if i > 4:
             a.remove(i)
 
+Don't make multiple passes through the list.
+       
+.. code-block:: python
+
+    while i in a:
+        a.remove(i)
+
+**Good**:
+
 Python has a few standard ways of filtering lists.
-You will need to consider
+The approach you use depends on
 
 * Python 2.x vs. 3.x
 * Lists vs. iterators
@@ -608,7 +616,7 @@ Python 2.x vs. 3.x
 ::::::::::::::::::
 
 Starting with Python 3.0, the :py:func:`filter` function returns an iterator instead of a list. 
-If you really need a list, you should wrap it in :py:func:`list` like so
+Wrap it in :py:func:`list` if you truly need a list.
 
 .. code-block:: python
 

From 1d1ebf540d63464da053d4e4f3c0e5d755b2cd82 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Fri, 14 Sep 2018 11:20:53 -0600
Subject: [PATCH 320/471] Side effects of changing a list

---
 docs/writing/style.rst | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 1ff838231..9fde6b918 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -610,7 +610,7 @@ The approach you use depends on
 
 * Python 2.x vs. 3.x
 * Lists vs. iterators
-* Creating a new list vs. modifying the original list
+* Possible side effects of modifying the original list
 
 Python 2.x vs. 3.x
 ::::::::::::::::::
@@ -644,7 +644,7 @@ Creating a new list requires more work and uses more memory. If you a just going
     # Or (2.x)
     filtered_values = filter(lambda i: i != x, sequence) 
 
-    # generators are lazy
+    # generators don't create another list
     filtered_values = (value for value in sequence if value != x)
     # Or (3.x)
     filtered_values = filter(lambda i: i != x, sequence)
@@ -653,8 +653,8 @@ Creating a new list requires more work and uses more memory. If you a just going
 
 
 
-Creating a new list vs. modifying the original list
-:::::::::::::::::::::::::::::::::::::::::::::::::::
+Possible side effects of modifying the original list
+::::::::::::::::::::::::::::::::::::::::::::::::::::
 
 Modifying the original list can be risky if there are other variables referencing it. But you can use *slice assignment* if you really want to do that.
 

From bc74a48a8cae1887083948e53d46a6a7d6be9df5 Mon Sep 17 00:00:00 2001
From: Dan Bader <hello@dbader.org>
Date: Fri, 21 Sep 2018 10:22:58 -0700
Subject: [PATCH 321/471] Update _redirects

---
 docs/_extra/_redirects | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/_extra/_redirects b/docs/_extra/_redirects
index 5faad715d..2cb986392 100644
--- a/docs/_extra/_redirects
+++ b/docs/_extra/_redirects
@@ -15,4 +15,4 @@ https://python-guide.org/*                      https://docs.python-guide.org/:s
 # Redirect Netlify version to primary domain
 https://python-guide.netlify.com/*              https://docs.python-guide.org/:splat       301!
 
-/guide-book                                     https://realpython.com/asins/1491933178/   302
+/guide-book                                     https://www.amazon.com/Hitchhikers-Guide-Python-Practices-Development/dp/1491933178/ref=as_li_ss_il?ie=UTF8&linkCode=li2&tag=bookforkind-20&linkId=804806ebdacaf3b56567347f3afbdbca   302

From 5d0541cbea29b84d336280293ea8579412d2f8e9 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Mon, 24 Sep 2018 13:52:20 -0600
Subject: [PATCH 322/471] Added missing comma

---
 docs/writing/reading.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/reading.rst b/docs/writing/reading.rst
index a74b64b9c..135449a4b 100644
--- a/docs/writing/reading.rst
+++ b/docs/writing/reading.rst
@@ -28,7 +28,7 @@ reading. Each one of these projects is a paragon of Python coding.
 - `Diamond <https://github.com/python-diamond/Diamond>`_
   Diamond is a python daemon that collects metrics
   and publishes them to Graphite or other backends.
-  It is capable of collecting cpu, memory, network, i/o, load and disk metrics.
+  It is capable of collecting cpu, memory, network, i/o, load, and disk metrics.
   Additionally, it features an API for implementing custom collectors
   for gathering metrics from almost any source.
 

From 3bdbae8d8c3a2f9ed383f26ddc83dffa4ad2c4e3 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Mon, 24 Sep 2018 13:58:49 -0600
Subject: [PATCH 323/471] Fixed grammar.

---
 docs/writing/reading.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/reading.rst b/docs/writing/reading.rst
index 135449a4b..f06876de5 100644
--- a/docs/writing/reading.rst
+++ b/docs/writing/reading.rst
@@ -33,7 +33,7 @@ reading. Each one of these projects is a paragon of Python coding.
   for gathering metrics from almost any source.
 
 - `Werkzeug <https://github.com/mitsuhiko/werkzeug>`_
-  Werkzeug started as simple collection of various utilities for WSGI
+  Werkzeug started as a simple collection of various utilities for WSGI
   applications and has become one of the most advanced WSGI utility modules.
   It includes a powerful debugger, full-featured request and response objects,
   HTTP utilities to handle entity tags, cache control headers, HTTP dates,

From 71b2afae2391707df8ac0c15662ab7b18f23d4fe Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Mon, 24 Sep 2018 14:29:11 -0600
Subject: [PATCH 324/471] Deleted first paragraph

The subject of this section is finding examples of excellent code, not "readability matters".
---
 docs/writing/reading.rst | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/docs/writing/reading.rst b/docs/writing/reading.rst
index f06876de5..1a8aff8f4 100644
--- a/docs/writing/reading.rst
+++ b/docs/writing/reading.rst
@@ -3,10 +3,6 @@ Reading Great Code
 
 .. image:: /_static/photos/34689452831_93d7fd0571_k_d.jpg
 
-One of the core tenets behind the design of Python is creating
-readable code. The motivation behind this design is simple: The number
-one thing that Python programmers do is read code.
-
 One of the secrets of becoming a great Python programmer is to read,
 understand, and comprehend excellent code.
 

From 29be1ba532bab23b6251bbbd82b5c777ed22dd41 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc@PoulinConsulting.com>
Date: Tue, 25 Sep 2018 13:36:31 -0600
Subject: [PATCH 325/471] Capitalize CPU and I/O

---
 docs/writing/reading.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/reading.rst b/docs/writing/reading.rst
index 1a8aff8f4..5c53d97bf 100644
--- a/docs/writing/reading.rst
+++ b/docs/writing/reading.rst
@@ -24,7 +24,7 @@ reading. Each one of these projects is a paragon of Python coding.
 - `Diamond <https://github.com/python-diamond/Diamond>`_
   Diamond is a python daemon that collects metrics
   and publishes them to Graphite or other backends.
-  It is capable of collecting cpu, memory, network, i/o, load, and disk metrics.
+  It is capable of collecting CPU, memory, network, I/O, load, and disk metrics.
   Additionally, it features an API for implementing custom collectors
   for gathering metrics from almost any source.
 

From 96d17ff2928e70cd99376ff06af070e9c3f120cd Mon Sep 17 00:00:00 2001
From: Rick West <rwestdev@gmail.com>
Date: Sat, 29 Sep 2018 19:22:56 +0100
Subject: [PATCH 326/471] Update web.rst

Add Masonite to web frameworks.
---
 docs/scenarios/web.rst | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 923c9423b..efa1aef47 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -129,6 +129,17 @@ Pyramid does not have a large user base, unlike Django and Flask. It's a
 capable framework, but not a very popular choice for new Python web
 applications today.
 
+Masonite
+--------
+
+`Masonite <https://masoniteproject.com/>`_ is a modern and developer centric, "batteries included", web framework. 
+
+The Masonite framework follows the MVC (Model-View-Controller) architecture pattern and is heavily inspired by frameworks such as Rails and Laravel, so if you are coming to Python from a Ruby or PHP background then you will feel right at home!
+
+Masonite comes with a lot of functionality out of the box including a powerful IOC container with auto resolving dependency injection, craft command line tools and the Orator active record style ORM.
+
+Masonite is perfect for beginners or experienced developers alike and works hard to be fast and easy from install through to deployment. Try it once and you’ll fall in love.
+
 Web Servers
 :::::::::::
 

From 33436d48cc02b6d8295826c8c3db0f5d8999a9d5 Mon Sep 17 00:00:00 2001
From: Rick West <rwestdev@gmail.com>
Date: Sat, 29 Sep 2018 21:03:44 +0100
Subject: [PATCH 327/471] Update web.rst following #922
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Fix broken link 🙈
---
 docs/scenarios/web.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index efa1aef47..33277bb78 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -132,7 +132,7 @@ applications today.
 Masonite
 --------
 
-`Masonite <https://masoniteproject.com/>`_ is a modern and developer centric, "batteries included", web framework. 
+`Masonite <http://masoniteproject.com/>`_ is a modern and developer centric, "batteries included", web framework. 
 
 The Masonite framework follows the MVC (Model-View-Controller) architecture pattern and is heavily inspired by frameworks such as Rails and Laravel, so if you are coming to Python from a Ruby or PHP background then you will feel right at home!
 

From 92ee9d116f5427437630e5c795fb5005ac222a40 Mon Sep 17 00:00:00 2001
From: Rick West <rwestdev@gmail.com>
Date: Sun, 30 Sep 2018 14:02:01 +0100
Subject: [PATCH 328/471] Update web.rst

---
 docs/scenarios/web.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 33277bb78..7334a7779 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -132,7 +132,7 @@ applications today.
 Masonite
 --------
 
-`Masonite <http://masoniteproject.com/>`_ is a modern and developer centric, "batteries included", web framework. 
+`Masonite <https://docs.masoniteproject.com>`_ is a modern and developer centric, "batteries included", web framework. 
 
 The Masonite framework follows the MVC (Model-View-Controller) architecture pattern and is heavily inspired by frameworks such as Rails and Laravel, so if you are coming to Python from a Ruby or PHP background then you will feel right at home!
 

From 6e557c3e870c51cb71208bdec09303717b963e6f Mon Sep 17 00:00:00 2001
From: "mr.Shu" <mr@shu.io>
Date: Sat, 6 Oct 2018 13:49:12 +0200
Subject: [PATCH 329/471] add: Section on `fire` in CLI scenario

* Add a section on [Python Fire](https://github.com/google/python-fire/)
  in the CLI scenario.

Signed-off-by: mr.Shu <mr@shu.io>
---
 docs/scenarios/cli.rst | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index 50bbbbc09..14f779e44 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -74,3 +74,14 @@ for both simple and complex command line applications as well
 as support rapid development needs without sacrificing quality.
 Cement is flexible, and it's use cases span from the simplicity of a micro-framework
 to the complexity of a meg-framework.
+
+Python Fire
+-----------
+
+`Python Fire <https://github.com/google/python-fire/>`_ is a library for
+automatically generating command line interfaces from absolutely any Python
+object. It can help debug Python code more easily from the command line,
+create CLI interfaces to existing code, allow you to interactively explore
+code in a REPL, and simplify transitioning between Python and Bash (or any
+other shell).
+

From 5bd6610e41e370b7a57a9df4e97519a8a13269c0 Mon Sep 17 00:00:00 2001
From: Dan Bader <hello@dbader.org>
Date: Sun, 7 Oct 2018 13:20:54 -0700
Subject: [PATCH 330/471] Update whitelist

---
 docs/_extra/ads.txt | 23 +++++++++++++++++++++++
 1 file changed, 23 insertions(+)

diff --git a/docs/_extra/ads.txt b/docs/_extra/ads.txt
index 5e8ca5e6e..fca0f39b3 100644
--- a/docs/_extra/ads.txt
+++ b/docs/_extra/ads.txt
@@ -80,3 +80,26 @@ springserve.com, 686, DIRECT, a24eb641fc82e93d
 
 
 indexexchange.com, 187196, DIRECT
+
+rhythmone.com, 1059622079, RESELLER, a670c89d4a324e47
+contextweb.com, 560606, RESELLER, 89ff185a4c4e857
+ccoxmt.com, 2000067997702, RESELLER
+adtech.com, 11119, RESELLER
+33across.com, 0013300001r0t9mAAA, RESELLER
+adtech.com, 9904, RESELLER
+Advertising.com, 16736, RESELLER
+aolcloud.net, 9904, RESELLER
+appnexus.com, 7597, RESELLER, f5ab79cb980f11d1
+bidtellect.com, 1407, RESELLER, 1c34aa2d85d45e93
+contextweb.com, 558355, RESELLER
+criteo.com, 109412, DIRECT, 9fac4a4a87c2a44f
+indexexchange.com, 177754, RESELLER, 50b1c356f2c5c8fc
+lkqd.com, 470, RESELLER, 59c49fa9598a0117
+lkqd.net, 470, RESELLER, 59c49fa9598a0117
+outbrain.com, 01a755b08c8c22b15d46a8b753ab6955d4, RESELLER
+outbrain.com, 01a755b08c8c22b15d46a8b753ab6955d4, DIRECT
+revcontent.com, 76611, RESELLER
+smaato.com, 1100033117, RESELLER
+spotx.tv, 147949, RESELLER, 7842df1d2fe2db34
+spotxchange.com, 147949, RESELLER, 7842df1d2fe2db34
+springserve.com, 686, DIRECT, a24eb641fc82e93d

From 2dee29c362ac07eca8728101b2a430913b6203f7 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Thu, 11 Oct 2018 15:45:20 -0700
Subject: [PATCH 331/471] Update community

---
 docs/intro/community.rst | 13 +++++++++++--
 docs/intro/learning.rst  | 15 +++++++++++----
 2 files changed, 22 insertions(+), 6 deletions(-)

diff --git a/docs/intro/community.rst b/docs/intro/community.rst
index 2e54be330..ac5f844c7 100644
--- a/docs/intro/community.rst
+++ b/docs/intro/community.rst
@@ -71,7 +71,7 @@ Here's an overview of the PEP acceptance workflow:
 
 
 Python Conferences
---------------------------
+------------------
 
 The major events for the Python community are developer conferences. The two
 most notable conferences are PyCon, which is held in the US, and its European
@@ -81,8 +81,17 @@ A comprehensive list of conferences is maintained at `pycon.org <http://www.pyco
 
 
 Python User Groups
---------------------------
+------------------
 
 User Groups are where a bunch of Python developers meet to present or talk
 about Python topics of interest. A list of local user groups is maintained at
 the `Python Software Foundation Wiki <http://wiki.python.org/moin/LocalUserGroups>`_.
+
+
+Online Communities
+------------------
+
+`PythonistaCafe <https://www.pythonistacafe.com>`_ is an invite-only, online community
+of Python and software development enthusiasts helping each other succeed and grow.
+Think of it as a club of mutual improvement for Pythonistas where a broad range of
+programming questions, career advice, and other topics are discussed every day.
diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 22935e6d6..f478f95b1 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -22,16 +22,15 @@ Real Python is a repository of free and in-depth Python tutorials created by a d
 
     `Real Python <https://realpython.com/>`_
 
-
 Python Basics
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+~~~~~~~~~~~~~
 
 pythonbasics.org is an introductiory tutorial for beginners. The tutorial includes exercises. It covers the basics and there are also in-depth lessons like object oriented programming and regular expressions.
 
    `Python basics <https://pythonbasics.org/>`_
 
 Python for Beginners
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+~~~~~~~~~~~~~~~~~~~~
 
 thepythonguru.com is a tutorial focuses on beginner programmers. It covers many python concepts
 in depth. It also teaches you some advance constructs of python like lambda expression, regular expression.
@@ -280,7 +279,7 @@ puts the emphasis on numerical methods and how to implement them in Python.
 
     `Numerical Methods in Engineering with Python <http://www.cambridge.org/us/academic/subjects/engineering/engineering-mathematics-and-programming/numerical-methods-engineering-python-2nd-edition>`_
 
-Miscellaneous topics
+Miscellaneous Topics
 --------------------
 
 Problem Solving with Algorithms and Data Structures
@@ -329,6 +328,14 @@ web app from scratch.
     `Fullstack Python <https://www.fullstackpython.com>`_
 
 
+PythonistaCafe
+~~~~~~~~~~~~~~
+
+PythonistaCafe is an invite-only, online community of Python and software development enthusiasts helping each other succeed and grow. Think of it as a club of mutual improvement for Pythonistas where a broad range of programming questions, career advice, and other topics are discussed every day.
+
+    `PythonistaCafe <https://www.pythonistacafe.com>`_
+
+
 References
 ----------
 

From bd3d762f5e0cc47145174b46f2b0d4608f68657d Mon Sep 17 00:00:00 2001
From: Aditya <code.aditya@gmail.com>
Date: Mon, 15 Oct 2018 15:47:12 +0530
Subject: [PATCH 332/471] Update the link for latest available Python 2.7
 release for Windows

---
 docs/starting/install/win.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index 113a1740c..5b807fda8 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -8,7 +8,7 @@ Installing Python 2 on Windows
 .. note::
     Check out our :ref:`guide for installing Python 3 on Windows<install3-windows>`.
 
-First, download the `latest version <https://www.python.org/ftp/python/2.7.14/python-2.7.14.msi>`_
+First, download the `latest version <https://www.python.org/ftp/python/2.7.15/python-2.7.15.msi>`_
 of Python 2.7 from the official website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the
 `Python.org web site <http://python.org>`_ .

From a6aa52a7a3d400decbec1ae1a4f1985314c5f2b5 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc@PoulinConsulting.com>
Date: Fri, 19 Oct 2018 08:07:21 -0600
Subject: [PATCH 333/471] Fixed URL for Dive Into Python

Before, link to "Dive Into Python 3" was broken.
Now, link points to correct page.
---
 docs/intro/learning.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index f478f95b1..84320bfe7 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -120,7 +120,7 @@ Dive Into Python 3 is a good book for those ready to jump in to Python 3. It's
 a good read if you are moving from Python 2 to 3 or if you already have some
 experience programming in another language.
 
-    `Dive Into Python 3 <http://www.diveintopython3.net/>`_
+    `Dive Into Python 3 <http://diveintopython3.problemsolving.io/>`_
 
 
 Think Python: How to Think Like a Computer Scientist

From 57360cf2c60b4a958538686e01af7d9faa085a11 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Mon, 22 Oct 2018 14:12:24 -0600
Subject: [PATCH 334/471] Resolved W3C link redirect warnings

Fixed permanent redirects reported by the W3C link checker.
---
 docs/scenarios/web.rst | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 7334a7779..1060487f9 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -51,7 +51,7 @@ Development Web Server
 Django
 ------
 
-`Django <http://www.djangoproject.com>`_ is a "batteries included" web
+`Django <https://www.djangoproject.com>`_ is a "batteries included" web
 application framework, and is an excellent choice for creating content-oriented
 websites. By providing many utilities and patterns out of the box, Django aims
 to make it possible to build complex, database-backed web applications quickly,
@@ -123,7 +123,7 @@ focus on modularity. It comes with a small number of libraries ("batteries")
 built-in, and encourages users to extend its base functionality. A set of
 provided cookiecutter templates helps making new project decisions for users.
 It poweres one of the most important parts of python infrastucture
-`PyPI <http://pypi.org/>`_.
+`PyPI <https://pypi.org/>`_.
 
 Pyramid does not have a large user base, unlike Django and Flask. It's a
 capable framework, but not a very popular choice for new Python web
@@ -169,7 +169,7 @@ servers and provide top performance [3]_.
 Gunicorn
 --------
 
-`Gunicorn <http://gunicorn.org/>`_ (Green Unicorn) is a pure-python WSGI
+`Gunicorn <https://gunicorn.org/>`_ (Green Unicorn) is a pure-python WSGI
 server used to serve Python applications. Unlike other Python web servers,
 it has a thoughtful user-interface, and is extremely easy to use and
 configure.
@@ -237,14 +237,14 @@ details.
 Heroku
 ------
 
-`Heroku <http://www.heroku.com/python>`_ offers first-class support for
+`Heroku <https://www.heroku.com/python>`_ offers first-class support for
 Python 2.7–3.5 applications.
 
 Heroku supports all types of Python web applications, servers, and frameworks.
 Applications can be developed on Heroku for free. Once your application is
 ready for production, you can upgrade to a Hobby or Professional application.
 
-Heroku maintains `detailed articles <https://devcenter.heroku.com/categories/python>`_
+Heroku maintains `detailed articles <https://devcenter.heroku.com/categories/python-support>`_
 on using Python with Heroku, as well as `step-by-step instructions
 <https://devcenter.heroku.com/articles/getting-started-with-python>`_ on
 how to set up your first application.
@@ -254,7 +254,7 @@ Heroku is the recommended PaaS for deploying Python web applications today.
 Eldarion
 --------
 
-`Eldarion <http://eldarion.cloud/>`_ (formely known as Gondor) is a PaaS powered
+`Eldarion <https://eldarion.cloud/>`_ (formely known as Gondor) is a PaaS powered
 by Kubernetes, CoreOS, and Docker. They support any WSGI application and have a
 guide on deploying `Django projects <https://eldarion-gondor.github.io/docs/how-to/setup-deploy-first-django-project/>`_.
 
@@ -417,12 +417,12 @@ Chameleon
 ---------
 
 `Chameleon <https://chameleon.readthedocs.io/>`_ Page Templates are an HTML/XML template
-engine implementation of the `Template Attribute Language (TAL) <http://en.wikipedia.org/wiki/Template_Attribute_Language>`_,
+engine implementation of the `Template Attribute Language (TAL) <https://en.wikipedia.org/wiki/Template_Attribute_Language>`_,
 `TAL Expression Syntax (TALES) <https://chameleon.readthedocs.io/en/latest/reference.html#expressions-tales>`_,
 and `Macro Expansion TAL (Metal) <https://chameleon.readthedocs.io/en/latest/reference.html#macros-metal>`_ syntaxes.
 
 Chameleon is available for Python 2.5 and up (including 3.x and pypy), and
-is commonly used by the `Pyramid Framework <http://trypyramid.com>`_.
+is commonly used by the `Pyramid Framework <https://trypyramid.com/>`_.
 
 Page Templates add within your document structure special element attributes
 and text markup. Using a set of simple language constructs, you control the
@@ -519,5 +519,5 @@ Mako is well respected within the Python web community.
 .. rubric:: References
 
 .. [1] `The mod_python project is now officially dead <http://blog.dscpl.com.au/2010/06/modpython-project-is-now-officially.html>`_
-.. [2] `mod_wsgi vs mod_python <http://www.modpython.org/pipermail/mod_python/2007-July/024080.html>`_
+.. [2] `mod_wsgi vs mod_python <http://modpython.org/pipermail/mod_python/2007-July/024080.html>`_
 .. [3] `Benchmark of Python WSGI Servers <http://nichol.as/benchmark-of-python-web-servers>`_

From 1363df8e25d1567f27e7ac6dc8a468e205b3e35f Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Wed, 7 Nov 2018 17:34:50 +0100
Subject: [PATCH 335/471] adding search experience to the documentation #932

---
 docs/_templates/layout.html       | 19 +++++++++++++++++++
 docs/_templates/sidebarintro.html |  1 +
 2 files changed, 20 insertions(+)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 6a6a22b8a..23651ab5f 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -11,7 +11,17 @@
       min-width: initial;
       max-width: initial;
     }
+    .algolia-autocomplete{
+      width: 100%;
+      height: 1.5em
+    }
+    #q{
+      width: 100%;
+      height: 100%;
+    }
   </style>
+  <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
+
 
   {% if pagename == 'index' %}
   <link rel="canonical" href="https://docs.python-guide.org/"/>
@@ -111,3 +121,12 @@
   {% if show_copyright %}<p>&copy;{{ copyright }}</p>{% endif %}
 </div>
 {% endblock %}
+<!-- at the end of the BODY -->
+<script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
+<script type="text/javascript"> docsearch({
+    apiKey: '512b0d6c0c8578bed7662f5279c2249c',
+    indexName: 'python-guide',
+    inputSelector: '#q',
+    debug: false // Set debug to true if you want to inspect the dropdown
+  });
+</script>
\ No newline at end of file
diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index a3171651b..c63eb5f9f 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -5,6 +5,7 @@
 </p>
 
 <p style="margin-left:auto; margin-right: auto;"><iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true&size=large" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe></p>
+<input placeholder="Search the doc" autofocus id="q" />
 
 <p>
   This opinionated guide exists to provide both novice and expert Python developers a best practice handbook to the installation, configuration, and usage of Python on a daily basis.

From 03601528ecbcb10026cad0f318709a9e8726cab3 Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Wed, 7 Nov 2018 17:55:02 +0100
Subject: [PATCH 336/471] fixing position of the script

---
 docs/_templates/layout.html | 19 +++++++++----------
 1 file changed, 9 insertions(+), 10 deletions(-)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 23651ab5f..1ae6b8b72 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -63,6 +63,14 @@
     ga('create', 'UA-37242602-11', 'auto');
     ga('send', 'pageview');
     </script>
+  <script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
+  <script type="text/javascript"> docsearch({
+      apiKey: '512b0d6c0c8578bed7662f5279c2249c',
+      indexName: 'python-guide',
+      inputSelector: '#q',
+      debug: false // Set debug to true if you want to inspect the dropdown
+    });
+  </script>
 {% endblock %}
 
 {# From: https://github.com/bitprophet/alabaster/blob/5f249677242be96601e034edb3697b7482a6abcf/alabaster/layout.html #}
@@ -120,13 +128,4 @@
   <div style="text-align: center;" id="waldo-tag-2171"></div>
   {% if show_copyright %}<p>&copy;{{ copyright }}</p>{% endif %}
 </div>
-{% endblock %}
-<!-- at the end of the BODY -->
-<script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
-<script type="text/javascript"> docsearch({
-    apiKey: '512b0d6c0c8578bed7662f5279c2249c',
-    indexName: 'python-guide',
-    inputSelector: '#q',
-    debug: false // Set debug to true if you want to inspect the dropdown
-  });
-</script>
\ No newline at end of file
+{% endblock %}
\ No newline at end of file

From f7b55aa35ec299b386f1e7648668cf3c8e229a85 Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Wed, 7 Nov 2018 18:05:54 +0100
Subject: [PATCH 337/471] using another id

---
 docs/_templates/layout.html       | 2 +-
 docs/_templates/sidebarintro.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 1ae6b8b72..842d6a2ab 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -67,7 +67,7 @@
   <script type="text/javascript"> docsearch({
       apiKey: '512b0d6c0c8578bed7662f5279c2249c',
       indexName: 'python-guide',
-      inputSelector: '#q',
+      inputSelector: "#doc_search",
       debug: false // Set debug to true if you want to inspect the dropdown
     });
   </script>
diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index c63eb5f9f..709517883 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -5,7 +5,7 @@
 </p>
 
 <p style="margin-left:auto; margin-right: auto;"><iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true&size=large" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe></p>
-<input placeholder="Search the doc" autofocus id="q" />
+<input id="doc_search" placeholder="Search the doc" autofocus/>
 
 <p>
   This opinionated guide exists to provide both novice and expert Python developers a best practice handbook to the installation, configuration, and usage of Python on a daily basis.

From 2f70d88292c11c24c858555dacbe538ea807c2d9 Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Wed, 7 Nov 2018 18:10:44 +0100
Subject: [PATCH 338/471] script with the nav

---
 docs/_templates/layout.html       | 8 --------
 docs/_templates/sidebarintro.html | 8 ++++++++
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 842d6a2ab..150d4fc26 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -63,14 +63,6 @@
     ga('create', 'UA-37242602-11', 'auto');
     ga('send', 'pageview');
     </script>
-  <script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
-  <script type="text/javascript"> docsearch({
-      apiKey: '512b0d6c0c8578bed7662f5279c2249c',
-      indexName: 'python-guide',
-      inputSelector: "#doc_search",
-      debug: false // Set debug to true if you want to inspect the dropdown
-    });
-  </script>
 {% endblock %}
 
 {# From: https://github.com/bitprophet/alabaster/blob/5f249677242be96601e034edb3697b7482a6abcf/alabaster/layout.html #}
diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 709517883..50d0e737b 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -6,6 +6,14 @@
 
 <p style="margin-left:auto; margin-right: auto;"><iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true&size=large" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe></p>
 <input id="doc_search" placeholder="Search the doc" autofocus/>
+<script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
+  <script type="text/javascript"> docsearch({
+      apiKey: '512b0d6c0c8578bed7662f5279c2249c',
+      indexName: 'python-guide',
+      inputSelector: "#doc_search",
+      debug: false // Set debug to true if you want to inspect the dropdown
+    });
+  </script>
 
 <p>
   This opinionated guide exists to provide both novice and expert Python developers a best practice handbook to the installation, configuration, and usage of Python on a daily basis.

From 2fe73f2807c5c7dce14cb610915302a85474f131 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Wed, 7 Nov 2018 09:10:58 -0800
Subject: [PATCH 339/471] Revert "adding search experience to the documentation
 #932"

This reverts commit 1363df8e25d1567f27e7ac6dc8a468e205b3e35f.
---
 docs/_templates/layout.html       | 19 -------------------
 docs/_templates/sidebarintro.html |  1 -
 2 files changed, 20 deletions(-)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 23651ab5f..6a6a22b8a 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -11,17 +11,7 @@
       min-width: initial;
       max-width: initial;
     }
-    .algolia-autocomplete{
-      width: 100%;
-      height: 1.5em
-    }
-    #q{
-      width: 100%;
-      height: 100%;
-    }
   </style>
-  <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
-
 
   {% if pagename == 'index' %}
   <link rel="canonical" href="https://docs.python-guide.org/"/>
@@ -121,12 +111,3 @@
   {% if show_copyright %}<p>&copy;{{ copyright }}</p>{% endif %}
 </div>
 {% endblock %}
-<!-- at the end of the BODY -->
-<script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
-<script type="text/javascript"> docsearch({
-    apiKey: '512b0d6c0c8578bed7662f5279c2249c',
-    indexName: 'python-guide',
-    inputSelector: '#q',
-    debug: false // Set debug to true if you want to inspect the dropdown
-  });
-</script>
\ No newline at end of file
diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index c63eb5f9f..a3171651b 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -5,7 +5,6 @@
 </p>
 
 <p style="margin-left:auto; margin-right: auto;"><iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true&size=large" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe></p>
-<input placeholder="Search the doc" autofocus id="q" />
 
 <p>
   This opinionated guide exists to provide both novice and expert Python developers a best practice handbook to the installation, configuration, and usage of Python on a daily basis.

From f52611818b3b5fd1ab7623028465e5aa98b9cd7d Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Wed, 7 Nov 2018 18:20:01 +0100
Subject: [PATCH 340/471] everything in the same place

---
 docs/_templates/sidebarintro.html | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 50d0e737b..7f725b44f 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -5,6 +5,17 @@
 </p>
 
 <p style="margin-left:auto; margin-right: auto;"><iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true&size=large" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe></p>
+<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
+<style>
+.algolia-autocomplete{
+  width: 100%;
+  height: 1.5em
+}
+#q{
+  width: 100%;
+  height: 100%;
+}
+</style>
 <input id="doc_search" placeholder="Search the doc" autofocus/>
 <script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
   <script type="text/javascript"> docsearch({

From 18df25b13ea5bb0d326e35bf760bc87705d2a1a5 Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Wed, 7 Nov 2018 18:28:59 +0100
Subject: [PATCH 341/471] ready to deploy

---
 docs/_templates/layout.html       | 21 ++++++++++-----------
 docs/_templates/sidebarintro.html |  2 +-
 2 files changed, 11 insertions(+), 12 deletions(-)

diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 150d4fc26..28d39efc7 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -11,17 +11,7 @@
       min-width: initial;
       max-width: initial;
     }
-    .algolia-autocomplete{
-      width: 100%;
-      height: 1.5em
-    }
-    #q{
-      width: 100%;
-      height: 100%;
-    }
   </style>
-  <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
-
 
   {% if pagename == 'index' %}
   <link rel="canonical" href="https://docs.python-guide.org/"/>
@@ -120,4 +110,13 @@
   <div style="text-align: center;" id="waldo-tag-2171"></div>
   {% if show_copyright %}<p>&copy;{{ copyright }}</p>{% endif %}
 </div>
-{% endblock %}
\ No newline at end of file
+{% endblock %}
+<!-- at the end of the BODY -->
+<script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
+<script type="text/javascript"> docsearch({
+    apiKey: '512b0d6c0c8578bed7662f5279c2249c',
+    indexName: 'python-guide',
+    inputSelector: '#q',
+    debug: false // Set debug to true if you want to inspect the dropdown
+  });
+</script>
\ No newline at end of file
diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 7f725b44f..692a984e9 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -11,7 +11,7 @@
   width: 100%;
   height: 1.5em
 }
-#q{
+#doc_search{
   width: 100%;
   height: 100%;
 }

From 87a3400adf5308bf1846c6919c935c27156b602c Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Wed, 7 Nov 2018 18:47:28 +0100
Subject: [PATCH 342/471] removing extra bottom line

---
 docs/_templates/sidebarintro.html | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index ed0d532c2..1eed8bc81 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -12,6 +12,9 @@
   width: 100%;
   height: 1.5em
 }
+.algolia-autocomplete a{
+  border-bottom: none;
+}
 #doc_search{
   width: 100%;
   height: 100%;

From 1d3dfa6183c123132f6b1f6b3267e70664368db0 Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Wed, 7 Nov 2018 18:51:25 +0100
Subject: [PATCH 343/471] override

---
 docs/_templates/sidebarintro.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 1eed8bc81..f4d9088f4 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -13,7 +13,7 @@
   height: 1.5em
 }
 .algolia-autocomplete a{
-  border-bottom: none;
+  border-bottom: none !important;
 }
 #doc_search{
   width: 100%;

From 126c1594e886e4757627a40633f43aaa49bffc6f Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Wed, 7 Nov 2018 20:39:23 +0100
Subject: [PATCH 344/471] Search the Guide

---
 docs/_templates/sidebarintro.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index f4d9088f4..17527253f 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -20,7 +20,7 @@
   height: 100%;
 }
 </style>
-<input id="doc_search" placeholder="Search the doc" autofocus/>
+<input id="doc_search" placeholder="Search the Guide" autofocus/>
 <script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
   <script type="text/javascript"> docsearch({
       apiKey: '512b0d6c0c8578bed7662f5279c2249c',

From 61254a06da828b6f363d61a12763fe7b9de8c824 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Thu, 8 Nov 2018 11:47:49 -0800
Subject: [PATCH 345/471] Spelling

---
 docs/intro/news.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/intro/news.rst b/docs/intro/news.rst
index 29bd3d8c1..7a23d61c9 100644
--- a/docs/intro/news.rst
+++ b/docs/intro/news.rst
@@ -3,13 +3,13 @@ News
 
 .. image:: /_static/photos/33573767786_eececc5d27_k_d.jpg
 
-Pycoder's Weekly
+PyCoder’s Weekly
 ~~~~~~~~~~~~~~~~
 
-Pycoder's Weekly is a free weekly Python newsletter for Python developers
+PyCoder’s Weekly is a free weekly Python newsletter for Python developers
 by Python developers (Projects, Articles, News, and Jobs).
 
-    `Pycoder's Weekly <https://pycoders.com/>`_
+    `PyCoder’s Weekly <https://pycoders.com/>`_
 
 Real Python
 ~~~~~~~~~~~

From fdc5e3bfaab5e0b19230e03de0f8b0c3b4dac375 Mon Sep 17 00:00:00 2001
From: Ben Norquist <bnorquist@lyft.com>
Date: Tue, 20 Nov 2018 12:06:14 -0600
Subject: [PATCH 346/471] add path step for mojave and high sierra

---
 docs/starting/install3/osx.rst | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 683e52399..9d5b81665 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -54,6 +54,12 @@ Once you've installed Homebrew, insert the Homebrew directory at the top
 of your :envvar:`PATH` environment variable. You can do this by adding the following
 line at the bottom of your :file:`~/.profile` file
 
+.. code-block:: console
+
+    export PATH="/usr/local/opt/python/libexec/bin:$PATH"
+
+If you have OS X 10.12 (Sierra) or older use this line instead
+
 .. code-block:: console
 
     export PATH=/usr/local/bin:/usr/local/sbin:$PATH

From c178db7792e6a5a964830be20f28a0fc6b55ed03 Mon Sep 17 00:00:00 2001
From: Ben Norquist <bnorquist@lyft.com>
Date: Tue, 20 Nov 2018 12:07:27 -0600
Subject: [PATCH 347/471] redundant instructions

---
 docs/starting/install3/osx.rst | 2 --
 1 file changed, 2 deletions(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 9d5b81665..b8482196c 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -114,8 +114,6 @@ The rest of the guide will assume that ``python`` references Python 3.
     $ python --version
     Python 3.6.4 # Success! 
     # If you still see 2.7 ensure in PATH /usr/local/bin/ takes precedence over /usr/bin/
-    # If you are running OSX High Sierra add this to your .bash_profile or .profile instead
-    # export PATH="/usr/local/opt/python/libexec/bin:$PATH"
 
 Pipenv & Virtual Environments
 -----------------------------

From 8ec78ec61b781c82b0de97321a4703a74e81d41a Mon Sep 17 00:00:00 2001
From: MikeTheWatchGuy <mike_barnett@hotmail.com>
Date: Wed, 21 Nov 2018 09:11:53 -0500
Subject: [PATCH 348/471] Added information on new Qt port.

---
 docs/scenarios/gui.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 34c3ac134..d52a2924f 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -92,7 +92,7 @@ non-GUI applications.
 
 PySimpleGUI 
 ------  
-`PySimpleGUI <https://pysimplegui.readthedocs.io/>`_ is a  wrapper for the Tkinter.  The amount of code required to implement custom GUIs is much shorter using PySimpleGUI than if the same GUI were written directly using tkinter.  Having Tkinter as a base results in the ability to run on a larger number of platforms than other GUI frameworks.
+`PySimpleGUI <https://pysimplegui.readthedocs.io/>`_ is a  wrapper for Tkinter and Qt (others on the way).  The amount of code required to implement custom GUIs is much shorter using PySimpleGUI than if the same GUI were written directly using tkinter or Qt.  PySimpleGUI code can be "ported" between GUI frameworks by changing import statement.
 
 .. code-block:: console 
 

From 8e7ba7e666a3a08380713311980c2c144ba1bb65 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Wed, 21 Nov 2018 17:16:12 -0800
Subject: [PATCH 349/471] Update community.rst

---
 docs/intro/community.rst | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/docs/intro/community.rst b/docs/intro/community.rst
index ac5f844c7..471742e4d 100644
--- a/docs/intro/community.rst
+++ b/docs/intro/community.rst
@@ -95,3 +95,11 @@ Online Communities
 of Python and software development enthusiasts helping each other succeed and grow.
 Think of it as a club of mutual improvement for Pythonistas where a broad range of
 programming questions, career advice, and other topics are discussed every day.
+
+
+Python Job Boards
+-----------------
+
+`Python Jobs HQ <https://www.pythonjobshq.com>`_ is a Python job board, by Python Developers
+for Python Developers. The site aggregates Python job postings from across the web and
+also allows employers to post Python job openings directly on the site.

From 693c8ca6773124afadf32c89a513aee03986a225 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Thu, 29 Nov 2018 11:46:30 -0700
Subject: [PATCH 350/471] Fixed all H1 headings

Before, H1 headings were not consistent.
Now, all H1 headings user over/under hashes.
---
 docs/404.rst                     | 4 +++-
 docs/index.rst                   | 4 +++-
 docs/intro/community.rst         | 4 +++-
 docs/intro/documentation.rst     | 5 ++++-
 docs/intro/duction.rst           | 5 ++++-
 docs/intro/learning.rst          | 5 ++++-
 docs/intro/news.rst              | 5 ++++-
 docs/notes/contribute.rst        | 3 ++-
 docs/notes/license.rst           | 4 ++--
 docs/notes/styleguide.rst        | 4 ++--
 docs/scenarios/admin.rst         | 4 +++-
 docs/scenarios/ci.rst            | 4 +++-
 docs/scenarios/cli.rst           | 4 +++-
 docs/scenarios/clibs.rst         | 4 +++-
 docs/scenarios/client.rst        | 4 +++-
 docs/scenarios/crypto.rst        | 4 +++-
 docs/scenarios/db.rst            | 4 +++-
 docs/scenarios/gui.rst           | 4 +++-
 docs/scenarios/imaging.rst       | 5 +++--
 docs/scenarios/json.rst          | 4 +++-
 docs/scenarios/ml.rst            | 6 ++++--
 docs/scenarios/network.rst       | 4 +++-
 docs/scenarios/scientific.rst    | 5 +++--
 docs/scenarios/scrape.rst        | 4 +++-
 docs/scenarios/serialization.rst | 5 +++--
 docs/scenarios/speed.rst         | 4 +++-
 docs/scenarios/web.rst           | 5 +++--
 docs/scenarios/xml.rst           | 4 +++-
 docs/shipping/freezing.rst       | 5 +++--
 docs/shipping/packaging.rst      | 5 +++--
 docs/starting/install/linux.rst  | 4 +++-
 docs/starting/install/osx.rst    | 4 +++-
 docs/starting/install/win.rst    | 4 +++-
 docs/starting/installation.rst   | 4 +++-
 docs/starting/which-python.rst   | 5 ++++-
 35 files changed, 108 insertions(+), 44 deletions(-)

diff --git a/docs/404.rst b/docs/404.rst
index 1cb26757c..ffef38e93 100644
--- a/docs/404.rst
+++ b/docs/404.rst
@@ -1,5 +1,7 @@
+
+#################
 404 — Not Found
-===============
+#################
 
 **Sorry, but we couldn't find the page you requested.**
 
diff --git a/docs/index.rst b/docs/index.rst
index aec53b975..dcd56579f 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -6,8 +6,10 @@
 .. meta::
    :description: An opinionated guide to the Python programming language and a best practice handbook to the installation, configuration, and usage of Python on a daily basis.
 
+
+#################################
 The Hitchhiker's Guide to Python!
-=================================
+#################################
 
 Greetings, Earthling! Welcome to The Hitchhiker's Guide to Python.
 
diff --git a/docs/intro/community.rst b/docs/intro/community.rst
index 471742e4d..bfedc41ce 100644
--- a/docs/intro/community.rst
+++ b/docs/intro/community.rst
@@ -1,7 +1,9 @@
 .. _the-community:
 
+
+#############
 The Community
-=============
+#############
 
 .. image:: /_static/photos/34689432801_78d97ecec9_k_d.jpg
 
diff --git a/docs/intro/documentation.rst b/docs/intro/documentation.rst
index ea247ce4f..a6befcd20 100644
--- a/docs/intro/documentation.rst
+++ b/docs/intro/documentation.rst
@@ -1,5 +1,8 @@
+
+
+#############
 Documentation
-=============
+#############
 
 .. image:: /_static/photos/33928823133_2f3d32cf32_k_d.jpg
 
diff --git a/docs/intro/duction.rst b/docs/intro/duction.rst
index 4a6772d79..26b0966ca 100644
--- a/docs/intro/duction.rst
+++ b/docs/intro/duction.rst
@@ -1,5 +1,8 @@
+
+
+############
 Introduction
-============
+############
 
 .. image:: /_static/photos/34725946825_0f85497e60_k_d.jpg
 
diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 84320bfe7..cd9aafa86 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -1,5 +1,8 @@
+
+
+###############
 Learning Python
-===============
+###############
 
 .. image:: /_static/photos/32800783863_11a00db52c_k_d.jpg
 
diff --git a/docs/intro/news.rst b/docs/intro/news.rst
index 7a23d61c9..e4e7f3161 100644
--- a/docs/intro/news.rst
+++ b/docs/intro/news.rst
@@ -1,5 +1,8 @@
+
+
+####
 News
-====
+####
 
 .. image:: /_static/photos/33573767786_eececc5d27_k_d.jpg
 
diff --git a/docs/notes/contribute.rst b/docs/notes/contribute.rst
index 4045fb102..ed2d47356 100644
--- a/docs/notes/contribute.rst
+++ b/docs/notes/contribute.rst
@@ -1,5 +1,6 @@
+##########
 Contribute
-~~~~~~~~~~
+##########
 
 .. image:: /_static/photos/33573769116_49c1ef51e7_k_d.jpg
 
diff --git a/docs/notes/license.rst b/docs/notes/license.rst
index 407e17358..1dd3d340a 100644
--- a/docs/notes/license.rst
+++ b/docs/notes/license.rst
@@ -1,6 +1,6 @@
-=======
+#######
 License
-=======
+#######
 
 .. image:: /_static/photos/32800805573_568d6b72fd_k_d.jpg
 
diff --git a/docs/notes/styleguide.rst b/docs/notes/styleguide.rst
index 619c6daff..3517771ab 100644
--- a/docs/notes/styleguide.rst
+++ b/docs/notes/styleguide.rst
@@ -1,8 +1,8 @@
 .. _guide-style-guide:
 
-=====================
+#####################
 The Guide Style Guide
-=====================
+#####################
 
 .. image:: /_static/photos/33573755856_7f43d43adf_k_d.jpg
 
diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index 1fe3b5358..af9e4350f 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -1,5 +1,7 @@
+
+######################
 Systems Administration
-======================
+######################
 
 .. image:: /_static/photos/34435690580_3afec7d4cd_k_d.jpg
 
diff --git a/docs/scenarios/ci.rst b/docs/scenarios/ci.rst
index 676f0b805..84ef70c61 100644
--- a/docs/scenarios/ci.rst
+++ b/docs/scenarios/ci.rst
@@ -1,5 +1,7 @@
+
+######################
 Continuous Integration
-======================
+######################
 
 .. image:: /_static/photos/33907150594_9abba7ad0a_k_d.jpg
 
diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index 14f779e44..cb00e0d98 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -1,5 +1,7 @@
+
+#########################
 Command-line Applications
-=========================
+#########################
 
 .. image:: /_static/photos/34435690330_11930b5987_k_d.jpg
 
diff --git a/docs/scenarios/clibs.rst b/docs/scenarios/clibs.rst
index dba7d7127..69be3d454 100644
--- a/docs/scenarios/clibs.rst
+++ b/docs/scenarios/clibs.rst
@@ -1,5 +1,7 @@
+
+################################
 Interfacing with C/C++ Libraries
-================================
+################################
 
 .. image:: /_static/photos/34725951345_c8f5959a2e_k_d.jpg
 
diff --git a/docs/scenarios/client.rst b/docs/scenarios/client.rst
index 459feb243..941312876 100644
--- a/docs/scenarios/client.rst
+++ b/docs/scenarios/client.rst
@@ -1,5 +1,7 @@
+
+####################
 Network Applications
-====================
+####################
 
 .. image:: /_static/photos/34364815780_bea6614025_k_d.jpg
 
diff --git a/docs/scenarios/crypto.rst b/docs/scenarios/crypto.rst
index 35330821c..a424b653d 100644
--- a/docs/scenarios/crypto.rst
+++ b/docs/scenarios/crypto.rst
@@ -1,5 +1,7 @@
+
+############
 Cryptography
-============
+############
 
 .. image:: /_static/photos/33907152824_bf91078cc1_k_d.jpg
 
diff --git a/docs/scenarios/db.rst b/docs/scenarios/db.rst
index af610e0f7..30686b061 100644
--- a/docs/scenarios/db.rst
+++ b/docs/scenarios/db.rst
@@ -1,5 +1,7 @@
+
+#########
 Databases
-=========
+#########
 
 .. image:: /_static/photos/33907152464_a99fdcc8de_k_d.jpg
 
diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index d52a2924f..a9db95304 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -1,5 +1,7 @@
+
+################
 GUI Applications
-================
+################
 
 .. image:: /_static/photos/33907143624_cd621b535c_k_d.jpg
 
diff --git a/docs/scenarios/imaging.rst b/docs/scenarios/imaging.rst
index ff620808e..00dd3986e 100644
--- a/docs/scenarios/imaging.rst
+++ b/docs/scenarios/imaging.rst
@@ -1,6 +1,7 @@
-==================
+
+##################
 Image Manipulation
-==================
+##################
 
 .. image:: /_static/photos/34575689432_3de8e9a348_k_d.jpg
 
diff --git a/docs/scenarios/json.rst b/docs/scenarios/json.rst
index d555067db..c7f7e7464 100644
--- a/docs/scenarios/json.rst
+++ b/docs/scenarios/json.rst
@@ -1,5 +1,7 @@
+
+####
 JSON
-====
+####
 
 .. image:: /_static/photos/33928819683_97b5c6a184_k_d.jpg
 
diff --git a/docs/scenarios/ml.rst b/docs/scenarios/ml.rst
index 30eefcbdf..40cc8290f 100644
--- a/docs/scenarios/ml.rst
+++ b/docs/scenarios/ml.rst
@@ -1,6 +1,8 @@
-================
+
+
+################
 Machine Learning
-================
+################
 
 .. image:: /_static/photos/34018729885_002ced9b54_k_d.jpg
 
diff --git a/docs/scenarios/network.rst b/docs/scenarios/network.rst
index 1cea42dd5..0dbc28749 100644
--- a/docs/scenarios/network.rst
+++ b/docs/scenarios/network.rst
@@ -1,5 +1,7 @@
+
+##########
 Networking
-==========
+##########
 
 .. image:: /_static/photos/34151833832_6bdfd930af_k_d.jpg
 
diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index 7276420d3..20681b21b 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -1,6 +1,7 @@
-=======================
+
+#######################
 Scientific Applications
-=======================
+#######################
 
 .. image:: /_static/photos/33925223870_97e44f5629_k_d.jpg
 
diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index 01d56f4a3..a1e0759ce 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -1,5 +1,7 @@
+
+#############
 HTML Scraping
-=============
+#############
 
 .. image:: /_static/photos/34268661876_442428e122_k_d.jpg
 
diff --git a/docs/scenarios/serialization.rst b/docs/scenarios/serialization.rst
index 5d5f41517..9600ffcfe 100644
--- a/docs/scenarios/serialization.rst
+++ b/docs/scenarios/serialization.rst
@@ -1,6 +1,7 @@
-==================
+
+##################
 Data Serialization
-==================
+##################
 
 .. image:: /_static/photos/33467946364_3e59bd376a_k_d.jpg
 
diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index dcb141a71..f810a5e4d 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -1,5 +1,7 @@
+
+#####
 Speed
-=====
+#####
 
 .. image:: /_static/photos/33175625804_e225b90f3e_k_d.jpg
 
diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 1060487f9..f599892a3 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -1,6 +1,7 @@
-=============================
+
+#############################
 Web Applications & Frameworks
-=============================
+#############################
 
 .. image:: /_static/photos/34309496175_b82d104282_k_d.jpg
 
diff --git a/docs/scenarios/xml.rst b/docs/scenarios/xml.rst
index 51a784d20..fa33174ff 100644
--- a/docs/scenarios/xml.rst
+++ b/docs/scenarios/xml.rst
@@ -1,5 +1,7 @@
+
+###########
 XML parsing
-===========
+###########
 
 .. image:: /_static/photos/33888714601_a1f7d020a2_k_d.jpg
 
diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index 4514a8540..c8990bf25 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -1,8 +1,9 @@
 .. _freezing-your-code-ref:
 
-==================
+
+##################
 Freezing Your Code
-==================
+##################
 
 .. image:: /_static/photos/33907151034_e0a9e53402_k_d.jpg
 
diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index 79d2cc0c7..557b94de7 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -1,8 +1,9 @@
 .. _packaging-your-code-ref:
 
-===================
+
+###################
 Packaging Your Code
-===================
+###################
 
 .. image:: /_static/photos/36137234682_be6898bf57_k_d.jpg
 
diff --git a/docs/starting/install/linux.rst b/docs/starting/install/linux.rst
index 65cff2abe..18cf0487a 100644
--- a/docs/starting/install/linux.rst
+++ b/docs/starting/install/linux.rst
@@ -1,7 +1,9 @@
 .. _install-linux:
 
+
+############################
 Installing Python 2 on Linux
-=============================
+############################
 
 .. image:: /_static/photos/34435688560_4cc2a7bcbb_k_d.jpg
 
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 5cd3db300..bf7a6ca8e 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -1,7 +1,9 @@
 .. _install-osx:
 
+
+###############################
 Installing Python 2 on Mac OS X
-===============================
+###############################
 
 .. image:: /_static/photos/34435688560_4cc2a7bcbb_k_d.jpg
 
diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index 5b807fda8..83ef192a0 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -1,7 +1,9 @@
 .. _install-windows:
 
+
+##############################
 Installing Python 2 on Windows
-==============================
+##############################
 
 .. image:: /_static/photos/34435688560_4cc2a7bcbb_k_d.jpg
 
diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index d48165f78..a7b432fd9 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -1,7 +1,9 @@
 .. _installation:
 
+
+##########################
 Properly Installing Python
-==========================
+##########################
 
 .. image:: /_static/photos/36137232412_fdcb0f84eb_k_d.jpg
 
diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 85f35239e..5ce702cc0 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -1,5 +1,8 @@
+
+
+#####################################
 Picking a Python Interpreter (3 vs 2)
-=====================================
+#####################################
 
 .. image:: /_static/photos/34484834733_5b80f65ab1_k_d.jpg
 

From 35c13bc9ea562ea5f71b57341cc18ea6cc92a37c Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Tue, 4 Dec 2018 13:44:41 -0700
Subject: [PATCH 351/471] Fixed all H2 headings

Before, H2 fomratting was not consistent.
Now, all H2 headings use over/under asterisks.
---
 docs/intro/community.rst         | 24 +++++++----
 docs/intro/documentation.rst     | 10 +++--
 docs/intro/duction.rst           |  4 +-
 docs/intro/learning.rst          | 21 ++++++----
 docs/intro/news.rst              | 40 +++++++++++++-----
 docs/notes/contribute.rst        |  8 +++-
 docs/notes/styleguide.rst        | 32 +++++++++++----
 docs/scenarios/admin.rst         | 35 ++++++++++++----
 docs/scenarios/ci.rst            | 19 +++++----
 docs/scenarios/cli.rst           | 28 +++++++++----
 docs/scenarios/clibs.rst         | 15 +++++--
 docs/scenarios/client.rst        |  7 +++-
 docs/scenarios/crypto.rst        | 17 ++++----
 docs/scenarios/db.rst            | 28 +++++++++----
 docs/scenarios/gui.rst           | 70 +++++++++++++++++++++++++-------
 docs/scenarios/imaging.rst       |  7 +++-
 docs/scenarios/json.rst          |  7 +++-
 docs/scenarios/ml.rst            |  8 +++-
 docs/scenarios/network.rst       | 12 ++++--
 docs/scenarios/scientific.rst    | 13 ++++--
 docs/scenarios/scrape.rst        |  8 +++-
 docs/scenarios/serialization.rst | 12 ++++--
 docs/scenarios/speed.rst         | 12 ++++--
 docs/scenarios/web.rst           | 26 ++++++++----
 docs/scenarios/xml.rst           |  8 +++-
 docs/shipping/freezing.rst       | 17 +++++---
 docs/shipping/packaging.rst      | 12 ++++--
 docs/starting/install/linux.rst  |  8 +++-
 docs/starting/install/osx.rst    | 11 +++--
 docs/starting/install/win.rst    |  7 +++-
 docs/starting/install3/linux.rst | 14 +++++--
 docs/starting/install3/osx.rst   | 19 ++++++---
 docs/starting/install3/win.rst   | 11 +++--
 docs/starting/installation.rst   |  4 +-
 docs/starting/which-python.rst   | 16 ++++++--
 docs/writing/documentation.rst   | 20 ++++++---
 docs/writing/gotchas.rst         | 16 +++++---
 docs/writing/license.rst         |  5 ++-
 docs/writing/logging.rst         | 14 +++++--
 docs/writing/reading.rst         |  5 ++-
 docs/writing/structure.rst       | 48 +++++++++++++++-------
 docs/writing/style.rst           | 23 ++++++++---
 docs/writing/tests.rst           | 14 +++++--
 43 files changed, 532 insertions(+), 203 deletions(-)

diff --git a/docs/intro/community.rst b/docs/intro/community.rst
index bfedc41ce..4ce563658 100644
--- a/docs/intro/community.rst
+++ b/docs/intro/community.rst
@@ -7,16 +7,19 @@ The Community
 
 .. image:: /_static/photos/34689432801_78d97ecec9_k_d.jpg
 
+
+****
 BDFL
-----
+****
 
 Guido van Rossum, the creator of Python, is often referred to as the BDFL — the
 Benevolent Dictator For Life.
 
 
-
+**************************
 Python Software Foundation
---------------------------
+**************************
+
 
 The mission of the Python Software Foundation is to promote, protect, and
 advance the Python programming language, and to support and facilitate the
@@ -25,8 +28,9 @@ growth of a diverse and international community of Python programmers.
 `Learn More about the PSF <http://www.python.org/psf/>`_.
 
 
+****
 PEPs
-----
+****
 
 PEPs are *Python Enhancement Proposals*. They describe changes to Python itself,
 or the standards around it.
@@ -72,8 +76,9 @@ Here's an overview of the PEP acceptance workflow:
 .. image:: ../_static/pep-0001-1.png
 
 
+******************
 Python Conferences
-------------------
+******************
 
 The major events for the Python community are developer conferences. The two
 most notable conferences are PyCon, which is held in the US, and its European
@@ -82,16 +87,18 @@ sibling, EuroPython.
 A comprehensive list of conferences is maintained at `pycon.org <http://www.pycon.org/>`_.
 
 
+******************
 Python User Groups
-------------------
+******************
 
 User Groups are where a bunch of Python developers meet to present or talk
 about Python topics of interest. A list of local user groups is maintained at
 the `Python Software Foundation Wiki <http://wiki.python.org/moin/LocalUserGroups>`_.
 
 
+******************
 Online Communities
-------------------
+******************
 
 `PythonistaCafe <https://www.pythonistacafe.com>`_ is an invite-only, online community
 of Python and software development enthusiasts helping each other succeed and grow.
@@ -99,8 +106,9 @@ Think of it as a club of mutual improvement for Pythonistas where a broad range
 programming questions, career advice, and other topics are discussed every day.
 
 
+*****************
 Python Job Boards
------------------
+*****************
 
 `Python Jobs HQ <https://www.pythonjobshq.com>`_ is a Python job board, by Python Developers
 for Python Developers. The site aggregates Python job postings from across the web and
diff --git a/docs/intro/documentation.rst b/docs/intro/documentation.rst
index a6befcd20..03e56e3fe 100644
--- a/docs/intro/documentation.rst
+++ b/docs/intro/documentation.rst
@@ -6,8 +6,10 @@ Documentation
 
 .. image:: /_static/photos/33928823133_2f3d32cf32_k_d.jpg
 
+
+**********************
 Official Documentation
-----------------------
+**********************
 
 The official Python Language and Library documentation can be found here:
 
@@ -15,8 +17,9 @@ The official Python Language and Library documentation can be found here:
     - `Python 3.x <https://docs.python.org/3/>`_
 
 
+*************
 Read the Docs
--------------
+*************
 
 Read the Docs is a popular community project that hosts documentation
 for open source software. It holds documentation for many Python modules,
@@ -25,8 +28,9 @@ both popular and exotic.
     `Read the Docs <https://readthedocs.org/>`_
 
 
+*****
 pydoc
------
+*****
 
 :program:`pydoc` is a utility that is installed when you install Python.
 It allows you to quickly retrieve and search for documentation from your
diff --git a/docs/intro/duction.rst b/docs/intro/duction.rst
index 26b0966ca..7619002d6 100644
--- a/docs/intro/duction.rst
+++ b/docs/intro/duction.rst
@@ -59,8 +59,10 @@ include:
 
 .. _about-ref:
 
+
+****************
 About This Guide
-----------------
+****************
 
 Purpose
 ~~~~~~~
diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index cd9aafa86..2c1f19c01 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -6,8 +6,10 @@ Learning Python
 
 .. image:: /_static/photos/32800783863_11a00db52c_k_d.jpg
 
+
+********
 Beginner
---------
+********
 
 The Python Tutorial
 ~~~~~~~~~~~~~~~~~~~~
@@ -195,8 +197,9 @@ making the process of learning Python fun and engaging.
     `Code the blocks <https://codetheblocks.com/tutorials/introduction>`_
 
 
+************
 Intermediate
-------------
+************
 
 Python Tricks: The Book
 ~~~~~~~~~~~~~~~~~~~~~~~
@@ -218,8 +221,9 @@ programmers.
     `Effective Python <http://www.effectivepython.com/>`_
 
 
+********
 Advanced
---------
+********
 
 Pro Python
 ~~~~~~~~~~
@@ -261,9 +265,9 @@ and can make classes and objects behave in different and magical ways.
     `A Guide to Python's Magic Methods (repo on GitHub) <https://github.com/RafeKettler/magicmethods/blob/master/magicmethods.pdf>`_
 
 
-
+****************************
 For Engineers and Scientists
-----------------------------
+****************************
 
 A Primer on Scientific Programming with Python
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -282,8 +286,10 @@ puts the emphasis on numerical methods and how to implement them in Python.
 
     `Numerical Methods in Engineering with Python <http://www.cambridge.org/us/academic/subjects/engineering/engineering-mathematics-and-programming/numerical-methods-engineering-python-2nd-edition>`_
 
+
+********************
 Miscellaneous Topics
---------------------
+********************
 
 Problem Solving with Algorithms and Data Structures
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -339,8 +345,9 @@ PythonistaCafe is an invite-only, online community of Python and software develo
     `PythonistaCafe <https://www.pythonistacafe.com>`_
 
 
+**********
 References
-----------
+**********
 
 Python in a Nutshell
 ~~~~~~~~~~~~~~~~~~~~
diff --git a/docs/intro/news.rst b/docs/intro/news.rst
index e4e7f3161..1dd89aae1 100644
--- a/docs/intro/news.rst
+++ b/docs/intro/news.rst
@@ -6,76 +6,96 @@ News
 
 .. image:: /_static/photos/33573767786_eececc5d27_k_d.jpg
 
+
+****************
 PyCoder’s Weekly
-~~~~~~~~~~~~~~~~
+****************
 
 PyCoder’s Weekly is a free weekly Python newsletter for Python developers
 by Python developers (Projects, Articles, News, and Jobs).
 
     `PyCoder’s Weekly <https://pycoders.com/>`_
 
+
+***********
 Real Python
-~~~~~~~~~~~
+***********
 
 At Real Python you can learn all things Python from the ground up, with weekly free and in-depth tutorials. Everything from the absolute basics of Python, to web development and web scraping, to data visualization, and beyond.
 
     `Real Python <https://realpython.com/>`_
 
+
+*************
 Planet Python
-~~~~~~~~~~~~~
+*************
 
 This is an aggregate of Python news from a growing number of developers.
 
     `Planet Python <http://planet.python.org>`_
 
+
+*********
 /r/python
-~~~~~~~~~
+*********
 
 /r/python is the Reddit Python community where users contribute and vote on
 Python-related news.
 
     `/r/python <http://reddit.com/r/python>`_
 
+
+*******************
 Talk Python Podcast
-~~~~~~~~~~~~~~~~~~~
+*******************
 
 The #1 Python-focused podcast covering the people and ideas in Python.
 
     `Talk Python To Me <https://talkpython.fm>`_
 
+
+********************
 Python Bytes Podcast
-~~~~~~~~~~~~~~~~~~~~
+********************
 
 A short-form Python podcast covering recent developer headlines.
 
     `Python Bytes <https://pythonbytes.fm>`_
 
+
+*************
 Python Weekly
-~~~~~~~~~~~~~
+*************
 
 Python Weekly is a free weekly newsletter featuring curated news, articles,
 new releases, jobs, etc. related to Python.
 
     `Python Weekly <http://www.pythonweekly.com/>`_
 
+
+***********
 Python News
-~~~~~~~~~~~~~
+***********
 
 Python News is the news section in the official Python web site
 (www.python.org). It briefly highlights the news from the Python community.
 
     `Python News <http://www.python.org/news/>`_
 
+
+********************
 Import Python Weekly
-~~~~~~~~~~~~~~~~~~~~
+********************
 
 Weekly Python Newsletter containing Python Articles, Projects, Videos, Tweets
 delivered in your inbox.  Keep Your Python Programming Skills Updated.
 
     `Import Python Weekly Newsletter <http://www.importpython.com/newsletter/>`_
 
+
+*************************
 Awesome Python Newsletter
-~~~~~~~~~~~~~~~~~~~~~~~~~
+*************************
 
 A weekly overview of the most popular Python news, articles and packages.
 
diff --git a/docs/notes/contribute.rst b/docs/notes/contribute.rst
index ed2d47356..d82fb76da 100644
--- a/docs/notes/contribute.rst
+++ b/docs/notes/contribute.rst
@@ -11,15 +11,19 @@ issue on GitHub_. To submit patches, please send a pull request on GitHub_.
 Once your changes get merged back in, you'll automatically be added to the
 `Contributors List <https://github.com/kennethreitz/python-guide/contributors>`_.
 
+
+***********
 Style Guide
------------
+***********
 
 For all contributions, please follow the :ref:`guide-style-guide`.
 
 .. _todo-list-ref:
 
+
+*********
 Todo List
----------
+*********
 
 If you'd like to contribute, there's plenty to do. Here's a short todo_ list.
 
diff --git a/docs/notes/styleguide.rst b/docs/notes/styleguide.rst
index 3517771ab..2d036b3be 100644
--- a/docs/notes/styleguide.rst
+++ b/docs/notes/styleguide.rst
@@ -19,8 +19,10 @@ The Guide is written as :ref:`restructuredtext-ref`.
 .. note:: On any page of the rendered HTML you can click "Show Source" to
    see how authors have styled the page.
 
+
+*********
 Relevancy
----------
+*********
 
 Strive to keep any contributions relevant to the :ref:`purpose of The Guide
 <about-ref>`.
@@ -36,8 +38,10 @@ Strive to keep any contributions relevant to the :ref:`purpose of The Guide
   resources, and describe why it's useful to Python.
 * When in doubt, ask.
 
+
+********
 Headings
---------
+********
 
 Use the following styles for headings.
 
@@ -71,8 +75,10 @@ Sub section headings:
     Very Deep
     ~~~~~~~~~
 
+
+*****
 Prose
------
+*****
 
 Wrap text lines at 78 characters. Where necessary, lines may exceed 78
 characters, especially if wrapping would make the source text more difficult
@@ -85,8 +91,10 @@ from this project, due to complete and total lack of taste.
 
 Banishment? Is this a joke? Hopefully we will never have to find out.
 
+
+*************
 Code Examples
--------------
+*************
 
 Wrap all code examples at 70 characters to avoid horizontal scrollbars.
 
@@ -122,8 +130,10 @@ Python examples:
         def get_answer():
             return 42
 
+
+******************
 Externally Linking
-------------------
+******************
 
 * Prefer labels for well known subjects (ex: proper nouns) when linking:
 
@@ -143,8 +153,10 @@ Externally Linking
 * Avoid using labels such as "click here", "this", etc. preferring
   descriptive labels (SEO worthy) instead.
 
+
+********************************
 Linking to Sections in The Guide
---------------------------------
+********************************
 
 To cross-reference other parts of this documentation, use the `:ref:
 <http://sphinx.pocoo.org/markup/inline.html#cross-referencing-arbitrary-locations>`_
@@ -159,8 +171,10 @@ To make reference labels more clear and unique, always add a ``-ref`` suffix:
     Some Section
     ------------
 
+
+******************
 Notes and Warnings
-------------------
+******************
 
 Make use of the appropriate `admonitions directives
 <http://sphinx.pocoo.org/rest.html#directives>`_ when making notes.
@@ -180,8 +194,10 @@ Warnings:
 
     .. warning:: DON'T PANIC
 
+
+*****
 TODOs
------
+*****
 
 Please mark any incomplete areas of The Guide with a `todo directive
 <http://sphinx.pocoo.org/ext/todo.html?highlight=todo#directive-todo>`_. To
diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index af9e4350f..42d29425f 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -5,8 +5,10 @@ Systems Administration
 
 .. image:: /_static/photos/34435690580_3afec7d4cd_k_d.jpg
 
+
+******
 Fabric
-------
+******
 
 `Fabric <http://docs.fabfile.org>`_ is a library for simplifying system
 administration tasks. While Chef and Puppet tend to focus on managing servers
@@ -73,8 +75,10 @@ programs, and host grouping.
 
     `Fabric Documentation <http://docs.fabfile.org>`_
 
+
+****
 Salt
-----
+****
 
 `Salt <http://saltstack.org/>`_ is an open source infrastructure management
 tool.  It supports remote command execution from a central point (master host)
@@ -132,8 +136,9 @@ State files can be written using YAML, the Jinja2 template system or pure Python
     `Salt Documentation <http://docs.saltstack.com>`_
 
 
+******
 Psutil
-------
+******
 
 `Psutil <https://github.com/giampaolo/psutil/>`_ is an interface to different
 system information (e.g. CPU, memory, disks, network, users and processes).
@@ -188,8 +193,10 @@ A full terminal application like a widely extended top which is based on
 psutil and with the ability of a client-server monitoring is
 `glance <https://github.com/nicolargo/glances/>`_.
 
+
+*******
 Ansible
--------
+*******
 
 `Ansible <http://ansible.com/>`_  is an open source system automation tool.
 The biggest advantage over Puppet or Chef is it does not require an agent on
@@ -240,8 +247,10 @@ about Ansible, read the `Ansible Docs <http://docs.ansible.com/>`_.
 great and detailed introduction to getting started with Ansible.
 
 
+****
 Chef
-----
+****
+
 `Chef <https://www.chef.io/chef/>`_  is a systems and cloud infrastructure automation
 framework that makes it easy to deploy servers and applications to any physical,
 virtual, or cloud location. In case this is your choice for configuration management,
@@ -271,8 +280,10 @@ found on the `Chef Supermarket <https://supermarket.chef.io/cookbooks>`_.
 
 - `Chef Documentation <https://docs.chef.io/>`_
 
+
+******
 Puppet
-------
+******
 
 `Puppet <http://puppetlabs.com>`_ is IT Automation and configuration management
 software from Puppet Labs that allows System Administrators to define the state
@@ -367,13 +378,17 @@ everytime the sshd configuration file is changed.
 
 For more information, refer to the `Puppet Labs Documentation <http://docs.puppetlabs.com>`_
 
+
+*********
 Blueprint
----------
+*********
 
 .. todo:: Write about Blueprint
 
+
+********
 Buildout
---------
+********
 
 `Buildout <http://www.buildout.org>`_ is an open source software build tool.
 Buildout is created using the Python programming language. It implements a
@@ -382,8 +397,10 @@ Buildout is primarily used to download and set up dependencies in Python eggs
 format of the software being developed or deployed. Recipes for build tasks in any
 environment can be created, and many are already available.
 
+
+*******
 Shinken
--------
+*******
 
 `Shinken <http://www.shinken-monitoring.org/>`_ is a modern, Nagios compatible
 monitoring framework written in Python. Its main goal is to give users a flexible
diff --git a/docs/scenarios/ci.rst b/docs/scenarios/ci.rst
index 84ef70c61..19f18b37b 100644
--- a/docs/scenarios/ci.rst
+++ b/docs/scenarios/ci.rst
@@ -8,8 +8,10 @@ Continuous Integration
 .. note::
     For advice on writing your tests, see :doc:`/writing/tests`.
 
+
+****
 Why?
-----
+****
 
 Martin Fowler, who first wrote about `Continuous Integration <http://martinfowler.com/articles/continuousIntegration.html>`_
 (short: CI) together with Kent Beck, describes the CI as follows:
@@ -22,24 +24,26 @@ Martin Fowler, who first wrote about `Continuous Integration <http://martinfowle
     significantly reduced integration problems and allows a team to develop
     cohesive software more rapidly.
 
+
+*******
 Jenkins
--------
+*******
 
 `Jenkins CI <http://jenkins-ci.org>`_ is an extensible continuous integration
 engine. Use it.
 
 
-
+********
 Buildbot
---------
+********
 
 `Buildbot <http://docs.buildbot.net/current/>`_ is a Python system to
 automate the compile/test cycle to validate code changes.
 
 
-
+***
 Tox
----
+***
 
 `tox <https://tox.readthedocs.io/en/latest/>`_ is an automation tool providing
 packaging, testing and deployment of Python software right from the console or
@@ -54,8 +58,9 @@ which provides the following features:
   and merging CI and shell-based testing.
 
 
+*********
 Travis-CI
----------
+*********
 
 `Travis-CI <https://travis-ci.org/>`_ is a distributed CI server which builds
 tests for open source projects for free. It provides multiple workers to run
diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index cb00e0d98..ab2e11925 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -23,31 +23,39 @@ Some popular command-line applications include:
 * `mercurial <https://www.mercurial-scm.org/>`_ - A distributed version control
   system primarily written in Python
 
+
+*****
 Clint
------
+*****
 
 `clint <https://pypi.python.org/pypi/clint/>`_ is a Python module which is
 filled with very useful tools for developing command-line applications.
 It supports features such as; CLI colors and indents, simple and powerful
 column printer, iterator based progress bars and implicit argument handling.
 
+
+*****
 Click
------
+*****
 
 `click <http://click.pocoo.org/>`_ is a Python package for creating
 command-line interfaces in a composable way with as little code as
 possible. This “Command-line Interface Creation Kit” is highly
 configurable but comes with good defaults out of the box.
 
+
+******
 docopt
-------
+******
 
 `docopt <http://docopt.org/>`_ is a lightweight, highly Pythonic package that
 allows creating command-line interfaces easily and intuitively, by parsing
 POSIX-style usage instructions.
 
+
+****
 Plac
-------
+****
 
 `Plac <https://pypi.python.org/pypi/plac>`_ is a simple wrapper
 over the Python standard library `argparse <http://docs.python.org/2/library/argparse.html>`_,
@@ -57,8 +65,10 @@ module targets especially unsophisticated users, programmers, sys-admins,
 scientists and in general people writing throw-away scripts for themselves,
 who choose to create a command-line interface because it is quick and simple.
 
+
+*****
 Cliff
-------
+*****
 
 `Cliff <http://docs.openstack.org/developer/cliff/>`_  is a framework for
 building command-line programs. It uses setuptools entry points to provide
@@ -67,8 +77,10 @@ to be used to create multi-level commands such as subversion and git, where
 the main program handles some basic argument parsing and then invokes a
 sub-command to do the work.
 
+
+******
 Cement
-------
+******
 
 `Cement <http://builtoncement.com/>`_ is an advanced CLI Application Framework.
 Its goal is to introduce a standard, and feature-full platform
@@ -77,8 +89,10 @@ as support rapid development needs without sacrificing quality.
 Cement is flexible, and it's use cases span from the simplicity of a micro-framework
 to the complexity of a meg-framework.
 
+
+***********
 Python Fire
------------
+***********
 
 `Python Fire <https://github.com/google/python-fire/>`_ is a library for
 automatically generating command line interfaces from absolutely any Python
diff --git a/docs/scenarios/clibs.rst b/docs/scenarios/clibs.rst
index 69be3d454..661cddafd 100644
--- a/docs/scenarios/clibs.rst
+++ b/docs/scenarios/clibs.rst
@@ -5,8 +5,10 @@ Interfacing with C/C++ Libraries
 
 .. image:: /_static/photos/34725951345_c8f5959a2e_k_d.jpg
 
+
+****************************
 C Foreign Function Interface
-----------------------------
+****************************
 
 `CFFI <https://cffi.readthedocs.io/en/latest/>`_ provides a simple to use
 mechanism for interfacing with C from both CPython and PyPy. It supports two
@@ -29,8 +31,10 @@ ABI Interaction
     # prints: 23
     print("{}".format(length))
 
+
+******
 ctypes
-------
+******
 
 `ctypes <https://docs.python.org/3/library/ctypes.html>`_ is the de facto
 library for interfacing with C/C++ from CPython, and it provides not only
@@ -68,8 +72,10 @@ Struct Equivalents
         _fields_ = [("a", c_int),
                     ("b", c_int)]
 
+
+****
 SWIG
-----
+****
 
 `SWIG <http://www.swig.org>`_, though not strictly Python focused (it supports a
 large number of scripting languages), is a tool for generating bindings for
@@ -124,8 +130,9 @@ Example: Overloading __repr__
     %include "MyClass.h"
 
 
+************
 Boost.Python
-------------
+************
 
 `Boost.Python <http://www.boost.org/doc/libs/1_59_0/libs/python/doc/>`_
 requires a bit more manual work to expose C++ object functionality, but
diff --git a/docs/scenarios/client.rst b/docs/scenarios/client.rst
index 941312876..a10f1db38 100644
--- a/docs/scenarios/client.rst
+++ b/docs/scenarios/client.rst
@@ -5,8 +5,10 @@ Network Applications
 
 .. image:: /_static/photos/34364815780_bea6614025_k_d.jpg
 
+
+****
 HTTP
-::::
+****
 
 The Hypertext Transfer Protocol (HTTP) is an application protocol for
 distributed, collaborative, hypermedia information systems. HTTP is the
@@ -31,8 +33,9 @@ Requests.
 - `GitHub <https://github.com/kennethreitz/requests>`_
 
 
+*******************
 Distributed Systems
-::::::::::::::::::::
+*******************
 
 
 ZeroMQ
diff --git a/docs/scenarios/crypto.rst b/docs/scenarios/crypto.rst
index a424b653d..e6956d75b 100644
--- a/docs/scenarios/crypto.rst
+++ b/docs/scenarios/crypto.rst
@@ -5,8 +5,10 @@ Cryptography
 
 .. image:: /_static/photos/33907152824_bf91078cc1_k_d.jpg
 
+
+************
 Cryptography
-------------
+************
 
 `Cryptography <https://cryptography.io/en/latest/>`_ is an actively developed
 library that provides cryptographic recipes and primitives. It supports
@@ -40,10 +42,9 @@ Example code using high level symmetric encryption recipe:
 	plain_text = cipher_suite.decrypt(cipher_text)
 
 
-
-
+**************
 GPGME bindings
---------------
+**************
 
 The `GPGME Python bindings <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/>`_ provide pythonic access to `GPG Made Easy <https://dev.gnupg.org/source/gpgme/browse/master/>`_, a C API for the entire GNU Privacy Guard suite of projects, including GPG, libgcrypt and gpgsm (the S/MIME engine). It supports Python 2.6, 2.7, 3.4 and above. Depends on the SWIG C interface for Python as well as the GnuPG software and libraries.
 
@@ -52,12 +53,12 @@ A more comprehensive `GPGME Python Bindings HOWTO <https://dev.gnupg.org/source/
 Available under the same terms as the rest of the GnuPG Project: GPLv2 and LGPLv2.1, both with the "or any later version" clause.
 
 Installation
-------------
+~~~~~~~~~~~~
 
 Included by default when compiling GPGME if the configure script locates a supported python version (which it will if it's in $PATH during configuration).
 
 Example
--------
+~~~~~~~
 
 .. code-block:: python3
 
@@ -90,9 +91,9 @@ Example
 
 
 
-
+********
 PyCrypto
---------
+********
 
 `PyCrypto <https://www.dlitz.net/software/pycrypto/>`_ is another library,
 which provides secure hash functions and various encryption algorithms. It
diff --git a/docs/scenarios/db.rst b/docs/scenarios/db.rst
index 30686b061..fc34fbb34 100644
--- a/docs/scenarios/db.rst
+++ b/docs/scenarios/db.rst
@@ -5,8 +5,10 @@ Databases
 
 .. image:: /_static/photos/33907152464_a99fdcc8de_k_d.jpg
 
+
+******
 DB-API
-------
+******
 
 The Python Database API (DB-API) defines a standard interface for Python
 database access modules. It's documented in :pep:`249`.
@@ -17,8 +19,10 @@ Tutorials that explain how to work with modules that conform to this interface c
 `here <http://halfcooked.com/presentations/osdc2006/python_databases.html>`__ and
 `here <http://web.archive.org/web/20120815130844/http://www.amk.ca/python/writing/DB-API.html>`__.
 
+
+**********
 SQLAlchemy
-----------
+**********
 
 `SQLAlchemy <http://www.sqlalchemy.org/>`_ is a commonly used database toolkit.
 Unlike many database libraries it not only provides an ORM layer but also a
@@ -28,8 +32,10 @@ generalized API for writing database-agnostic code without SQL.
 
     $ pip install sqlalchemy
 
+
+*******
 Records
--------
+*******
 
 `Records <https://github.com/kennethreitz/records>`_ is minimalist SQL library,
 designed for sending raw SQL queries to various databases. Data can be used
@@ -41,8 +47,10 @@ programmatically, or exported to a number of useful data formats.
 
 Also included is a command-line tool for exporting SQL data.
 
+
+**********
 Django ORM
-----------
+**********
 
 The Django ORM is the interface used by `Django <http://www.djangoproject.com>`_
 to provide database access.
@@ -58,8 +66,10 @@ The basics:
 - Django gives you an automatically-generated database-access API; see
   `Making queries <https://docs.djangoproject.com/en/dev/topics/db/queries/>`__.
 
+
+******
 peewee
-------
+******
 
 `peewee <http://docs.peewee-orm.com/en/latest/>`_ is another ORM with a focus
 on being lightweight with support for Python 2.6+ and 3.2+ which supports
@@ -71,8 +81,10 @@ to query data. While SQLite, MySQL and Postgres are supported out-of-the-box,
 there is a `collection of add-ons <https://peewee.readthedocs.io/en/latest/peewee/playhouse.html#playhouse>`_
 available.
 
+
+*******
 PonyORM
--------
+*******
 
 `PonyORM <http://ponyorm.com/>`_ is an ORM that takes a different approach to
 querying the database. Instead of writing an SQL-like language or boolean
@@ -81,9 +93,9 @@ schema editor that can generate PonyORM entities for you. It supports Python
 2.6+ and Python 3.3+ and can connect to SQLite, MySQL, Postgres & Oracle
 
 
-
+*********
 SQLObject
----------
+*********
 
 `SQLObject <http://www.sqlobject.org/>`_ is yet another ORM. It supports a wide
 variety of databases: Common database systems MySQL, Postgres and SQLite and
diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index a9db95304..98a1f674b 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -8,8 +8,11 @@ GUI Applications
 
 Alphabetical list of GUI Applications.
 
+
+*******
 Camelot
--------
+*******
+
 `Camelot <http://www.python-camelot.com>`_ provides components for building
 applications on top of Python, SQLAlchemy and Qt.  It is inspired by
 the Django admin interface.
@@ -18,27 +21,39 @@ The main resource for information is the website:
 http://www.python-camelot.com
 and the mailing list https://groups.google.com/forum/#!forum/project-camelot
 
+
+*****
 Cocoa
------
+*****
+
 .. note:: The Cocoa framework is only available on OS X. Don't pick this if you're writing a cross-platform application!
 
+
+***
 GTk
----
+***
+
 PyGTK provides Python bindings for the GTK+ toolkit. Like the GTK+ library
 itself, it is currently licensed under the GNU LGPL. It is worth noting that
 PyGTK only currently supports the Gtk-2.X API (NOT Gtk-3.0). It is currently
 recommended that PyGTK not be used for new projects and that existing
 applications be ported from PyGTK to PyGObject.
 
+
+********************
 PyGObject aka (PyGi)
---------------------
+********************
+
 `PyGObject <https://wiki.gnome.org/Projects/PyGObject>`_ provides Python bindings, which gives access to the entire GNOME software platform.
 It is fully compatible with GTK+ 3. Here is a tutorial to get started with `Python GTK+ 3 Tutorial <https://python-gtk-3-tutorial.readthedocs.io/en/latest/>`_.
 
 `API Reference <http://lazka.github.io/pgi-docs/>`_
 
+
+****
 Kivy
-----
+****
+
 `Kivy <http://kivy.org>`_ is a Python library for development of multi-touch
 enabled media rich applications. The aim is to allow for quick and easy
 interaction design and rapid prototyping, while making your code reusable
@@ -53,12 +68,18 @@ on all major platforms (Linux, OSX, Windows, Android).
 
 The main resource for information is the website: http://kivy.org
 
+
+******
 PyObjC
-------
+******
+
 .. note:: Only available on OS X. Don't pick this if you're writing a cross-platform application.
 
+
+******
 PySide
-------
+******
+
 PySide is a Python binding of the cross-platform GUI toolkit Qt.
 
 .. code-block:: console
@@ -67,16 +88,22 @@ PySide is a Python binding of the cross-platform GUI toolkit Qt.
 
 https://wiki.qt.io/Category:LanguageBindings::PySide::Downloads
 
+
+****
 PyQt
-----
+****
+
 .. note:: If your software does not fully comply with the GPL you will need a commercial license!
 
 PyQt provides Python bindings for the Qt Framework (see below).
 
 http://www.riverbankcomputing.co.uk/software/pyqt/download
 
+
+*****************************
 PyjamasDesktop (pyjs Desktop)
------------------------------
+*****************************
+
 PyjamasDesktop is a port of Pyjamas. PyjamasDesktop is application widget set
 for desktop and a cross-platform framework. (After release v0.6 PyjamasDesktop
 is a part of Pyjamas (Pyjs)). Briefly, it allows the exact same Python web
@@ -86,14 +113,20 @@ application source code to be executed as a standalone desktop application.
 
 The main website; `pyjs Desktop <http://pyjs.org/>`_.
 
+
+**
 Qt
---
+**
+
 `Qt <http://qt-project.org/>`_ is a cross-platform application framework that
 is widely used for developing software with a GUI but can also be used for
 non-GUI applications.
 
+
+***********
 PySimpleGUI 
-------  
+***********
+
 `PySimpleGUI <https://pysimplegui.readthedocs.io/>`_ is a  wrapper for Tkinter and Qt (others on the way).  The amount of code required to implement custom GUIs is much shorter using PySimpleGUI than if the same GUI were written directly using tkinter or Qt.  PySimpleGUI code can be "ported" between GUI frameworks by changing import statement.
 
 .. code-block:: console 
@@ -102,8 +135,11 @@ PySimpleGUI
 
 PySimpleGUI is contained in a single PySimpleGUI.py file.  Should pip installation be impossible, pasting the PySimpleGUI.py file into a project's folder is all that's required to import and begin using.
 
+
+****
 Toga
-----
+****
+
 `Toga <https://toga.readthedocs.io/en/latest/>`_ is a Python native, OS
 native, cross platform GUI toolkit. Toga consists of a library of base
 components with a shared interface to simplify platform-agnostic GUI
@@ -112,8 +148,11 @@ development.
 Toga is available on Mac OS, Windows, Linux (GTK), and mobile platforms such
 as Android and iOS.
 
+
+**
 Tk
---
+**
+
 Tkinter is a thin object-oriented layer on top of Tcl/Tk. **It has the advantage
 of being included with the Python standard library, making it the most
 convenient and compatible toolkit to program with.**
@@ -126,8 +165,11 @@ There's a good multi-language Tk tutorial with Python examples at
 `TkDocs <http://www.tkdocs.com/tutorial/index.html>`_. There's more information
 available on the `Python Wiki <http://wiki.python.org/moin/TkInter>`_.
 
+
+********
 wxPython
---------
+********
+
 wxPython is a GUI toolkit for the Python programming language. It allows
 Python programmers to create programs with a robust, highly functional
 graphical user interface, simply and easily. It is implemented as a Python
diff --git a/docs/scenarios/imaging.rst b/docs/scenarios/imaging.rst
index 00dd3986e..a6ba48fde 100644
--- a/docs/scenarios/imaging.rst
+++ b/docs/scenarios/imaging.rst
@@ -11,8 +11,10 @@ Computer Vision (OpenCV).
 
 A brief description of both is given below.
 
+
+**********************
 Python Imaging Library
-----------------------
+**********************
 
 The `Python Imaging Library <http://www.pythonware.com/products/pil/>`_, or PIL
 for short, is one of the core libraries for image manipulation in Python. Unfortunately,
@@ -63,8 +65,9 @@ There are more examples of the Pillow library in the
 `Pillow tutorial <https://pillow.readthedocs.io/en/3.0.x/handbook/tutorial.html>`_.
 
 
+**************************
 OpenSource Computer Vision
---------------------------
+**************************
 
 OpenSource Computer Vision, more commonly known as OpenCV, is a more advanced
 image manipulation and processing software than PIL. It has been implemented
diff --git a/docs/scenarios/json.rst b/docs/scenarios/json.rst
index c7f7e7464..6495724af 100644
--- a/docs/scenarios/json.rst
+++ b/docs/scenarios/json.rst
@@ -9,8 +9,10 @@ The `json <https://docs.python.org/2/library/json.html>`_ library can parse
 JSON from strings or files. The library parses JSON into a Python dictionary
 or list. It can also convert Python dictionaries or lists into JSON strings.
 
+
+************
 Parsing JSON
-------------
+************
 
 Take the following string containing JSON data:
 
@@ -46,8 +48,9 @@ You can also convert the following to JSON:
     '{"first_name": "Guido", "last_name": "Rossum", "titles": ["BDFL", "Developer"]}'
 
 
+**********
 simplejson
-----------
+**********
 
 The JSON library was added to Python in version 2.6.
 If you're using an earlier version of Python, the
diff --git a/docs/scenarios/ml.rst b/docs/scenarios/ml.rst
index 40cc8290f..baa0777de 100644
--- a/docs/scenarios/ml.rst
+++ b/docs/scenarios/ml.rst
@@ -10,8 +10,10 @@ Python has a vast number of libraries for data analysis, statistics and Machine
 
 Some widely used packages for Machine Learning and other Data Science applications are enlisted below.
 
+
+***********
 Scipy Stack
------------
+***********
 
 The Scipy stack consists of a bunch of core helper packages used in data science, for statistical analysis and visualising data. Because of its huge number of functionalities and ease of use, the Stack is considered a must-have for most data science applications.
 
@@ -34,8 +36,10 @@ For installing the full stack, or individual packages, you can refer to the inst
 
 **NB:** `Anaconda <https://www.continuum.io/anaconda-overview>`_ is highly preferred and recommended for installing and maintaining data science packages seamlessly.
 
+
+************
 scikit-learn
-------------
+************
 
 Scikit is a free and open-source machine learning library for Python. It offers off-the-shelf functions to implement many algorithms like linear regression, classifiers, SVMs, k-means, Neural Networks etc. It also has a few sample datasets which can be directly used for training and testing.
 
diff --git a/docs/scenarios/network.rst b/docs/scenarios/network.rst
index 0dbc28749..d17eea824 100644
--- a/docs/scenarios/network.rst
+++ b/docs/scenarios/network.rst
@@ -5,8 +5,10 @@ Networking
 
 .. image:: /_static/photos/34151833832_6bdfd930af_k_d.jpg
 
+
+*******
 Twisted
--------
+*******
 
 `Twisted <http://twistedmatrix.com/trac/>`_ is an event-driven networking
 engine. It can be used to build applications around many different networking
@@ -14,8 +16,10 @@ protocols, including http servers and clients, applications using SMTP, POP3,
 IMAP or SSH protocols, instant messaging
 and `much more <http://twistedmatrix.com/trac/wiki/Documentation>`_.
 
+
+*****
 PyZMQ
------
+*****
 
 `PyZMQ <http://zeromq.github.com/pyzmq/>`_ is the Python binding for
 `ZeroMQ <http://www.zeromq.org/>`_, which is a high-performance asynchronous
@@ -32,8 +36,10 @@ message queuing without a message broker. The basic patterns for this are:
 
 For a quick start, read the `ZeroMQ guide <http://zguide.zeromq.org/page:all>`_.
 
+
+******
 gevent
-------
+******
 
 `gevent <http://www.gevent.org/>`_ is a coroutine-based Python networking
 library that uses greenlets to provide a high-level synchronous API on top of
diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index 20681b21b..6bdb1c9db 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -5,8 +5,10 @@ Scientific Applications
 
 .. image:: /_static/photos/33925223870_97e44f5629_k_d.jpg
 
+
+*******
 Context
-:::::::
+*******
 
 Python is frequently used for high-performance scientific applications. It
 is widely used in academia and scientific projects because it is easy to write
@@ -21,8 +23,9 @@ Python ecosystem can be found in the `Python Scientific Lecture Notes
 <http://scipy-lectures.github.com/>`_
 
 
+*****
 Tools
-:::::
+*****
 
 IPython
 -------
@@ -37,8 +40,9 @@ store chunks of Python code along side the results and additional comments
 file formats.
 
 
+*********
 Libraries
-:::::::::
+*********
 
 NumPy
 -----
@@ -112,8 +116,9 @@ The library handles presentation of stimuli, scripting of experimental design
 and data collection.
 
 
+*********
 Resources
-:::::::::
+*********
 
 Installation of scientific Python packages can be troublesome, as many of
 these packages are implemented as Python C extensions which need to be compiled.
diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index a1e0759ce..bf61b29a7 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -5,8 +5,10 @@ HTML Scraping
 
 .. image:: /_static/photos/34268661876_442428e122_k_d.jpg
 
+
+************
 Web Scraping
-------------
+************
 
 Web sites are written using HTML, which means that each web page is a
 structured document. Sometimes it would be great to obtain some data from
@@ -18,8 +20,10 @@ computer program to sift through a web page and gather the data that you need
 in a format most useful to you while at the same time preserving the structure
 of the data.
 
+
+*****************
 lxml and Requests
------------------
+*****************
 
 `lxml <http://lxml.de/>`_ is a pretty extensive library written for parsing
 XML and HTML documents very quickly, even handling messed up tags in the
diff --git a/docs/scenarios/serialization.rst b/docs/scenarios/serialization.rst
index 9600ffcfe..559ad3651 100644
--- a/docs/scenarios/serialization.rst
+++ b/docs/scenarios/serialization.rst
@@ -5,8 +5,10 @@ Data Serialization
 
 .. image:: /_static/photos/33467946364_3e59bd376a_k_d.jpg
 
+
+***************************
 What is data serialization?
----------------------------
+***************************
 
 Data serialization is the concept of converting structured data into a format
 that allows it to be shared or stored in such a way that its original
@@ -14,8 +16,10 @@ structure to be recovered. In some cases, the secondary intention of data
 serialization is to minimize the size of the serialized data which then
 minimizes disk space or bandwidth requirements.
 
+
+******
 Pickle
-------
+******
 
 The native data serialization module for Python is called `Pickle
 <https://docs.python.org/2/library/pickle.html>`_.
@@ -35,8 +39,10 @@ Here's an example:
         #Use loads to de-serialize an object
         received_grades = pickle.loads( serial_grades )
 
+
+********
 Protobuf
---------
+********
 
 If you're looking for a serialization module that has support in multiple
 languages, Google's `Protobuf
diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index f810a5e4d..5d087e94c 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -37,8 +37,10 @@ and PyPy's processing.
    1.54693889618
    1.60109114647
 
+
+*******
 Context
-:::::::
+*******
 
 
 The GIL
@@ -65,8 +67,10 @@ The GIL
 `Special care`_ must be taken when writing C extensions to make sure you
 register your threads with the interpreter.
 
+
+************
 C Extensions
-::::::::::::
+************
 
 
 Cython
@@ -226,8 +230,10 @@ Pyrex
 Shedskin?
 ---------
 
+
+***********
 Concurrency
-:::::::::::
+***********
 
 
 Concurrent.futures
diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index f599892a3..40b6656ce 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -9,8 +9,10 @@ As a powerful scripting language adapted to both fast prototyping
 and bigger projects, Python is widely used in web application
 development.
 
+
+*******
 Context
-:::::::
+*******
 
 
 
@@ -25,8 +27,9 @@ can be deployed in any :ref:`WSGI-compliant web server <wsgi-servers-ref>`.
 WSGI is documented in :pep:`3333`.
 
 
+**********
 Frameworks
-::::::::::
+**********
 
 Broadly speaking, a web framework consists of a set of libraries and a main
 handler within which you can build custom code to implement a web application
@@ -141,8 +144,10 @@ Masonite comes with a lot of functionality out of the box including a powerful I
 
 Masonite is perfect for beginners or experienced developers alike and works hard to be fast and easy from install through to deployment. Try it once and you’ll fall in love.
 
+
+***********
 Web Servers
-:::::::::::
+***********
 
 .. _nginx-ref:
 
@@ -159,8 +164,10 @@ to serve high-load websites, Nginx is gradually becoming quite popular.
 
 .. _wsgi-servers-ref:
 
+
+************
 WSGI Servers
-::::::::::::
+************
 
 Stand-alone WSGI servers typically use less resources than traditional web
 servers and provide top performance [3]_.
@@ -215,8 +222,9 @@ I do not recommend using uWSGI unless you know why you need it.
 .. _server-best-practices-ref:
 
 
+*********************
 Server Best Practices
-:::::::::::::::::::::
+*********************
 
 The majority of self-hosted Python applications today are hosted with a WSGI
 server such as :ref:`Gunicorn <gunicorn-ref>`, either directly or behind a
@@ -226,8 +234,10 @@ The WSGI servers serve the Python applications while the web server handles
 tasks better suited for it such as static file serving, request routing, DDoS
 protection, and basic authentication.
 
+
+*******
 Hosting
-:::::::
+*******
 
 Platform-as-a-Service (PaaS) is a type of cloud computing infrastructure
 which abstracts and manages infrastructure, routing, and scaling of web
@@ -259,8 +269,10 @@ Eldarion
 by Kubernetes, CoreOS, and Docker. They support any WSGI application and have a
 guide on deploying `Django projects <https://eldarion-gondor.github.io/docs/how-to/setup-deploy-first-django-project/>`_.
 
+
+**********
 Templating
-::::::::::
+**********
 
 Most WSGI applications are responding to HTTP requests to serve content in HTML
 or other markup languages. Instead of generating directly textual content from
diff --git a/docs/scenarios/xml.rst b/docs/scenarios/xml.rst
index fa33174ff..f9840cf92 100644
--- a/docs/scenarios/xml.rst
+++ b/docs/scenarios/xml.rst
@@ -5,8 +5,10 @@ XML parsing
 
 .. image:: /_static/photos/33888714601_a1f7d020a2_k_d.jpg
 
+
+********
 untangle
---------
+********
 
 `untangle <https://github.com/stchris/untangle>`_ is a simple library which
 takes an XML document and returns a Python object which mirrors the nodes and
@@ -36,8 +38,10 @@ and then you can get the child elements name like this:
 
 untangle also supports loading XML from a string or an URL.
 
+
+*********
 xmltodict
----------
+*********
 
 `xmltodict <http://github.com/martinblech/xmltodict>`_ is another simple
 library that aims at making XML feel like working with JSON.
diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index c8990bf25..5860cb5d4 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -27,8 +27,10 @@ distribution by about 2–12MB. Also, you will be responsible for shipping
 updated versions of your application when security vulnerabilities to
 Python are patched.
 
+
+************************
 Alternatives to Freezing
-------------------------
+************************
 
 :ref:`Packaging your code <packaging-your-code-ref>` is for distributing
 libraries or tools to other developers.
@@ -40,8 +42,9 @@ On Linux, an alternative to freezing is to
 .. todo:: Fill in "Freezing Your Code" stub
 
 
+****************************
 Comparison of Freezing Tools
-----------------------------
+****************************
 
 Solutions and platforms/features supported:
 
@@ -65,8 +68,10 @@ py2app      no      no    yes  yes      MIT     no            yes            yes
     Only Pyinstaller makes self-executable exe that bundles the dll when
     passing ``--onefile`` to :file:`Configure.py`.
 
+
+*******
 Windows
--------
+*******
 
 bbFreeze
 ~~~~~~~~
@@ -153,8 +158,9 @@ Prerequisite is to have installed :ref:`Python, Setuptools and pywin32 dependenc
 - `Manual <https://pyinstaller.readthedocs.io/en/stable/>`_
 
 
+****
 OS X
-----
+****
 
 
 py2app
@@ -208,8 +214,9 @@ This creates a :code:`script.app` in the :code:`dist` folder. Make sure to use G
 There are several options in :code:`script.spec` related to Mac OS X app bundles `here <http://pythonhosted.org/PyInstaller/spec-files.html#spec-file-options-for-a-mac-os-x-bundle>`_. For example, to specify an icon for the app, use the :code:`icon=\path\to\icon.icns` option.
 
 
+*****
 Linux
------
+*****
 
 
 bbFreeze
diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index 557b94de7..5705c24fc 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -31,8 +31,10 @@ makes this method unsuitable for distributing applications to end-users.
 The `Python Packaging Guide <https://python-packaging-user-guide.readthedocs.io/>`_
 provides an extensive guide on creating and maintaining Python packages.
 
+
+*************************
 Alternatives to Packaging
-:::::::::::::::::::::::::
+*************************
 
 To distribute applications to end-users, you should
 :ref:`freeze your application <freezing-your-code-ref>`.
@@ -41,8 +43,10 @@ On Linux, you may also want to consider
 :ref:`creating a Linux distro package <packaging-for-linux-distributions-ref>`
 (e.g. a .deb file for Debian or Ubuntu.)
 
+
+*********************
 For Python Developers
-:::::::::::::::::::::
+*********************
 
 If you're writing an open source Python module, `PyPI <http://pypi.python.org>`_
 , more properly known as *The Cheeseshop*, is the place to host it.
@@ -141,8 +145,10 @@ prerequisite for this is that you have an Amazon AWS account with an S3 bucket.
 
 .. _packaging-for-linux-distributions-ref:
 
+
+***********************
 For Linux Distributions
-::::::::::::::::::::::::
+***********************
 
 Creating a Linux distro package is arguably the "right way" to distribute code
 on Linux.
diff --git a/docs/starting/install/linux.rst b/docs/starting/install/linux.rst
index 18cf0487a..f0dc63950 100644
--- a/docs/starting/install/linux.rst
+++ b/docs/starting/install/linux.rst
@@ -33,8 +33,10 @@ described in the next section before you start building Python applications
 for real-world use. In particular, you should always install Setuptools and pip, as
 it makes it much easier for you to use other third-party Python libraries.
 
+
+****************
 Setuptools & Pip
-----------------
+****************
 
 The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
 
@@ -53,8 +55,10 @@ To see if pip is installed, open a command prompt and run
 
 To install pip, `follow the official pip installation guide <https://pip.pypa.io/en/latest/installing/>`_ - this will automatically install the latest version of setuptools.
 
+
+********************
 Virtual Environments
---------------------
+********************
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index bf7a6ca8e..a6cd29699 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -23,8 +23,10 @@ good for development. The version shipped with OS X may be out of date from the
 `official current Python release <https://www.python.org/downloads/mac-osx/>`_,
 which is considered the stable production version.
 
+
+**************
 Doing it Right
---------------
+**************
 
 Let's install a real version of Python.
 
@@ -89,8 +91,9 @@ Homebrew names the executable ``python2`` so that you can still run the system P
     $ python3 -V  # Homebrew installed Python 3 interpreter (if installed)
 
 
+****************
 Setuptools & Pip
-----------------
+****************
 
 Homebrew installs Setuptools and ``pip`` for you.
 
@@ -110,9 +113,9 @@ and is actively maintained.
     $ pip -V  # pip pointing to the Homebrew installed Python 3 interpreter (if installed)
 
 
-
+********************
 Virtual Environments
---------------------
+********************
 
 A Virtual Environment (commonly referred to as a 'virtualenv') is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the
diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index 83ef192a0..e22837c8f 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -52,8 +52,10 @@ described in the next section before you start building Python applications for
 real-world use. In particular, you should always install Setuptools, as it
 makes it much easier for you to use other third-party Python libraries.
 
+
+****************
 Setuptools + Pip
-----------------
+****************
 
 The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
 
@@ -73,8 +75,9 @@ To see if pip is installed, open a command prompt and run
 To install pip, `follow the official pip installation guide <https://pip.pypa.io/en/latest/installing/>`_ - this will automatically install the latest version of setuptools.
 
 
+********************
 Virtual Environments
---------------------
+********************
 
 A Virtual Environment is a tool to keep the dependencies required by different projects
 in separate places, by creating virtual Python environments for them. It solves the
diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index fa1b01c2e..36b439ec2 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -1,7 +1,9 @@
 .. _install3-linux:
 
+
+############################
 Installing Python 3 on Linux
-============================
+############################
 
 .. image:: /_static/photos/34435689480_2e6f358510_k_d.jpg
 
@@ -42,8 +44,9 @@ to read about `multiple Python versions available in Fedora`_.
 .. _multiple Python versions available in Fedora: https://developer.fedoraproject.org/tech/languages/python/multiple-pythons.html
 
 
+*********************
 Working with Python 3
----------------------
+*********************
 
 At this point, you may have system Python 2.7 available as well.
 
@@ -59,8 +62,10 @@ This will launch the Python 2 interpreter.
 
 This will launch the Python 3 interpreter.
 
+
+****************
 Setuptools & Pip
-----------------
+****************
 
 The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
 
@@ -90,8 +95,9 @@ However, when using virtual environments (described below), you don't need to
 care about that.
 
 
+*****************************
 Pipenv & Virtual Environments
------------------------------
+*****************************
 
 The next step is to install Pipenv, so you can install dependencies and manage virtual environments.
 
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index d3f23673f..bc03f6a61 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -2,8 +2,10 @@
 
 .. _install3-osx:
 
+
+###############################
 Installing Python 3 on Mac OS X
-===============================
+###############################
 
 .. image:: /_static/photos/34435689480_2e6f358510_k_d.jpg
 
@@ -17,8 +19,10 @@ good for development. The version shipped with OS X may be out of date from the
 `official current Python release <https://www.python.org/downloads/mac-osx/>`_,
 which is considered the stable production version.
 
+
+**************
 Doing it Right
---------------
+**************
 
 Let's install a real version of Python.
 
@@ -72,14 +76,16 @@ Now, we can install Python 3:
 
 This will take a minute or two.
 
-
+***
 Pip
----
+***
 
 Homebrew installs ``pip`` pointing to the Homebrew'd Python 3 for you.
 
+
+*********************
 Working with Python 3
----------------------
+*********************
 
 At this point, you have the system Python 2.7 available, potentially the
 :ref:`Homebrew version of Python 2 <install-osx>` installed, and the Homebrew
@@ -115,8 +121,9 @@ The rest of the guide will assume that ``python`` references Python 3.
     Python 3.7.1 # Success!
 
 
+*****************************
 Pipenv & Virtual Environments
------------------------------
+*****************************
 
 The next step is to install Pipenv, so you can install dependencies and manage virtual environments.
 
diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 1a93221e4..d61105395 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -1,7 +1,9 @@
 .. _install3-windows:
 
+
+##############################
 Installing Python 3 on Windows
-==============================
+##############################
 
 .. image:: /_static/photos/34435689480_2e6f358510_k_d.jpg
 
@@ -17,8 +19,10 @@ Once done, installing Python 3 is very simple, because Chocolatey pushes Python
 Once you've run this command, you should be able to launch Python directly from to the console.
 (Chocolatey is fantastic and automatically adds Python to your path.)
 
+
+****************
 Setuptools + Pip
-----------------
+****************
 
 The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_,
 which let you download, install and uninstall any compliant Python software
@@ -30,8 +34,9 @@ All supported versions of Python 3 include pip, so just make sure it's up to dat
     python -m pip install -U pip
 
 
+*****************************
 Pipenv & Virtual Environments
------------------------------
+*****************************
 
 The next step is to install Pipenv, so you can install dependencies and manage virtual environments.
 
diff --git a/docs/starting/installation.rst b/docs/starting/installation.rst
index a7b432fd9..5b84a3ecf 100644
--- a/docs/starting/installation.rst
+++ b/docs/starting/installation.rst
@@ -19,9 +19,9 @@ other third-party Python libraries.
 .. note:: The use of **Python 3** is *highly* preferred over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
   —*Kenneth Reitz*
 
-
+*******************
 Installation Guides
--------------------
+*******************
 
 These guides go over the proper installation of :ref:`Python <which-python>`
 for development purposes, as well as setuptools, pip and virtualenv.
diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 5ce702cc0..4cef42953 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -8,8 +8,10 @@ Picking a Python Interpreter (3 vs 2)
 
 .. _which-python:
 
+
+***************************
 The State of Python (3 & 2)
-~~~~~~~~~~~~~~~~~~~~~~~~~~~
+***************************
 
 When choosing a Python interpreter, one looming question is always present:
 "Should I choose Python 2 or Python 3"? The answer is a bit more subtle than
@@ -23,8 +25,10 @@ The basic gist of the state of things is as follows:
 3. Python 2.7 will only receive necessary security updates until 2020 [#pep373_eol]_.
 4. The brand name "Python" encapsulates both Python 3 and Python 2.
 
+
+***************
 Recommendations
-~~~~~~~~~~~~~~~
+***************
 
 
 .. note:: The use of **Python 3** is *highly* preferred over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
@@ -41,8 +45,10 @@ I'll be blunt:
   simultaneously. Only supporting Python 3 for a new library you want to be widely adopted is a
   political statement and will alienate many of your users. This is not a problem — slowly, over the next three years, this will become less the case.
 
+
+*********
 So.... 3?
-~~~~~~~~~
+*********
 
 If you're choosing a Python interpreter to use, I
 recommend you use the newest Python 3.x, since every version brings new and
@@ -65,8 +71,10 @@ worry about.  Note that Python 2.6 is end-of-life upstream, so you shouldn't
 try to write 2.6-compatible code unless you're being paid specifically to
 do that.
 
+
+***************
 Implementations
-~~~~~~~~~~~~~~~
+***************
 
 When people speak of *Python* they often mean not just the language but also
 the CPython implementation. *Python* is actually a specification for a language
diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index a712db8af..34fc57582 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -1,5 +1,8 @@
+
+
+#############
 Documentation
-=============
+#############
 
 .. image:: /_static/photos/35620636012_f66aa88f93_k_d.jpg
 
@@ -7,8 +10,10 @@ Readability is a primary focus for Python developers, in both project
 and code documentation. Following some simple best practices can save
 both you and others a lot of time.
 
+
+*********************
 Project Documentation
----------------------
+*********************
 
 A :file:`README` file at the root directory should give general information
 to both users and maintainers of a project. It should be raw text or
@@ -32,8 +37,10 @@ planned development for the code.
 A :file:`CHANGELOG` file or section in :file:`README` should compile a short
 overview of the changes in the code base for the latest versions.
 
+
+*******************
 Project Publication
--------------------
+*******************
 
 Depending on the project, your documentation might include some or all
 of the following components:
@@ -97,8 +104,9 @@ Reference`_ should help you familiarize yourself with its syntax.
 .. _reStructuredText Quick Reference: http://docutils.sourceforge.net/docs/user/rst/quickref.html
 
 
+*************************
 Code Documentation Advice
--------------------------
+*************************
 
 Comments clarify the code and they are added with purpose of making the
 code easier to understand. In Python, comments begin with a hash
@@ -249,8 +257,10 @@ For further reading on docstrings, feel free to consult :pep:`257`
 .. _sphinx.ext.napoleon: https://sphinxcontrib-napoleon.readthedocs.io/
 .. _`NumPy style`: http://sphinxcontrib-napoleon.readthedocs.io/en/latest/example_numpy.html
 
+
+***********
 Other Tools
------------
+***********
 
 You might see these in the wild. Use :ref:`sphinx-ref`.
 
diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index b230640af..125077b85 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -1,5 +1,8 @@
+
+
+##############
 Common Gotchas
-==============
+##############
 
 .. image:: /_static/photos/34435688380_b5a740762b_k_d.jpg
 
@@ -16,8 +19,10 @@ the surprise.
 
 .. _default_args:
 
+
+*************************
 Mutable Default Arguments
--------------------------
+*************************
 
 Seemingly the *most* common surprise new Python programmers encounter is
 Python's treatment of mutable default arguments in function definitions.
@@ -88,8 +93,9 @@ to maintain state between calls of a function. This is often done when writing
 a caching function.
 
 
+****************************
 Late Binding Closures
----------------------
+****************************
 
 Another common source of confusion is the way Python binds its variables in
 closures (or in the surrounding global scope).
@@ -189,9 +195,9 @@ lots of situations. Looping to create unique functions is unfortunately a case
 where they can cause hiccups.
 
 
-
+*********************************
 Bytecode (.pyc) Files Everywhere!
----------------------------------
+*********************************
 
 By default, when executing Python code from files, the Python interpreter
 will automatically write a bytecode version of that file to disk, e.g.
diff --git a/docs/writing/license.rst b/docs/writing/license.rst
index c48194ecb..ef7a08ae7 100644
--- a/docs/writing/license.rst
+++ b/docs/writing/license.rst
@@ -1,5 +1,8 @@
+
+
+##################
 Choosing a License
-==================
+##################
 
 .. image:: /_static/photos/33907149294_82d7535a6c_k_d.jpg
 
diff --git a/docs/writing/logging.rst b/docs/writing/logging.rst
index 21623594b..8d5dae921 100644
--- a/docs/writing/logging.rst
+++ b/docs/writing/logging.rst
@@ -1,5 +1,8 @@
+
+
+#######
 Logging
-=======
+#######
 
 .. image:: /_static/photos/35254379756_c9fe23f843_k_d.jpg
 
@@ -17,8 +20,9 @@ Logging serves two purposes:
   reports or to optimize a business goal.
 
 
+*************
 ... or Print?
--------------
+*************
 
 The only time that ``print`` is a better option than logging is when
 the goal is to display a help statement for a command line application.
@@ -34,8 +38,9 @@ Other reasons why logging is better than ``print``:
   :attr:`logging.Logger.disabled` to ``True``.
 
 
+********************
 Logging in a Library
---------------------
+********************
 
 Notes for `configuring logging for a library`_ are in the
 `logging tutorial`_.  Because the *user*, not the library, should
@@ -61,8 +66,9 @@ this in your ``__init__.py``
     logging.getLogger(__name__).addHandler(logging.NullHandler())
 
 
+*************************
 Logging in an Application
--------------------------
+*************************
 
 The `twelve factor app <http://12factor.net>`_, an authoritative reference
 for good practice in application development, contains a section on
diff --git a/docs/writing/reading.rst b/docs/writing/reading.rst
index 5c53d97bf..a165fc16e 100644
--- a/docs/writing/reading.rst
+++ b/docs/writing/reading.rst
@@ -1,5 +1,8 @@
+
+
+##################
 Reading Great Code
-==================
+##################
 
 .. image:: /_static/photos/34689452831_93d7fd0571_k_d.jpg
 
diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index c59f4dd00..663605fb0 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -1,5 +1,8 @@
+
+
+########################
 Structuring Your Project
-========================
+########################
 
 .. image:: /_static/photos/33907151224_0574e7dfc2_k_d.jpg
 
@@ -21,9 +24,9 @@ project. We then discuss various perspectives on how to build code which
 can be extended and tested reliably.
 
 
-
+***************************
 Structure of the Repository
----------------------------
+***************************
 
 It's Important.
 :::::::::::::::
@@ -313,9 +316,9 @@ The resulting structure:
 
 
 
-
+************************
 Structure of Code is Key
-------------------------
+************************
 
 Thanks to the way imports and modules are handled in Python, it is
 relatively easy to structure a Python project. Easy, here, means
@@ -366,8 +369,9 @@ include:
   task at hand, you might be swimming in ravioli code.
 
 
+*******
 Modules
--------
+*******
 
 Python modules are one of the main abstraction layers available and probably the
 most natural one. Abstraction layers allow separating code into parts holding
@@ -476,8 +480,9 @@ Being able to tell immediately where a class or function comes from, as in the
 all but the simplest single file projects.
 
 
+********
 Packages
---------
+********
 
 Python provides a very straightforward packaging system, which is simply an
 extension of the module mechanism to a directory.
@@ -509,8 +514,10 @@ Lastly, a convenient syntax is available for importing deeply nested packages:
 ``import very.deep.module as mod``. This allows you to use `mod` in place of the
 verbose repetition of ``very.deep.module``.
 
+
+***************************
 Object-oriented programming
----------------------------
+***************************
 
 Python is sometimes described as an object-oriented programming language. This
 can be somewhat misleading and needs to be clarified.
@@ -587,8 +594,9 @@ things that are manipulated (windows, buttons, avatars, vehicles) have a
 relatively long life of their own in the computer's memory.
 
 
+**********
 Decorators
-----------
+**********
 
 The Python language provides a simple yet powerful syntax called 'decorators'.
 A decorator is a function or a class that wraps (or decorates) a function
@@ -621,8 +629,10 @@ expensive function in a table and use them directly instead of recomputing
 them when they have already been computed. This is clearly not part
 of the function logic.
 
+
+****************
 Context Managers
-----------------
+****************
 
 A context manager is a Python object that provides extra contextual information
 to an action. This extra information takes the form of running a callable upon
@@ -694,8 +704,10 @@ to decide when to use which. The class approach might be better if there's
 a considerable amount of logic to encapsulate. The function approach
 might be better for situations where we're dealing with a simple action.
 
+
+**************
 Dynamic typing
---------------
+**************
 
 Python is dynamically typed, which means that variables do not have a fixed
 type. In fact, in Python, variables are very different from what they are in
@@ -758,8 +770,10 @@ a `final` keyword and it would be against its philosophy anyway. However, it may
 be a good discipline to avoid assigning to a variable more than once, and it
 helps in grasping the concept of mutable and immutable types.
 
+
+***************************
 Mutable and immutable types
----------------------------
+***************************
 
 Python has two kinds of built-in or user-defined types.
 
@@ -873,16 +887,20 @@ like above or in cases where you are adding to an existing string, using
     foobar = '{foo}{bar}'.format(foo=foo, bar=bar) # It is best
 
 
+************************
 Vendorizing Dependencies
-------------------------
+************************
+
 
 
+*******
 Runners
--------
+*******
 
 
+***************
 Further Reading
----------------
+***************
 
 - http://docs.python.org/2/library/
 - http://www.diveintopython.net/toc/index.html
diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 9fde6b918..d8a8bc729 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -1,7 +1,9 @@
 .. _code_style:
 
+
+##########
 Code Style
-==========
+##########
 
 .. image:: /_static/photos/33907150054_5ee79e8940_k_d.jpg
 
@@ -21,8 +23,10 @@ what is considered the best (hear: most readable) way.
 On some border cases, no best way has been agreed upon on how to express
 an intent in Python code, but these cases are rare.
 
+
+****************
 General concepts
-----------------
+****************
 
 Explicit code
 ~~~~~~~~~~~~~
@@ -260,8 +264,10 @@ is needed.
        return x  # One single exit point for the returned value x will help
                  # when maintaining the code.
 
+
+******
 Idioms
-------
+******
 
 A programming idiom, put simply, is a *way* to write code. The notion of
 programming idioms is discussed amply at `c2 <http://c2.com/cgi/wiki?ProgrammingIdiom>`_
@@ -417,8 +423,9 @@ hashtable will often be greater than the time saved by the improved search
 speed.
 
 
+*************
 Zen of Python
--------------
+*************
 
 Also known as :pep:`20`, the guiding principles for Python's design.
 
@@ -450,8 +457,10 @@ Also known as :pep:`20`, the guiding principles for Python's design.
 For some examples of good Python style, see `these slides from a Python user
 group <http://artifex.org/~hblanks/talks/2011/pep20_by_example.pdf>`_.
 
+
+*****
 PEP 8
------
+*****
 
 :pep:`8` is the de-facto code style guide for Python. A high quality,
 easy-to-read version of PEP 8 is also available at `pep8.org <http://pep8.org/>`_.
@@ -504,8 +513,10 @@ Excluding the ``--in-place`` flag will cause the program to output the modified
 code directly to the console for review. The ``--aggressive`` flag will perform
 more substantial changes and can be applied multiple times for greater effect.
 
+
+***********
 Conventions
-----------------
+***********
 
 Here are some conventions you should follow to make your code easier to read.
 
diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 7da42e788..dad230915 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -1,5 +1,8 @@
+
+
+#################
 Testing Your Code
-=================
+#################
 
 .. image:: /_static/photos/34435687940_8f73fc1fa6_k_d.jpg
 
@@ -71,8 +74,11 @@ Some general rules of testing:
   be to add a test to ensure that the new functionality is not already a
   working path that has not been plugged into the interface.
 
+
+
+**********
 The Basics
-::::::::::
+**********
 
 
 Unittest
@@ -136,8 +142,10 @@ When running this module from the command line as in ``python module.py``, the
 doctests will run and complain if anything is not behaving as described in the
 docstrings.
 
+
+*****
 Tools
-:::::
+*****
 
 
 py.test

From af9971071b328a1c942d1852e1f56d72f81f7b78 Mon Sep 17 00:00:00 2001
From: Surya Teja <94suryateja@gmail.com>
Date: Sun, 16 Dec 2018 19:08:05 +0530
Subject: [PATCH 352/471] Added windows virtual environment activation command.
 Closes #942

---
 docs/dev/virtualenvs.rst | 30 ++++++++++++++++++++++--------
 1 file changed, 22 insertions(+), 8 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 11f924882..4d629d8dc 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -226,23 +226,26 @@ Basic Usage
 .. code-block:: console
 
    $ cd my_project_folder
-   $ virtualenv my_project
+   $ virtualenv venv
 
-``virtualenv my_project`` will create a folder in the current directory which will
+``virtualenv venv`` will create a folder in the current directory which will
 contain the Python executable files, and a copy of the ``pip`` library which you
 can use to install other packages. The name of the virtual environment (in this
-case, it was ``my_project``) can be anything; omitting the name will place the files
+case, it was ``venv``) can be anything; omitting the name will place the files
 in the current directory instead.
 
+.. note::
+    'venv' is the general convention used globally. As it is readily available in ignore files (eg: .gitignore')
+
 This creates a copy of Python in whichever directory you ran the command in,
-placing it in a folder named :file:`my_project`.
+placing it in a folder named :file:`venv`.
 
 You can also use the Python interpreter of your choice (like
 ``python2.7``).
 
 .. code-block:: console
 
-   $ virtualenv -p /usr/bin/python2.7 my_project
+   $ virtualenv -p /usr/bin/python2.7 venv
 
 or change the interpreter globally with an env variable in ``~/.bashrc``:
 
@@ -254,12 +257,20 @@ or change the interpreter globally with an env variable in ``~/.bashrc``:
 
 .. code-block:: console
 
-   $ source my_project/bin/activate
+   $ source venv/bin/activate
 
 The name of the current virtual environment will now appear on the left of
-the prompt (e.g. ``(my_project)Your-Computer:your_project UserName$)`` to let you know
+the prompt (e.g. ``(venv)Your-Computer:your_project UserName$)`` to let you know
 that it's active. From now on, any package that you install using pip will be
-placed in the ``my_project`` folder, isolated from the global Python installation.
+placed in the ``venv`` folder, isolated from the global Python installation.
+
+For windows, same command which is mentioned in step 1 can be used for creation of virtual environment. But, to activate, we use the following command.
+
+Assuming that, you are in project directory:
+
+.. code-block:: powershell
+
+   PS C:\Users\suryav> \venv\bin\activate
 
 Install packages as usual, for example:
 
@@ -284,6 +295,9 @@ After a while, though, you might end up with a lot of virtual environments
 littered across your system, and its possible you'll forget their names or
 where they were placed.
 
+.. note::
+    Python has included virtual environment module from 3.3. It works in the simliar way as mentioned above. For details: `venv <https://docs.python.org/3/library/venv.html>`_.
+
 Other Notes
 ~~~~~~~~~~~
 

From 8a6b1c73bf685f2105682ad032c9c0d3b5f59ad6 Mon Sep 17 00:00:00 2001
From: Harish Kesava Rao <hrao@indeed.com>
Date: Sun, 16 Dec 2018 22:35:35 -0600
Subject: [PATCH 353/471] issue-938: added sections in serialization for simple
 file, csv, yaml, json

---
 docs/scenarios/serialization.rst | 142 ++++++++++++++++++++++++++++++-
 1 file changed, 141 insertions(+), 1 deletion(-)

diff --git a/docs/scenarios/serialization.rst b/docs/scenarios/serialization.rst
index 559ad3651..ef4a19325 100644
--- a/docs/scenarios/serialization.rst
+++ b/docs/scenarios/serialization.rst
@@ -12,10 +12,150 @@ What is data serialization?
 
 Data serialization is the concept of converting structured data into a format
 that allows it to be shared or stored in such a way that its original
-structure to be recovered. In some cases, the secondary intention of data
+structure can be recovered or reconstructed. In some cases, the secondary intention of data
 serialization is to minimize the size of the serialized data which then
 minimizes disk space or bandwidth requirements.
 
+********************
+Flat vs. Nested data
+********************
+
+Before beginning to serialize data, it is important to identify or decide how the
+data needs to be structured during data serialization - flat or nested.
+The differences in the two styles are shown in the below examples.
+
+Flat style:
+
+.. code-block:: python
+
+        { "Type" : "A", "field1": "value1", "field2": "value2", "field3": "value3" }
+
+
+Nested style:
+
+.. code-block:: python
+
+        {"A"
+            { "field1": "value1", "field2": "value2", "field3": "value3" } }
+
+
+For more reading on the two styles, please see the discussion on
+`Python mailing list <https://mail.python.org/pipermail/python-list/2010-October/590762.html>`__,
+`IETF mailing list <https://www.ietf.org/mail-archive/web/json/current/msg03739.html>`__ and
+`here <https://softwareengineering.stackexchange.com/questions/350623/flat-or-nested-json-for-hierarchal-data>`__.
+
+****************
+Serializing Text
+****************
+
+=======================
+Simple file (flat data)
+=======================
+
+If the data to be serialized is located in a file and contains flat data, Python offers two methods to serialize data.
+
+repr
+----
+
+The repr method in Python takes a single object parameter and returns a printable representation of the input
+
+.. code-block:: python
+
+        # input as flat text
+        a =  { "Type" : "A", "field1": "value1", "field2": "value2", "field3": "value3" }
+
+        # the same input can also be read from a file
+        a =
+
+        # returns a printable representation of the input;
+        # the output can be written to a file as well
+        print(repr(a))
+
+        # write content to files using repr
+        with open('/tmp/file.py') as f:f.write(repr(a))
+
+ast.literal_eval
+________________
+
+The literal_eval method safely parses and evaluates an expression for a Python datatype.
+Supported data types are: strings, numbers, tuples, lists, dicts, booleans and None.
+
+.. code-block:: python
+
+        with open('/tmp/file.py', 'r') as f: inp = ast.literal_eval(f.read())
+
+====================
+CSV file (flat data)
+====================
+
+The CSV module in Python implements classes to read and write tabular
+data in CSV format.
+
+Simple example for reading:
+
+.. code-block:: python
+
+        import csv
+        with open('/tmp/file.csv', newline='') as f:
+            reader = csv.reader(f)
+            for row in reader:
+                print(row)
+
+Simple example for writing:
+
+.. code-block:: python
+
+        import csv
+        with open('/temp/file.csv', 'w', newline='') as f:
+            writer = csv.writer(f)
+            writer.writerows(iterable)
+
+
+The module's contents, functions and examples can be found
+`here <https://docs.python.org/3/library/csv.html>`__.
+
+==================
+YAML (nested data)
+==================
+
+There are many third party modules to parse and read/write YAML file
+structures in Python. One such example is below.
+
+.. code-block:: python
+
+        import yaml
+        with open('/tmp/file.yaml', 'r', newline='') as f:
+            try:
+                print(yaml.load(f))
+            except yaml.YAMLError as ymlexcp:
+                print(ymlexcp)
+
+Documentation on the third party module can be found
+`here <https://pyyaml.org/wiki/PyYAMLDocumentation>`__.
+
+=======================
+JSON file (nested data)
+=======================
+
+Python's JSON module can be used to read and write JSON files.
+Example code is below.
+
+Reading:
+
+.. code-block:: python
+
+        import json
+        with open('/tmp/file.json', 'r') as f:
+            data = json.dump(f)
+
+Writing:
+
+.. code-block:: python
+
+        import json
+        with open('/tmp/file.json', 'w') as f:
+            json.dump(data, f, sort_keys=True)
+
 
 ******
 Pickle

From 45814137dc04b9bdb679d4e9acfa149886954815 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Mon, 17 Dec 2018 12:47:54 -0500
Subject: [PATCH 354/471] Style it "Xcode", not "XCode"

---
 docs/scenarios/gui.rst         | 6 +++---
 docs/shipping/packaging.rst    | 4 ++--
 docs/starting/install/osx.rst  | 6 +++---
 docs/starting/install3/osx.rst | 8 ++++----
 docs/starting/install3/win.rst | 2 +-
 5 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 98a1f674b..6825a91ae 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -64,7 +64,7 @@ such as: Mouse, Dual Mouse, TUIO, WiiMote, WM_TOUCH, HIDtouch, Apple's products
 and so on.
 
 Kivy is actively being developed by a community and is free to use. It operates
-on all major platforms (Linux, OSX, Windows, Android).
+on all major platforms (Linux, OS X, Windows, Android).
 
 The main resource for information is the website: http://kivy.org
 
@@ -124,12 +124,12 @@ non-GUI applications.
 
 
 ***********
-PySimpleGUI 
+PySimpleGUI
 ***********
 
 `PySimpleGUI <https://pysimplegui.readthedocs.io/>`_ is a  wrapper for Tkinter and Qt (others on the way).  The amount of code required to implement custom GUIs is much shorter using PySimpleGUI than if the same GUI were written directly using tkinter or Qt.  PySimpleGUI code can be "ported" between GUI frameworks by changing import statement.
 
-.. code-block:: console 
+.. code-block:: console
 
   $ pip install pysimplegui
 
diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index 5705c24fc..9239184d4 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -168,10 +168,10 @@ each distribution's format (e.g. .deb for Debian/Ubuntu, .rpm for Red
 Hat/Fedora, etc) is a fair amount of work. If your code is an application that
 you plan to distribute on other platforms, then you'll also have to create and
 maintain the separate config required to freeze your application for Windows
-and OSX. It would be much less work to simply create and maintain a single
+and OS X. It would be much less work to simply create and maintain a single
 config for one of the cross platform :ref:`freezing tools
 <freezing-your-code-ref>`, which will produce stand-alone executables for all
-distributions of Linux, as well as Windows and OSX.
+distributions of Linux, as well as Windows and OS X.
 
 Creating a distribution package is also problematic if your code is for a
 version of Python that isn't currently supported by a distribution.
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index a6cd29699..df39fe66e 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -39,12 +39,12 @@ minimal but unofficial
 package.
 
 .. note::
-    If you already have XCode installed, do not install OSX-GCC-Installer.
+    If you already have Xcode installed, do not install OSX-GCC-Installer.
     In combination, the software can cause issues that are difficult to
     diagnose.
 
 .. note::
-    If you perform a fresh install of XCode, you will also need to add the
+    If you perform a fresh install of Xcode, you will also need to add the
     commandline tools by running ``xcode-select --install`` on the terminal.
 
 
@@ -53,7 +53,7 @@ Linux systems will notice one key component missing: a decent package manager.
 `Homebrew <http://brew.sh>`_ fills this void.
 
 To `install Homebrew <http://brew.sh/#install>`_, open :file:`Terminal` or
-your favorite OSX terminal emulator and run
+your favorite OS X terminal emulator and run
 
 .. code-block:: console
 
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index bc03f6a61..5e03c100a 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -27,18 +27,18 @@ Doing it Right
 Let's install a real version of Python.
 
 Before installing Python, you'll need to install GCC. GCC can be obtained
-by downloading `XCode <http://developer.apple.com/xcode/>`_, the smaller
+by downloading `Xcode <http://developer.apple.com/xcode/>`_, the smaller
 `Command Line Tools <https://developer.apple.com/downloads/>`_ (must have an
 Apple account) or the even smaller `OSX-GCC-Installer <https://github.com/kennethreitz/osx-gcc-installer#readme>`_
 package.
 
 .. note::
-    If you already have XCode installed, do not install OSX-GCC-Installer.
+    If you already have Xcode installed, do not install OSX-GCC-Installer.
     In combination, the software can cause issues that are difficult to
     diagnose.
 
 .. note::
-    If you perform a fresh install of XCode, you will also need to add the
+    If you perform a fresh install of Xcode, you will also need to add the
     commandline tools by running ``xcode-select --install`` on the terminal.
 
 While OS X comes with a large number of UNIX utilities, those familiar with
@@ -46,7 +46,7 @@ Linux systems will notice one key component missing: a package manager.
 `Homebrew <http://brew.sh>`_ fills this void.
 
 To `install Homebrew <http://brew.sh/#install>`_, open :file:`Terminal` or
-your favorite OSX terminal emulator and run
+your favorite OS X terminal emulator and run
 
 .. code-block:: console
 
diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index d61105395..588d1ccb0 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -8,7 +8,7 @@ Installing Python 3 on Windows
 .. image:: /_static/photos/34435689480_2e6f358510_k_d.jpg
 
 First, follow the installation instructions for `Chocolatey <https://chocolatey.org/install>`_.
-It's a community system packager manager for Windows 7+. (It's very much like Homebrew on OSX.)
+It's a community system packager manager for Windows 7+. (It's very much like Homebrew on OS X.)
 
 Once done, installing Python 3 is very simple, because Chocolatey pushes Python 3 as the default.
 

From dfa8b35a3b168c4ca6ea7eddf95dc8f32a88f9b6 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Mon, 17 Dec 2018 13:21:20 -0500
Subject: [PATCH 355/471] Capitalize "Homebrew" consistently"

---
 docs/starting/install3/osx.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index bc03f6a61..207b69728 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -95,19 +95,19 @@ version of Python 3 as well.
 
     $ python
 
-will launch the homebrew-installed Python 3 interpreter.
+will launch the Homebrew-installed Python 3 interpreter.
 
 .. code-block:: console
 
     $ python2
 
-will launch the homebrew-installed Python 2 interpreter (if any).
+will launch the Homebrew-installed Python 2 interpreter (if any).
 
 .. code-block:: console
 
     $ python3
 
-will launch the homebrew-installed Python 3 interpreter.
+will launch the Homebrew-installed Python 3 interpreter.
 
 If the Homebrew version of Python 2 is installed then ``pip2`` will point to Python 2.
 If the Homebrew version of Python 3 is installed then ``pip`` will point to Python 3.

From eb6ec707060951082c52255a658eb8e43aa173ac Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Mon, 17 Dec 2018 14:21:50 -0500
Subject: [PATCH 356/471] Typo, grammar, and style fixes

---
 docs/contents.rst.inc          |  9 +----
 docs/dev/env.rst               | 70 +++++++++++++++++-----------------
 docs/dev/pip-virtualenv.rst    |  2 +-
 docs/dev/virtualenvs.rst       | 12 +++---
 docs/scenarios/ml.rst          |  2 +-
 docs/starting/which-python.rst |  2 +-
 docs/writing/documentation.rst | 10 ++---
 docs/writing/gotchas.rst       |  2 +-
 docs/writing/license.rst       |  6 +--
 docs/writing/logging.rst       |  4 +-
 docs/writing/reading.rst       |  6 +--
 docs/writing/structure.rst     | 24 ++++++------
 docs/writing/style.rst         | 46 +++++++++++-----------
 docs/writing/tests.rst         | 11 +++---
 14 files changed, 100 insertions(+), 106 deletions(-)

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index 76049aab6..2e1e40496 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -33,7 +33,7 @@ New to Python? Let's properly setup up your Python environment:
 Python Development Environments
 -------------------------------
 
-This part of the guide focus on the Python development environment,
+This part of the guide focuses on the Python development environment,
 and the best-practice tools that are available for writing Python code.
 
 .. toctree::
@@ -110,7 +110,7 @@ Additional Notes
 ----------------
 
 This part of the guide, which is mostly prose, begins with some
-background information about Python, then focuses on next steps.
+background information about Python, and then focuses on next steps.
 
 .. toctree::
    :maxdepth: 2
@@ -137,8 +137,3 @@ Contribution notes and legal information (for those interested).
    notes/contribute
    notes/license
    notes/styleguide
-
-
-
-
-
diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index de67a9ae9..086241178 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -7,7 +7,7 @@ Your Development Environment
 Text Editors
 ::::::::::::
 
-Just about anything that can edit plain text will work for writing Python code,
+Just about anything that can edit plain text will work for writing Python code;
 however, using a more powerful editor may make your life a bit easier.
 
 
@@ -97,7 +97,7 @@ using ``<Tab>`` key or any other customized keys.
 Emacs
 -----
 
-Emacs is another powerful text editor. It is fully programmable (lisp), but
+Emacs is another powerful text editor. It is fully programmable (Lisp), but
 it can be some work to wire up correctly. A good start if you're already an
 Emacs user is `Python Programming in Emacs`_ at EmacsWiki.
 
@@ -117,8 +117,8 @@ Sublime Text
 ------------
 
     `Sublime Text <http://www.sublimetext.com/>`_ is a sophisticated text
-    editor for code, markup and prose. You'll love the slick user interface,
-    extraordinary features and amazing performance.
+    editor for code, markup, and prose. You'll love the slick user interface,
+    extraordinary features, and amazing performance.
 
 Sublime Text has excellent support for editing Python code and uses Python for
 its plugin API. It also has a diverse variety of plugins,
@@ -133,7 +133,7 @@ Atom
     editors.
 
 Atom is web native (HTML, CSS, JS), focusing on modular design and easy plugin
-development. It comes with native package control and plethora of packages.
+development. It comes with native package control and a plethora of packages.
 Recommended for Python development is
 `Linter <https://github.com/AtomLinter/Linter>`_ combined with
 `linter-flake8 <https://github.com/AtomLinter/linter-flake8>`_.
@@ -156,7 +156,7 @@ Python (on Visual Studio Code)
 ------------------------------
 
 `Python for Visual Studio <https://marketplace.visualstudio.com/items?itemName=ms-python.python>`_ is an extension for the `Visual Studio Code IDE <https://code.visualstudio.com>`_.
-This is a free, light weight, open source IDE, with support for Mac, Windows, and Linux.
+This is a free, lightweight, open source IDE, with support for Mac, Windows, and Linux.
 Built using open source technologies such as Node.js and Python, with compelling features such as Intellisense (autocompletion), local and remote debugging, linting, and the like.
 
 MIT licensed.
@@ -192,7 +192,7 @@ toward working with scientific Python libraries (namely
 `pylint <http://www.logilab.org/857>`_ and
 `rope <https://github.com/python-rope/rope>`_.
 
-Spyder is open-source (free), offers code completion, syntax highlighting,
+Spyder is open source (free), offers code completion, syntax highlighting,
 a class and function browser, and object inspection.
 
 
@@ -200,7 +200,7 @@ WingIDE
 -------
 
 `WingIDE <http://wingware.com/>`_ is a Python specific IDE. It runs on Linux,
-Windows and Mac (as an X11 application, which frustrates some Mac users).
+Windows, and Mac (as an X11 application, which frustrates some Mac users).
 
 WingIDE offers code completion, syntax highlighting, source browser, graphical
 debugger and support for version control systems.
@@ -211,11 +211,11 @@ NINJA-IDE
 
 `NINJA-IDE <http://www.ninja-ide.org/>`_ (from the recursive acronym: "Ninja-IDE
 Is Not Just Another IDE") is a cross-platform IDE, specially designed to build
-Python applications, and runs on Linux/X11, Mac OS X and Windows desktop
+Python applications, and runs on Linux/X11, Mac OS X, and Windows desktop
 operating systems. Installers for these platforms can be downloaded from the
 website.
 
-NINJA-IDE is open-source software (GPLv3 licence) and is developed
+NINJA-IDE is open source software (GPLv3 licence) and is developed
 in Python and Qt. The source files can be downloaded from
 `GitHub <https://github.com/ninja-ide>`_.
 
@@ -224,11 +224,11 @@ Eric (The Eric Python IDE)
 --------------------------
 
 `Eric <http://eric-ide.python-projects.org/>`_ is a full featured Python IDE
-offering sourcecode autocompletion, syntax highlighting, support for version
-control systems, python 3 support, integrated web browser, python shell,
-integrated debugger and a flexible plug-in system. Written in python, it is
-based on the Qt gui toolkit, integrating the Scintilla editor control. Eric
-is an open-source software project (GPLv3 licence) with more than ten years of
+offering source code autocompletion, syntax highlighting, support for version
+control systems, Python 3 support, integrated web browser, python shell,
+integrated debugger, and a flexible plug-in system. Written in Python, it is
+based on the Qt GUI toolkit, integrating the Scintilla editor control. Eric
+is an open source software project (GPLv3 licence) with more than ten years of
 active development.
 
 
@@ -253,8 +253,8 @@ of the Python interpreter to be installed at the same time.  This solves the
 problem of having different projects requiring different versions of Python.
 For example, it becomes very easy to install Python 2.7 for compatibility in
 one project, whilst still using Python 3.4 as the default interpreter.
-pyenv isn't just limited to the CPython versions - it will also install PyPy,
-anaconda, miniconda, stackless, jython, and ironpython interpreters.
+pyenv isn't just limited to the CPython versions – it will also install PyPy,
+Anaconda, miniconda, stackless, Jython, and IronPython interpreters.
 
 pyenv works by filling a ``shims`` directory with fake versions of the Python
 interpreter (plus other tools like ``pip`` and ``2to3``).  When the system
@@ -276,7 +276,7 @@ IDLE
 ----
 
 :ref:`IDLE <python:idle>` is an integrated development environment that is
-part of Python standard library. It is completely written in Python and uses
+part of the Python standard distribution. It is completely written in Python and uses
 the Tkinter GUI toolkit. Though IDLE is not suited for full-blown development
 using Python, it is quite helpful to try out small Python snippets and
 experiment with different features in Python.
@@ -294,18 +294,18 @@ IPython
 `IPython <http://ipython.org/>`_ provides a rich toolkit to help you make the
 most out of using Python interactively. Its main components are:
 
-* Powerful Python shells (terminal- and Qt-based).
+* Powerful Python shells (terminal- and Qt-based)
 * A web-based notebook with the same core features but support for rich media,
-  text, code, mathematical expressions and inline plots.
-* Support for interactive data visualization and use of GUI toolkits.
-* Flexible, embeddable interpreters to load into your own projects.
-* Tools for high level and interactive parallel computing.
+  text, code, mathematical expressions and inline plots
+* Support for interactive data visualization and use of GUI toolkits
+* Flexible, embeddable interpreters to load into your own projects
+* Tools for high level and interactive parallel computing
 
 .. code-block:: console
 
     $ pip install ipython
 
-To download and install IPython with all it's optional dependencies for the notebook, qtconsole, tests, and other functionalities
+To download and install IPython with all its optional dependencies for the notebook, qtconsole, tests, and other functionalities:
 
 .. code-block:: console
 
@@ -318,14 +318,14 @@ BPython
 Python interpreter for Unix-like operating systems. It has the following
 features:
 
-* In-line syntax highlighting.
-* Readline-like autocomplete with suggestions displayed as you type.
-* Expected parameter list for any Python function.
-* "Rewind" function to pop the last line of code from memory and re-evaluate.
-* Send entered code off to a pastebin.
-* Save entered code to a file.
-* Auto-indentation.
-* Python 3 support.
+* In-line syntax highlighting
+* Readline-like autocomplete with suggestions displayed as you type
+* Expected parameter list for any Python function
+* "Rewind" function to pop the last line of code from memory and re-evaluate
+* Send entered code off to a pastebin
+* Save entered code to a file
+* Auto-indentation
+* Python 3 support
 
 .. code-block:: console
 
@@ -341,12 +341,12 @@ library. It is considered to be an alternative to BPython_. Features include:
 * Syntax highlighting
 * Autocompletion
 * Multiline editing
-* Emacs and VIM Mode
+* Emacs and Vim Modes
 * Embedding REPL inside of your code
-* Syntax Validation
+* Syntax validation
 * Tab pages
 * Support for integrating with IPython_'s shell, by installing IPython
-  ``pip install ipython`` and running ``ptipython``.
+  (``pip install ipython``) and running ``ptipython``.
 
 .. code-block:: console
 
diff --git a/docs/dev/pip-virtualenv.rst b/docs/dev/pip-virtualenv.rst
index 6971be876..abd80bb9b 100644
--- a/docs/dev/pip-virtualenv.rst
+++ b/docs/dev/pip-virtualenv.rst
@@ -1,6 +1,6 @@
 .. _pip-virtualenv:
 
-Further Configuration of Pip and Virtualenv
+Further Configuration of pip and Virtualenv
 ===========================================
 
 .. image:: /_static/photos/34018732105_f0e6758859_k_d.jpg
diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 11f924882..f6dff5636 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -212,7 +212,7 @@ Install virtualenv via pip:
 
   $ pip install virtualenv
 
-Test your installation
+Test your installation:
 
 .. code-block:: console
 
@@ -281,7 +281,7 @@ To delete a virtual environment, just delete its folder. (In this case,
 it would be ``rm -rf my_project``.)
 
 After a while, though, you might end up with a lot of virtual environments
-littered across your system, and its possible you'll forget their names or
+littered across your system, and it's possible you'll forget their names or
 where they were placed.
 
 Other Notes
@@ -293,7 +293,7 @@ for keeping the package list clean in case it needs to be accessed later.
 [This is the default behavior for ``virtualenv`` 1.7 and later.]
 
 In order to keep your environment consistent, it's a good idea to "freeze"
-the current state of the environment packages. To do this, run
+the current state of the environment packages. To do this, run:
 
 .. code-block:: console
 
@@ -302,7 +302,7 @@ the current state of the environment packages. To do this, run
 This will create a :file:`requirements.txt` file, which contains a simple
 list of all the packages in the current environment, and their respective
 versions. You can see the list of installed packages without the requirements
-format using "pip list". Later it will be easier for a different developer
+format using ``pip list``. Later it will be easier for a different developer
 (or you, if you need to re-create the environment) to install the same packages
 using the same versions:
 
@@ -343,7 +343,7 @@ To install (make sure **virtualenv** is already installed):
 
   $ pip install virtualenvwrapper-win
 
-In Windows, the default path for WORKON_HOME is %USERPROFILE%\Envs
+In Windows, the default path for WORKON_HOME is %USERPROFILE%\\Envs
 
 Basic Usage
 ~~~~~~~~~~~
@@ -363,7 +363,7 @@ This creates the :file:`my_project` folder inside :file:`~/Envs`.
    $ workon my_project
 
 Alternatively, you can make a project, which creates the virtual environment,
-and also a project directory inside ``$WORKON_HOME``, which is ``cd`` -ed into
+and also a project directory inside ``$WORKON_HOME``, which is ``cd``-ed into
 when you ``workon myproject``.
 
 .. code-block:: console
diff --git a/docs/scenarios/ml.rst b/docs/scenarios/ml.rst
index baa0777de..a26bd8142 100644
--- a/docs/scenarios/ml.rst
+++ b/docs/scenarios/ml.rst
@@ -41,7 +41,7 @@ For installing the full stack, or individual packages, you can refer to the inst
 scikit-learn
 ************
 
-Scikit is a free and open-source machine learning library for Python. It offers off-the-shelf functions to implement many algorithms like linear regression, classifiers, SVMs, k-means, Neural Networks etc. It also has a few sample datasets which can be directly used for training and testing.
+Scikit is a free and open source machine learning library for Python. It offers off-the-shelf functions to implement many algorithms like linear regression, classifiers, SVMs, k-means, Neural Networks etc. It also has a few sample datasets which can be directly used for training and testing.
 
 Because of its speed, robustness and easiness to use, it's one of the most widely-used libraries for many Machine Learning applications.
 
diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index 4cef42953..d9dcc13ec 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -88,7 +88,7 @@ written in C. It compiles Python code to intermediate bytecode which is then
 interpreted by a virtual machine. CPython provides the highest
 level of compatibility with Python packages and C extension modules.
 
-If you are writing open-source Python code and want to reach the widest possible
+If you are writing open source Python code and want to reach the widest possible
 audience, targeting CPython is best. To use packages which rely on C extensions
 to function, CPython is your only implementation option.
 
diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index 34fc57582..e6a06947e 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -25,7 +25,7 @@ information. This file is the main entry point for readers of the code.
 
 An :file:`INSTALL` file is less necessary with Python.  The installation
 instructions are often reduced to one command, such as ``pip install
-module`` or ``python setup.py install`` and added to the :file:`README`
+module`` or ``python setup.py install``, and added to the :file:`README`
 file.
 
 A :file:`LICENSE` file should *always* be present and specify the license
@@ -75,7 +75,7 @@ your source repository so that rebuilding your documentation will
 happen automatically.
 
 When run, Sphinx_ will import your code and using Python's introspection
-features it will extract all function, method and class signatures. It will
+features it will extract all function, method, and class signatures. It will
 also extract the accompanying docstrings, and compile it all into well
 structured and easily readable documentation for your project.
 
@@ -215,7 +215,7 @@ more information about a function, what it does, any exceptions it may raise,
 what it returns, or relevant details about the parameters.
 
 For more detailed documentation of code a popular style is the one used for the
-Numpy project, often called `Numpy style`_ docstrings. While it can take up more
+NumPy project, often called `NumPy style`_ docstrings. While it can take up more
 lines than the previous example, it allows the developer to include a lot
 more information about a method, function, or class. ::
 
@@ -245,8 +245,8 @@ docstrings, making it easy to incorporate NumPy style docstrings into your
 project.
 
 At the end of the day, it doesn't really matter what style is used for writing
-docstrings, their purpose is to serve as documentation for anyone who may need
-to read or make changes to your code. As long as it is correct, understandable
+docstrings; their purpose is to serve as documentation for anyone who may need
+to read or make changes to your code. As long as it is correct, understandable,
 and gets the relevant points across then it has done the job it was designed to
 do.
 
diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index 125077b85..677bdf823 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -205,7 +205,7 @@ will automatically write a bytecode version of that file to disk, e.g.
 
 These ``.pyc`` files should not be checked into your source code repositories.
 
-Theoretically, this behavior is on by default, for performance reasons.
+Theoretically, this behavior is on by default for performance reasons.
 Without these bytecode files present, Python would re-generate the bytecode
 every time the file is loaded.
 
diff --git a/docs/writing/license.rst b/docs/writing/license.rst
index ef7a08ae7..0a74f5405 100644
--- a/docs/writing/license.rst
+++ b/docs/writing/license.rst
@@ -19,18 +19,18 @@ In general, these licenses tend to fall into one of two categories:
 
 1. licenses that focus more on the user's freedom to do with the
    software as they please (these are the more permissive open
-   source licenses such as the MIT, BSD, & Apache).
+   source licenses such as the MIT, BSD, and Apache)
 
 2. licenses that focus more on making sure that the code itself —
    including any changes made to it and distributed along with it —
    always remains free (these are the less permissive free software
-   licenses such as the GPL and LGPL).
+   licenses such as the GPL and LGPL)
 
 The latter are less permissive in the sense that they don't permit
 someone to add code to the software and distribute it without also
 including the source code for their changes.
 
-To help you choose one for your project, there's a `license chooser <http://choosealicense.com/>`_,
+To help you choose one for your project, there's a `license chooser <http://choosealicense.com/>`_;
 **use it**.
 
 **More Permissive**
diff --git a/docs/writing/logging.rst b/docs/writing/logging.rst
index 8d5dae921..5ea058efc 100644
--- a/docs/writing/logging.rst
+++ b/docs/writing/logging.rst
@@ -58,7 +58,7 @@ hierarchy of loggers using dot notation, so using ``__name__`` ensures
 no name collisions.
 
 Here is an example of best practice from the `requests source`_ -- place
-this in your ``__init__.py``
+this in your ``__init__.py``:
 
 .. code-block:: python
 
@@ -83,7 +83,7 @@ There are at least three ways to configure a logger:
 - Using an INI-formatted file:
     - **Pro**: possible to update configuration while running using the
       function :func:`logging.config.listen` to listen on a socket.
-    - **Con**: less control (*e.g.* custom subclassed filters or loggers)
+    - **Con**: less control (e.g. custom subclassed filters or loggers)
       than possible when configuring a logger in code.
 - Using a dictionary or a JSON-formatted file:
     - **Pro**: in addition to updating while running, it is possible to load
diff --git a/docs/writing/reading.rst b/docs/writing/reading.rst
index a165fc16e..ad67ea3cb 100644
--- a/docs/writing/reading.rst
+++ b/docs/writing/reading.rst
@@ -25,7 +25,7 @@ reading. Each one of these projects is a paragon of Python coding.
   best intentions in mind.
 
 - `Diamond <https://github.com/python-diamond/Diamond>`_
-  Diamond is a python daemon that collects metrics
+  Diamond is a Python daemon that collects metrics
   and publishes them to Graphite or other backends.
   It is capable of collecting CPU, memory, network, I/O, load, and disk metrics.
   Additionally, it features an API for implementing custom collectors
@@ -36,7 +36,7 @@ reading. Each one of these projects is a paragon of Python coding.
   applications and has become one of the most advanced WSGI utility modules.
   It includes a powerful debugger, full-featured request and response objects,
   HTTP utilities to handle entity tags, cache control headers, HTTP dates,
-  cookie handling, file uploads, a powerful URL routing system and a bunch
+  cookie handling, file uploads, a powerful URL routing system, and a bunch
   of community-contributed addon modules.
 
 - `Requests <https://github.com/kennethreitz/requests>`_
@@ -49,4 +49,4 @@ reading. Each one of these projects is a paragon of Python coding.
 
 .. todo:: Include code examples of exemplary code from each of the projects listed. Explain why it is excellent code. Use complex examples.
 
-.. todo:: Explain techniques to rapidly identify data structures, algorithms and determine what the code is doing.
+.. todo:: Explain techniques to rapidly identify data structures and algorithms and determine what the code is doing.
diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 663605fb0..b9e83e727 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -211,7 +211,7 @@ I highly recommend the latter. Requiring a developer to run
 codebase also requires them to have an isolated environment setup for
 each instance of the codebase.
 
-To give the individual tests import context, create a tests/context.py
+To give the individual tests import context, create a ``tests/context.py``
 file:
 
 ::
@@ -247,8 +247,8 @@ Makefile
 
 
 If you look at most of my projects or any Pocoo project, you'll notice a
-Makefile laying around. Why? These projects aren't written in C... In
-short, make is a incredibly useful tool for defining generic tasks for
+Makefile lying around. Why? These projects aren't written in C... In
+short, make is an incredibly useful tool for defining generic tasks for
 your project.
 
 **Sample Makefile:**
@@ -334,7 +334,7 @@ include:
 - Multiple and messy circular dependencies: if your classes
   Table and Chair in :file:`furn.py` need to import Carpenter from
   :file:`workers.py` to answer a question such as ``table.isdoneby()``,
-  and if conversely the class Carpenter needs to import Table and Chair,
+  and if conversely the class Carpenter needs to import Table and Chair
   to answer the question ``carpenter.whatdo()``, then you
   have a circular dependency. In this case you will have to resort to
   fragile hacks such as using import statements inside
@@ -402,7 +402,7 @@ If you'd like you could name your module :file:`my_spam.py`, but even our
 friend the underscore should not be seen often in module names. However, using other
 characters (spaces or hyphens) in module names will prevent importing
 (- is the subtract operator), so try to keep module names short so there is
-no need to separate words. And, most of all, don't namespace with underscores, use submodules instead.
+no need to separate words. And, most of all, don't namespace with underscores; use submodules instead.
 
 .. code-block:: python
 
@@ -473,7 +473,7 @@ typing.
 
 As mentioned in the :ref:`code_style` section, readability is one of the main
 features of Python. Readability means to avoid useless boilerplate text and
-clutter, therefore some efforts are spent trying to achieve a certain level of
+clutter; therefore some efforts are spent trying to achieve a certain level of
 brevity. But terseness and obscurity are the limits where brevity should stop.
 Being able to tell immediately where a class or function comes from, as in the
 ``modu.func`` idiom, greatly improves code readability and understandability in
@@ -494,7 +494,7 @@ used to gather all package-wide definitions.
 
 A file :file:`modu.py` in the directory :file:`pack/` is imported with the
 statement ``import pack.modu``. This statement will look for an
-:file:`__init__.py` file in :file:`pack`, execute all of its top-level
+:file:`__init__.py` file in :file:`pack` and execute all of its top-level
 statements. Then it will look for a file named :file:`pack/modu.py` and
 execute all of its top-level statements. After these operations, any variable,
 function, or class defined in :file:`modu.py` is available in the pack.modu
@@ -549,9 +549,9 @@ programming, comes from the "state" part of the equation.
 
 In some architectures, typically web applications, multiple instances of Python
 processes are spawned to respond to external requests that can happen at the
-same time. In this case, holding some state into instantiated objects, which
+same time. In this case, holding some state in instantiated objects, which
 means keeping some static information about the world, is prone to concurrency
-problems or race-conditions. Sometimes, between the initialization of the state
+problems or race conditions. Sometimes, between the initialization of the state
 of an object (usually done with the ``__init__()`` method) and the actual use
 of the object state through one of its methods, the world may have changed, and
 the retained state may be outdated. For example, a request may load an item in
@@ -580,7 +580,7 @@ logic (called pure functions) allow the following benefits:
 - Pure functions are much easier to change or replace if they need to
   be refactored or optimized.
 
-- Pure functions are easier to test with unit-tests: There is less
+- Pure functions are easier to test with unit tests: There is less
   need for complex context setup and data cleaning afterwards.
 
 - Pure functions are easier to manipulate, decorate, and pass around.
@@ -622,7 +622,7 @@ clearer and thus preferred.
     # bar() is decorated
 
 This mechanism is useful for separating concerns and avoiding
-external un-related logic 'polluting' the core logic of the function
+external unrelated logic 'polluting' the core logic of the function
 or method. A good example of a piece of functionality that is better handled
 with decoration is `memoization <https://en.wikipedia.org/wiki/Memoization#Overview>`__ or caching: you want to store the results of an
 expensive function in a table and use them directly instead of recomputing
@@ -874,7 +874,7 @@ like above or in cases where you are adding to an existing string, using
 .. note::
     You can also use the :ref:`% <python:string-formatting>` formatting operator
     to concatenate a pre-determined number of strings besides :py:meth:`str.join`
-    and ``+``. However, :pep:`3101`, discourages the usage of the ``%`` operator
+    and ``+``. However, :pep:`3101` discourages the usage of the ``%`` operator
     in favor of the :py:meth:`str.format` method.
 
 .. code-block:: python
diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index d8a8bc729..33ed1ad01 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -115,7 +115,7 @@ compared to the more straightforward calls to ``send('Hello', 'World')`` and
    optional, and evaluate to ``None`` when they are not passed another value.
 
 Calling a function with keyword arguments can be done in multiple ways in
-Python, for example it is possible to follow the order of arguments in the
+Python; for example, it is possible to follow the order of arguments in the
 definition without explicitly naming the arguments, like in
 ``send('Hello', 'World', 'Cthulhu', 'God')``, sending a blind carbon copy to
 God. It would also be possible to name arguments in another order, like in
@@ -124,7 +124,7 @@ possibilities are better avoided without any strong reason to not follow the
 syntax that is the closest to the function definition:
 ``send('Hello', 'World', cc='Cthulhu', bcc='God')``.
 
-As a side note, following `YAGNI <http://en.wikipedia.org/wiki/You_ain't_gonna_need_it>`_
+As a side note, following the `YAGNI <http://en.wikipedia.org/wiki/You_ain't_gonna_need_it>`_
 principle, it is often harder to remove an optional argument (and its logic
 inside the function) that was added "just in case" and is seemingly never used,
 than to add a new optional argument and its logic when needed.
@@ -134,7 +134,7 @@ than to add a new optional argument and its logic when needed.
    an extensible number of positional arguments, it can be defined with the
    ``*args`` constructs. In the function body, ``args`` will be a tuple of all
    the remaining positional arguments. For example, ``send(message, *args)``
-   can be called with each recipient as an argument:``send('Hello', 'God',
+   can be called with each recipient as an argument: ``send('Hello', 'God',
    'Mom', 'Cthulhu')``, and in the function body ``args`` will be equal to
    ``('God', 'Mom', 'Cthulhu')``.
 
@@ -181,7 +181,7 @@ possible to do each of the following:
 
 * change how the Python interpreter imports modules
 
-* it is even possible (and recommended if needed) to embed C routines in Python.
+* It is even possible (and recommended if needed) to embed C routines in Python.
 
 However, all these options have many drawbacks and it is always better to use
 the most straightforward way to achieve your goal. The main drawback is that
@@ -208,7 +208,7 @@ are all responsible users".
 
 This doesn't mean that, for example, no properties are considered private, and
 that no proper encapsulation is possible in Python. Rather, instead of relying
-on concrete walls erected by the developers between their code and other's, the
+on concrete walls erected by the developers between their code and others', the
 Python community prefers to rely on a set of conventions indicating that these
 elements should not be accessed directly.
 
@@ -359,7 +359,7 @@ Instead, use a list comprehension:
 
     four_lists = [[] for __ in xrange(4)]
 
-Note: Use range() instead of xrange() in Python 3
+Note: Use range() instead of xrange() in Python 3.
 
 Create a string from a list
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -462,7 +462,7 @@ group <http://artifex.org/~hblanks/talks/2011/pep20_by_example.pdf>`_.
 PEP 8
 *****
 
-:pep:`8` is the de-facto code style guide for Python. A high quality,
+:pep:`8` is the de facto code style guide for Python. A high quality,
 easy-to-read version of PEP 8 is also available at `pep8.org <http://pep8.org/>`_.
 
 This is highly recommended reading. The entire Python community does their
@@ -520,10 +520,10 @@ Conventions
 
 Here are some conventions you should follow to make your code easier to read.
 
-Check if variable equals a constant
+Check if a variable equals a constant
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-You don't need to explicitly compare a value to True, or None, or 0 - you can
+You don't need to explicitly compare a value to True, or None, or 0 -- you can
 just add it to the if statement. See `Truth Value Testing
 <http://docs.python.org/library/stdtypes.html#truth-value-testing>`_ for a
 list of what is considered false.
@@ -608,7 +608,7 @@ Never remove items from a list while you are iterating through it.
             a.remove(i)
 
 Don't make multiple passes through the list.
-       
+
 .. code-block:: python
 
     while i in a:
@@ -617,7 +617,7 @@ Don't make multiple passes through the list.
 **Good**:
 
 Python has a few standard ways of filtering lists.
-The approach you use depends on
+The approach you use depends on:
 
 * Python 2.x vs. 3.x
 * Lists vs. iterators
@@ -626,19 +626,19 @@ The approach you use depends on
 Python 2.x vs. 3.x
 ::::::::::::::::::
 
-Starting with Python 3.0, the :py:func:`filter` function returns an iterator instead of a list. 
+Starting with Python 3.0, the :py:func:`filter` function returns an iterator instead of a list.
 Wrap it in :py:func:`list` if you truly need a list.
 
 .. code-block:: python
 
     list(filter(...))
 
-List comprehensions and generator expressions work the same in both 2.x and 3.x (except that comprehensions in 2.x "leak" variables into the enclosing namespace)
+List comprehensions and generator expressions work the same in both 2.x and 3.x (except that comprehensions in 2.x "leak" variables into the enclosing namespace):
 
-    * comprehensions create a new list object 
-    * generators iterate over the original list
+    * Comprehensions create a new list object.
+    * Generators iterate over the original list.
 
-The :py:func:`filter` function
+The :py:func:`filter` function:
 
     * in 2.x returns a list (use itertools.ifilter if you want an iterator)
     * in 3.x returns an iterator
@@ -653,14 +653,14 @@ Creating a new list requires more work and uses more memory. If you a just going
     # comprehensions create a new list object
     filtered_values = [value for value in sequence if value != x]
     # Or (2.x)
-    filtered_values = filter(lambda i: i != x, sequence) 
+    filtered_values = filter(lambda i: i != x, sequence)
 
     # generators don't create another list
     filtered_values = (value for value in sequence if value != x)
     # Or (3.x)
     filtered_values = filter(lambda i: i != x, sequence)
     # Or (2.x)
-    filtered_values = itertools.ifilter(lambda i: i != x, sequence) 
+    filtered_values = itertools.ifilter(lambda i: i != x, sequence)
 
 
 
@@ -678,7 +678,7 @@ Modifying the original list can be risky if there are other variables referencin
     # Or
     sequence[::] = filter(lambda value: value != x, sequence)
 
-    
+
 Modifying the values in a list
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 **Bad**:
@@ -690,26 +690,26 @@ Remember that assignment never creates a new object. If two or more variables re
     # Add three to all list members.
     a = [3, 4, 5]
     b = a                     # a and b refer to the same list object
-    
+
     for i in range(len(a)):
         a[i] += 3             # b[i] also changes
 
 **Good**:
 
-It's safer to create a new list object and leave the original alone. 
+It's safer to create a new list object and leave the original alone.
 
 .. code-block:: python
 
     a = [3, 4, 5]
     b = a
-    
+
     # assign the variable "a" to a new list without changing "b"
     a = [i + 3 for i in a]
     # Or (Python 2.x):
     a = map(lambda i: i + 3, a)
     # Or (Python 3.x)
     a = list(map(lambda i: i + 3, a))
-    
+
 
 Use :py:func:`enumerate` keep a count of your place in the list.
 
diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index dad230915..3b8f6e32f 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -81,7 +81,7 @@ The Basics
 **********
 
 
-Unittest
+unittest
 --------
 
 :mod:`unittest` is the batteries-included test module in the Python standard
@@ -170,7 +170,7 @@ functions:
     def test_answer():
         assert func(3) == 5
 
-and then running the `py.test` command
+and then running the `py.test` command:
 
 .. code-block:: console
 
@@ -236,14 +236,14 @@ tox
 ---
 
 tox is a tool for automating test environment management and testing against
-multiple interpreter configurations
+multiple interpreter configurations.
 
 .. code-block:: console
 
     $ pip install tox
 
 tox allows you to configure complicated multi-parameter test matrices via a
-simple ini-style configuration file.
+simple INI-style configuration file.
 
     `tox <https://tox.readthedocs.io/en/latest/>`_
 
@@ -254,7 +254,7 @@ Unittest2
 unittest2 is a backport of Python 2.7's unittest module which has an improved
 API and better assertions over the one available in previous versions of Python.
 
-If you're using Python 2.6 or below, you can install it with pip
+If you're using Python 2.6 or below, you can install it with pip:
 
 .. code-block:: console
 
@@ -326,4 +326,3 @@ always returns the same result (but only for the duration of the test).
 Mock has many other ways you can configure it and control its behavior.
 
     `mock <http://www.voidspace.org.uk/python/mock/>`_
-

From 5dcd3b81dabb31a0e38c779248b5e2cc49807f51 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Mon, 17 Dec 2018 18:22:01 -0500
Subject: [PATCH 357/471] Update Anaconda links and text to reflect company
 name change

---
 docs/scenarios/scientific.rst | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index 6bdb1c9db..634c9835a 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -140,11 +140,10 @@ out.
 Anaconda
 --------
 
-`Continuum Analytics <http://continuum.io/>`_ offers the `Anaconda
-Python Distribution <https://store.continuum.io/cshop/anaconda>`_ which
+The `Anaconda Python Distribution <https://www.anaconda.com/>`_
 includes all the common scientific Python packages as well as many packages
-related to data analytics and big data. Anaconda itself is free, and
-Continuum sells a number of proprietary add-ons. Free licenses for the
+related to data analytics and big data. Anaconda itself is free, and a number
+of proprietary add-ons are available for a fee. Free licenses for the
 add-ons are available for academics and researchers.
 
 Canopy

From fd2a8f3e8ff91f5a3098458ea022fcbbaf4527d8 Mon Sep 17 00:00:00 2001
From: Harish Kesava Rao <hrao@indeed.com>
Date: Mon, 17 Dec 2018 21:02:21 -0600
Subject: [PATCH 358/471] Final commit

---
 docs/scenarios/serialization.rst | 58 +++++++++++++++++++++++++++++---
 1 file changed, 53 insertions(+), 5 deletions(-)

diff --git a/docs/scenarios/serialization.rst b/docs/scenarios/serialization.rst
index ef4a19325..5ba84fa60 100644
--- a/docs/scenarios/serialization.rst
+++ b/docs/scenarios/serialization.rst
@@ -74,8 +74,9 @@ The repr method in Python takes a single object parameter and returns a printabl
         # write content to files using repr
         with open('/tmp/file.py') as f:f.write(repr(a))
 
+
 ast.literal_eval
-________________
+----------------
 
 The literal_eval method safely parses and evaluates an expression for a Python datatype.
 Supported data types are: strings, numbers, tuples, lists, dicts, booleans and None.
@@ -95,6 +96,7 @@ Simple example for reading:
 
 .. code-block:: python
 
+        # Reading CSV content from a file
         import csv
         with open('/tmp/file.csv', newline='') as f:
             reader = csv.reader(f)
@@ -105,6 +107,7 @@ Simple example for writing:
 
 .. code-block:: python
 
+        # Writing CSV content to a file
         import csv
         with open('/temp/file.csv', 'w', newline='') as f:
             writer = csv.writer(f)
@@ -123,6 +126,7 @@ structures in Python. One such example is below.
 
 .. code-block:: python
 
+        # Reading YAML content from a file using the load method
         import yaml
         with open('/tmp/file.yaml', 'r', newline='') as f:
             try:
@@ -144,22 +148,66 @@ Reading:
 
 .. code-block:: python
 
+        # Reading JSON content from a file
         import json
         with open('/tmp/file.json', 'r') as f:
-            data = json.dump(f)
+            data = json.load(f)
 
 Writing:
 
 .. code-block:: python
 
+        # writing JSON content to a file using the dump method
         import json
         with open('/tmp/file.json', 'w') as f:
             json.dump(data, f, sort_keys=True)
 
+=================
+XML (nested data)
+=================
+
+XML parsing in Python is possible using the `xml` package.
+
+Example:
+
+.. code-block:: python
+
+        # reading XML content from a file
+        import xml.etree.ElementTree as ET
+        tree = ET.parse('country_data.xml')
+        root = tree.getroot()
+
+More documentation on using the `xml.dom` and `xml.sax` packages can be found
+`here <https://docs.python.org/3/library/xml.html>`__.
+
+
+*******
+Binary
+*******
+
+=======================
+Numpy Array (flat data)
+=======================
 
-******
-Pickle
-******
+Python's Numpy array can be used to serialize and deserialize data to and from byte representation.
+
+Example:
+
+.. code-block:: python
+
+    import numpy as np
+
+    # Converting Numpy array to byte format
+    byte_output = np.array([ [1, 2, 3], [4, 5, 6], [7, 8, 9] ]).tobytes()
+
+    # Converting byte format back to Numpy array
+    array_format = np.frombuffer(byte_output)
+
+
+
+====================
+Pickle (nested data)
+====================
 
 The native data serialization module for Python is called `Pickle
 <https://docs.python.org/2/library/pickle.html>`_.

From a622afa235d77488e35b0262a2d1635db10b75c7 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Mon, 17 Dec 2018 18:19:53 -0500
Subject: [PATCH 359/471] More typo, grammar, and style fixes

---
 CONTRIBUTING.md                  |  2 +-
 docs/dev/env.rst                 |  2 +-
 docs/intro/documentation.rst     |  4 +--
 docs/intro/learning.rst          | 46 +++++++++++++++++---------------
 docs/intro/news.rst              |  4 +--
 docs/notes/styleguide.rst        |  5 ++--
 docs/scenarios/admin.rst         | 30 ++++++++++-----------
 docs/scenarios/ci.rst            | 19 +++++++------
 docs/scenarios/cli.rst           | 29 ++++++++++----------
 docs/scenarios/clibs.rst         |  8 +++---
 docs/scenarios/crypto.rst        | 14 +++++-----
 docs/scenarios/db.rst            | 18 ++++++-------
 docs/scenarios/gui.rst           | 18 ++++++-------
 docs/scenarios/imaging.rst       | 14 +++++-----
 docs/scenarios/json.rst          |  4 +--
 docs/scenarios/ml.rst            | 20 +++++++-------
 docs/scenarios/network.rst       |  8 +++---
 docs/scenarios/scientific.rst    | 24 ++++++++---------
 docs/scenarios/scrape.rst        |  8 +++---
 docs/scenarios/serialization.rst |  2 +-
 docs/scenarios/speed.rst         | 18 ++++++-------
 docs/scenarios/web.rst           | 38 +++++++++++++-------------
 docs/scenarios/xml.rst           | 10 +++----
 docs/shipping/freezing.rst       | 28 +++++++++----------
 docs/shipping/packaging.rst      | 30 ++++++++++-----------
 25 files changed, 201 insertions(+), 202 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 5d9f03aa1..fb3abe19b 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -17,7 +17,7 @@ pip install --user sphinx
 
 Then navigate to the directory of the Makefile and ```make build``` or ```make html```. Sphinx will then generate the HTML in a folder called `_build/html/`
 
-After navigating to this folder, you can then use Python's built in webserver to view your changes locally:
+After navigating to this folder, you can then use Python's built in web server to view your changes locally:
 
 ``` bash
 python3 -m http.server
diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index de67a9ae9..2264a83bd 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -188,7 +188,7 @@ Spyder
 
 `Spyder <https://github.com/spyder-ide/spyder>`_ is an IDE specifically geared
 toward working with scientific Python libraries (namely
-`Scipy <http://www.scipy.org/>`_). It includes integration with pyflakes_,
+`SciPy <http://www.scipy.org/>`_). It includes integration with pyflakes_,
 `pylint <http://www.logilab.org/857>`_ and
 `rope <https://github.com/python-rope/rope>`_.
 
diff --git a/docs/intro/documentation.rst b/docs/intro/documentation.rst
index 03e56e3fe..887d0982b 100644
--- a/docs/intro/documentation.rst
+++ b/docs/intro/documentation.rst
@@ -35,14 +35,14 @@ pydoc
 :program:`pydoc` is a utility that is installed when you install Python.
 It allows you to quickly retrieve and search for documentation from your
 shell. For example, if you needed a quick refresher on the
-:mod:`time` module, pulling up documentation would be as simple as
+:mod:`time` module, pulling up documentation would be as simple as:
 
     .. code-block:: console
 
        $ pydoc time
 
 The above command is essentially equivalent to opening the Python REPL
-and running
+and running:
 
     .. code-block:: pycon
 
diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 2c1f19c01..3b1a5781c 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -37,24 +37,26 @@ pythonbasics.org is an introductiory tutorial for beginners. The tutorial includ
 Python for Beginners
 ~~~~~~~~~~~~~~~~~~~~
 
-thepythonguru.com is a tutorial focuses on beginner programmers. It covers many python concepts
-in depth. It also teaches you some advance constructs of python like lambda expression, regular expression.
-At last it finishes off with  tutorial "How to access MySQL db using python"
+thepythonguru.com is a tutorial focused on beginner programmers. It covers many Python concepts
+in depth. It also teaches you some advanced constructs of Python like lambda expressions and regular expressions.
+And last it finishes off with the tutorial "How to access MySQL db using Python"
 
-
-   `Python for beginners <http://thepythonguru.com/>`_
+   `Python for Beginners <http://thepythonguru.com/>`_
 
 Learn Python Interactive Tutorial
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 Learnpython.org is an easy non-intimidating way to get introduced to Python.
 The website takes the same approach used on the popular
-`Try Ruby <http://tryruby.org/>`_ website, it has an interactive Python
+`Try Ruby <http://tryruby.org/>`_ website. It has an interactive Python
 interpreter built into the site that allows you to go through the lessons
 without having to install Python locally.
 
     `Learn Python <http://www.learnpython.org/>`_
 
+Python for You and Me
+~~~~~~~~~~~~~~~~~~~~~
+
 If you want a more traditional book, *Python For You and Me* is an excellent
 resource for learning all aspects of the language.
 
@@ -71,7 +73,7 @@ Techbeamers.com provides step-by-step tutorials to teach Python. Each tutorial i
 Online Python Tutor
 ~~~~~~~~~~~~~~~~~~~
 
-Online Python Tutor gives you a visual step by step
+Online Python Tutor gives you a visual step-by-step
 representation of how your program runs. Python Tutor
 helps people overcome a fundamental barrier to learning
 programming by understanding what happens as the computer
@@ -133,7 +135,7 @@ Think Python: How to Think Like a Computer Scientist
 
 Think Python attempts to give an introduction to basic concepts in computer
 science through the use of the Python language. The focus was to create a book
-with plenty of exercises, minimal jargon and a section in each chapter devoted
+with plenty of exercises, minimal jargon, and a section in each chapter devoted
 to the subject of debugging.
 
 While exploring the various features available in the Python language the
@@ -141,7 +143,7 @@ author weaves in various design patterns and best practices.
 
 The book also includes several case studies which have the reader explore the
 topics discussed in the book in greater detail by applying those topics to
-real-world examples. Case studies include assignments in GUI and Markov
+real-world examples. Case studies include assignments in GUI programming and Markov
 Analysis.
 
     `Think Python <http://greenteapress.com/thinkpython/html/index.html>`_
@@ -191,7 +193,7 @@ Code the blocks
 *Code the blocks* provides free and interactive Python tutorials for
 beginners. It combines Python programming with a 3D environment where
 you "place blocks" and construct structures. The tutorials teach you
-how to use Python to create progressively elaborate 3D structures,
+how to use Python to create progressively more elaborate 3D structures,
 making the process of learning Python fun and engaging.
 
     `Code the blocks <https://codetheblocks.com/tutorials/introduction>`_
@@ -204,9 +206,9 @@ Intermediate
 Python Tricks: The Book
 ~~~~~~~~~~~~~~~~~~~~~~~
 
-Discover Python's best practices with simple examples and start writing even more beautiful + Pythonic code. "Python Tricks: The Book" shows you exactly how.
+Discover Python's best practices with simple examples and start writing even more beautiful + Pythonic code. *Python Tricks: The Book* shows you exactly how.
 
-You’ll master intermediate and advanced-level features in Python with practical examples and a clear narrative:
+You’ll master intermediate and advanced-level features in Python with practical examples and a clear narrative.
 
     `Python Tricks: The Book <https://realpython.com/products/python-tricks-book/>`_
 
@@ -214,7 +216,7 @@ Effective Python
 ~~~~~~~~~~~~~~~~
 
 This book contains 59 specific ways to improve writing Pythonic code. At 227
-pages, it is a very brief overview of some of the most commons adapations
+pages, it is a very brief overview of some of the most common adapations
 programmers need to make to become efficient intermediate level Python
 programmers.
 
@@ -241,13 +243,13 @@ Expert Python Programming deals with best practices in programming Python and
 is focused on the more advanced crowd.
 
 It starts with topics like decorators (with caching, proxy, and context manager
-case-studies), method resolution order, using super() and meta-programming, and
+case studies), method resolution order, using super() and meta-programming, and
 general :pep:`8` best practices.
 
 It has a detailed, multi-chapter case study on writing and releasing a package
 and eventually an application, including a chapter on using zc.buildout.  Later
 chapters detail best practices such as writing documentation, test-driven
-development, version control, optimization and profiling.
+development, version control, optimization, and profiling.
 
     `Expert Python Programming <http://www.packtpub.com/expert-python-programming/book>`_
 
@@ -261,7 +263,7 @@ and can make classes and objects behave in different and magical ways.
 
     `A Guide to Python's Magic Methods <http://www.rafekettler.com/magicmethods.html>`_
 
-.. note:: The Rafekettler.com is currently down, you can go to their Github version directly. Here you can find a PDF version:
+.. note:: Rafekettler.com is currently down; you can go to their GitHub version directly. Here you can find a PDF version:
     `A Guide to Python's Magic Methods (repo on GitHub) <https://github.com/RafeKettler/magicmethods/blob/master/magicmethods.pdf>`_
 
 
@@ -317,7 +319,7 @@ Transforming Code into Beautiful, Idiomatic Python
 
 Transforming Code into Beautiful, Idiomatic Python is a video by Raymond Hettinger.
 Learn to take better advantage of Python's best features and improve existing code
-through a series of code transformations, "When you see this, do that instead."
+through a series of code transformations: "When you see this, do that instead."
 
     `Transforming Code into Beautiful, Idiomatic Python <https://www.youtube.com/watch?v=OSGv2VnC0go>`_
 
@@ -328,7 +330,7 @@ Fullstack Python
 Fullstack Python offers a complete top-to-bottom resource for web development
 using Python.
 
-From setting up the webserver, to designing the front-end, choosing a database,
+From setting up the web server, to designing the front-end, choosing a database,
 optimizing/scaling, etc.
 
 As the name suggests, it covers everything you need to build and run a complete
@@ -353,7 +355,7 @@ Python in a Nutshell
 ~~~~~~~~~~~~~~~~~~~~
 
 Python in a Nutshell, written by Alex Martelli, covers most cross-platform
-Python's usage, from its syntax to built-in libraries to advanced topics such
+Python usage, from its syntax to built-in libraries to advanced topics such
 as writing C extensions.
 
     `Python in a Nutshell <http://shop.oreilly.com/product/9780596001889.do>`_
@@ -361,7 +363,7 @@ as writing C extensions.
 The Python Language Reference
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-This is Python's reference manual, it covers the syntax and the core semantics
+This is Python's reference manual. It covers the syntax and the core semantics
 of the language.
 
     `The Python Language Reference <http://docs.python.org/reference/index.html>`_
@@ -388,7 +390,7 @@ Python Cookbook
 ~~~~~~~~~~~~~~~
 
 Python Cookbook, written by David Beazley and Brian K. Jones, is packed with
-practical recipes. This book covers the core python language as well as tasks
+practical recipes. This book covers the core Python language as well as tasks
 common to a wide variety of application domains.
 
     `Python Cookbook <http://shop.oreilly.com/product/0636920027072.do>`_
@@ -396,7 +398,7 @@ common to a wide variety of application domains.
 Writing Idiomatic Python
 ~~~~~~~~~~~~~~~~~~~~~~~~
 
-"Writing Idiomatic Python", written by Jeff Knupp, contains the most common and
+Writing Idiomatic Python, written by Jeff Knupp, contains the most common and
 important Python idioms in a format that maximizes identification and
 understanding.  Each idiom is presented as a recommendation of a way to write
 some commonly used piece of code, followed by an explanation of why the idiom
diff --git a/docs/intro/news.rst b/docs/intro/news.rst
index 1dd89aae1..9f8e9232b 100644
--- a/docs/intro/news.rst
+++ b/docs/intro/news.rst
@@ -87,7 +87,7 @@ Python News is the news section in the official Python web site
 Import Python Weekly
 ********************
 
-Weekly Python Newsletter containing Python Articles, Projects, Videos, Tweets
+Weekly Python Newsletter containing Python Articles, Projects, Videos, and Tweets
 delivered in your inbox.  Keep Your Python Programming Skills Updated.
 
     `Import Python Weekly Newsletter <http://www.importpython.com/newsletter/>`_
@@ -97,6 +97,6 @@ delivered in your inbox.  Keep Your Python Programming Skills Updated.
 Awesome Python Newsletter
 *************************
 
-A weekly overview of the most popular Python news, articles and packages.
+A weekly overview of the most popular Python news, articles, and packages.
 
     `Awesome Python Newsletter <https://python.libhunt.com/newsletter>`_
diff --git a/docs/notes/styleguide.rst b/docs/notes/styleguide.rst
index 2d036b3be..2d4d7055b 100644
--- a/docs/notes/styleguide.rst
+++ b/docs/notes/styleguide.rst
@@ -135,7 +135,7 @@ Python examples:
 Externally Linking
 ******************
 
-* Prefer labels for well known subjects (ex: proper nouns) when linking:
+* Prefer labels for well known subjects (e.g. proper nouns) when linking:
 
   .. code-block:: rest
 
@@ -150,7 +150,7 @@ Externally Linking
 
       Read the `Sphinx Tutorial <http://sphinx.pocoo.org/tutorial.html>`_
 
-* Avoid using labels such as "click here", "this", etc. preferring
+* Avoid using labels such as "click here", "this", etc., preferring
   descriptive labels (SEO worthy) instead.
 
 
@@ -209,4 +209,3 @@ documents or large incomplete sections.
     .. todo::
         Learn the Ultimate Answer to the Ultimate Question
         of Life, The Universe, and Everything
-
diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index 42d29425f..e275018ae 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -23,7 +23,7 @@ Install Fabric:
 
 The following code will create two tasks that we can use: ``memory_usage`` and
 ``deploy``. The former will output the memory usage on each machine. The
-latter will ssh into each server, cd to our project directory, activate the
+latter will SSH into each server, cd to our project directory, activate the
 virtual environment, pull the newest codebase, and restart the application
 server.
 
@@ -101,7 +101,7 @@ The following command lists all available minion hosts, using the ping module.
 
     $ salt '*' test.ping
 
-The host filtering is accomplished by matching the minion id,
+The host filtering is accomplished by matching the minion id
 or using the grains system. The
 `grains <http://docs.saltstack.org/en/latest/topics/targeting/grains.html>`_
 system uses static host information like the operating system version or the
@@ -131,7 +131,7 @@ it will install and start the Apache server:
         - require:
           - pkg: apache
 
-State files can be written using YAML, the Jinja2 template system or pure Python.
+State files can be written using YAML, the Jinja2 template system, or pure Python.
 
     `Salt Documentation <http://docs.saltstack.com>`_
 
@@ -141,7 +141,7 @@ Psutil
 ******
 
 `Psutil <https://github.com/giampaolo/psutil/>`_ is an interface to different
-system information (e.g. CPU, memory, disks, network, users and processes).
+system information (e.g. CPU, memory, disks, network, users, and processes).
 
 Here is an example to be aware of some server overload. If any of the
 tests (net, CPU) fail, it will send an email.
@@ -263,9 +263,9 @@ configures itself and this distributed approach makes Chef a scalable automation
 
 Chef works by using custom recipes (configuration elements), implemented in cookbooks. Cookbooks, which are basically
 packages for infrastructure choices, are usually stored in your Chef server.
-Read the `Digital Ocean tutorial series
+Read the `DigitalOcean tutorial series
 <https://www.digitalocean.com/community/tutorials/how-to-install-a-chef-server-workstation-and-client-on-ubuntu-vps-instances>`_
-on chef to learn how to create a simple Chef Server.
+on Chef to learn how to create a simple Chef Server.
 
 To create a simple cookbook the `knife <https://docs.chef.io/knife.html>`_ command is used:
 
@@ -299,8 +299,8 @@ Puppet Agents are installed on nodes whose state needs to be monitored or
 changed.  A designated server known as the Puppet Master is responsible for
 orchestrating the agent nodes.
 
-Agent nodes send basic facts about the system such as to the operating system,
-kernel, architecture, ip address, hostname etc. to the Puppet Master.
+Agent nodes send basic facts about the system such as the operating system,
+kernel, architecture, IP address, hostname, etc. to the Puppet Master.
 The Puppet Master then compiles a catalog with information provided by the
 agents on how each node should be configured and sends it to the agent. The
 agent enforces the change as prescribed in the catalog and sends a report back
@@ -320,7 +320,7 @@ your Puppet modules.
     Ubuntu
 
 Writing Modules in Puppet is pretty straight forward. Puppet Manifests together
-form Puppet Modules. Puppet manifest end with an extension of ``.pp``.
+form Puppet Modules. Puppet manifests end with an extension of ``.pp``.
 Here is an example of 'Hello World' in Puppet.
 
 .. code-block:: puppet
@@ -334,7 +334,7 @@ Here is an example of 'Hello World' in Puppet.
 Here is another example with system based logic. Note how the operating system
 fact is being used as a variable prepended with the ``$`` sign. Similarly, this
 holds true for other facts such as hostname which can be referenced by
-``$hostname``
+``$hostname``.
 
 .. code-block:: puppet
 
@@ -346,10 +346,10 @@ holds true for other facts such as hostname which can be referenced by
     }
 
 There are several resource types for Puppet but the package-file-service
-paradigm is all you need for undertaking majority of the configuration
+paradigm is all you need for undertaking the majority of the configuration
 management. The following Puppet code makes sure that the OpenSSH-Server
 package is installed in a system and the sshd service is notified to restart
-everytime the sshd configuration file is changed.
+every time the sshd configuration file is changed.
 
 .. code-block:: puppet
 
@@ -407,6 +407,6 @@ monitoring framework written in Python. Its main goal is to give users a flexibl
 architecture for their monitoring system that is designed to scale to large
 environments.
 
-Shinken is backwards-compatible with the Nagios configuration standard, and
-plugins.It works on any operating system, and architecture that supports Python
-which includes Windows, GNU/Linux, and FreeBSD.
+Shinken is backwards-compatible with the Nagios configuration standard and
+plugins. It works on any operating system and architecture that supports Python,
+which includes Windows, Linux, and FreeBSD.
diff --git a/docs/scenarios/ci.rst b/docs/scenarios/ci.rst
index 19f18b37b..ade9148c4 100644
--- a/docs/scenarios/ci.rst
+++ b/docs/scenarios/ci.rst
@@ -14,7 +14,7 @@ Why?
 ****
 
 Martin Fowler, who first wrote about `Continuous Integration <http://martinfowler.com/articles/continuousIntegration.html>`_
-(short: CI) together with Kent Beck, describes the CI as follows:
+(short: CI) together with Kent Beck, describes CI as follows:
 
     Continuous Integration is a software development practice where members of
     a team integrate their work frequently, usually each person integrates at
@@ -29,8 +29,7 @@ Martin Fowler, who first wrote about `Continuous Integration <http://martinfowle
 Jenkins
 *******
 
-`Jenkins CI <http://jenkins-ci.org>`_ is an extensible continuous integration
-engine. Use it.
+`Jenkins CI <http://jenkins-ci.org>`_ is an extensible Continuous Integration engine. Use it.
 
 
 ********
@@ -46,7 +45,7 @@ Tox
 ***
 
 `tox <https://tox.readthedocs.io/en/latest/>`_ is an automation tool providing
-packaging, testing and deployment of Python software right from the console or
+packaging, testing, and deployment of Python software right from the console or
 CI server. It is a generic virtualenv management and test command line tool
 which provides the following features:
 
@@ -55,7 +54,7 @@ which provides the following features:
 * Running tests in each of the environments, configuring your test tool of
   choice
 * Acting as a front-end to Continuous Integration servers, reducing boilerplate
-  and merging CI and shell-based testing.
+  and merging CI and shell-based testing
 
 
 *********
@@ -66,7 +65,7 @@ Travis-CI
 tests for open source projects for free. It provides multiple workers to run
 Python tests on and seamlessly integrates with GitHub. You can even have it
 comment on your Pull Requests whether this particular changeset breaks the
-build or not. So if you are hosting your code on GitHub, travis-ci is a great
+build or not. So if you are hosting your code on GitHub, Travis-CI is a great
 and easy way to get started with Continuous Integration.
 
 In order to get started, add a :file:`.travis.yml` file to your repository with
@@ -86,12 +85,12 @@ this example content::
 
 
 This will get your project tested on all the listed Python versions by
-running the given script, and will only build the master branch. There are a
-lot more options you can enable, like notifications, before and after steps
-and much more. The `travis-ci docs <https://docs.travis-ci.com/user/languages/python/>`_
+running the given script, and will only build the ``master`` branch. There are a
+lot more options you can enable, like notifications, before and after steps,
+and much more. The `Travis-CI docs <https://docs.travis-ci.com/user/languages/python/>`_
 explain all of these options, and are very thorough.
 
-In order to activate testing for your project, go to `the travis-ci site <https://travis-ci.org/>`_
+In order to activate testing for your project, go to `the Travis-CI site <https://travis-ci.org/>`_
 and login with your GitHub account. Then activate your project in your
 profile settings and you're ready to go. From now on, your project's tests
 will be run on every push to GitHub.
diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index ab2e11925..266223734 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -15,12 +15,12 @@ switches.
 
 Some popular command-line applications include:
 
-* `Grep <http://en.wikipedia.org/wiki/Grep>`_ - A plain-text data search utility
+* `grep <http://en.wikipedia.org/wiki/grep>`_ - A plain-text data search utility
 * `curl <http://curl.haxx.se/>`_ - A tool for data transfer with URL syntax
-* `httpie <https://github.com/jakubroztocil/httpie>`_ - A command line HTTP
+* `httpie <https://github.com/jakubroztocil/httpie>`_ - A command-line HTTP
   client, a user-friendly cURL replacement
-* `git <http://git-scm.com/>`_ - A distributed version control system
-* `mercurial <https://www.mercurial-scm.org/>`_ - A distributed version control
+* `Git <http://git-scm.com/>`_ - A distributed version control system
+* `Mercurial <https://www.mercurial-scm.org/>`_ - A distributed version control
   system primarily written in Python
 
 
@@ -30,8 +30,8 @@ Clint
 
 `clint <https://pypi.python.org/pypi/clint/>`_ is a Python module which is
 filled with very useful tools for developing command-line applications.
-It supports features such as; CLI colors and indents, simple and powerful
-column printer, iterator based progress bars and implicit argument handling.
+It supports features such as: CLI colors and indents, simple and powerful
+column printer, iterator based progress bars, and implicit argument handling.
 
 
 *****
@@ -40,7 +40,7 @@ Click
 
 `click <http://click.pocoo.org/>`_ is a Python package for creating
 command-line interfaces in a composable way with as little code as
-possible. This “Command-line Interface Creation Kit” is highly
+possible. This “Command-Line Interface Creation Kit” is highly
 configurable but comes with good defaults out of the box.
 
 
@@ -61,8 +61,8 @@ Plac
 over the Python standard library `argparse <http://docs.python.org/2/library/argparse.html>`_,
 which hides most of its complexity by using a declarative interface: the
 argument parser is inferred rather than written down by imperatively. This
-module targets especially unsophisticated users, programmers, sys-admins,
-scientists and in general people writing throw-away scripts for themselves,
+module targets especially unsophisticated users, programmers, sysadmins,
+scientists, and in general people writing throw-away scripts for themselves,
 who choose to create a command-line interface because it is quick and simple.
 
 
@@ -73,7 +73,7 @@ Cliff
 `Cliff <http://docs.openstack.org/developer/cliff/>`_  is a framework for
 building command-line programs. It uses setuptools entry points to provide
 subcommands, output formatters, and other extensions. The framework is meant
-to be used to create multi-level commands such as subversion and git, where
+to be used to create multi-level commands such as ``svn`` and ``git``, where
 the main program handles some basic argument parsing and then invokes a
 sub-command to do the work.
 
@@ -83,11 +83,11 @@ Cement
 ******
 
 `Cement <http://builtoncement.com/>`_ is an advanced CLI Application Framework.
-Its goal is to introduce a standard, and feature-full platform
+Its goal is to introduce a standard and feature-full platform
 for both simple and complex command line applications as well
 as support rapid development needs without sacrificing quality.
-Cement is flexible, and it's use cases span from the simplicity of a micro-framework
-to the complexity of a meg-framework.
+Cement is flexible, and its use cases span from the simplicity of a micro-framework
+to the complexity of a mega-framework.
 
 
 ***********
@@ -95,9 +95,8 @@ Python Fire
 ***********
 
 `Python Fire <https://github.com/google/python-fire/>`_ is a library for
-automatically generating command line interfaces from absolutely any Python
+automatically generating command-line interfaces from absolutely any Python
 object. It can help debug Python code more easily from the command line,
 create CLI interfaces to existing code, allow you to interactively explore
 code in a REPL, and simplify transitioning between Python and Bash (or any
 other shell).
-
diff --git a/docs/scenarios/clibs.rst b/docs/scenarios/clibs.rst
index 661cddafd..5470576b0 100644
--- a/docs/scenarios/clibs.rst
+++ b/docs/scenarios/clibs.rst
@@ -36,11 +36,11 @@ ABI Interaction
 ctypes
 ******
 
-`ctypes <https://docs.python.org/3/library/ctypes.html>`_ is the de facto
+`ctypes <https://docs.python.org/3/library/ctypes.html>`_ is the de facto standard
 library for interfacing with C/C++ from CPython, and it provides not only
 full access to the native C interface of most major operating systems (e.g.,
 kernel32 on Windows, or libc on \*nix), but also provides support for loading
-and interfacing with dynamic libraries, such as DLLs or shared objects at
+and interfacing with dynamic libraries, such as DLLs or shared objects, at
 runtime. It does bring along with it a whole host of types for interacting
 with system APIs, and allows you to rather easily define your own complex
 types, such as structs and unions, and allows you to modify things such as
@@ -82,7 +82,7 @@ large number of scripting languages), is a tool for generating bindings for
 interpreted languages from C/C++ header files. It is extremely simple to use:
 the consumer simply needs to define an interface file (detailed in the
 tutorial and documentations), include the requisite C/C++ headers, and run
-the build tool against them. While it does have some limits, (it currently
+the build tool against them. While it does have some limits (it currently
 seems to have issues with a small subset of newer C++ features, and getting
 template-heavy code to work can be a bit verbose), it provides a great deal
 of power and exposes lots of features to Python with little effort.
@@ -137,5 +137,5 @@ Boost.Python
 `Boost.Python <http://www.boost.org/doc/libs/1_59_0/libs/python/doc/>`_
 requires a bit more manual work to expose C++ object functionality, but
 it is capable of providing all the same features SWIG does and then some,
-to include providing wrappers to access PyObjects in C++, extracting SWIG-
+to include providing wrappers to access PyObjects in C++, extracting SWIG
 wrapper objects, and even embedding bits of Python into your C++ code.
diff --git a/docs/scenarios/crypto.rst b/docs/scenarios/crypto.rst
index e6956d75b..39cf8a3a4 100644
--- a/docs/scenarios/crypto.rst
+++ b/docs/scenarios/crypto.rst
@@ -7,16 +7,16 @@ Cryptography
 
 
 ************
-Cryptography
+cryptography
 ************
 
-`Cryptography <https://cryptography.io/en/latest/>`_ is an actively developed
+`cryptography <https://cryptography.io/en/latest/>`_ is an actively developed
 library that provides cryptographic recipes and primitives. It supports
-Python 2.6-2.7, Python 3.3+ and PyPy.
+Python 2.6-2.7, Python 3.3+, and PyPy.
 
 
-Cryptography is divided into two layers of recipes and hazardous materials
-(hazmat).  The recipes layer provides simple API for proper symmetric
+cryptography is divided into two layers of recipes and hazardous materials
+(hazmat).  The recipes layer provides a simple API for proper symmetric
 encryption and the hazmat layer provides low-level cryptographic primitives.
 
 
@@ -46,9 +46,9 @@ Example code using high level symmetric encryption recipe:
 GPGME bindings
 **************
 
-The `GPGME Python bindings <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/>`_ provide pythonic access to `GPG Made Easy <https://dev.gnupg.org/source/gpgme/browse/master/>`_, a C API for the entire GNU Privacy Guard suite of projects, including GPG, libgcrypt and gpgsm (the S/MIME engine). It supports Python 2.6, 2.7, 3.4 and above. Depends on the SWIG C interface for Python as well as the GnuPG software and libraries.
+The `GPGME Python bindings <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/>`_ provide Pythonic access to `GPG Made Easy <https://dev.gnupg.org/source/gpgme/browse/master/>`_, a C API for the entire GNU Privacy Guard suite of projects, including GPG, libgcrypt, and gpgsm (the S/MIME engine). It supports Python 2.6, 2.7, 3.4, and above. Depends on the SWIG C interface for Python as well as the GnuPG software and libraries.
 
-A more comprehensive `GPGME Python Bindings HOWTO <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/docs/GPGMEpythonHOWTOen.org>`_ is available with the source and a HTML version is available `here <http://files.au.adversary.org/crypto/GPGMEpythonHOWTOen.html>`_.  Python 3 sample scripts from the examples in the HOWTO are also provided with the source and are accessible `here <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/examples/howto/>`_.
+A more comprehensive `GPGME Python Bindings HOWTO <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/docs/GPGMEpythonHOWTOen.org>`_ is available with the source, and an HTML version is available `here <http://files.au.adversary.org/crypto/GPGMEpythonHOWTOen.html>`_.  Python 3 sample scripts from the examples in the HOWTO are also provided with the source and are accessible `here <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/examples/howto/>`_.
 
 Available under the same terms as the rest of the GnuPG Project: GPLv2 and LGPLv2.1, both with the "or any later version" clause.
 
diff --git a/docs/scenarios/db.rst b/docs/scenarios/db.rst
index fc34fbb34..58211e26b 100644
--- a/docs/scenarios/db.rst
+++ b/docs/scenarios/db.rst
@@ -12,7 +12,7 @@ DB-API
 
 The Python Database API (DB-API) defines a standard interface for Python
 database access modules. It's documented in :pep:`249`.
-Nearly all Python database modules such as `sqlite3`, `psycopg` and
+Nearly all Python database modules such as `sqlite3`, `psycopg`, and
 `mysql-python` conform to this interface.
 
 Tutorials that explain how to work with modules that conform to this interface can be found
@@ -39,7 +39,7 @@ Records
 
 `Records <https://github.com/kennethreitz/records>`_ is minimalist SQL library,
 designed for sending raw SQL queries to various databases. Data can be used
-programmatically, or exported to a number of useful data formats.
+programmatically or exported to a number of useful data formats.
 
 .. code-block:: console
 
@@ -73,11 +73,11 @@ peewee
 
 `peewee <http://docs.peewee-orm.com/en/latest/>`_ is another ORM with a focus
 on being lightweight with support for Python 2.6+ and 3.2+ which supports
-SQLite, MySQL and Postgres by default. The
+SQLite, MySQL, and PostgreSQL by default. The
 `model layer <https://peewee.readthedocs.io/en/latest/peewee/quickstart.html#model-definition>`_
 is similar to that of the Django ORM and it has
 `SQL-like methods <https://peewee.readthedocs.io/en/latest/peewee/quickstart.html#retrieving-data>`_
-to query data. While SQLite, MySQL and Postgres are supported out-of-the-box,
+to query data. While SQLite, MySQL, and PostgreSQL are supported out-of-the-box,
 there is a `collection of add-ons <https://peewee.readthedocs.io/en/latest/peewee/playhouse.html#playhouse>`_
 available.
 
@@ -88,9 +88,9 @@ PonyORM
 
 `PonyORM <http://ponyorm.com/>`_ is an ORM that takes a different approach to
 querying the database. Instead of writing an SQL-like language or boolean
-expressions, Python's generator syntax is used. There's also an graphical
+expressions, Python's generator syntax is used. There's also a graphical
 schema editor that can generate PonyORM entities for you. It supports Python
-2.6+ and Python 3.3+ and can connect to SQLite, MySQL, Postgres & Oracle
+2.6+ and Python 3.3+ and can connect to SQLite, MySQL, PostgreSQL, and Oracle.
 
 
 *********
@@ -98,8 +98,8 @@ SQLObject
 *********
 
 `SQLObject <http://www.sqlobject.org/>`_ is yet another ORM. It supports a wide
-variety of databases: Common database systems MySQL, Postgres and SQLite and
-more exotic systems like SAP DB, SyBase and MSSQL. It only supports Python 2
+variety of databases: common database systems like MySQL, PostgreSQL, and SQLite and
+more exotic systems like SAP DB, SyBase, and Microsoft SQL Server. It only supports Python 2
 from Python 2.6 upwards.
 
-.. There's no official information on this on their page, this information was gathered by looking at their source code
+.. There's no official information on this on their page; this information was gathered by looking at their source code.
diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 6825a91ae..e012048bc 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -14,12 +14,12 @@ Camelot
 *******
 
 `Camelot <http://www.python-camelot.com>`_ provides components for building
-applications on top of Python, SQLAlchemy and Qt.  It is inspired by
+applications on top of Python, SQLAlchemy, and Qt.  It is inspired by
 the Django admin interface.
 
 The main resource for information is the website:
 http://www.python-camelot.com
-and the mailing list https://groups.google.com/forum/#!forum/project-camelot
+and the mailing list https://groups.google.com/forum/#!forum/project-camelot.
 
 
 *****
@@ -44,7 +44,7 @@ applications be ported from PyGTK to PyGObject.
 PyGObject aka (PyGi)
 ********************
 
-`PyGObject <https://wiki.gnome.org/Projects/PyGObject>`_ provides Python bindings, which gives access to the entire GNOME software platform.
+`PyGObject <https://wiki.gnome.org/Projects/PyGObject>`_ provides Python bindings which gives access to the entire GNOME software platform.
 It is fully compatible with GTK+ 3. Here is a tutorial to get started with `Python GTK+ 3 Tutorial <https://python-gtk-3-tutorial.readthedocs.io/en/latest/>`_.
 
 `API Reference <http://lazka.github.io/pgi-docs/>`_
@@ -59,8 +59,8 @@ enabled media rich applications. The aim is to allow for quick and easy
 interaction design and rapid prototyping, while making your code reusable
 and deployable.
 
-Kivy is written in Python, based on OpenGL and supports different input devices
-such as: Mouse, Dual Mouse, TUIO, WiiMote, WM_TOUCH, HIDtouch, Apple's products
+Kivy is written in Python, based on OpenGL, and supports different input devices
+such as: Mouse, Dual Mouse, TUIO, WiiMote, WM_TOUCH, HIDtouch, Apple's products,
 and so on.
 
 Kivy is actively being developed by a community and is free to use. It operates
@@ -111,7 +111,7 @@ application source code to be executed as a standalone desktop application.
 
 `Python Wiki for PyjamasDesktop <http://wiki.python.org/moin/PyjamasDesktop>`_.
 
-The main website; `pyjs Desktop <http://pyjs.org/>`_.
+The main website: `pyjs Desktop <http://pyjs.org/>`_.
 
 
 **
@@ -127,13 +127,13 @@ non-GUI applications.
 PySimpleGUI
 ***********
 
-`PySimpleGUI <https://pysimplegui.readthedocs.io/>`_ is a  wrapper for Tkinter and Qt (others on the way).  The amount of code required to implement custom GUIs is much shorter using PySimpleGUI than if the same GUI were written directly using tkinter or Qt.  PySimpleGUI code can be "ported" between GUI frameworks by changing import statement.
+`PySimpleGUI <https://pysimplegui.readthedocs.io/>`_ is a  wrapper for Tkinter and Qt (others on the way).  The amount of code required to implement custom GUIs is much shorter using PySimpleGUI than if the same GUI were written directly using Tkinter or Qt.  PySimpleGUI code can be "ported" between GUI frameworks by changing import statements.
 
 .. code-block:: console
 
   $ pip install pysimplegui
 
-PySimpleGUI is contained in a single PySimpleGUI.py file.  Should pip installation be impossible, pasting the PySimpleGUI.py file into a project's folder is all that's required to import and begin using.
+PySimpleGUI is contained in a single PySimpleGUI.py file.  Should pip installation be impossible, copying the PySimpleGUI.py file into a project's folder is all that's required to import and begin using.
 
 
 ****
@@ -145,7 +145,7 @@ native, cross platform GUI toolkit. Toga consists of a library of base
 components with a shared interface to simplify platform-agnostic GUI
 development.
 
-Toga is available on Mac OS, Windows, Linux (GTK), and mobile platforms such
+Toga is available on mOS, Windows, Linux (GTK), and mobile platforms such
 as Android and iOS.
 
 
diff --git a/docs/scenarios/imaging.rst b/docs/scenarios/imaging.rst
index a6ba48fde..7b0e71935 100644
--- a/docs/scenarios/imaging.rst
+++ b/docs/scenarios/imaging.rst
@@ -6,7 +6,7 @@ Image Manipulation
 .. image:: /_static/photos/34575689432_3de8e9a348_k_d.jpg
 
 Most image processing and manipulation techniques can be carried out
-effectively using two libraries: Python Imaging Library (PIL)  and OpenSource
+effectively using two libraries: Python Imaging Library (PIL) and Open Source
 Computer Vision (OpenCV).
 
 A brief description of both is given below.
@@ -21,8 +21,8 @@ for short, is one of the core libraries for image manipulation in Python. Unfort
 its development has stagnated, with its last release in 2009.
 
 Luckily for you, there's an actively-developed fork of PIL called
-`Pillow <http://python-pillow.github.io/>`_ - it's easier to install, runs on
-all operating systems, and supports Python 3.
+`Pillow <http://python-pillow.github.io/>`_ -- it's easier to install, runs on
+all major operating systems, and supports Python 3.
 
 Installation
 ~~~~~~~~~~~~
@@ -65,11 +65,11 @@ There are more examples of the Pillow library in the
 `Pillow tutorial <https://pillow.readthedocs.io/en/3.0.x/handbook/tutorial.html>`_.
 
 
-**************************
-OpenSource Computer Vision
-**************************
+***************************
+Open Source Computer Vision
+***************************
 
-OpenSource Computer Vision, more commonly known as OpenCV, is a more advanced
+Open Source Computer Vision, more commonly known as OpenCV, is a more advanced
 image manipulation and processing software than PIL. It has been implemented
 in several languages and is widely used.
 
diff --git a/docs/scenarios/json.rst b/docs/scenarios/json.rst
index 6495724af..130ad3031 100644
--- a/docs/scenarios/json.rst
+++ b/docs/scenarios/json.rst
@@ -52,7 +52,7 @@ You can also convert the following to JSON:
 simplejson
 **********
 
-The JSON library was added to Python in version 2.6.
+The json library was added to Python in version 2.6.
 If you're using an earlier version of Python, the
 `simplejson <https://simplejson.readthedocs.io/en/latest/>`_ library is
 available via PyPI.
@@ -68,5 +68,5 @@ importing simplejson under a different name:
 
     import simplejson as json
 
-After importing simplejson as json, the above examples will all work as if you
+After importing simplejson as `json`, the above examples will all work as if you
 were using the standard json library.
diff --git a/docs/scenarios/ml.rst b/docs/scenarios/ml.rst
index baa0777de..71bdceb2d 100644
--- a/docs/scenarios/ml.rst
+++ b/docs/scenarios/ml.rst
@@ -6,16 +6,16 @@ Machine Learning
 
 .. image:: /_static/photos/34018729885_002ced9b54_k_d.jpg
 
-Python has a vast number of libraries for data analysis, statistics and Machine Learning itself, making it a language of choice for many data scientists.
+Python has a vast number of libraries for data analysis, statistics, and Machine Learning itself, making it a language of choice for many data scientists.
 
-Some widely used packages for Machine Learning and other Data Science applications are enlisted below.
+Some widely used packages for Machine Learning and other data science applications are listed below.
 
 
 ***********
-Scipy Stack
+SciPy Stack
 ***********
 
-The Scipy stack consists of a bunch of core helper packages used in data science, for statistical analysis and visualising data. Because of its huge number of functionalities and ease of use, the Stack is considered a must-have for most data science applications.
+The SciPy stack consists of a bunch of core helper packages used in data science for statistical analysis and visualising data. Because of its huge number of functionalities and ease of use, the Stack is considered a must-have for most data science applications.
 
 The Stack consists of the following packages (link to documentation given):
 
@@ -41,9 +41,9 @@ For installing the full stack, or individual packages, you can refer to the inst
 scikit-learn
 ************
 
-Scikit is a free and open-source machine learning library for Python. It offers off-the-shelf functions to implement many algorithms like linear regression, classifiers, SVMs, k-means, Neural Networks etc. It also has a few sample datasets which can be directly used for training and testing.
+Scikit is a free and open-source machine learning library for Python. It offers off-the-shelf functions to implement many algorithms like linear regression, classifiers, SVMs, k-means, Neural Networks, etc. It also has a few sample datasets which can be directly used for training and testing.
 
-Because of its speed, robustness and easiness to use, it's one of the most widely-used libraries for many Machine Learning applications.
+Because of its speed, robustness, and ease of, it's one of the most widely-used libraries for many Machine Learning applications.
 
 Installation
 ~~~~~~~~~~~~
@@ -60,16 +60,16 @@ Through conda:
 
 	conda install scikit-learn
 
-scikit-learn also comes in shipped with Anaconda (mentioned above). For more installation instructions, refer to `this link <http://scikit-learn.org/stable/install.html>`_.
+scikit-learn also comes shipped with Anaconda (mentioned above). For more installation instructions, refer to `this link <http://scikit-learn.org/stable/install.html>`_.
 
 Example
 ~~~~~~~
 
 For this example, we train a simple classifier on the `Iris dataset <http://en.wikipedia.org/wiki/Iris_flower_data_set>`_, which comes bundled in with scikit-learn.
 
-The dataset takes four features of flowers: sepal length, sepal width, petal length and petal width, and classifies them into three flower species (labels): setosa, versicolor or virginica. The labels have been represented as numbers in the dataset: 0 (setosa), 1 (versicolor) and 2 (virginica).
+The dataset takes four features of flowers: sepal length, sepal width, petal length, and petal width, and classifies them into three flower species (labels): setosa, versicolor, or virginica. The labels have been represented as numbers in the dataset: 0 (setosa), 1 (versicolor), and 2 (virginica).
 
-We shuffle the Iris dataset, and divide it into separate training and testing sets: keeping the last 10 data points for testing and rest for training. We then train the classifier on the training set, and predict on the testing set.
+We shuffle the Iris dataset and divide it into separate training and testing sets, keeping the last 10 data points for testing and rest for training. We then train the classifier on the training set and predict on the testing set.
 
 .. code-block:: python
 
@@ -120,6 +120,6 @@ Since we're splitting randomly and the classifier trains on every iteration, the
 	[0 1 1 1 0 2 0 2 2 2]
 	100.0
 
-The first line contains the labels (i.e flower species) of the testing data as predicted by our classifier, and the second line contains the actual flower species as given in the dataset. We thus get an accuracy of 100% this time.
+The first line contains the labels (i.e. flower species) of the testing data as predicted by our classifier, and the second line contains the actual flower species as given in the dataset. We thus get an accuracy of 100% this time.
 
 More on scikit-learn can be read in the `documentation <http://scikit-learn.org/stable/user_guide.html>`_.
diff --git a/docs/scenarios/network.rst b/docs/scenarios/network.rst
index d17eea824..f8306c70a 100644
--- a/docs/scenarios/network.rst
+++ b/docs/scenarios/network.rst
@@ -12,8 +12,8 @@ Twisted
 
 `Twisted <http://twistedmatrix.com/trac/>`_ is an event-driven networking
 engine. It can be used to build applications around many different networking
-protocols, including http servers and clients, applications using SMTP, POP3,
-IMAP or SSH protocols, instant messaging
+protocols, including HTTP servers and clients, applications using SMTP, POP3,
+IMAP, or SSH protocols, instant messaging,
 and `much more <http://twistedmatrix.com/trac/wiki/Documentation>`_.
 
 
@@ -30,8 +30,8 @@ message queuing without a message broker. The basic patterns for this are:
   remote procedure call and task distribution pattern.
 - publish-subscribe: connects a set of publishers to a set of subscribers.
   This is a data distribution pattern.
-- push-pull (or pipeline): connects nodes in a fan-out / fan-in pattern that
-  can have multiple steps, and loops. This is a parallel task distribution
+- push-pull (or pipeline): connects nodes in a fan-out/fan-in pattern that
+  can have multiple steps and loops. This is a parallel task distribution
   and collection pattern.
 
 For a quick start, read the `ZeroMQ guide <http://zguide.zeromq.org/page:all>`_.
diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index 6bdb1c9db..6051e4586 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -16,11 +16,11 @@ and performs well.
 
 Due to its high performance nature, scientific computing in Python often
 utilizes external libraries, typically written in faster languages (like C, or
-FORTRAN for matrix operations). The main libraries used are `NumPy`_, `SciPy`_
+Fortran for matrix operations). The main libraries used are `NumPy`_, `SciPy`_
 and `Matplotlib`_. Going into detail about these libraries is beyond the scope
 of the Python guide. However, a comprehensive introduction to the scientific
 Python ecosystem can be found in the `Python Scientific Lecture Notes
-<http://scipy-lectures.github.com/>`_
+<http://scipy-lectures.github.com/>`_.
 
 
 *****
@@ -35,7 +35,7 @@ which provides features of great interest to scientists. The `inline mode`
 allows graphics and plots to be displayed in the terminal (Qt based version).
 Moreover, the `notebook` mode supports literate programming and reproducible
 science generating a web-based Python notebook. This notebook allows you to
-store chunks of Python code along side the results and additional comments
+store chunks of Python code alongside the results and additional comments
 (HTML, LaTeX, Markdown). The notebook can then be shared and exported in various
 file formats.
 
@@ -48,7 +48,7 @@ NumPy
 -----
 
 `NumPy <http://numpy.scipy.org/>`_ is a low level library written in C (and
-FORTRAN) for high level mathematical functions. NumPy cleverly overcomes the
+Fortran) for high level mathematical functions. NumPy cleverly overcomes the
 problem of running slower algorithms on Python by using multidimensional arrays
 and functions that operate on arrays. Any algorithm can then be expressed as a
 function on arrays, allowing the algorithms to be run quickly.
@@ -57,7 +57,7 @@ NumPy is part of the SciPy project, and is released as a separate library so
 people who only need the basic requirements can use it without installing the
 rest of SciPy.
 
-NumPy is compatible with Python versions 2.4 through to 2.7.2 and 3.1+.
+NumPy is compatible with Python versions 2.4 through 2.7.2 and 3.1+.
 
 Numba
 -----
@@ -75,7 +75,7 @@ SciPy
 functions. SciPy uses NumPy arrays as the basic data structure, and comes
 with modules for various commonly used tasks in scientific programming,
 including linear algebra, integration (calculus), ordinary differential equation
-solving and signal processing.
+solving, and signal processing.
 
 Matplotlib
 ----------
@@ -84,7 +84,7 @@ Matplotlib
 library for creating interactive 2D and 3D plots that can also be saved as
 manuscript-quality figures. The API in many ways reflects that of `MATLAB
 <http://www.mathworks.com/products/matlab/>`_, easing transition of MATLAB
-users to Python. Many examples, along with the source code to re-create them,
+users to Python. Many examples, along with the source code to recreate them,
 are available in the `matplotlib gallery
 <http://matplotlib.sourceforge.net/gallery.html>`_.
 
@@ -92,10 +92,10 @@ Pandas
 ------
 
 `Pandas <http://pandas.pydata.org/>`_ is data manipulation library
-based on Numpy which provides many useful functions for accessing,
-indexing, merging and grouping data easily. The main data structure (DataFrame)
+based on NumPy which provides many useful functions for accessing,
+indexing, merging, and grouping data easily. The main data structure (DataFrame)
 is close to what could be found in the R statistical package; that is,
-heterogeneous data tables with name indexing, time series operations and
+heterogeneous data tables with name indexing, time series operations, and
 auto-alignment of data.
 
 Rpy2
@@ -112,7 +112,7 @@ PsychoPy
 
 `PsychoPy <http://www.psychopy.org/>`_ is a library for cognitive scientists
 allowing the creation of cognitive psychology and neuroscience experiments.
-The library handles presentation of stimuli, scripting of experimental design
+The library handles presentation of stimuli, scripting of experimental design,
 and data collection.
 
 
@@ -131,7 +131,7 @@ Unofficial Windows Binaries for Python Extension Packages
 
 Many people who do scientific computing are on Windows, yet many of the
 scientific computing packages are notoriously difficult to build and install on
-this platform. `Christoph Gohlke <http://www.lfd.uci.edu/~gohlke/pythonlibs/>`_
+this platform. `Christoph Gohlke <http://www.lfd.uci.edu/~gohlke/pythonlibs/>`_,
 however, has compiled a list of Windows binaries for many useful Python
 packages.  The list of packages has grown from a mainly scientific Python
 resource to a more general list. If you're on Windows, you may want to check it
diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index bf61b29a7..3c7493f42 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -13,7 +13,7 @@ Web Scraping
 Web sites are written using HTML, which means that each web page is a
 structured document. Sometimes it would be great to obtain some data from
 them and preserve the structure while we're at it. Web sites don't always
-provide their data in comfortable formats such as ``csv`` or ``json``.
+provide their data in comfortable formats such as CSV or JSON.
 
 This is where web scraping comes in. Web scraping is the practice of using a
 computer program to sift through a web page and gather the data that you need
@@ -41,7 +41,7 @@ Let's start with the imports:
     import requests
 
 Next we will use ``requests.get`` to retrieve the web page with our data,
-parse it using the ``html`` module and save the results in ``tree``:
+parse it using the ``html`` module, and save the results in ``tree``:
 
 .. code-block:: python
 
@@ -62,10 +62,10 @@ HTML or XML documents. A good introduction to XPath is on
 There are also various tools for obtaining the XPath of elements such as
 FireBug for Firefox or the Chrome Inspector. If you're using Chrome, you
 can right click an element, choose 'Inspect element', highlight the code,
-right click again and choose 'Copy XPath'.
+right click again, and choose 'Copy XPath'.
 
 After a quick analysis, we see that in our page the data is contained in
-two elements - one is a div with title 'buyer-name' and the other is a
+two elements -- one is a div with title 'buyer-name' and the other is a
 span with class 'item-price':
 
 .. code-block:: html
diff --git a/docs/scenarios/serialization.rst b/docs/scenarios/serialization.rst
index 559ad3651..fefd88372 100644
--- a/docs/scenarios/serialization.rst
+++ b/docs/scenarios/serialization.rst
@@ -12,7 +12,7 @@ What is data serialization?
 
 Data serialization is the concept of converting structured data into a format
 that allows it to be shared or stored in such a way that its original
-structure to be recovered. In some cases, the secondary intention of data
+structure can be recovered. In some cases, the secondary intention of data
 serialization is to minimize the size of the serialized data which then
 minimizes disk space or bandwidth requirements.
 
diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index 5d087e94c..485872360 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -200,8 +200,8 @@ These lines both need a remark:
 The `pyximport` module allows you to import :file:`*.pyx` files (e.g.,
 :file:`primesCy.pyx`) with the Cython-compiled version of the `primes`
 function. The `pyximport.install()` command allows the Python interpreter to
-start the Cython compiler directly to generate C-code, which is automatically
-compiled to a :file:`*.so` C-library. Cython is then able to import this
+start the Cython compiler directly to generate C code, which is automatically
+compiled to a :file:`*.so` C library. Cython is then able to import this
 library for you in your Python code, easily and efficiently. With the
 `time.time()` function you are able to compare the time between these 2
 different calls to find 500 prime numbers. On a standard notebook (dual core
@@ -214,7 +214,7 @@ AMD E-450 1.6 GHz), the measured values are:
     Python time: 0.0566 seconds
 
 
-And here the output of an embedded `ARM beaglebone <http://beagleboard.org/Products/BeagleBone>`_ machine:
+And here is the output of an embedded `ARM beaglebone <http://beagleboard.org/Products/BeagleBone>`_ machine:
 
 .. code-block:: console
 
@@ -253,7 +253,7 @@ available.
 
 The ProcessPoolExecutor works in the same way, except instead of using multiple
 threads for its workers, it will use multiple processes. This makes it possible
-to side-step the GIL, however because of the way things are passed to worker
+to side-step the GIL; however, because of the way things are passed to worker
 processes, only picklable objects can be executed and returned.
 
 Because of the way the GIL works, a good rule of thumb is to use a
@@ -264,7 +264,7 @@ executor when the task is computationally expensive.
 There are two main ways of executing things in parallel using the two
 Executors. One way is with the `map(func, iterables)` method. This works
 almost exactly like the builtin `map()` function, except it will execute
-everything in parallel. :
+everything in parallel.
 
 .. code-block:: python
 
@@ -304,7 +304,7 @@ result()
     the scheduled callable returns by default.
 exception()
     Return the exception raised by the call. If no exception was raised then
-    this returns `None`. Note that this will block just like `result()`.
+    this returns None. Note that this will block just like `result()`.
 add_done_callback(fn)
     Attach a callback function that will be executed (as `fn(future)`) when the
     scheduled callable returns.
@@ -357,14 +357,14 @@ futures provided have completed.
 For more information, on using the `concurrent.futures`_ module, consult the
 official documentation.
 
-Threading
+threading
 ---------
 
 The standard library comes with a `threading`_ module that allows a user to
 work with multiple threads manually.
 
 Running a function in another thread is as simple as passing a callable and
-it's arguments to `Thread`'s constructor and then calling `start()`:
+its arguments to `Thread`'s constructor and then calling `start()`:
 
 .. code-block:: python
 
@@ -399,7 +399,7 @@ there might be situations where two or more threads are trying to write to the
 same resource at the same time or where the output is dependent on the sequence
 or timing of certain events. This is called a `data race`_ or race condition.
 When this happens, the output will be garbled or you may encounter problems
-which are difficult to debug. A good example is this `stackoverflow post`_.
+which are difficult to debug. A good example is this `Stack Overflow post`_.
 
 The way this can be avoided is by using a `Lock`_ that each thread needs to
 acquire before writing to a shared resource. Locks can be acquired and released
diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 40b6656ce..bf5f1864a 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -41,7 +41,7 @@ URL Routing
   be invoked
 
 Request and Response Objects
-  Encapsulate the information received from or sent to a user's browser
+  Encapsulates the information received from or sent to a user's browser
 
 Template Engine
   Allows for separating Python code implementing an application's logic from
@@ -105,14 +105,14 @@ It is a reliable, high-performance Python web framework for building large-scale
 app backends and microservices. Falcon encourages the REST architectural style of
 mapping URIs to resources, trying to do as little as possible while remaining highly effective.
 
-Falcon highlights four main focuses: speed, reliability, flexibility and debuggability.
+Falcon highlights four main focuses: speed, reliability, flexibility, and debuggability.
 It implements HTTP through "responders" such as ``on_get()``, ``on_put()``, etc.
 These responders receive intuitive request and response objects.
 
 Tornado
 --------
 
-`Tornado <http://www.tornadoweb.org/>`_ is an asyncronous web framework
+`Tornado <http://www.tornadoweb.org/>`_ is an asynchronous web framework
 for Python that has its own event loop. This allows it to natively support
 WebSockets, for example. Well-written Tornado applications are known to
 have excellent performance characteristics.
@@ -126,7 +126,7 @@ Pyramid
 focus on modularity. It comes with a small number of libraries ("batteries")
 built-in, and encourages users to extend its base functionality. A set of
 provided cookiecutter templates helps making new project decisions for users.
-It poweres one of the most important parts of python infrastucture
+It powers one of the most important parts of python infrastucture
 `PyPI <https://pypi.org/>`_.
 
 Pyramid does not have a large user base, unlike Django and Flask. It's a
@@ -136,11 +136,11 @@ applications today.
 Masonite
 --------
 
-`Masonite <https://docs.masoniteproject.com>`_ is a modern and developer centric, "batteries included", web framework. 
+`Masonite <https://docs.masoniteproject.com>`_ is a modern and developer centric, "batteries included", web framework.
 
 The Masonite framework follows the MVC (Model-View-Controller) architecture pattern and is heavily inspired by frameworks such as Rails and Laravel, so if you are coming to Python from a Ruby or PHP background then you will feel right at home!
 
-Masonite comes with a lot of functionality out of the box including a powerful IOC container with auto resolving dependency injection, craft command line tools and the Orator active record style ORM.
+Masonite comes with a lot of functionality out of the box including a powerful IOC container with auto resolving dependency injection, craft command line tools, and the Orator active record style ORM.
 
 Masonite is perfect for beginners or experienced developers alike and works hard to be fast and easy from install through to deployment. Try it once and you’ll fall in love.
 
@@ -155,7 +155,7 @@ Nginx
 -----
 
 `Nginx <http://nginx.org/>`_ (pronounced "engine-x") is a web server and
-reverse-proxy for HTTP, SMTP and other protocols. It is known for its
+reverse-proxy for HTTP, SMTP, and other protocols. It is known for its
 high performance, relative simplicity, and compatibility with many
 application servers (like WSGI servers). It also includes handy features
 like load-balancing, basic authentication, streaming, and others. Designed
@@ -177,9 +177,9 @@ servers and provide top performance [3]_.
 Gunicorn
 --------
 
-`Gunicorn <https://gunicorn.org/>`_ (Green Unicorn) is a pure-python WSGI
+`Gunicorn <https://gunicorn.org/>`_ (Green Unicorn) is a pure-Python WSGI
 server used to serve Python applications. Unlike other Python web servers,
-it has a thoughtful user-interface, and is extremely easy to use and
+it has a thoughtful user interface, and is extremely easy to use and
 configure.
 
 Gunicorn has sane and reasonable defaults for configurations. However, some
@@ -192,7 +192,7 @@ Gunicorn is the recommended choice for new Python web applications today.
 Waitress
 --------
 
-`Waitress <https://waitress.readthedocs.io>`_ is a pure-python WSGI server
+`Waitress <https://waitress.readthedocs.io>`_ is a pure-Python WSGI server
 that claims "very acceptable performance". Its documentation is not very
 detailed, but it does offer some nice functionality that Gunicorn doesn't have
 (e.g. HTTP request buffering).
@@ -207,13 +207,13 @@ uWSGI
 `uWSGI <https://uwsgi-docs.readthedocs.io>`_ is a full stack for building
 hosting services.  In addition to process management, process monitoring,
 and other functionality, uWSGI acts as an application server for various
-programming languages and protocols - including Python and WSGI. uWSGI can
+programming languages and protocols -- including Python and WSGI. uWSGI can
 either be run as a stand-alone web router, or be run behind a full web
 server (such as Nginx or Apache).  In the latter case, a web server can
 configure uWSGI and an application's operation over the
 `uwsgi protocol <https://uwsgi-docs.readthedocs.io/en/latest/Protocol.html>`_.
 uWSGI's web server support allows for dynamically configuring
-Python, passing environment variables and further tuning.  For full details,
+Python, passing environment variables, and further tuning.  For full details,
 see `uWSGI magic
 variables <https://uwsgi-docs.readthedocs.io/en/latest/Vars.html>`_.
 
@@ -275,7 +275,7 @@ Templating
 **********
 
 Most WSGI applications are responding to HTTP requests to serve content in HTML
-or other markup languages. Instead of generating directly textual content from
+or other markup languages. Instead of directly generating textual content from
 Python, the concept of separation of concerns advises us to use templates. A
 template engine manages a suite of template files, with a system of hierarchy
 and inclusion to avoid unnecessary repetition, and is in charge of rendering
@@ -313,10 +313,10 @@ Jinja2
 `Jinja2 <http://jinja.pocoo.org/>`_ is a very well-regarded template engine.
 
 It uses a text-based template language and can thus be used to generate any
-type markup, not just HTML. It allows customization of filters, tags, tests
+type of markup, not just HTML. It allows customization of filters, tags, tests,
 and globals. It features many improvements over Django's templating system.
 
-Here some important html tags in Jinja2:
+Here some important HTML tags in Jinja2:
 
 .. code-block:: html
 
@@ -336,7 +336,7 @@ Here some important html tags in Jinja2:
     {% endfor %}
 
 
-The next listings is an example of a web site in combination with the Tornado
+The next listings are an example of a web site in combination with the Tornado
 web server. Tornado is not very complicated to use.
 
 .. code-block:: python
@@ -434,12 +434,12 @@ engine implementation of the `Template Attribute Language (TAL) <https://en.wiki
 `TAL Expression Syntax (TALES) <https://chameleon.readthedocs.io/en/latest/reference.html#expressions-tales>`_,
 and `Macro Expansion TAL (Metal) <https://chameleon.readthedocs.io/en/latest/reference.html#macros-metal>`_ syntaxes.
 
-Chameleon is available for Python 2.5 and up (including 3.x and pypy), and
+Chameleon is available for Python 2.5 and up (including 3.x and PyPy), and
 is commonly used by the `Pyramid Framework <https://trypyramid.com/>`_.
 
 Page Templates add within your document structure special element attributes
 and text markup. Using a set of simple language constructs, you control the
-document flow, element repetition, text replacement and translation. Because
+document flow, element repetition, text replacement, and translation. Because
 of the attribute-based syntax, unrendered page templates are valid HTML and can
 be viewed in a browser and even edited in WYSIWYG editors. This can make
 round-trip collaboration with designers and prototyping with static files in a
@@ -493,7 +493,7 @@ Mako
 ----
 
 `Mako <http://www.makotemplates.org/>`_ is a template language that compiles to Python
-for maximum performance. Its syntax and api is borrowed from the best parts of other
+for maximum performance. Its syntax and API are borrowed from the best parts of other
 templating languages like Django and Jinja2 templates. It is the default template
 language included with the `Pylons and Pyramid <http://www.pylonsproject.org/>`_ web
 frameworks.
diff --git a/docs/scenarios/xml.rst b/docs/scenarios/xml.rst
index f9840cf92..91cafc5c4 100644
--- a/docs/scenarios/xml.rst
+++ b/docs/scenarios/xml.rst
@@ -30,13 +30,13 @@ can be loaded like this:
     import untangle
     obj = untangle.parse('path/to/file.xml')
 
-and then you can get the child elements name like this:
+and then you can get the child element's name attribute like this:
 
 .. code-block:: python
 
     obj.root.child['name']
 
-untangle also supports loading XML from a string or an URL.
+untangle also supports loading XML from a string or a URL.
 
 
 *********
@@ -69,7 +69,7 @@ can be loaded into a Python dict like this:
     with open('path/to/file.xml') as fd:
         doc = xmltodict.parse(fd.read())
 
-and then you can access elements, attributes and values like this:
+and then you can access elements, attributes, and values like this:
 
 .. code-block:: python
 
@@ -79,5 +79,5 @@ and then you can access elements, attributes and values like this:
     doc['mydocument']['plus']['#text'] # == u'element as well'
 
 xmltodict also lets you roundtrip back to XML with the unparse function,
-has a streaming mode suitable for handling files that don't fit in memory
-and supports namespaces.
+has a streaming mode suitable for handling files that don't fit in memory,
+and supports XML namespaces.
diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index 5860cb5d4..99dcba293 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -23,7 +23,7 @@ Besides, end-user software should always be in an executable format. Files
 ending in ``.py`` are for software engineers and system administrators.
 
 One disadvantage of freezing is that it will increase the size of your
-distribution by about 2–12MB. Also, you will be responsible for shipping
+distribution by about 2–12 MB. Also, you will be responsible for shipping
 updated versions of your application when security vulnerabilities to
 Python are patched.
 
@@ -60,12 +60,12 @@ py2app      no      no    yes  yes      MIT     no            yes            yes
 
 .. note::
     Freezing Python code on Linux into a Windows executable was only once
-    supported in PyInstaller `and later dropped.
+    supported in PyInstaller `and later dropped
     <http://stackoverflow.com/questions/2950971/cross-compiling-a-python-script-on-linux-into-a-windows-executable#comment11890276_2951046>`_.
 
 .. note::
-    All solutions need MS Visual C++ dll to be installed on target machine, except py2app.
-    Only Pyinstaller makes self-executable exe that bundles the dll when
+    All solutions need a Microsoft Visual C++ to be installed on the target machine, except py2app.
+    Only PyInstaller makes a self-executable exe that bundles the appropriate DLL when
     passing ``--onefile`` to :file:`Configure.py`.
 
 
@@ -97,7 +97,7 @@ Prerequisite is to install :ref:`Python, Setuptools and pywin32 dependency on Wi
 .. note::
 
     This will work for the most basic one file scripts. For more advanced freezing you will have to provide
-    include and exclude paths like so
+    include and exclude paths like so:
 
     .. code-block:: python
 
@@ -109,8 +109,8 @@ Prerequisite is to install :ref:`Python, Setuptools and pywin32 dependency on Wi
 
     freezer.setIcon('my_awesome_icon.ico')
 
-4. Provide the Microsoft Visual C runtime DLL for the freezer. It might be possible to append your :code:`sys.path`
-with Microsoft Visual Studio path but I find it easier to drop :file:`msvcp90.dll` in the same folder where your script
+4. Provide the Microsoft Visual C++ runtime DLL for the freezer. It might be possible to append your :code:`sys.path`
+with the Microsoft Visual Studio path but I find it easier to drop :file:`msvcp90.dll` in the same folder where your script
 resides.
 
 5. Freeze!
@@ -122,7 +122,7 @@ resides.
 py2exe
 ~~~~~~
 
-Prerequisite is to install :ref:`Python on Windows <install-windows>`. The last release of py2exe is from the year 2014. There is not active development. 
+Prerequisite is to install :ref:`Python on Windows <install-windows>`. The last release of py2exe is from the year 2014. There is not active development.
 
 1. Download and install http://sourceforge.net/projects/py2exe/files/py2exe/
 
@@ -147,7 +147,7 @@ Prerequisite is to install :ref:`Python on Windows <install-windows>`. The last
 
    $ python setup.py py2exe
 
-6. Provide the Microsoft Visual C runtime DLL. Two options: `globally install dll on target machine <https://www.microsoft.com/en-us/download/details.aspx?id=29>`_ or `distribute dll alongside with .exe <http://www.py2exe.org/index.cgi/Tutorial#Step52>`_.
+6. Provide the Microsoft Visual C++ runtime DLL. Two options: `globally install dll on target machine <https://www.microsoft.com/en-us/download/details.aspx?id=29>`_ or `distribute dll alongside with .exe <http://www.py2exe.org/index.cgi/Tutorial#Step52>`_.
 
 PyInstaller
 ~~~~~~~~~~~
@@ -183,19 +183,19 @@ To create a standard Unix executable, from say :code:`script.py`, use:
 
  $ pyinstaller script.py
 
-This creates,
+This creates:
 
 - a :code:`script.spec` file, analogous to a :code:`make` file
 - a :code:`build` folder, that holds some log files
-- a :code:`dist` folder, that holds the main executable :code:`script`, and some dependent Python libraries,
+- a :code:`dist` folder, that holds the main executable :code:`script`, and some dependent Python libraries
 
 all in the same folder as :code:`script.py`. PyInstaller puts all the Python libraries used in :code:`script.py` into the :code:`dist` folder, so when distributing the executable, distribute the whole :code:`dist` folder.
 
-The :code:`script.spec` file can be edited to `customise the build <http://pythonhosted.org/PyInstaller/#spec-file-operation>`_, with options such as
+The :code:`script.spec` file can be edited to `customise the build <http://pythonhosted.org/PyInstaller/#spec-file-operation>`_, with options such as:
 
 - bundling data files with the executable
 - including run-time libraries (:code:`.dll` or :code:`.so` files) that PyInstaller can't infer automatically
-- adding Python run-time options to the executable,
+- adding Python run-time options to the executable
 
 Now :code:`script.spec` can be run with :code:`pyinstaller` (instead of using :code:`script.py` again):
 
@@ -203,7 +203,7 @@ Now :code:`script.spec` can be run with :code:`pyinstaller` (instead of using :c
 
   $ pyinstaller script.spec
 
-To create a standalone windowed OS X application, use the :code:`--windowed` option
+To create a standalone windowed OS X application, use the :code:`--windowed` option:
 
 .. code-block:: console
 
diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index 9239184d4..0f0ff04d1 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -7,7 +7,7 @@ Packaging Your Code
 
 .. image:: /_static/photos/36137234682_be6898bf57_k_d.jpg
 
-Package your code to share it with other developers. For example
+Package your code to share it with other developers. For example,
 to share a library for other developers to use in their application,
 or for development tools like 'py.test'.
 
@@ -18,7 +18,7 @@ large, professional systems.
 
 It is a well-established convention for Python code to be shared this way.
 If your code isn't packaged on PyPI, then it will be harder
-for other developers to find it, and to use it as part of their existing
+for other developers to find it and to use it as part of their existing
 process. They will regard such projects with substantial suspicion of being
 either badly managed or abandoned.
 
@@ -57,14 +57,14 @@ Pip vs. easy_install
 --------------------
 
 Use `pip <http://pypi.python.org/pypi/pip>`_.  More details
-`here <http://stackoverflow.com/questions/3220404/why-use-pip-over-easy-install>`_
+`here <http://stackoverflow.com/questions/3220404/why-use-pip-over-easy-install>`_.
 
 
 Personal PyPI
 -------------
 
-If you want to install packages from a source other than PyPI, (say, if
-your packages are *proprietary*), you can do it by hosting a simple http
+If you want to install packages from a source other than PyPI (say, if
+your packages are *proprietary*), you can do it by hosting a simple HTTP
 server, running from the directory which holds those packages which need to be
 installed.
 
@@ -85,9 +85,9 @@ Go to your command prompt and type:
    $ cd archive
    $ python -m SimpleHTTPServer 9000
 
-This runs a simple http server running on port 9000 and will list all packages
+This runs a simple HTTP server running on port 9000 and will list all packages
 (like **MyPackage**). Now you can install **MyPackage** using any Python
-package installer. Using Pip, you would do it like:
+package installer. Using pip, you would do it like:
 
 .. code-block:: console
 
@@ -95,7 +95,7 @@ package installer. Using Pip, you would do it like:
 
 Having a folder with the same name as the package name is **crucial** here.
 I got fooled by that, one time. But if you feel that creating a folder called
-:file:`MyPackage` and keeping :file:`MyPackage.tar.gz` inside that, is
+:file:`MyPackage` and keeping :file:`MyPackage.tar.gz` inside that is
 *redundant*, you can still install MyPackage using:
 
 .. code-block:: console
@@ -105,7 +105,7 @@ I got fooled by that, one time. But if you feel that creating a folder called
 pypiserver
 ++++++++++
 
-`Pypiserver <https://pypi.python.org/pypi/pypiserver>`_ is a minimal PyPI
+`pypiserver <https://pypi.python.org/pypi/pypiserver>`_ is a minimal PyPI
 compatible server.  It can be used to serve a set of packages to easy_install
 or pip.  It includes helpful features like an administrative command
 (``-U``) which will update all its packages to their latest versions
@@ -115,7 +115,7 @@ found on PyPI.
 S3-Hosted PyPi
 ++++++++++++++
 
-One simple option for a personal PyPi server is to use Amazon S3. A
+One simple option for a personal PyPI server is to use Amazon S3. A
 prerequisite for this is that you have an Amazon AWS account with an S3 bucket.
 
 1. **Install all your requirements from PyPi or another source**
@@ -130,8 +130,8 @@ prerequisite for this is that you have an Amazon AWS account with an S3 bucket.
 
 4. **Upload the new files**
 
-* Use a client like Cyberduck to sync the entire :file:`packages` folder to your s3 bucket
-* Make sure you upload :code:`packages/simple/index.html` as well as all new files and directories
+* Use a client like Cyberduck to sync the entire :file:`packages` folder to your s3 bucket.
+* Make sure you upload :code:`packages/simple/index.html` as well as all new files and directories.
 
 5. **Fix new file permissions**
 
@@ -141,7 +141,7 @@ prerequisite for this is that you have an Amazon AWS account with an S3 bucket.
 
 6. **All done**
 
-* You can now install your package with :code:`pip install --index-url=http://your-s3-bucket/packages/simple/ YourPackage`
+* You can now install your package with :code:`pip install --index-url=http://your-s3-bucket/packages/simple/ YourPackage`.
 
 .. _packaging-for-linux-distributions-ref:
 
@@ -154,7 +154,7 @@ Creating a Linux distro package is arguably the "right way" to distribute code
 on Linux.
 
 Because a distribution package doesn't include the Python interpreter, it
-makes the download and install about 2MB smaller than
+makes the download and install about 2-12 MB smaller than
 :ref:`freezing your application <freezing-your-code-ref>`.
 
 Also, if a distribution releases a new security update for Python, then your
@@ -165,7 +165,7 @@ for use by distributions like Red Hat or SuSE trivially easy.
 
 However, creating and maintaining the different configurations required for
 each distribution's format (e.g. .deb for Debian/Ubuntu, .rpm for Red
-Hat/Fedora, etc) is a fair amount of work. If your code is an application that
+Hat/Fedora, etc.) is a fair amount of work. If your code is an application that
 you plan to distribute on other platforms, then you'll also have to create and
 maintain the separate config required to freeze your application for Windows
 and OS X. It would be much less work to simply create and maintain a single

From e6d6e47b460a2d78fe6abeec00301023e2a30555 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Tue, 18 Dec 2018 00:33:12 -0500
Subject: [PATCH 360/471] Use "Unix" instead of "UNIX" consistently

---
 docs/dev/env.rst               | 2 +-
 docs/dev/pip-virtualenv.rst    | 4 ++--
 docs/starting/install/osx.rst  | 2 +-
 docs/starting/install3/osx.rst | 2 +-
 4 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index de67a9ae9..788234f9c 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -109,7 +109,7 @@ TextMate
 --------
 
     `TextMate <http://macromates.com/>`_ brings Apple's approach to operating
-    systems into the world of text editors. By bridging UNIX underpinnings and
+    systems into the world of text editors. By bridging Unix underpinnings and
     GUI, TextMate cherry-picks the best of both worlds to the benefit of expert
     scripters and novice users alike.
 
diff --git a/docs/dev/pip-virtualenv.rst b/docs/dev/pip-virtualenv.rst
index 6971be876..ff0414bfb 100644
--- a/docs/dev/pip-virtualenv.rst
+++ b/docs/dev/pip-virtualenv.rst
@@ -105,7 +105,7 @@ need any configuration.
 When using older versions, you can configure pip in such a way that it tries to
 reuse already installed packages, too.
 
-On UNIX systems, you can add the following line to your :file:`.bashrc` or
+On Unix systems, you can add the following line to your :file:`.bashrc` or
 :file:`.bash_profile` file.
 
 .. code-block:: console
@@ -124,7 +124,7 @@ add the following line to your :file:`pip.ini` file under ``[global]`` settings:
 
     download-cache = %HOME%\pip\cache
 
-Similarly, on UNIX systems you should simply add the following line to your
+Similarly, on Unix systems you should simply add the following line to your
 :file:`pip.conf` file under ``[global]`` settings:
 
 .. code-block:: console
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index df39fe66e..6efcdaa25 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -48,7 +48,7 @@ package.
     commandline tools by running ``xcode-select --install`` on the terminal.
 
 
-While OS X comes with a large number of UNIX utilities, those familiar with
+While OS X comes with a large number of Unix utilities, those familiar with
 Linux systems will notice one key component missing: a decent package manager.
 `Homebrew <http://brew.sh>`_ fills this void.
 
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 82b534932..bc4ea3e63 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -41,7 +41,7 @@ package.
     If you perform a fresh install of Xcode, you will also need to add the
     commandline tools by running ``xcode-select --install`` on the terminal.
 
-While OS X comes with a large number of UNIX utilities, those familiar with
+While OS X comes with a large number of Unix utilities, those familiar with
 Linux systems will notice one key component missing: a package manager.
 `Homebrew <http://brew.sh>`_ fills this void.
 

From c902b8c6288d76ac9559862076bb1a413bcc2f90 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Tue, 18 Dec 2018 00:51:46 -0500
Subject: [PATCH 361/471] Use `console` lexer, not `bash`, for shell sessions

---
 docs/dev/virtualenvs.rst | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 11f924882..99be16751 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -25,7 +25,7 @@ Make sure you've got Python & pip
 Before you go any further, make sure you have Python and that it's available
 from your command line. You can check this by simply running:
 
-.. code-block:: bash
+.. code-block:: console
 
     $ python --version
 
@@ -50,7 +50,7 @@ install the latest 3.x version from `python.org`_ or refer to the
 Additionally, you'll need to make sure you have `pip`_ available. You can
 check this by running:
 
-.. code-block:: bash
+.. code-block:: console
 
     $ pip --version
 
@@ -116,7 +116,7 @@ Pipenv manages dependencies on a per-project basis. To install packages,
 change into your project's directory (or just an empty directory for this
 tutorial) and run:
 
-.. code-block:: bash
+.. code-block:: console
 
     $ cd myproject
     $ pipenv install requests
@@ -175,7 +175,7 @@ use it:
 
 Then you can run this script using ``pipenv run``:
 
-.. code-block:: bash
+.. code-block:: console
 
     $ pipenv run python main.py
 

From 9ae7b69a625f811cc9158cea876f57dd3ba3ee6d Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Tue, 18 Dec 2018 01:02:58 -0500
Subject: [PATCH 362/471] Don't qualify OS X version when saying what Python
 version it ships with

---
 docs/starting/install/osx.rst  | 2 +-
 docs/starting/install3/osx.rst | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index df39fe66e..654e9bb2d 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -10,7 +10,7 @@ Installing Python 2 on Mac OS X
 .. note::
     Check out our :ref:`guide for installing Python 3 on OS X<install3-osx>`.
 
-The latest version of Mac OS X, High Sierra, **comes with Python 2.7 out of the box**.
+**Mac OS X comes with Python 2.7 out of the box.**
 
 You do not need to install or configure anything else to use Python. Having said
 that, I would strongly recommend that you install the tools and libraries
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 82b534932..52e0b75ce 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -9,7 +9,7 @@ Installing Python 3 on Mac OS X
 
 .. image:: /_static/photos/34435689480_2e6f358510_k_d.jpg
 
-The latest version of Mac OS X, High Sierra, **comes with Python 2.7 out of the box**.
+**Mac OS X comes with Python 2.7 out of the box.**
 
 You do not need to install or configure anything else to use Python 2. These
 instructions document the installation of Python 3.

From a2555b98528213c000576671b0e35e0859d65e52 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Tue, 18 Dec 2018 02:32:06 -0500
Subject: [PATCH 363/471] Standardize on American English for the Guide

---
 docs/dev/env.rst               | 2 +-
 docs/intro/learning.rst        | 4 ++--
 docs/notes/styleguide.rst      | 3 ++-
 docs/writing/documentation.rst | 2 +-
 4 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index de67a9ae9..9b75d25b5 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -252,7 +252,7 @@ pyenv
 of the Python interpreter to be installed at the same time.  This solves the
 problem of having different projects requiring different versions of Python.
 For example, it becomes very easy to install Python 2.7 for compatibility in
-one project, whilst still using Python 3.4 as the default interpreter.
+one project, while still using Python 3.4 as the default interpreter.
 pyenv isn't just limited to the CPython versions - it will also install PyPy,
 anaconda, miniconda, stackless, jython, and ironpython interpreters.
 
diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 2c1f19c01..1ba837264 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -151,7 +151,7 @@ Python Koans
 ~~~~~~~~~~~~
 
 Python Koans is a port of Edgecase's Ruby Koans.  It uses a test-driven
-approach, q.v. TEST DRIVEN DESIGN SECTION to provide an interactive tutorial
+approach to provide an interactive tutorial
 teaching basic Python concepts.  By fixing assertion statements that fail in a
 test script, this provides sequential steps to learning Python.
 
@@ -179,7 +179,7 @@ no previous programming experience.
 Learn to Program in Python with Codeacademy
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-A Codeacademy course for the absolute Python beginner. This free and interactive course provides and teaches the basics (and beyond) of Python programming whilst testing the user's knowledge in between progress.
+A Codeacademy course for the absolute Python beginner. This free and interactive course provides and teaches the basics (and beyond) of Python programming while testing the user's knowledge in between progress.
 This course also features a built-in interpreter for receiving instant feedback on your learning.
 
     `Learn to Program in Python with Codeacademy <http://www.codecademy.com/en/tracks/python>`_
diff --git a/docs/notes/styleguide.rst b/docs/notes/styleguide.rst
index 2d036b3be..8e32fd29d 100644
--- a/docs/notes/styleguide.rst
+++ b/docs/notes/styleguide.rst
@@ -84,6 +84,8 @@ Wrap text lines at 78 characters. Where necessary, lines may exceed 78
 characters, especially if wrapping would make the source text more difficult
 to read.
 
+Use Standard American English, not British English.
+
 Use of the `serial comma <https://en.wikipedia.org/wiki/Serial_comma>`_
 (also known as the Oxford comma) is 100% non-optional. Any attempt to
 submit content with a missing serial comma will result in permanent banishment
@@ -209,4 +211,3 @@ documents or large incomplete sections.
     .. todo::
         Learn the Ultimate Answer to the Ultimate Question
         of Life, The Universe, and Everything
-
diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index 34fc57582..892dac100 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -182,7 +182,7 @@ comment block is a programmer's note. The docstring describes the
 
 Unlike block comments, docstrings are built into the Python language itself.
 This means you can use all of Python's powerful introspection capabilities to
-access docstrings at runtime, compared with comments which are optimised out.
+access docstrings at runtime, compared with comments which are optimized out.
 Docstrings are accessible from both the `__doc__` dunder attribute for almost
 every Python object, as well as with the built in `help()` function.
 

From 3cf750bea1f12cb80f879e73982ee364ebcbcacb Mon Sep 17 00:00:00 2001
From: Harish Kesava Rao <hrao@indeed.com>
Date: Tue, 18 Dec 2018 07:01:38 -0600
Subject: [PATCH 364/471] Incorporated changes from style suggestions

---
 docs/scenarios/serialization.rst | 24 ++++++++++++------------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/docs/scenarios/serialization.rst b/docs/scenarios/serialization.rst
index 5ba84fa60..408b59f95 100644
--- a/docs/scenarios/serialization.rst
+++ b/docs/scenarios/serialization.rst
@@ -21,7 +21,7 @@ Flat vs. Nested data
 ********************
 
 Before beginning to serialize data, it is important to identify or decide how the
-data needs to be structured during data serialization - flat or nested.
+data should to be structured during data serialization - flat or nested.
 The differences in the two styles are shown in the below examples.
 
 Flat style:
@@ -42,7 +42,7 @@ Nested style:
 For more reading on the two styles, please see the discussion on
 `Python mailing list <https://mail.python.org/pipermail/python-list/2010-October/590762.html>`__,
 `IETF mailing list <https://www.ietf.org/mail-archive/web/json/current/msg03739.html>`__ and
-`here <https://softwareengineering.stackexchange.com/questions/350623/flat-or-nested-json-for-hierarchal-data>`__.
+`in stackexchange <https://softwareengineering.stackexchange.com/questions/350623/flat-or-nested-json-for-hierarchal-data>`__.
 
 ****************
 Serializing Text
@@ -57,7 +57,7 @@ If the data to be serialized is located in a file and contains flat data, Python
 repr
 ----
 
-The repr method in Python takes a single object parameter and returns a printable representation of the input
+The repr method in Python takes a single object parameter and returns a printable representation of the input:
 
 .. code-block:: python
 
@@ -79,7 +79,7 @@ ast.literal_eval
 ----------------
 
 The literal_eval method safely parses and evaluates an expression for a Python datatype.
-Supported data types are: strings, numbers, tuples, lists, dicts, booleans and None.
+Supported data types are: strings, numbers, tuples, lists, dicts, booleans, and None.
 
 .. code-block:: python
 
@@ -114,8 +114,8 @@ Simple example for writing:
             writer.writerows(iterable)
 
 
-The module's contents, functions and examples can be found
-`here <https://docs.python.org/3/library/csv.html>`__.
+The module's contents, functions, and examples can be found
+`in the Python documentation <https://docs.python.org/3/library/csv.html>`__.
 
 ==================
 YAML (nested data)
@@ -178,7 +178,7 @@ Example:
         root = tree.getroot()
 
 More documentation on using the `xml.dom` and `xml.sax` packages can be found
-`here <https://docs.python.org/3/library/xml.html>`__.
+`in the Python XML library documentation <https://docs.python.org/3/library/xml.html>`__.
 
 
 *******
@@ -186,21 +186,21 @@ Binary
 *******
 
 =======================
-Numpy Array (flat data)
+NumPy Array (flat data)
 =======================
 
-Python's Numpy array can be used to serialize and deserialize data to and from byte representation.
+Python's NumPy array can be used to serialize and deserialize data to and from byte representation.
 
 Example:
 
 .. code-block:: python
 
-    import numpy as np
+    import NumPy as np
 
-    # Converting Numpy array to byte format
+    # Converting NumPy array to byte format
     byte_output = np.array([ [1, 2, 3], [4, 5, 6], [7, 8, 9] ]).tobytes()
 
-    # Converting byte format back to Numpy array
+    # Converting byte format back to NumPy array
     array_format = np.frombuffer(byte_output)
 
 

From 7022a9faef9b49e5b08a59ddd87b212b76f4fadf Mon Sep 17 00:00:00 2001
From: Surya Teja Reddy Valluri <suryav@juniper.net>
Date: Tue, 18 Dec 2018 22:32:01 +0530
Subject: [PATCH 365/471] Fixed typos/grammer

---
 docs/dev/virtualenvs.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 4d629d8dc..fede45589 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -264,9 +264,9 @@ the prompt (e.g. ``(venv)Your-Computer:your_project UserName$)`` to let you know
 that it's active. From now on, any package that you install using pip will be
 placed in the ``venv`` folder, isolated from the global Python installation.
 
-For windows, same command which is mentioned in step 1 can be used for creation of virtual environment. But, to activate, we use the following command.
+For Windows, same command which is mentioned in step 1 can be used for creation of virtual environment. But, to activate, we use the following command.
 
-Assuming that, you are in project directory:
+Assuming that you are in project directory:
 
 .. code-block:: powershell
 
@@ -296,7 +296,7 @@ littered across your system, and its possible you'll forget their names or
 where they were placed.
 
 .. note::
-    Python has included virtual environment module from 3.3. It works in the simliar way as mentioned above. For details: `venv <https://docs.python.org/3/library/venv.html>`_.
+    Python has included venv module from 3.3. For more details: `venv <https://docs.python.org/3/library/venv.html>`_.
 
 Other Notes
 ~~~~~~~~~~~

From 179493d96ca18487f4596143aa02002bdc891030 Mon Sep 17 00:00:00 2001
From: Surya Teja Reddy Valluri <suryav@juniper.net>
Date: Tue, 18 Dec 2018 22:33:59 +0530
Subject: [PATCH 366/471] small typo

---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index fede45589..1919332b1 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -296,7 +296,7 @@ littered across your system, and its possible you'll forget their names or
 where they were placed.
 
 .. note::
-    Python has included venv module from 3.3. For more details: `venv <https://docs.python.org/3/library/venv.html>`_.
+    Python has included venv module from version 3.3. For more details: `venv <https://docs.python.org/3/library/venv.html>`_.
 
 Other Notes
 ~~~~~~~~~~~

From 9633848acf2d172be6984e35205a13e04195dfaf Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Tue, 18 Dec 2018 13:42:36 -0500
Subject: [PATCH 367/471] Add a Publishing Your Code section about GitHub

---
 docs/contents.rst.inc        |  8 ++---
 docs/shipping/publishing.rst | 66 ++++++++++++++++++++++++++++++++++++
 2 files changed, 68 insertions(+), 6 deletions(-)
 create mode 100644 docs/shipping/publishing.rst

diff --git a/docs/contents.rst.inc b/docs/contents.rst.inc
index 76049aab6..014f73675 100644
--- a/docs/contents.rst.inc
+++ b/docs/contents.rst.inc
@@ -97,11 +97,12 @@ different scenarios.
 Shipping Great Python Code
 --------------------------
 
-This part of the guide focuses on deploying your Python code.
+This part of the guide focuses on sharing and deploying your Python code.
 
 .. toctree::
    :maxdepth: 2
 
+   shipping/publishing
    shipping/packaging
    shipping/freezing
 
@@ -137,8 +138,3 @@ Contribution notes and legal information (for those interested).
    notes/contribute
    notes/license
    notes/styleguide
-
-
-
-
-
diff --git a/docs/shipping/publishing.rst b/docs/shipping/publishing.rst
new file mode 100644
index 000000000..90df2a799
--- /dev/null
+++ b/docs/shipping/publishing.rst
@@ -0,0 +1,66 @@
+.. _publishing-your-code-ref:
+
+
+####################
+Publishing Your Code
+####################
+
+.. todo:: Replace this kitten with the photo we want.
+
+.. image:: http://placekitten.com/800/600
+
+A healthy open source project needs a place to publish its code and project
+management stuff so other developers can collaborate with you. This lets your
+users gain a better understanding of your code, keep up with new developments,
+report bugs, and contribute code.
+
+This development web site should include the source code history itself, a bug
+tracker, a patch submission (aka "Pull Request") queue, and possibly additional
+developer-oriented documentation.
+
+There are several free open source project hosting sites (aka "forges"). These
+include GitHub, SourceForge, Bitbucket, and GitLab. GitHub is currently the best.
+Use GitHub.
+
+
+*********************************
+Creating a Project Repo on GitHub
+*********************************
+
+To publish your Python project on GitHub:
+
+1. Create a GitHub account if you don't already have one.
+
+2. Create a new repo for your project.
+
+   1. Click on the "+" menu next to your avatar in the upper right of the page and choose "New repository".
+
+   2. Name it after your project and give it an SEO-friendly description.
+
+   3. If you don't have an existing project repo, choose the settings to add a
+      README, `.gitignore`, and license. Use the Python `.gitignore` option.
+
+3. On the newly created repo page, click "Manage topics" and add the tags "python" and "python3" and/or "python2" as appropriate.
+
+4. Include a link to your new GitHub repo in your project's README file so people who just have the project distribution know where to find it.
+
+If this is a brand new repo, clone it to your local machine and start working:
+
+.. code-block:: console
+
+    $ git clone https://github.com/<username>/<projectname>
+
+Or, if you already have a project Git repo, add your new GitHub repo as a remote:
+
+.. code-block:: console
+
+    $ cd <projectname>
+    $ git remote add origin https://github.com/<username>/<projectname>
+    $ git push --tags
+
+***********************
+When Your Project Grows
+***********************
+
+For more information about managing an open source software project, see the book
+`Producing Open Source Software <https://producingoss.com/>`_.

From 249f031fbb10f2f6249000c090a25e8bae09e173 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Tue, 18 Dec 2018 13:57:40 -0500
Subject: [PATCH 368/471] Fix sphinx build warnings

---
 docs/404.rst              | 1 +
 docs/conf.py              | 2 +-
 docs/scenarios/crypto.rst | 2 +-
 docs/scenarios/web.rst    | 8 +++-----
 4 files changed, 6 insertions(+), 7 deletions(-)

diff --git a/docs/404.rst b/docs/404.rst
index ffef38e93..f4fc9fcc1 100644
--- a/docs/404.rst
+++ b/docs/404.rst
@@ -1,3 +1,4 @@
+:orphan:
 
 #################
 404 — Not Found
diff --git a/docs/conf.py b/docs/conf.py
index 81fcc6f91..974736fd6 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -279,5 +279,5 @@
 todo_include_todos = True
 
 intersphinx_mapping = {
-    'python': ('http://docs.python.org/', None),
+    'python': ('https://docs.python.org/3', None),
 }
diff --git a/docs/scenarios/crypto.rst b/docs/scenarios/crypto.rst
index e6956d75b..55cad28f6 100644
--- a/docs/scenarios/crypto.rst
+++ b/docs/scenarios/crypto.rst
@@ -48,7 +48,7 @@ GPGME bindings
 
 The `GPGME Python bindings <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/>`_ provide pythonic access to `GPG Made Easy <https://dev.gnupg.org/source/gpgme/browse/master/>`_, a C API for the entire GNU Privacy Guard suite of projects, including GPG, libgcrypt and gpgsm (the S/MIME engine). It supports Python 2.6, 2.7, 3.4 and above. Depends on the SWIG C interface for Python as well as the GnuPG software and libraries.
 
-A more comprehensive `GPGME Python Bindings HOWTO <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/docs/GPGMEpythonHOWTOen.org>`_ is available with the source and a HTML version is available `here <http://files.au.adversary.org/crypto/GPGMEpythonHOWTOen.html>`_.  Python 3 sample scripts from the examples in the HOWTO are also provided with the source and are accessible `here <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/examples/howto/>`_.
+A more comprehensive `GPGME Python Bindings HOWTO <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/docs/GPGMEpythonHOWTOen.org>`_ is available with the source, and a HTML version is available `on http://files.au.adversary.org <http://files.au.adversary.org/crypto/GPGMEpythonHOWTOen.html>`_.  Python 3 sample scripts from the examples in the HOWTO are also provided with the source and are accessible `on gnupg.org <https://dev.gnupg.org/source/gpgme/browse/master/lang/python/examples/howto/>`_.
 
 Available under the same terms as the rest of the GnuPG Project: GPLv2 and LGPLv2.1, both with the "or any later version" clause.
 
diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 40b6656ce..b83ac0bb3 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -136,7 +136,7 @@ applications today.
 Masonite
 --------
 
-`Masonite <https://docs.masoniteproject.com>`_ is a modern and developer centric, "batteries included", web framework. 
+`Masonite <https://docs.masoniteproject.com>`_ is a modern and developer centric, "batteries included", web framework.
 
 The Masonite framework follows the MVC (Model-View-Controller) architecture pattern and is heavily inspired by frameworks such as Rails and Laravel, so if you are coming to Python from a Ruby or PHP background then you will feel right at home!
 
@@ -170,7 +170,7 @@ WSGI Servers
 ************
 
 Stand-alone WSGI servers typically use less resources than traditional web
-servers and provide top performance [3]_.
+servers and provide top performance [1]_.
 
 .. _gunicorn-ref:
 
@@ -531,6 +531,4 @@ Mako is well respected within the Python web community.
 
 .. rubric:: References
 
-.. [1] `The mod_python project is now officially dead <http://blog.dscpl.com.au/2010/06/modpython-project-is-now-officially.html>`_
-.. [2] `mod_wsgi vs mod_python <http://modpython.org/pipermail/mod_python/2007-July/024080.html>`_
-.. [3] `Benchmark of Python WSGI Servers <http://nichol.as/benchmark-of-python-web-servers>`_
+.. [1] `Benchmark of Python WSGI Servers <http://nichol.as/benchmark-of-python-web-servers>`_

From 97679865ac4848812c074be2094347588f887123 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Tue, 18 Dec 2018 14:01:35 -0500
Subject: [PATCH 369/471] Fix "WARNING: Title level inconsistent"

---
 docs/dev/virtualenvs.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 11f924882..9f52ab2bd 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -219,7 +219,7 @@ Test your installation
    $ virtualenv --version
 
 Basic Usage
-~~~~~~~~~~~
+-----------
 
 1. Create a virtual environment for a project:
 
@@ -285,7 +285,7 @@ littered across your system, and its possible you'll forget their names or
 where they were placed.
 
 Other Notes
-~~~~~~~~~~~
+-----------
 
 Running ``virtualenv`` with the option ``--no-site-packages`` will not
 include the packages that are installed globally. This can be useful

From dc85a33f3ac46f1c54183fbf52189004e27104f6 Mon Sep 17 00:00:00 2001
From: Surya Teja Reddy Valluri <suryav@juniper.net>
Date: Thu, 20 Dec 2018 21:34:46 +0530
Subject: [PATCH 370/471] Fixed Scripts issue

---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index e779e0e3a..ad929d9a2 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -270,7 +270,7 @@ Assuming that you are in project directory:
 
 .. code-block:: powershell
 
-   PS C:\Users\suryav> \venv\bin\activate
+   PS C:\Users\suryav> \venv\Scripts\activate
 
 Install packages as usual, for example:
 

From 4e09d8aae016ed84abd36196563ef629022a8836 Mon Sep 17 00:00:00 2001
From: Harish Kesava Rao <hrao@indeed.com>
Date: Thu, 20 Dec 2018 20:05:01 -0600
Subject: [PATCH 371/471] Implemented feedback and suggestions from code review

---
 docs/scenarios/serialization.rst | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/docs/scenarios/serialization.rst b/docs/scenarios/serialization.rst
index 408b59f95..312327bd7 100644
--- a/docs/scenarios/serialization.rst
+++ b/docs/scenarios/serialization.rst
@@ -10,9 +10,9 @@ Data Serialization
 What is data serialization?
 ***************************
 
-Data serialization is the concept of converting structured data into a format
+Data serialization is the process of converting structured data into a format
 that allows it to be shared or stored in such a way that its original
-structure can be recovered or reconstructed. In some cases, the secondary intention of data
+structure should be recovered or reconstructed. In some cases, the secondary intention of data
 serialization is to minimize the size of the serialized data which then
 minimizes disk space or bandwidth requirements.
 
@@ -21,7 +21,7 @@ Flat vs. Nested data
 ********************
 
 Before beginning to serialize data, it is important to identify or decide how the
-data should to be structured during data serialization - flat or nested.
+data should be structured during data serialization - flat or nested.
 The differences in the two styles are shown in the below examples.
 
 Flat style:
@@ -65,7 +65,7 @@ The repr method in Python takes a single object parameter and returns a printabl
         a =  { "Type" : "A", "field1": "value1", "field2": "value2", "field3": "value3" }
 
         # the same input can also be read from a file
-        a =
+        a = open('/tmp/file.py', 'r')
 
         # returns a printable representation of the input;
         # the output can be written to a file as well
@@ -135,7 +135,7 @@ structures in Python. One such example is below.
                 print(ymlexcp)
 
 Documentation on the third party module can be found
-`here <https://pyyaml.org/wiki/PyYAMLDocumentation>`__.
+`in the PyYAML Documentation <https://pyyaml.org/wiki/PyYAMLDocumentation>`__.
 
 =======================
 JSON file (nested data)
@@ -157,7 +157,7 @@ Writing:
 
 .. code-block:: python
 
-        # writing JSON content to a file using the dump method
+        # Writing JSON content to a file using the dump method
         import json
         with open('/tmp/file.json', 'w') as f:
             json.dump(data, f, sort_keys=True)

From 8b7f86b857233433e5a7fbb6f04c80813208bfd0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Sebasti=C3=A1n=20Ram=C3=ADrez?= <tiangolo@gmail.com>
Date: Sat, 22 Dec 2018 20:07:05 +0400
Subject: [PATCH 372/471] Add FastAPI to the web frameworks section

---
 docs/scenarios/web.rst | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index e68d403bf..7e5808eb1 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -144,6 +144,24 @@ Masonite comes with a lot of functionality out of the box including a powerful I
 
 Masonite is perfect for beginners or experienced developers alike and works hard to be fast and easy from install through to deployment. Try it once and you’ll fall in love.
 
+FastAPI
+-------
+
+`FastAPI <https://fastapi.tiangolo.com>`_ is a modern web framework for building
+APIs with Python 3.6+.
+
+It has very high performance as it is based on `Starlette <https://www.starlette.io>`_
+and `Pydantic <https://pydantic-docs.helpmanual.io>`_.
+
+FastAPI takes advantage of standard Python type declarations in function parameters
+to declare request parameters and bodies, perform data conversion (serialization,
+parsing), data valdiation, and automatic API documentation with **OpenAPI 3**
+(including **JSON Schema**).
+
+It includes tools and utilities for security and authentication (including OAuth2 with JWT
+tokens), a dependency injection system, 2 alternative web user interfaces for automatic,
+interactive, API documentation, and other features.
+
 
 ***********
 Web Servers

From 0ee8f8d40b40cf3dc36963bc3b5c3f0f3d1c9926 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Thu, 27 Dec 2018 08:28:38 -0700
Subject: [PATCH 373/471] Update H1 to H4 heading styles

Updated heading formats in style guide.
---
 docs/notes/styleguide.rst | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/notes/styleguide.rst b/docs/notes/styleguide.rst
index 01088e385..d38fc22ef 100644
--- a/docs/notes/styleguide.rst
+++ b/docs/notes/styleguide.rst
@@ -57,23 +57,23 @@ Page title:
 
 .. code-block:: rest
 
-    ===================
+    *******************
     Time is an Illusion
-    ===================
+    *******************
 
 Section headings:
 
 .. code-block:: rest
 
     Lunchtime Doubly So
-    -------------------
+    ===================
 
 Sub section headings:
 
 .. code-block:: rest
 
     Very Deep
-    ~~~~~~~~~
+    ---------
 
 
 *****

From d012a66ed6bf9e8bcc1157144f7755882c926e87 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Mon, 17 Dec 2018 14:25:42 -0500
Subject: [PATCH 374/471] Use "local" instead of "global" to describe where
 imports go

---
 docs/writing/structure.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 663605fb0..9160a04d4 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -441,8 +441,8 @@ bad practice. **Using** ``import *`` **makes code harder to read and makes
 dependencies less compartmentalized**.
 
 Using ``from modu import func`` is a way to pinpoint the function you want to
-import and put it in the global namespace. While much less harmful than ``import
-*`` because it shows explicitly what is imported in the global namespace, its
+import and put it in the local namespace. While much less harmful than ``import
+*`` because it shows explicitly what is imported in the local namespace, its
 only advantage over a simpler ``import modu`` is that it will save a little
 typing.
 

From 124d9ef00c9344083fe34b1846505e66d2ac5047 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Sebasti=C3=A1n=20Ram=C3=ADrez?= <tiangolo@gmail.com>
Date: Fri, 4 Jan 2019 23:59:38 +0400
Subject: [PATCH 375/471] Update FastAPI section from code review

---
 docs/scenarios/web.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 7e5808eb1..c80b97ca5 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -159,8 +159,8 @@ parsing), data valdiation, and automatic API documentation with **OpenAPI 3**
 (including **JSON Schema**).
 
 It includes tools and utilities for security and authentication (including OAuth2 with JWT
-tokens), a dependency injection system, 2 alternative web user interfaces for automatic,
-interactive, API documentation, and other features.
+tokens), a dependency injection system, automatic generation of interactive API
+documentation, and other features.
 
 
 ***********

From 2bcf5e9a82a6b369a60a7997f8a5de8d58cfeeef Mon Sep 17 00:00:00 2001
From: Benjamin Lee <benjamin_lee@college.harvard.edu>
Date: Thu, 10 Jan 2019 11:38:36 -0600
Subject: [PATCH 376/471] Fix grammar mistake

No comma before "and": https://www.grammarly.com/blog/comma-before-and/
---
 docs/writing/tests.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 3b8f6e32f..141c92971 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -225,7 +225,7 @@ minimal example of each bug (distinguished exception type and location):
         xs=[1.7976321109618856e+308, 6.102390043022755e+303]
     )
 
-Hypothesis is practical as well as very powerful, and will often find bugs
+Hypothesis is practical as well as very powerful and will often find bugs
 that escaped all other forms of testing.  It integrates well with py.test,
 and has a strong focus on usability in both simple and advanced scenarios.
 

From c84165588c42b2983ce572c8c1edce5cf284785a Mon Sep 17 00:00:00 2001
From: zachvalenta <zjv5002@gmail.com>
Date: Thu, 10 Jan 2019 14:58:49 -0500
Subject: [PATCH 377/471] remove reference to Clint

---
 docs/scenarios/cli.rst | 10 ----------
 1 file changed, 10 deletions(-)

diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index 266223734..44feade42 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -24,16 +24,6 @@ Some popular command-line applications include:
   system primarily written in Python
 
 
-*****
-Clint
-*****
-
-`clint <https://pypi.python.org/pypi/clint/>`_ is a Python module which is
-filled with very useful tools for developing command-line applications.
-It supports features such as: CLI colors and indents, simple and powerful
-column printer, iterator based progress bars, and implicit argument handling.
-
-
 *****
 Click
 *****

From 90af77a52641d66e0378fa8f69c4daa882003c81 Mon Sep 17 00:00:00 2001
From: George Brova <gbrova@gmail.com>
Date: Tue, 15 Jan 2019 00:57:22 +0100
Subject: [PATCH 378/471] Remove explicit recommendation to use map and filter
 over list comprehensions

---
 docs/writing/structure.rst | 28 ++++++++--------------------
 1 file changed, 8 insertions(+), 20 deletions(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index d9c61b491..842a44dd4 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -809,16 +809,12 @@ and can be used as a key for a dictionary.
 
 One peculiarity of Python that can surprise beginners is that
 strings are immutable. This means that when constructing a string from
-its parts, it is much more efficient to accumulate the parts in a list,
-which is mutable, and then glue ('join') the parts together when the
-full string is needed. One thing to notice, however, is that list
-comprehensions are better and faster than constructing a list in a loop
-with calls to ``append()``.
-
-One other option is using the map function, which can 'map' a function
-('str') to an iterable ('range(20)'). This results in a map object,
-which you can then ('join') together just like the other examples.
-The map function can be even faster than a list comprehension in some cases.
+its parts, appending each part to the string is inefficient because
+the entirety of the string is copied on each append.
+Instead, it is much more efficient to accumulate the parts in a list,
+which is mutable, and then glue (``join``) the parts together when the
+full string is needed. List comprehensions are usually the fastest and
+most idiomatic way to do this.
 
 **Bad**
 
@@ -830,7 +826,7 @@ The map function can be even faster than a list comprehension in some cases.
         nums += str(n)   # slow and inefficient
     print nums
 
-**Good**
+**Better**
 
 .. code-block:: python
 
@@ -840,20 +836,12 @@ The map function can be even faster than a list comprehension in some cases.
         nums.append(str(n))
     print "".join(nums)  # much more efficient
 
-**Better**
-
-.. code-block:: python
-
-    # create a concatenated string from 0 to 19 (e.g. "012..1819")
-    nums = [str(n) for n in range(20)]
-    print "".join(nums)
-
 **Best**
 
 .. code-block:: python
 
     # create a concatenated string from 0 to 19 (e.g. "012..1819")
-    nums = map(str, range(20))
+    nums = [str(n) for n in range(20)]
     print "".join(nums)
 
 One final thing to mention about strings is that using ``join()`` is not always

From c283dbdf9b1f6d95894ade96e843ea522d123dad Mon Sep 17 00:00:00 2001
From: George Brova <gbrova@gmail.com>
Date: Tue, 15 Jan 2019 01:00:13 +0100
Subject: [PATCH 379/471] Reword the discussion on short ways to manipulate
 lists

 - Remove emphasis on map and filter, in favor of generator expressions.
 - Move list comprehensions and generator expressions under "Short ways
   to manipulate lists" rather than "Filtering a list".
 - Add some examples.
---
 docs/writing/style.rst | 117 +++++++++++++++++++++++------------------
 1 file changed, 66 insertions(+), 51 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 33ed1ad01..8f15a1b02 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -521,7 +521,7 @@ Conventions
 Here are some conventions you should follow to make your code easier to read.
 
 Check if a variable equals a constant
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 You don't need to explicitly compare a value to True, or None, or 0 -- you can
 just add it to the if statement. See `Truth Value Testing
@@ -588,80 +588,104 @@ Short Ways to Manipulate Lists
 
 `List comprehensions
 <http://docs.python.org/tutorial/datastructures.html#list-comprehensions>`_
-provide a powerful, concise way to work with lists. Also, the :py:func:`map` and
-:py:func:`filter` functions can perform operations on lists using a different,
-more concise syntax.
+provide a powerful, concise way to work with lists.
 
-Filtering a list
-~~~~~~~~~~~~~~~~
+`Generator expressions
+<http://docs.python.org/tutorial/classes.html#generator-expressions>`_
+follow almost the same syntax as list comprehensions but return a generator
+instead of a list. 
 
-**Bad**:
+Creating a new list requires more work and uses more memory. If you are just going
+to loop through the new list, prefer using an iterator instead.
 
-Never remove items from a list while you are iterating through it.
+**Bad**:
 
 .. code-block:: python
 
-    # Filter elements greater than 4
-    a = [3, 4, 5]
-    for i in a:
-        if i > 4:
-            a.remove(i)
+    # needlessly allocates a list of all (gpa, name) entires in memory
+    valedictorian = max([(student.gpa, student.name) for student in graduates])
 
-Don't make multiple passes through the list.
+**Good**:
 
 .. code-block:: python
 
-    while i in a:
-        a.remove(i)
+    valedictorian = max((student.gpa, student.name) for student in graduates)
+
+
+Use list comprehensions when you really need to create a second list, for
+example if you need to use the result multiple times.
+
+
+If your logic is too complicated for a short list comprehension or generator
+expression, consider using a generator function instead of returning a list. 
 
 **Good**:
 
-Python has a few standard ways of filtering lists.
-The approach you use depends on:
+.. code-block:: python
+
+    def make_batches(items, batch_size):
+        """
+        >>> list(make_batches([1, 2, 3, 4, 5], batch_size=3))
+        [[1, 2, 3], [4, 5]]
+        """
+        current_batch = []
+        for item in items:
+            current_batch.append(item)
+            if len(current_batch) == batch_size:
+                yield current_batch
+                current_batch = []
+        yield current_batch
 
-* Python 2.x vs. 3.x
-* Lists vs. iterators
-* Possible side effects of modifying the original list
 
-Python 2.x vs. 3.x
-::::::::::::::::::
+Never use a list comprehension just for its side effects. 
 
-Starting with Python 3.0, the :py:func:`filter` function returns an iterator instead of a list.
-Wrap it in :py:func:`list` if you truly need a list.
+**Bad**:
 
 .. code-block:: python
 
-    list(filter(...))
+    [print(x) for x in seqeunce]
 
-List comprehensions and generator expressions work the same in both 2.x and 3.x (except that comprehensions in 2.x "leak" variables into the enclosing namespace):
+**Good**:
 
-    * Comprehensions create a new list object.
-    * Generators iterate over the original list.
+.. code-block:: python
 
-The :py:func:`filter` function:
+    for x in sequence:
+        print(x) 
 
-    * in 2.x returns a list (use itertools.ifilter if you want an iterator)
-    * in 3.x returns an iterator
 
-Lists vs. iterators
-:::::::::::::::::::
+Filtering a list
+~~~~~~~~~~~~~~~~
+
+**Bad**:
+
+Never remove items from a list while you are iterating through it.
+
+.. code-block:: python
+
+    # Filter elements greater than 4
+    a = [3, 4, 5]
+    for i in a:
+        if i > 4:
+            a.remove(i)
+
+Don't make multiple passes through the list.
+
+.. code-block:: python
+
+    while i in a:
+        a.remove(i)
+
+**Good**:
 
-Creating a new list requires more work and uses more memory. If you a just going to loop through the new list, consider using an iterator instead.
+Use a list comprehension or generator expression. 
 
 .. code-block:: python
 
     # comprehensions create a new list object
     filtered_values = [value for value in sequence if value != x]
-    # Or (2.x)
-    filtered_values = filter(lambda i: i != x, sequence)
 
     # generators don't create another list
     filtered_values = (value for value in sequence if value != x)
-    # Or (3.x)
-    filtered_values = filter(lambda i: i != x, sequence)
-    # Or (2.x)
-    filtered_values = itertools.ifilter(lambda i: i != x, sequence)
-
 
 
 Possible side effects of modifying the original list
@@ -673,10 +697,6 @@ Modifying the original list can be risky if there are other variables referencin
 
     # replace the contents of the original list
     sequence[::] = [value for value in sequence if value != x]
-    # Or
-    sequence[::] = (value for value in sequence if value != x)
-    # Or
-    sequence[::] = filter(lambda value: value != x, sequence)
 
 
 Modifying the values in a list
@@ -705,11 +725,6 @@ It's safer to create a new list object and leave the original alone.
 
     # assign the variable "a" to a new list without changing "b"
     a = [i + 3 for i in a]
-    # Or (Python 2.x):
-    a = map(lambda i: i + 3, a)
-    # Or (Python 3.x)
-    a = list(map(lambda i: i + 3, a))
-
 
 Use :py:func:`enumerate` keep a count of your place in the list.
 

From 6749edc80a07d39fd4c5ab9d6607a720e1f0f39c Mon Sep 17 00:00:00 2001
From: Kevin D Barbour <barbourkd@OTS-TAB-KB-MD1.local>
Date: Thu, 7 Feb 2019 08:45:55 -0500
Subject: [PATCH 380/471] Fix broken link to python-requests.org (http only)

---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 9f0390ad8..538bfdf11 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -156,7 +156,7 @@ when you share your project with others. You should get output similar to this
     Adding requests to Pipfile's [packages]...
     P.S. You have excellent taste! ✨ 🍰 ✨
 
-.. _Requests: https://python-requests.org
+.. _Requests: http://python-requests.org
 
 
 Using installed packages

From 507281032e2a4bff921691aa424c20c541dae305 Mon Sep 17 00:00:00 2001
From: Marc Poulin <marc.a.poulin@gmail.com>
Date: Fri, 8 Feb 2019 14:54:07 -0700
Subject: [PATCH 381/471] python-requests.org redirect

Before, http://python-requests.org would redirect to http://docs.python-requests.org/en/master/

Now, page links to http://docs.python-requests.org/en/master/ directly.
---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 538bfdf11..be9bd5803 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -156,7 +156,7 @@ when you share your project with others. You should get output similar to this
     Adding requests to Pipfile's [packages]...
     P.S. You have excellent taste! ✨ 🍰 ✨
 
-.. _Requests: http://python-requests.org
+.. _Requests: http://docs.python-requests.org/en/master/
 
 
 Using installed packages

From ff05d2f76c85b5c13d5c01884f331a58251de402 Mon Sep 17 00:00:00 2001
From: Christopher Snow <csnow@live.ca>
Date: Fri, 8 Feb 2019 21:35:06 -0500
Subject: [PATCH 382/471] Fix inconsistency with virtualenv project folder
 naming, and a couple grammar checks.

---
 docs/dev/virtualenvs.rst | 30 +++++++++++++++---------------
 1 file changed, 15 insertions(+), 15 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index be9bd5803..3b6a25eb9 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -118,7 +118,7 @@ tutorial) and run:
 
 .. code-block:: console
 
-    $ cd myproject
+    $ cd project_folder
     $ pipenv install requests
 
 Pipenv will install the excellent `Requests`_ library and create a ``Pipfile``
@@ -225,7 +225,7 @@ Basic Usage
 
 .. code-block:: console
 
-   $ cd my_project_folder
+   $ cd project_folder
    $ virtualenv venv
 
 ``virtualenv venv`` will create a folder in the current directory which will
@@ -260,19 +260,19 @@ or change the interpreter globally with an env variable in ``~/.bashrc``:
    $ source venv/bin/activate
 
 The name of the current virtual environment will now appear on the left of
-the prompt (e.g. ``(venv)Your-Computer:your_project UserName$)`` to let you know
+the prompt (e.g. ``(venv)Your-Computer:project_folder UserName$)`` to let you know
 that it's active. From now on, any package that you install using pip will be
 placed in the ``venv`` folder, isolated from the global Python installation.
 
-For Windows, same command which is mentioned in step 1 can be used for creation of virtual environment. But, to activate, we use the following command.
+For Windows, the same command mentioned in step 1 can be used to create a virtual environment. However, activating the environment requires a slightly different command.
 
-Assuming that you are in project directory:
+Assuming that you are in your project directory:
 
-.. code-block:: powershell
+.. code-block:: console
 
-   PS C:\Users\suryav> \venv\Scripts\activate
+    C:\Users\SomeUser\project_folder> venv\Scripts\activate
 
-Install packages as usual, for example:
+Install packages using the ``pip`` command:
 
 .. code-block:: console
 
@@ -283,13 +283,13 @@ Install packages as usual, for example:
 
 .. code-block:: console
 
-   $ deactivate
+    $ deactivate
 
 This puts you back to the system's default Python interpreter with all its
 installed libraries.
 
 To delete a virtual environment, just delete its folder. (In this case,
-it would be ``rm -rf my_project``.)
+it would be ``rm -rf project_folder``.)
 
 After a while, though, you might end up with a lot of virtual environments
 littered across your system, and it's possible you'll forget their names or
@@ -366,23 +366,23 @@ Basic Usage
 
 .. code-block:: console
 
-   $ mkvirtualenv my_project
+   $ mkvirtualenv project_folder
 
-This creates the :file:`my_project` folder inside :file:`~/Envs`.
+This creates the :file:`project_folder` folder inside :file:`~/Envs`.
 
 2. Work on a virtual environment:
 
 .. code-block:: console
 
-   $ workon my_project
+   $ workon project_folder
 
 Alternatively, you can make a project, which creates the virtual environment,
 and also a project directory inside ``$WORKON_HOME``, which is ``cd``-ed into
-when you ``workon myproject``.
+when you ``workon project_folder``.
 
 .. code-block:: console
 
-   $ mkproject myproject
+   $ mkproject project_folder
 
 **virtualenvwrapper** provides tab-completion on environment names. It really
 helps when you have a lot of environments and have trouble remembering their

From 696d7293190ea1ba3817c90183b6997d8bcb498e Mon Sep 17 00:00:00 2001
From: Mario Kostelac <mario@intercom.io>
Date: Sat, 9 Feb 2019 21:08:24 +0000
Subject: [PATCH 383/471] Add link to the original essey

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 842a44dd4..26b39b94a 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -60,7 +60,7 @@ it is important.
 Sample Repository
 :::::::::::::::::
 
-**tl;dr**: This is what `Kenneth Reitz <http://kennethreitz.org>`_ recommends.
+**tl;dr**: This is what `Kenneth Reitz recommended in 2013<https://www.kennethreitz.org/essays/repository-structure-and-python>`.
 
 This repository is `available on
 GitHub <https://github.com/kennethreitz/samplemod>`__.

From 92c70b865a4bd95efcea15180848b4d2c597ca86 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Carlos=20Dam=C3=A1zio?= <kaduardobsb95@gmail.com>
Date: Sun, 10 Feb 2019 17:58:44 -0200
Subject: [PATCH 384/471] Adding instructions for bbFreeze and PyInstaller in
 Linux stubs in Freezing Your Code.

---
 docs/shipping/freezing.rst | 39 ++++++++++++++++++++++++++++++++++++++
 1 file changed, 39 insertions(+)

diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index 99dcba293..4f39c6f6a 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -221,6 +221,45 @@ Linux
 
 bbFreeze
 ~~~~~~~~
+.. warning:: bbFreeze will ONLY work in Python 2.x environment, since it's no longer being maintained as stated by it's former maintainer. If you're interested in it, check the repository in `here <https://github.com/schmir/bbfreeze>`_.
+
+bbFreeze can be used with all distributions that has Python installed along with pip2 and/or easy_install.
+
+For pip2, use the following:
+
+.. code-block:: console
+
+  $ pip2 install bbfreeze
+
+Or, for easy_install:
+
+.. code-block:: console
+
+  $ easy_install bbfreeze
+
+With bbFreeze installed, you're ready to freeze your applications. 
+
+Let's assume you have a script, say, "hello.py" and a module called "module.py" and you have a function in it that's being used in your script.
+No need to worry, you can just ask to freeze the main entrypoint of your script and it should freeze entirely:
+
+.. code-block:: console
+
+  $ bbfreeze script.py
+
+With this, it creates a folder called dist/, of which contains the executable of the script and required .so (shared objects) files linked against libraries used within the Python script.
+
+Alternatively, you can create a script that does the freezing for you. An API for the freezer is available from the library within:
+
+.. code-block:: python
+
+   from bbfreeze import Freezer
+
+   freezer = Freezer(distdir='dist')
+   freezer.addScript('script.py', gui_only=True) # Enable gui_only kwarg for app that uses GUI packages.
+   freezer()
 
 PyInstaller
 ~~~~~~~~~~~
+PyInstaller can be used in a similar fashion as in OS X. The installation goes in the same manner as shown in the OS X section.
+
+Don't forget to have dependencies such as Python and pip installed for usage.

From bd742f7bb6be7576f8e59e3349a339bbcae54236 Mon Sep 17 00:00:00 2001
From: Tom Nicholas <35968931+TomNicholas@users.noreply.github.com>
Date: Mon, 11 Feb 2019 10:53:52 +0000
Subject: [PATCH 385/471] Add xarray to scientific.rst

---
 docs/scenarios/scientific.rst | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index 3461bb353..cca234225 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -91,13 +91,24 @@ are available in the `matplotlib gallery
 Pandas
 ------
 
-`Pandas <http://pandas.pydata.org/>`_ is data manipulation library
+`Pandas <http://pandas.pydata.org/>`_ is a data manipulation library
 based on NumPy which provides many useful functions for accessing,
 indexing, merging, and grouping data easily. The main data structure (DataFrame)
 is close to what could be found in the R statistical package; that is,
 heterogeneous data tables with name indexing, time series operations, and
 auto-alignment of data.
 
+xarray
+------
+
+`xarray <http://xarray.pydata.org/en/stable/>`_ is similar to Pandas, but it 
+is intended for wrapping multidimensional scientific data. By labelling the 
+data with dimensions, coordinates, and attributes, it makes complex 
+multidimensional operations clearer and more intuitive. It also wraps 
+matplotlib for quick plotting, and can apply most operations in parallel using 
+`dask <http://xarray.pydata.org/en/stable/dask.html>`_.
+
+
 Rpy2
 ----
 

From 7013647d927f0dc514bc5d1267515b0310060526 Mon Sep 17 00:00:00 2001
From: Anton Kochkov <xvilka@gmail.com>
Date: Mon, 25 Feb 2019 16:39:54 +0800
Subject: [PATCH 386/471] Don't recommend Python 2 Library

Switch the Further Reading section to Python 3 link
---
 docs/writing/structure.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 842a44dd4..b536b5941 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -675,7 +675,7 @@ by the ``with`` statement. CustomOpen is first instantiated and then its
 is finished executing, the ``__exit__`` method is then called.
 
 And now the generator approach using Python's own
-`contextlib <https://docs.python.org/2/library/contextlib.html>`_:
+`contextlib <https://docs.python.org/3/library/contextlib.html>`_:
 
 .. code-block:: python
 
@@ -890,5 +890,5 @@ Runners
 Further Reading
 ***************
 
-- http://docs.python.org/2/library/
+- http://docs.python.org/3/library/
 - http://www.diveintopython.net/toc/index.html

From 907d9a7b8223eed22c6515c676fc81fe6d5cc871 Mon Sep 17 00:00:00 2001
From: Dave Mackey <dave@davemackey.net>
Date: Mon, 25 Feb 2019 21:42:38 -0500
Subject: [PATCH 387/471] Removed extraneous "by" and unnecessary "especially"
 from cli.rst

---
 docs/scenarios/cli.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index 44feade42..08e80468a 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -50,8 +50,8 @@ Plac
 `Plac <https://pypi.python.org/pypi/plac>`_ is a simple wrapper
 over the Python standard library `argparse <http://docs.python.org/2/library/argparse.html>`_,
 which hides most of its complexity by using a declarative interface: the
-argument parser is inferred rather than written down by imperatively. This
-module targets especially unsophisticated users, programmers, sysadmins,
+argument parser is inferred rather than written down imperatively. This
+module targets unsophisticated users, programmers, sysadmins,
 scientists, and in general people writing throw-away scripts for themselves,
 who choose to create a command-line interface because it is quick and simple.
 

From 188e336732943bb039a345fd1c2f7adaad74f4f5 Mon Sep 17 00:00:00 2001
From: Dave Mackey <dave@davemackey.net>
Date: Mon, 25 Feb 2019 22:09:07 -0500
Subject: [PATCH 388/471] - Changing PyGTk to be less verbose, formatted as
 note. - Updated PyjamasDesktop to Pyjs Desktop, streamlined description --
 Removed link to Python wiki entry, content outdated - Updated link for
 wxPython, it had changed

---
 docs/scenarios/gui.rst | 17 +++++------------
 1 file changed, 5 insertions(+), 12 deletions(-)

diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index e012048bc..ed9e2a55a 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -33,11 +33,7 @@ Cocoa
 GTk
 ***
 
-PyGTK provides Python bindings for the GTK+ toolkit. Like the GTK+ library
-itself, it is currently licensed under the GNU LGPL. It is worth noting that
-PyGTK only currently supports the Gtk-2.X API (NOT Gtk-3.0). It is currently
-recommended that PyGTK not be used for new projects and that existing
-applications be ported from PyGTK to PyGObject.
+.. note:: PyGTK provides Python bindings for the GTK+ toolkit. However, it has been superseded by PyGObject. PyGTK should not be used for new projects and existing projects should be ported to PyGObject.
 
 
 ********************
@@ -101,17 +97,14 @@ http://www.riverbankcomputing.co.uk/software/pyqt/download
 
 
 *****************************
-PyjamasDesktop (pyjs Desktop)
+Pyjs Desktop (formerly Pyjamas Desktop)
 *****************************
 
-PyjamasDesktop is a port of Pyjamas. PyjamasDesktop is application widget set
-for desktop and a cross-platform framework. (After release v0.6 PyjamasDesktop
-is a part of Pyjamas (Pyjs)). Briefly, it allows the exact same Python web
+Pyjs Desktop is a application widget set for desktop and a cross-platform framework. It allows the exact same Python web
 application source code to be executed as a standalone desktop application.
 
-`Python Wiki for PyjamasDesktop <http://wiki.python.org/moin/PyjamasDesktop>`_.
 
-The main website: `pyjs Desktop <http://pyjs.org/>`_.
+The main website: `pyjs <http://pyjs.org/>`_.
 
 
 **
@@ -177,5 +170,5 @@ extension module (native code) that wraps the popular wxWidgets cross platform
 GUI library, which is written in C++.
 
 **Install (Stable) wxPython**
-*go to http://www.wxpython.org/download.php#stable and download the appropriate
+*go to https://www.wxpython.org/pages/downloads/ and download the appropriate
 package for your OS.*

From 554fb163d9857d8c7c57c710f9859e07e261e8b6 Mon Sep 17 00:00:00 2001
From: Dave Mackey <dave@davemackey.net>
Date: Mon, 25 Feb 2019 22:29:18 -0500
Subject: [PATCH 389/471] - Reformatting first paragraph of cli to conform to
 78 character width. -- Same for Click, Cement. - In gui, similarly for
 Camelot, PyGObject, Kivy, Pyjs Desktop, Qt -- PySimpleGUI, Toga,
 TkInterwxPython

---
 docs/scenarios/cli.rst | 31 +++++++++++-----------
 docs/scenarios/gui.rst | 60 ++++++++++++++++++++++++------------------
 2 files changed, 49 insertions(+), 42 deletions(-)

diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index 08e80468a..f90010eca 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -5,13 +5,12 @@ Command-line Applications
 
 .. image:: /_static/photos/34435690330_11930b5987_k_d.jpg
 
-Command-line applications, also referred to as
-`Console Applications <http://en.wikipedia.org/wiki/Console_application>`_,
-are computer programs designed to be used from a text interface, such as a
-`shell <http://en.wikipedia.org/wiki/Shell_(computing)>`_. Command-line
-applications usually accept various inputs as arguments, often referred to as
-parameters or sub-commands, as well as options, often referred to as flags or
-switches.
+Command-line applications, also referred to as `Console Applications
+<http://en.wikipedia.org/wiki/Console_application>`_, are computer programs
+designed to be used from a text interface, such as a `shell
+<http://en.wikipedia.org/wiki/Shell_(computing)>`_. Command-line applications
+usually accept various inputs as arguments, often referred to as parameters or
+sub-commands, as well as options, often referred to as flags or switches.
 
 Some popular command-line applications include:
 
@@ -29,9 +28,9 @@ Click
 *****
 
 `click <http://click.pocoo.org/>`_ is a Python package for creating
-command-line interfaces in a composable way with as little code as
-possible. This “Command-Line Interface Creation Kit” is highly
-configurable but comes with good defaults out of the box.
+command-line interfaces in a composable way with as little code as possible.
+This “Command-Line Interface Creation Kit” is highly configurable but comes
+with good defaults out of the box.
 
 
 ******
@@ -72,12 +71,12 @@ sub-command to do the work.
 Cement
 ******
 
-`Cement <http://builtoncement.com/>`_ is an advanced CLI Application Framework.
-Its goal is to introduce a standard and feature-full platform
-for both simple and complex command line applications as well
-as support rapid development needs without sacrificing quality.
-Cement is flexible, and its use cases span from the simplicity of a micro-framework
-to the complexity of a mega-framework.
+`Cement <http://builtoncement.com/>`_ is an advanced CLI Application
+Framework. Its goal is to introduce a standard and feature-full platform for
+both simple and complex command line applications as well as support rapid
+development needs without sacrificing quality. Cement is flexible, and its use
+cases span from the simplicity of a micro-framework to the complexity of a
+mega-framework.
 
 
 ***********
diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index ed9e2a55a..520b3dea7 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -14,8 +14,8 @@ Camelot
 *******
 
 `Camelot <http://www.python-camelot.com>`_ provides components for building
-applications on top of Python, SQLAlchemy, and Qt.  It is inspired by
-the Django admin interface.
+applications on top of Python, SQLAlchemy, and Qt.  It is inspired by the Django
+admin interface.
 
 The main resource for information is the website:
 http://www.python-camelot.com
@@ -40,8 +40,10 @@ GTk
 PyGObject aka (PyGi)
 ********************
 
-`PyGObject <https://wiki.gnome.org/Projects/PyGObject>`_ provides Python bindings which gives access to the entire GNOME software platform.
-It is fully compatible with GTK+ 3. Here is a tutorial to get started with `Python GTK+ 3 Tutorial <https://python-gtk-3-tutorial.readthedocs.io/en/latest/>`_.
+`PyGObject <https://wiki.gnome.org/Projects/PyGObject>`_ provides Python
+bindings which gives access to the entire GNOME software platform. It is fully
+compatible with GTK+ 3. Here is a tutorial to get started with `Python GTK+ 3
+Tutorial <https://python-gtk-3-tutorial.readthedocs.io/en/latest/>`_.
 
 `API Reference <http://lazka.github.io/pgi-docs/>`_
 
@@ -52,8 +54,8 @@ Kivy
 
 `Kivy <http://kivy.org>`_ is a Python library for development of multi-touch
 enabled media rich applications. The aim is to allow for quick and easy
-interaction design and rapid prototyping, while making your code reusable
-and deployable.
+interaction design and rapid prototyping, while making your code reusable and
+deployable.
 
 Kivy is written in Python, based on OpenGL, and supports different input devices
 such as: Mouse, Dual Mouse, TUIO, WiiMote, WM_TOUCH, HIDtouch, Apple's products,
@@ -100,8 +102,9 @@ http://www.riverbankcomputing.co.uk/software/pyqt/download
 Pyjs Desktop (formerly Pyjamas Desktop)
 *****************************
 
-Pyjs Desktop is a application widget set for desktop and a cross-platform framework. It allows the exact same Python web
-application source code to be executed as a standalone desktop application.
+Pyjs Desktop is a application widget set for desktop and a cross-platform
+framework. It allows the exact same Python web application source code to be
+executed as a standalone desktop application.
 
 
 The main website: `pyjs <http://pyjs.org/>`_.
@@ -111,35 +114,40 @@ The main website: `pyjs <http://pyjs.org/>`_.
 Qt
 **
 
-`Qt <http://qt-project.org/>`_ is a cross-platform application framework that
-is widely used for developing software with a GUI but can also be used for
-non-GUI applications.
+`Qt <http://qt-project.org/>`_ is a cross-platform application framework that is
+widely used for developing software with a GUI but can also be used for non-GUI
+applications.
 
 
 ***********
 PySimpleGUI
 ***********
 
-`PySimpleGUI <https://pysimplegui.readthedocs.io/>`_ is a  wrapper for Tkinter and Qt (others on the way).  The amount of code required to implement custom GUIs is much shorter using PySimpleGUI than if the same GUI were written directly using Tkinter or Qt.  PySimpleGUI code can be "ported" between GUI frameworks by changing import statements.
+`PySimpleGUI <https://pysimplegui.readthedocs.io/>`_ is a  wrapper for Tkinter
+and Qt (others on the way).  The amount of code required to implement custom
+GUIs is much shorter using PySimpleGUI than if the same GUI were written
+directly using Tkinter or Qt.  PySimpleGUI code can be "ported" between GUI
+frameworks by changing import statements.
 
 .. code-block:: console
 
   $ pip install pysimplegui
 
-PySimpleGUI is contained in a single PySimpleGUI.py file.  Should pip installation be impossible, copying the PySimpleGUI.py file into a project's folder is all that's required to import and begin using.
+PySimpleGUI is contained in a single PySimpleGUI.py file.  Should pip
+installation be impossible, copying the PySimpleGUI.py file into a project's
+folder is all that's required to import and begin using.
 
 
 ****
 Toga
 ****
 
-`Toga <https://toga.readthedocs.io/en/latest/>`_ is a Python native, OS
-native, cross platform GUI toolkit. Toga consists of a library of base
-components with a shared interface to simplify platform-agnostic GUI
-development.
+`Toga <https://toga.readthedocs.io/en/latest/>`_ is a Python native, OS native,
+cross platform GUI toolkit. Toga consists of a library of base components with a
+shared interface to simplify platform-agnostic GUI development.
 
-Toga is available on mOS, Windows, Linux (GTK), and mobile platforms such
-as Android and iOS.
+Toga is available on mOS, Windows, Linux (GTK), and mobile platforms such as
+Android and iOS.
 
 
 **
@@ -154,8 +162,8 @@ Both Tk and Tkinter are available on most Unix platforms, as well as on Windows
 and Macintosh systems. Starting with the 8.0 release, Tk offers native look and
 feel on all platforms.
 
-There's a good multi-language Tk tutorial with Python examples at
-`TkDocs <http://www.tkdocs.com/tutorial/index.html>`_. There's more information
+There's a good multi-language Tk tutorial with Python examples at `TkDocs
+<http://www.tkdocs.com/tutorial/index.html>`_. There's more information
 available on the `Python Wiki <http://wiki.python.org/moin/TkInter>`_.
 
 
@@ -163,11 +171,11 @@ available on the `Python Wiki <http://wiki.python.org/moin/TkInter>`_.
 wxPython
 ********
 
-wxPython is a GUI toolkit for the Python programming language. It allows
-Python programmers to create programs with a robust, highly functional
-graphical user interface, simply and easily. It is implemented as a Python
-extension module (native code) that wraps the popular wxWidgets cross platform
-GUI library, which is written in C++.
+wxPython is a GUI toolkit for the Python programming language. It allows Python
+programmers to create programs with a robust, highly functional graphical user
+interface, simply and easily. It is implemented as a Python extension module
+(native code) that wraps the popular wxWidgets cross platform GUI library, which
+is written in C++.
 
 **Install (Stable) wxPython**
 *go to https://www.wxpython.org/pages/downloads/ and download the appropriate

From 8c7e00814751dc5b048dc9c235fc72e2b91496c7 Mon Sep 17 00:00:00 2001
From: Dave Mackey <dave@davemackey.net>
Date: Tue, 26 Feb 2019 08:26:03 -0500
Subject: [PATCH 390/471] - Updating link to Dive Into Python

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index b536b5941..3cf38fca5 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -891,4 +891,4 @@ Further Reading
 ***************
 
 - http://docs.python.org/3/library/
-- http://www.diveintopython.net/toc/index.html
+- https://www.diveinto.org/python3/

From 011423c6514d202c7e5d7d503b094bac6232de52 Mon Sep 17 00:00:00 2001
From: Dave Mackey <dave@davemackey.net>
Date: Thu, 28 Feb 2019 09:02:27 -0500
Subject: [PATCH 391/471] - In scenarios/admin.rst, adding a StackOverflow link
 to explain eggs - In scenarios/clibs.rst, adding StackOverflow link to
 explain ABI -- In same, adding Microsoft Doc link to explain LoadLibrary --
 Minor grammar changes -- Updating struct documentation link to use /3/
 instead of /3.5/

---
 docs/scenarios/admin.rst |  9 +++++----
 docs/scenarios/clibs.rst | 10 +++++-----
 2 files changed, 10 insertions(+), 9 deletions(-)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index e275018ae..826906af0 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -392,10 +392,11 @@ Buildout
 
 `Buildout <http://www.buildout.org>`_ is an open source software build tool.
 Buildout is created using the Python programming language. It implements a
-principle of separation of configuration from the scripts that do the setting up.
-Buildout is primarily used to download and set up dependencies in Python eggs
-format of the software being developed or deployed. Recipes for build tasks in any
-environment can be created, and many are already available.
+principle of separation of configuration from the scripts that do the setting
+up. Buildout is primarily used to download and set up dependencies in `Python
+eggs <https://stackoverflow.com/questions/2051192/what-is-a-python-egg>`_
+format of the software being developed or deployed. Recipes for build tasks in
+any environment can be created, and many are already available.
 
 
 *******
diff --git a/docs/scenarios/clibs.rst b/docs/scenarios/clibs.rst
index 5470576b0..13c9e4802 100644
--- a/docs/scenarios/clibs.rst
+++ b/docs/scenarios/clibs.rst
@@ -12,9 +12,9 @@ C Foreign Function Interface
 
 `CFFI <https://cffi.readthedocs.io/en/latest/>`_ provides a simple to use
 mechanism for interfacing with C from both CPython and PyPy. It supports two
-modes: an inline ABI compatibility mode (example provided below), which allows
+modes: an inline `ABI <https://stackoverflow.com/questions/2171177/what-is-an-application-binary-interface-abi>`_ compatibility mode (example provided below), which allows
 you to dynamically load and run functions from executable modules (essentially
-exposing the same functionality as LoadLibrary or dlopen), and an API mode,
+exposing the same functionality as `LoadLibrary <https://docs.microsoft.com/en-us/windows/desktop/api/libloaderapi/nf-libloaderapi-loadlibrarya>`_ or `dlopen <https://www.tldp.org/HOWTO/C++-dlopen/index.html>`_), and an API mode,
 which allows you to build C extension modules.
 
 ABI Interaction
@@ -41,13 +41,13 @@ library for interfacing with C/C++ from CPython, and it provides not only
 full access to the native C interface of most major operating systems (e.g.,
 kernel32 on Windows, or libc on \*nix), but also provides support for loading
 and interfacing with dynamic libraries, such as DLLs or shared objects, at
-runtime. It does bring along with it a whole host of types for interacting
+runtime. It brings along with it a whole host of types for interacting
 with system APIs, and allows you to rather easily define your own complex
 types, such as structs and unions, and allows you to modify things such as
 padding and alignment, if needed. It can be a bit crufty to use, but in
-conjunction with the `struct <https://docs.python.org/3.5/library/struct.html>`_
+conjunction with the `struct <https://docs.python.org/3/library/struct.html>`_
 module, you are essentially provided full control over how your data types get
-translated into something usable by a pure C(++) method.
+translated into something usable by a pure C/C++ method.
 
 Struct Equivalents
 ~~~~~~~~~~~~~~~~~~

From 808eb3a28655c478fb7374436eb4c91c7a422555 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Tue, 18 Dec 2018 02:05:53 -0500
Subject: [PATCH 392/471] Fix redirected and broken links

---
 docs/_templates/sidebarintro.html | 10 ++++-----
 docs/conf.py                      |  2 +-
 docs/dev/env.rst                  | 34 ++++++++++++++---------------
 docs/dev/virtualenvs.rst          |  2 +-
 docs/intro/duction.rst            |  6 +++---
 docs/intro/learning.rst           | 36 ++++++++++++++++---------------
 docs/intro/news.rst               |  8 +++----
 docs/notes/contribute.rst         |  2 +-
 docs/scenarios/cli.rst            |  2 +-
 docs/scenarios/client.rst         |  2 +-
 docs/scenarios/db.rst             |  2 +-
 docs/scenarios/network.rst        |  8 +++----
 docs/scenarios/scientific.rst     |  2 +-
 docs/scenarios/speed.rst          |  8 +++----
 docs/scenarios/xml.rst            |  2 +-
 docs/shipping/freezing.rst        |  4 ++--
 docs/shipping/packaging.rst       |  8 +++----
 docs/starting/install/linux.rst   |  5 ++---
 docs/starting/install/osx.rst     |  8 +++----
 docs/starting/install/win.rst     |  6 +++---
 docs/starting/install3/linux.rst  |  5 ++---
 docs/starting/install3/osx.rst    |  8 +++----
 docs/starting/install3/win.rst    |  4 ++--
 docs/writing/logging.rst          | 14 ++++++------
 docs/writing/style.rst            |  6 +++---
 docs/writing/tests.rst            |  2 +-
 26 files changed, 98 insertions(+), 98 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 17527253f..98284ec67 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -59,8 +59,8 @@ <h3>Contributors</h3>
 <h3>Useful Links</h3>
 <ul>
   <li><a href="https://docs.python-guide.org/">The Guide Website</a></li>
-  <li><a href="http://github.com/realpython/python-guide">The Guide @ GitHub</a></li>
-  <li><a href="http://github.com/realpython/python-guide/issues">Issue Tracker</a></li>
+  <li><a href="https://github.com/realpython/python-guide">The Guide @ GitHub</a></li>
+  <li><a href="https://github.com/realpython/python-guide/issues">Issue Tracker</a></li>
   <li><a href="https://media.readthedocs.org/pdf/python-guide/latest/python-guide.pdf">The Guide as a PDF</a></li>
 </ul>
 
@@ -69,8 +69,8 @@ <h3>Translations</h3>
   <li><a href="https://docs.python-guide.org/">English</a></li>
   <li><a href="https://python-guide-fr.readthedocs.io/fr/latest/">French</a></li>
   <li><a href="https://pythonguidecn.readthedocs.io/zh/latest/">Chinese</a></li>
-  <li><a href="http://python-guideja.readthedocs.io/ja/latest/">Japanese</a></li>
+  <li><a href="https://python-guideja.readthedocs.io/ja/latest/">Japanese</a></li>
   <li><a href="https://python-guide-kr.readthedocs.io/ko/latest/">Korean</a></li>
-  <li><a href="http://python-guide-fil.readthedocs.io/en/latest/">Filipino</a></li>
-  <li><a href="http://python-guide-pt-br.readthedocs.io/pt_BR/latest/">Brazilian Portuguese</a></li>
+  <li><a href="https://python-guide-fil.readthedocs.io/en/latest/">Filipino</a></li>
+  <li><a href="https://python-guide-pt-br.readthedocs.io/pt_BR/latest/">Brazilian Portuguese</a></li>
 </ul>
diff --git a/docs/conf.py b/docs/conf.py
index 974736fd6..64e78e4f8 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -46,7 +46,7 @@
 
 # General information about the project.
 project = u'pythonguide'
-copyright = u'2011–2018 <a href="http://kennethreitz.com/pages/open-projects.html">Kenneth Reitz</a> &amp; <a href="https://realpython.com/">Real Python</a>. <a href="http://creativecommons.org/licenses/by-nc-sa/3.0/">CC BY-NC-SA 3.0</a>'
+copyright = u'2011–2018 <a href="https://www.kennethreitz.org/projects">Kenneth Reitz</a> &amp; <a href="https://realpython.com/">Real Python</a>. <a href="https://creativecommons.org/licenses/by-nc-sa/3.0/">CC BY-NC-SA 3.0</a>'
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index 042d42dce..bc754e49b 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -87,10 +87,10 @@ using ``<Tab>`` key or any other customized keys.
 
 .. _indent: http://www.vim.org/scripts/script.php?script_id=974
 .. _syntax: http://www.vim.org/scripts/script.php?script_id=790
-.. _Pyflakes: http://pypi.python.org/pypi/pyflakes/
-.. _pycodestyle: https://pypi.python.org/pypi/pycodestyle/
-.. _syntastic: https://github.com/scrooloose/syntastic
-.. _Python-mode: https://github.com/klen/python-mode
+.. _Pyflakes: http://pypi.org/project/pyflakes/
+.. _pycodestyle: https://pypi.org/project/pycodestyle/
+.. _syntastic: https://github.com/vim-syntastic/syntastic
+.. _Python-mode: https://github.com/python-mode/python-mode
 .. _SuperTab: http://www.vim.org/scripts/script.php?script_id=1643
 .. _vim-flake8: https://github.com/nvie/vim-flake8
 
@@ -103,7 +103,7 @@ Emacs user is `Python Programming in Emacs`_ at EmacsWiki.
 
 1. Emacs itself comes with a Python mode.
 
-.. _Python Programming in Emacs: http://emacswiki.org/emacs/PythonProgrammingInEmacs
+.. _Python Programming in Emacs: https://www.emacswiki.org/emacs/PythonProgrammingInEmacs
 
 TextMate
 --------
@@ -135,7 +135,7 @@ Atom
 Atom is web native (HTML, CSS, JS), focusing on modular design and easy plugin
 development. It comes with native package control and a plethora of packages.
 Recommended for Python development is
-`Linter <https://github.com/AtomLinter/Linter>`_ combined with
+`Linter <https://github.com/steelbrain/linter>`_ combined with
 `linter-flake8 <https://github.com/AtomLinter/linter-flake8>`_.
 
 
@@ -163,7 +163,7 @@ MIT licensed.
 
 Enthought Canopy
 ----------------
-`Enthought Canopy <https://www.enthought.com/products/canopy/>`_ is a Python
+`Enthought Canopy <https://www.enthought.com/product/canopy/>`_ is a Python
 IDE which is focused towards Scientists and Engineers as it provides pre
 installed libraries for data analysis.
 
@@ -171,13 +171,13 @@ Eclipse
 -------
 
 The most popular Eclipse plugin for Python development is Aptana's
-`PyDev <http://pydev.org>`_.
+`PyDev <https://pydev.org>`_.
 
 
 Komodo IDE
 ----------
 
-`Komodo IDE <http://www.activestate.com/komodo-ide>`_ is developed by
+`Komodo IDE <https://www.activestate.com/products/komodo-ide/>`_ is developed by
 ActiveState and is a commercial IDE for Windows, Mac, and Linux.
 `KomodoEdit <https://github.com/Komodo/KomodoEdit>`_ is the open source
 alternative.
@@ -188,8 +188,8 @@ Spyder
 
 `Spyder <https://github.com/spyder-ide/spyder>`_ is an IDE specifically geared
 toward working with scientific Python libraries (namely
-`SciPy <http://www.scipy.org/>`_). It includes integration with pyflakes_,
-`pylint <http://www.logilab.org/857>`_ and
+`SciPy <https://www.scipy.org/>`_). It includes integration with pyflakes_,
+`pylint <https://www.logilab.org/857>`_ and
 `rope <https://github.com/python-rope/rope>`_.
 
 Spyder is open source (free), offers code completion, syntax highlighting,
@@ -242,13 +242,13 @@ Virtual Environments
 Virtual Environments provide a powerful way to isolate project package dependencies. This means that you can use packages particular to a Python project without installing them system wide and thus avoiding potential version conflicts.
 
 To start using and see more information:
-`Virtual Environments <http://github.com/kennethreitz/python-guide/blob/master/docs/dev/virtualenvs.rst>`_ docs.
+`Virtual Environments <https://github.com/kennethreitz/python-guide/blob/master/docs/dev/virtualenvs.rst>`_ docs.
 
 
 pyenv
 -----
 
-`pyenv <https://github.com/yyuu/pyenv>`_ is a tool to allow multiple versions
+`pyenv <https://github.com/pyenv/pyenv-virtualenv>`_ is a tool to allow multiple versions
 of the Python interpreter to be installed at the same time.  This solves the
 problem of having different projects requiring different versions of Python.
 For example, it becomes very easy to install Python 2.7 for compatibility in
@@ -264,7 +264,7 @@ pyenv.  pyenv then works out which version of Python should be run based on
 environment variables, ``.python-version`` files, and the global default.
 
 pyenv isn't a tool for managing virtual environments, but there is the plugin
-`pyenv-virtualenv <https://github.com/yyuu/pyenv-virtualenv>`_ which automates
+`pyenv-virtualenv <https://github.com/pyenv/pyenv-virtualenv>`_ which automates
 the creation of different environments, and also makes it possible to use the
 existing pyenv tools to switch to different environments based on environment
 variables or ``.python-version`` files.
@@ -314,7 +314,7 @@ To download and install IPython with all its optional dependencies for the noteb
 BPython
 -------
 
-`bpython <http://bpython-interpreter.org/>`_ is an alternative interface to the
+`bpython <https://bpython-interpreter.org/>`_ is an alternative interface to the
 Python interpreter for Unix-like operating systems. It has the following
 features:
 
@@ -334,8 +334,8 @@ features:
 ptpython
 --------
 
-`ptpython <https://github.com/jonathanslenders/ptpython/>`_ is a REPL build
-on top of the `prompt_toolkit <http://github.com/jonathanslenders/python-prompt-toolkit>`_
+`ptpython <https://github.com/prompt-toolkit/ptpython>`_ is a REPL build
+on top of the `prompt_toolkit <https://github.com/prompt-toolkit/python-prompt-toolkit>`_
 library. It is considered to be an alternative to BPython_. Features include:
 
 * Syntax highlighting
diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index be9bd5803..dfb23b424 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -200,7 +200,7 @@ Congratulations, you now know how to install and use Python packages! ✨ 🍰 
 Lower level: virtualenv
 =======================
 
-`virtualenv <http://pypi.python.org/pypi/virtualenv>`_ is a tool to create
+`virtualenv <http://pypi.org/project/virtualenv>`_ is a tool to create
 isolated Python environments. virtualenv creates a folder which contains all the
 necessary executables to use the packages that a Python project would need.
 
diff --git a/docs/intro/duction.rst b/docs/intro/duction.rst
index 7619002d6..16baebc0d 100644
--- a/docs/intro/duction.rst
+++ b/docs/intro/duction.rst
@@ -28,11 +28,11 @@ include:
   object serialization, and much more.
 
   Additionally, the
-  `Python Package Index <http://pypi.python.org/pypi/>`_ is available
+  `Python Package Index <https://pypi.org>`_ is available
   for users to submit their packages for widespread use, similar to
-  Perl's `CPAN <http://www.cpan.org>`_. There is a thriving community
+  Perl's `CPAN <https://www.cpan.org>`_. There is a thriving community
   of very powerful Python frameworks and tools like
-  the `Django <http://www.djangoproject.com>`_ web framework and the
+  the `Django <https://www.djangoproject.com>`_ web framework and the
   `NumPy <http://numpy.scipy.org>`_ set of math routines.
 
 * **integration with other systems**
diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 6e2d0ea41..e06e64da3 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -41,14 +41,14 @@ thepythonguru.com is a tutorial focused on beginner programmers. It covers many
 in depth. It also teaches you some advanced constructs of Python like lambda expressions and regular expressions.
 And last it finishes off with the tutorial "How to access MySQL db using Python"
 
-   `Python for Beginners <http://thepythonguru.com/>`_
+   `Python for Beginners <https://thepythonguru.com/>`_
 
 Learn Python Interactive Tutorial
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 Learnpython.org is an easy non-intimidating way to get introduced to Python.
 The website takes the same approach used on the popular
-`Try Ruby <http://tryruby.org/>`_ website. It has an interactive Python
+`Try Ruby <https://ruby.github.io/TryRuby>`_ website. It has an interactive Python
 interpreter built into the site that allows you to go through the lessons
 without having to install Python locally.
 
@@ -65,9 +65,9 @@ resource for learning all aspects of the language.
 Learn Python Step by Step
 ~~~~~~~~~~~~~~~~~~~~~~~~~
 
-Techbeamers.com provides step-by-step tutorials to teach Python. Each tutorial is supplemented with logically added coding snippets and equips with a follow-up quiz on the subject learned. There is a section for `Python interview questions <http://www.techbeamers.com/python-interview-questions-programmers>`_ to help job seekers. You can also read essential `Python tips <http://www.techbeamers.com/essential-python-tips-tricks-programmers>`_ and learn `best coding practices <http://www.techbeamers.com/python-code-optimization-tips-tricks>`_ for writing quality code. Here, you'll get the right platform to learn Python quickly.
+Techbeamers.com provides step-by-step tutorials to teach Python. Each tutorial is supplemented with logically added coding snippets and equips with a follow-up quiz on the subject learned. There is a section for `Python interview questions <https://www.techbeamers.com/python-interview-questions-programmers>`_ to help job seekers. You can also read essential `Python tips <https://www.techbeamers.com/essential-python-tips-tricks-programmers>`_ and learn `best coding practices <https://www.techbeamers.com/python-code-optimization-tips-tricks>`_ for writing quality code. Here, you'll get the right platform to learn Python quickly.
 
-`Learn Python Basic to Advanced <http://www.techbeamers.com/python-tutorial-step-by-step>`_
+`Learn Python Basic to Advanced <https://www.techbeamers.com/python-tutorial-step-by-step>`_
 
 
 Online Python Tutor
@@ -108,7 +108,7 @@ Learn Python the Hard Way
 This is an excellent beginner programmer's guide to Python. It covers "hello
 world" from the console to the web.
 
-    `Learn Python the Hard Way <http://learnpythonthehardway.org/book/>`_
+    `Learn Python the Hard Way <https://learnpythonthehardway.org/book/>`_
 
 
 Crash into Python
@@ -117,7 +117,7 @@ Crash into Python
 Also known as *Python for Programmers with 3 Hours*, this guide gives
 experienced developers from other languages a crash course on Python.
 
-    `Crash into Python <http://stephensugden.com/crash_into_python/>`_
+    `Crash into Python <https://stephensugden.com/crash_into_python/>`_
 
 
 Dive Into Python 3
@@ -161,11 +161,11 @@ For those used to languages and figuring out puzzles on their own, this can be
 a fun, attractive option. For those new to Python and programming, having an
 additional resource or reference will be helpful.
 
-    `Python Koans <http://bitbucket.org/gregmalcolm/python_koans>`_
+    `Python Koans <https://bitbucket.org/gregmalcolm/python_koans>`_
 
 More information about test driven development can be found at these resources:
 
-    `Test Driven Development <http://en.wikipedia.org/wiki/Test-driven_development>`_
+    `Test Driven Development <https://en.wikipedia.org/wiki/Test-driven_development>`_
 
 
 A Byte of Python
@@ -178,13 +178,15 @@ no previous programming experience.
     `A Byte of Python for Python 3.x <https://python.swaroopch.com/>`_
 
 
-Learn to Program in Python with Codeacademy
+Computer Science Path on Codecademy
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-A Codeacademy course for the absolute Python beginner. This free and interactive course provides and teaches the basics (and beyond) of Python programming while testing the user's knowledge in between progress.
+A Codeacademy course for the absolute Python beginner. This free and interactive 
+course provides and teaches the basics (and beyond) of Python programming while 
+testing the user's knowledge in between progress.
 This course also features a built-in interpreter for receiving instant feedback on your learning.
 
-    `Learn to Program in Python with Codeacademy <http://www.codecademy.com/en/tracks/python>`_
+    `Computer Science Path on Codecademy <https://www.codecademy.com/learn/paths/computer-science>`_
 
 
 Code the blocks
@@ -220,7 +222,7 @@ pages, it is a very brief overview of some of the most common adapations
 programmers need to make to become efficient intermediate level Python
 programmers.
 
-    `Effective Python <http://www.effectivepython.com/>`_
+    `Effective Python <https://effectivepython.com/>`_
 
 
 ********
@@ -251,7 +253,7 @@ and eventually an application, including a chapter on using zc.buildout.  Later
 chapters detail best practices such as writing documentation, test-driven
 development, version control, optimization, and profiling.
 
-    `Expert Python Programming <http://www.packtpub.com/expert-python-programming/book>`_
+    `Expert Python Programming <https://www.packtpub.com/application-development/expert-python-programming>`_
 
 
 A Guide to Python's Magic Methods
@@ -278,7 +280,7 @@ A Primer on Scientific Programming with Python, written by Hans Petter
 Langtangen, mainly covers Python's usage in the scientific field. In the book,
 examples are chosen from mathematics and the natural sciences.
 
-    `A Primer on Scientific Programming with Python <http://www.springer.com/mathematics/computational+science+%26+engineering/book/978-3-642-30292-3>`_
+    `A Primer on Scientific Programming with Python <https://www.springer.com/us/book/9783642302930#otherversion=9783642302923>`_
 
 Numerical Methods in Engineering with Python
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -286,7 +288,7 @@ Numerical Methods in Engineering with Python
 Numerical Methods in Engineering with Python, written by Jaan Kiusalaas,
 puts the emphasis on numerical methods and how to implement them in Python.
 
-    `Numerical Methods in Engineering with Python <http://www.cambridge.org/us/academic/subjects/engineering/engineering-mathematics-and-programming/numerical-methods-engineering-python-2nd-edition>`_
+    `Numerical Methods in Engineering with Python <https://www.cambridge.org/us/academic/subjects/engineering/engineering-mathematics-and-programming/numerical-methods-engineering-python-2nd-edition>`_
 
 
 ********************
@@ -405,6 +407,6 @@ some commonly used piece of code, followed by an explanation of why the idiom
 is important. It also contains two code samples for each idiom: the "Harmful"
 way to write it and the "Idiomatic" way.
 
-	`For Python 2.7.3+ <http://www.amazon.com/Writing-Idiomatic-Python-2-7-3-Knupp/dp/1482372177/>`_
+	`For Python 2.7.3+ <https://www.amazon.com/Writing-Idiomatic-Python-Jeff-Knupp-ebook/dp/B00B5KG0F8/>`_
 
-	`For Python 3.3+  <http://www.amazon.com/Writing-Idiomatic-Python-Jeff-Knupp-ebook/dp/B00B5VXMRG/>`_
+	`For Python 3.3+  <https://www.amazon.com/Writing-Idiomatic-Python-Jeff-Knupp-ebook/dp/B00B5VXMRG/>`_
diff --git a/docs/intro/news.rst b/docs/intro/news.rst
index 9f8e9232b..d1cda93be 100644
--- a/docs/intro/news.rst
+++ b/docs/intro/news.rst
@@ -32,7 +32,7 @@ Planet Python
 
 This is an aggregate of Python news from a growing number of developers.
 
-    `Planet Python <http://planet.python.org>`_
+    `Planet Python <https://planetpython.org>`_
 
 
 *********
@@ -42,7 +42,7 @@ This is an aggregate of Python news from a growing number of developers.
 /r/python is the Reddit Python community where users contribute and vote on
 Python-related news.
 
-    `/r/python <http://reddit.com/r/python>`_
+    `/r/python <https://reddit.com/r/python>`_
 
 
 *******************
@@ -70,7 +70,7 @@ Python Weekly
 Python Weekly is a free weekly newsletter featuring curated news, articles,
 new releases, jobs, etc. related to Python.
 
-    `Python Weekly <http://www.pythonweekly.com/>`_
+    `Python Weekly <https://www.pythonweekly.com/>`_
 
 
 ***********
@@ -80,7 +80,7 @@ Python News
 Python News is the news section in the official Python web site
 (www.python.org). It briefly highlights the news from the Python community.
 
-    `Python News <http://www.python.org/news/>`_
+    `Python News <http://www.python.org/blogs/>`_
 
 
 ********************
diff --git a/docs/notes/contribute.rst b/docs/notes/contribute.rst
index d82fb76da..b6c72bb4f 100644
--- a/docs/notes/contribute.rst
+++ b/docs/notes/contribute.rst
@@ -30,5 +30,5 @@ If you'd like to contribute, there's plenty to do. Here's a short todo_ list.
     .. include:: ../../TODO.rst
 
 
-.. _GitHub: http://github.com/kennethreitz/python-guide/
+.. _GitHub: https://github.com/kennethreitz/python-guide/
 .. _todo: https://github.com/kennethreitz/python-guide/blob/master/TODO.rst
diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index f90010eca..1bf810e0e 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -46,7 +46,7 @@ POSIX-style usage instructions.
 Plac
 ****
 
-`Plac <https://pypi.python.org/pypi/plac>`_ is a simple wrapper
+`Plac <https://pypi.org/project/plac>`_ is a simple wrapper
 over the Python standard library `argparse <http://docs.python.org/2/library/argparse.html>`_,
 which hides most of its complexity by using a declarative interface: the
 argument parser is inferred rather than written down imperatively. This
diff --git a/docs/scenarios/client.rst b/docs/scenarios/client.rst
index a10f1db38..1457fa479 100644
--- a/docs/scenarios/client.rst
+++ b/docs/scenarios/client.rst
@@ -29,7 +29,7 @@ pooling are 100% automatic, powered by urllib3, which is embedded within
 Requests.
 
 - `Documentation <http://docs.python-requests.org/en/latest/index.html>`_
-- `PyPi <http://pypi.python.org/pypi/requests>`_
+- `PyPi <http://pypi.org/project/requests>`_
 - `GitHub <https://github.com/kennethreitz/requests>`_
 
 
diff --git a/docs/scenarios/db.rst b/docs/scenarios/db.rst
index 58211e26b..ecdb83008 100644
--- a/docs/scenarios/db.rst
+++ b/docs/scenarios/db.rst
@@ -52,7 +52,7 @@ Also included is a command-line tool for exporting SQL data.
 Django ORM
 **********
 
-The Django ORM is the interface used by `Django <http://www.djangoproject.com>`_
+The Django ORM is the interface used by `Django <https://www.djangoproject.com>`_
 to provide database access.
 
 It's based on the idea of
diff --git a/docs/scenarios/network.rst b/docs/scenarios/network.rst
index f8306c70a..bb751b78e 100644
--- a/docs/scenarios/network.rst
+++ b/docs/scenarios/network.rst
@@ -10,19 +10,19 @@ Networking
 Twisted
 *******
 
-`Twisted <http://twistedmatrix.com/trac/>`_ is an event-driven networking
+`Twisted <https://twistedmatrix.com/trac/>`_ is an event-driven networking
 engine. It can be used to build applications around many different networking
 protocols, including HTTP servers and clients, applications using SMTP, POP3,
 IMAP, or SSH protocols, instant messaging,
-and `much more <http://twistedmatrix.com/trac/wiki/Documentation>`_.
+and `much more <https://twistedmatrix.com/trac/wiki/Documentation>`_.
 
 
 *****
 PyZMQ
 *****
 
-`PyZMQ <http://zeromq.github.com/pyzmq/>`_ is the Python binding for
-`ZeroMQ <http://www.zeromq.org/>`_, which is a high-performance asynchronous
+`PyZMQ <https://zeromq.github.com/pyzmq/>`_ is the Python binding for
+`ZeroMQ <http://zeromq.org/>`_, which is a high-performance asynchronous
 messaging library. One great advantage of ZeroMQ is that it can be used for
 message queuing without a message broker. The basic patterns for this are:
 
diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index cca234225..bb0547323 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -160,7 +160,7 @@ add-ons are available for academics and researchers.
 Canopy
 ------
 
-`Canopy <https://www.enthought.com/products/canopy/>`_ is another scientific
+`Canopy <https://www.enthought.com/product/canopy/>`_ is another scientific
 Python distribution, produced by `Enthought <https://www.enthought.com/>`_.
 A limited 'Canopy Express' variant is available for free, but Enthought
 charges for the full distribution. Free licenses are available for academics.
diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index 485872360..1ac16b02e 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -76,7 +76,7 @@ C Extensions
 Cython
 ------
 
-`Cython <http://cython.org/>`_ implements a superset of the Python language
+`Cython <https://cython.org/>`_ implements a superset of the Python language
 with which you are able to write C and C++ modules for Python. Cython also
 allows you to call functions from compiled C libraries. Using Cython allows
 you to take advantage of Python's strong typing of variables and operations.
@@ -448,14 +448,14 @@ Multiprocessing
 
 
 .. _`PyPy`: http://pypy.org
-.. _`The GIL`: http://wiki.python.org/moin/GlobalInterpreterLock
+.. _`The GIL`: https://wiki.python.org/moin/GlobalInterpreterLock
 .. _`guide`: http://www.dabeaz.com/python/UnderstandingGIL.pdf
 .. _`New GIL`: http://www.dabeaz.com/python/NewGIL.pdf
-.. _`Special care`: http://docs.python.org/c-api/init.html#threads
+.. _`Special care`: https://docs.python.org/c-api/init.html#threads
 .. _`David Beazley's`: http://www.dabeaz.com/GIL/gilvis/measure2.py
 .. _`concurrent.futures`: https://docs.python.org/3/library/concurrent.futures.html
 .. _`Future`: https://docs.python.org/3/library/concurrent.futures.html#concurrent.futures.Future
 .. _`threading`: https://docs.python.org/3/library/threading.html
-.. _`stackoverflow post`: http://stackoverflow.com/questions/26688424/python-threads-are-printing-at-the-same-time-messing-up-the-text-output
+.. _`stackoverflow post`: https://stackoverflow.com/questions/26688424/python-threads-are-printing-at-the-same-time-messing-up-the-text-output
 .. _`data race`: https://en.wikipedia.org/wiki/Race_condition
 .. _`Lock`: https://docs.python.org/3/library/threading.html#lock-objects
diff --git a/docs/scenarios/xml.rst b/docs/scenarios/xml.rst
index 91cafc5c4..3bdf15b6c 100644
--- a/docs/scenarios/xml.rst
+++ b/docs/scenarios/xml.rst
@@ -43,7 +43,7 @@ untangle also supports loading XML from a string or a URL.
 xmltodict
 *********
 
-`xmltodict <http://github.com/martinblech/xmltodict>`_ is another simple
+`xmltodict <https://github.com/martinblech/xmltodict>`_ is another simple
 library that aims at making XML feel like working with JSON.
 
 An XML file like this:
diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index 99dcba293..1b614f378 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -61,7 +61,7 @@ py2app      no      no    yes  yes      MIT     no            yes            yes
 .. note::
     Freezing Python code on Linux into a Windows executable was only once
     supported in PyInstaller `and later dropped
-    <http://stackoverflow.com/questions/2950971/cross-compiling-a-python-script-on-linux-into-a-windows-executable#comment11890276_2951046>`_.
+    <https://stackoverflow.com/questions/2950971/cross-compiling-a-python-script-on-linux-into-a-windows-executable#comment11890276_2951046>`_.
 
 .. note::
     All solutions need a Microsoft Visual C++ to be installed on the target machine, except py2app.
@@ -139,7 +139,7 @@ Prerequisite is to install :ref:`Python on Windows <install-windows>`. The last
 
 3. (Optionally) `include icon <http://www.py2exe.org/index.cgi/CustomIcons>`_
 
-4. (Optionally) `one-file mode <http://stackoverflow.com/questions/112698/py2exe-generate-single-executable-file#113014>`_
+4. (Optionally) `one-file mode <https://stackoverflow.com/questions/112698/py2exe-generate-single-executable-file#113014>`_
 
 5. Generate :file:`.exe` into :file:`dist` directory:
 
diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index 0f0ff04d1..9a8be8c1d 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -48,7 +48,7 @@ On Linux, you may also want to consider
 For Python Developers
 *********************
 
-If you're writing an open source Python module, `PyPI <http://pypi.python.org>`_
+If you're writing an open source Python module, `PyPI <http://pypi.org>`_
 , more properly known as *The Cheeseshop*, is the place to host it.
 
 
@@ -56,8 +56,8 @@ If you're writing an open source Python module, `PyPI <http://pypi.python.org>`_
 Pip vs. easy_install
 --------------------
 
-Use `pip <http://pypi.python.org/pypi/pip>`_.  More details
-`here <http://stackoverflow.com/questions/3220404/why-use-pip-over-easy-install>`_.
+Use `pip <http://pypi.org/project/pip>`_.  More details
+`here <https://stackoverflow.com/questions/3220404/why-use-pip-over-easy-install>`_.
 
 
 Personal PyPI
@@ -105,7 +105,7 @@ I got fooled by that, one time. But if you feel that creating a folder called
 pypiserver
 ++++++++++
 
-`pypiserver <https://pypi.python.org/pypi/pypiserver>`_ is a minimal PyPI
+`pypiserver <https://pypi.org/project/pypiserver>`_ is a minimal PyPI
 compatible server.  It can be used to serve a set of packages to easy_install
 or pip.  It includes helpful features like an administrative command
 (``-U``) which will update all its packages to their latest versions
diff --git a/docs/starting/install/linux.rst b/docs/starting/install/linux.rst
index f0dc63950..4198be8be 100644
--- a/docs/starting/install/linux.rst
+++ b/docs/starting/install/linux.rst
@@ -38,7 +38,7 @@ it makes it much easier for you to use other third-party Python libraries.
 Setuptools & Pip
 ****************
 
-The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
+The two most crucial third-party Python packages are `setuptools <https://pypi.org/project/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
 
 Once installed, you can download, install and uninstall any compliant Python software
 product with a single command. It also enables you to add this network installation
@@ -75,6 +75,5 @@ manage your virtual environments.
 
 --------------------------------
 
-This page is a remixed version of `another guide <http://www.stuartellis.eu/articles/python-development-windows/>`_,
+This page is a remixed version of `another guide <https://www.stuartellis.name/articles/python-development-windows/>`_,
 which is available under the same license.
-
diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index 48e5bdfe9..d0aa601aa 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -33,7 +33,7 @@ Let's install a real version of Python.
 Before installing Python, you'll need to install a C compiler. The fastest way
 is to install the Xcode Command Line Tools by running
 ``xcode-select --install``. You can also download the full version of
-`Xcode <http://developer.apple.com/xcode/>`_ from the Mac App Store, or the
+`Xcode <https://developer.apple.com/xcode/>`_ from the Mac App Store, or the
 minimal but unofficial
 `OSX-GCC-Installer <https://github.com/kennethreitz/osx-gcc-installer#readme>`_
 package.
@@ -50,9 +50,9 @@ package.
 
 While OS X comes with a large number of Unix utilities, those familiar with
 Linux systems will notice one key component missing: a decent package manager.
-`Homebrew <http://brew.sh>`_ fills this void.
+`Homebrew <https://brew.sh>`_ fills this void.
 
-To `install Homebrew <http://brew.sh/#install>`_, open :file:`Terminal` or
+To `install Homebrew <https://brew.sh/#install>`_, open :file:`Terminal` or
 your favorite OS X terminal emulator and run
 
 .. code-block:: console
@@ -129,5 +129,5 @@ To start using this and see more information: :ref:`Virtual Environments <virtua
 
 --------------------------------
 
-This page is a remixed version of `another guide <http://www.stuartellis.eu/articles/python-development-windows/>`_,
+This page is a remixed version of `another guide <https://www.stuartellis.name/articles/python-development-windows/>`_,
 which is available under the same license.
diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index e22837c8f..ac304aec1 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -13,7 +13,7 @@ Installing Python 2 on Windows
 First, download the `latest version <https://www.python.org/ftp/python/2.7.15/python-2.7.15.msi>`_
 of Python 2.7 from the official website. If you want to be sure you are installing a fully
 up-to-date version, click the Downloads > Windows link from the home page of the
-`Python.org web site <http://python.org>`_ .
+`Python.org web site <https://python.org>`_ .
 
 The Windows version is provided as an MSI package. To install it manually, just
 double-click the file. The MSI package format allows Windows administrators to
@@ -57,7 +57,7 @@ makes it much easier for you to use other third-party Python libraries.
 Setuptools + Pip
 ****************
 
-The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
+The two most crucial third-party Python packages are `setuptools <https://pypi.org/project/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
 
 Once installed, you can download, install and uninstall any compliant Python software
 product with a single command. It also enables you to add this network installation
@@ -92,5 +92,5 @@ To start using this and see more information: :ref:`Virtual Environments <virtua
 
 --------------------------------
 
-This page is a remixed version of `another guide <http://www.stuartellis.eu/articles/python-development-windows/>`_,
+This page is a remixed version of `another guide <https://www.stuartellis.name/articles/python-development-windows/>`_,
 which is available under the same license.
diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index 36b439ec2..47765c43f 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -67,7 +67,7 @@ This will launch the Python 3 interpreter.
 Setuptools & Pip
 ****************
 
-The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
+The two most crucial third-party Python packages are `setuptools <https://pypi.org/project/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_.
 
 Once installed, you can download, install and uninstall any compliant Python software
 product with a single command. It also enables you to add this network installation
@@ -113,6 +113,5 @@ So, onward! To the :ref:`Pipenv & Virtual Environments <virtualenvironments-ref>
 
 --------------------------------
 
-This page is a remixed version of `another guide <http://www.stuartellis.eu/articles/python-development-windows/>`_,
+This page is a remixed version of `another guide <https://www.stuartellis.name/articles/python-development-windows/>`_,
 which is available under the same license.
-
diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 9ffe20225..654cca115 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -27,7 +27,7 @@ Doing it Right
 Let's install a real version of Python.
 
 Before installing Python, you'll need to install GCC. GCC can be obtained
-by downloading `Xcode <http://developer.apple.com/xcode/>`_, the smaller
+by downloading `Xcode <https://developer.apple.com/xcode/>`_, the smaller
 `Command Line Tools <https://developer.apple.com/downloads/>`_ (must have an
 Apple account) or the even smaller `OSX-GCC-Installer <https://github.com/kennethreitz/osx-gcc-installer#readme>`_
 package.
@@ -43,9 +43,9 @@ package.
 
 While OS X comes with a large number of Unix utilities, those familiar with
 Linux systems will notice one key component missing: a package manager.
-`Homebrew <http://brew.sh>`_ fills this void.
+`Homebrew <https://brew.sh>`_ fills this void.
 
-To `install Homebrew <http://brew.sh/#install>`_, open :file:`Terminal` or
+To `install Homebrew <https://brew.sh/#install>`_, open :file:`Terminal` or
 your favorite OS X terminal emulator and run
 
 .. code-block:: console
@@ -139,5 +139,5 @@ So, onward! To the :ref:`Pipenv & Virtual Environments <virtualenvironments-ref>
 
 --------------------------------
 
-This page is a remixed version of `another guide <http://www.stuartellis.eu/articles/python-development-windows/>`_,
+This page is a remixed version of `another guide <https://www.stuartellis.name/articles/python-development-windows/>`_,
 which is available under the same license.
diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 588d1ccb0..2e259ac0f 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -24,7 +24,7 @@ Once you've run this command, you should be able to launch Python directly from
 Setuptools + Pip
 ****************
 
-The two most crucial third-party Python packages are `setuptools <https://pypi.python.org/pypi/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_,
+The two most crucial third-party Python packages are `setuptools <https://pypi.org/project/setuptools>`_ and `pip <https://pip.pypa.io/en/stable/>`_,
 which let you download, install and uninstall any compliant Python software
 product with a single command. It also enables you to add this network installation
 capability to your own Python software with very little work.
@@ -52,5 +52,5 @@ So, onward! To the :ref:`Pipenv & Virtual Environments <virtualenvironments-ref>
 
 --------------------------------
 
-This page is a remixed version of `another guide <http://www.stuartellis.eu/articles/python-development-windows/>`_,
+This page is a remixed version of `another guide <https://www.stuartellis.name/articles/python-development-windows/>`_,
 which is available under the same license.
diff --git a/docs/writing/logging.rst b/docs/writing/logging.rst
index 5ea058efc..d21838838 100644
--- a/docs/writing/logging.rst
+++ b/docs/writing/logging.rst
@@ -70,9 +70,9 @@ this in your ``__init__.py``:
 Logging in an Application
 *************************
 
-The `twelve factor app <http://12factor.net>`_, an authoritative reference
+The `twelve factor app <https://12factor.net>`_, an authoritative reference
 for good practice in application development, contains a section on
-`logging best practice <http://12factor.net/logs>`_. It emphatically
+`logging best practice <https://12factor.net/logs>`_. It emphatically
 advocates for treating log events as an event stream, and for
 sending that event stream to standard output to be handled by the
 application environment.
@@ -192,9 +192,9 @@ Example Configuration Directly in Code
     logger.debug('often makes a very good meal of %s', 'visiting tourists')
 
 
-.. _basic logging tutorial: http://docs.python.org/howto/logging.html#logging-basic-tutorial
-.. _logging configuration: https://docs.python.org/howto/logging.html#configuring-logging
-.. _logging tutorial: http://docs.python.org/howto/logging.html
-.. _configuring logging for a library: https://docs.python.org/howto/logging.html#configuring-logging-for-a-library
-.. _log record: https://docs.python.org/library/logging.html#logrecord-attributes
+.. _basic logging tutorial: http://docs.python.org/3/howto/logging.html#logging-basic-tutorial
+.. _logging configuration: https://docs.python.org/3/howto/logging.html#configuring-logging
+.. _logging tutorial: http://docs.python.org/3/howto/logging.html
+.. _configuring logging for a library: https://docs.python.org/3/howto/logging.html#configuring-logging-for-a-library
+.. _log record: https://docs.python.org/3/library/logging.html#logrecord-attributes
 .. _requests source: https://github.com/kennethreitz/requests
diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 8f15a1b02..56f108603 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -271,7 +271,7 @@ Idioms
 
 A programming idiom, put simply, is a *way* to write code. The notion of
 programming idioms is discussed amply at `c2 <http://c2.com/cgi/wiki?ProgrammingIdiom>`_
-and at `Stack Overflow <http://stackoverflow.com/questions/302459/what-is-a-programming-idiom>`_.
+and at `Stack Overflow <https://stackoverflow.com/questions/302459/what-is-a-programming-idiom>`_.
 
 Idiomatic Python code is often referred to as being *Pythonic*.
 
@@ -403,7 +403,7 @@ hand, the hash of the item will tell Python where in the set to look for
 a matching item. As a result, the search can be done quickly, even if the
 set is large. Searching in dictionaries works the same way. For
 more information see this
-`StackOverflow <http://stackoverflow.com/questions/513882/python-list-vs-dict-for-look-up-table>`_
+`StackOverflow <https://stackoverflow.com/questions/513882/python-list-vs-dict-for-look-up-table>`_
 page. For detailed information on the amount of time various common operations
 take on each of these data structures, see
 `this page <https://wiki.python.org/moin/TimeComplexity?>`_.
@@ -496,7 +496,7 @@ Then run it on a file or series of files to get a report of any violations.
     optparse.py:472:29: E221 multiple spaces before operator
     optparse.py:544:21: W601 .has_key() is deprecated, use 'in'
 
-The program `autopep8 <https://pypi.python.org/pypi/autopep8/>`_ can be used to
+The program `autopep8 <https://pypi.org/project/autopep8/>`_ can be used to
 automatically reformat code in the PEP 8 style. Install the program with:
 
 .. code-block:: console
diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 141c92971..0cf20f7ee 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -274,7 +274,7 @@ This way if you ever switch to a newer Python version and no longer need the
 unittest2 module, you can simply change the import in your test module without
 the need to change any other code.
 
-    `unittest2 <http://pypi.python.org/pypi/unittest2>`_
+    `unittest2 <http://pypi.org/project/unittest2>`_
 
 
 mock

From d200bf04f8d7b4f192625e63cb233793a9152940 Mon Sep 17 00:00:00 2001
From: Andrew Janke <floss@apjanke.net>
Date: Tue, 18 Dec 2018 00:48:19 -0500
Subject: [PATCH 393/471] Format Windows console examples with doscon or
 powershell

---
 docs/notes/styleguide.rst      | 5 ++++-
 docs/starting/install/win.rst  | 8 ++++----
 docs/starting/install3/win.rst | 6 ++++--
 3 files changed, 12 insertions(+), 7 deletions(-)

diff --git a/docs/notes/styleguide.rst b/docs/notes/styleguide.rst
index d38fc22ef..fdd7c1884 100644
--- a/docs/notes/styleguide.rst
+++ b/docs/notes/styleguide.rst
@@ -109,7 +109,10 @@ Command line examples:
         $ run command --help
         $ ls ..
 
-Be sure to include the ``$`` prefix before each line.
+Be sure to include the ``$`` prefix before each line for Unix console examples.
+
+For Windows console examples, use ``doscon`` or ``powershell`` instead of
+``console``, and omit the ``$`` prefix.
 
 Python interpreter examples:
 
diff --git a/docs/starting/install/win.rst b/docs/starting/install/win.rst
index e22837c8f..7b98ddb06 100644
--- a/docs/starting/install/win.rst
+++ b/docs/starting/install/win.rst
@@ -32,13 +32,13 @@ tedious, so add the directories for your default Python version to the :envvar:`
 Assuming that your Python installation is in :file:`C:\\Python27\\`, add this to your
 :envvar:`PATH`:
 
-.. code-block:: console
+.. code-block:: doscon
 
     C:\Python27\;C:\Python27\Scripts\
 
 You can do this easily by running the following in ``powershell``:
 
-.. code-block:: console
+.. code-block:: powershell
 
     [Environment]::SetEnvironmentVariable("Path", "$env:Path;C:\Python27\;C:\Python27\Scripts\", "User")
 
@@ -68,9 +68,9 @@ pip by default.
 
 To see if pip is installed, open a command prompt and run
 
-.. code-block:: console
+.. code-block:: doscon
 
-    $ command -v pip
+    command -v pip
 
 To install pip, `follow the official pip installation guide <https://pip.pypa.io/en/latest/installing/>`_ - this will automatically install the latest version of setuptools.
 
diff --git a/docs/starting/install3/win.rst b/docs/starting/install3/win.rst
index 588d1ccb0..51ec7ab7a 100644
--- a/docs/starting/install3/win.rst
+++ b/docs/starting/install3/win.rst
@@ -12,7 +12,7 @@ It's a community system packager manager for Windows 7+. (It's very much like Ho
 
 Once done, installing Python 3 is very simple, because Chocolatey pushes Python 3 as the default.
 
-.. code-block:: console
+.. code-block:: doscon
 
     choco install python
 
@@ -29,7 +29,9 @@ which let you download, install and uninstall any compliant Python software
 product with a single command. It also enables you to add this network installation
 capability to your own Python software with very little work.
 
-All supported versions of Python 3 include pip, so just make sure it's up to date::
+All supported versions of Python 3 include pip, so just make sure it's up to date:
+
+.. code-block:: doscon
 
     python -m pip install -U pip
 

From 972b2df51c055559f290425ab7f395a58cdc29b5 Mon Sep 17 00:00:00 2001
From: Gourav Chawla <gouravchawla@live.com>
Date: Mon, 18 Feb 2019 18:41:35 +0530
Subject: [PATCH 394/471] Update copyright to be dynamic

- Updated the copyright to be dynamic.
- Made changes in import to adhere to PEP8
---
 docs/conf.py | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 64e78e4f8..6277fe430 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -11,7 +11,9 @@
 # All configuration values have a default; values that are commented out
 # serve to show the default.
 
-import sys, os
+import datetime
+import os
+import sys
 
 # If extensions (or modules to document with autodoc) are in another directory,
 # add these directories to sys.path here. If the directory is relative to the
@@ -45,8 +47,11 @@
 master_doc = 'index'
 
 # General information about the project.
+current_year = datetime.datetime.now().year
 project = u'pythonguide'
-copyright = u'2011–2018 <a href="https://www.kennethreitz.org/projects">Kenneth Reitz</a> &amp; <a href="https://realpython.com/">Real Python</a>. <a href="https://creativecommons.org/licenses/by-nc-sa/3.0/">CC BY-NC-SA 3.0</a>'
+copyright = (u'2011-{} <a href="http://kennethreitz.com/pages/open-projects.html">Kenneth Reitz</a>'
+             ' &amp; <a href="https://realpython.com/">Real Python</a>.'
+             ' <a href="http://creativecommons.org/licenses/by-nc-sa/3.0/">CC BY-NC-SA 3.0</a>').format(current_year)
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -241,7 +246,7 @@
 epub_title = u'pythonguide'
 epub_author = u'Kenneth Reitz'
 epub_publisher = u'Kenneth Reitz'
-epub_copyright = u'2011–2018, Kenneth Reitz & Real Python'
+epub_copyright = u'2011–{}, Kenneth Reitz & Real Python'.format(current_year)
 
 # The language of the text. It defaults to the language option
 # or en if the language is not set.

From 34e6410f25e7c75102ec18c0a215101bfcc452b7 Mon Sep 17 00:00:00 2001
From: Harry Moreno <morenoh149@gmail.com>
Date: Sun, 24 Mar 2019 15:47:51 -0400
Subject: [PATCH 395/471] Removing virtualenv should delete venv directory

---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 310db9d40..b1ca871b1 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -289,7 +289,7 @@ This puts you back to the system's default Python interpreter with all its
 installed libraries.
 
 To delete a virtual environment, just delete its folder. (In this case,
-it would be ``rm -rf project_folder``.)
+it would be ``rm -rf venv``.)
 
 After a while, though, you might end up with a lot of virtual environments
 littered across your system, and it's possible you'll forget their names or

From fe7c85b26e348e9cb28a4058cea5c95895b7834c Mon Sep 17 00:00:00 2001
From: Harry Moreno <morenoh149@gmail.com>
Date: Sun, 24 Mar 2019 16:24:29 -0400
Subject: [PATCH 396/471] Replace Autoenv with direnv

* Autoenv has been locked, use direnv as recommended by Autoenv
---
 docs/dev/virtualenvs.rst | 13 ++++---------
 1 file changed, 4 insertions(+), 9 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 310db9d40..7fc4d7dd9 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -427,20 +427,15 @@ virtualenv-burrito
 With `virtualenv-burrito <https://github.com/brainsik/virtualenv-burrito>`_, you
 can have a working virtualenv + virtualenvwrapper environment in a single command.
 
-autoenv
+direnv
 -------
-When you ``cd`` into a directory containing a :file:`.env`, `autoenv <https://github.com/kennethreitz/autoenv>`_
+When you ``cd`` into a directory containing a :file:`.env`, `direnv <https://direnv.net>`_
 automagically activates the environment.
 
 Install it on Mac OS X using ``brew``:
 
 .. code-block:: console
 
-   $ brew install autoenv
+   $ brew install direnv
 
-And on Linux:
-
-.. code-block:: console
-
-   $ git clone git://github.com/kennethreitz/autoenv.git ~/.autoenv
-   $ echo 'source ~/.autoenv/activate.sh' >> ~/.bashrc
+On Linux follow the instructions at `direnv.net <https://direnv.net>`

From 9523ee5debeabc73f28151240e3a88f54777d793 Mon Sep 17 00:00:00 2001
From: julien tayon <julien@tayon.net>
Date: Fri, 29 Mar 2019 19:42:43 +0100
Subject: [PATCH 397/471] you don't let friends use pycrypto

Unmaintained package with CVE might not be a good help
https://www.cvedetails.com/product/22441/Dlitz-Pycrypto.html?vendor_id=11993

I also share the opinion of the author that pycrypto and its fork may promote insecure usage (like AES::ECB)
https://theartofmachinery.com/2017/02/02/dont_use_pycrypto.html
---
 docs/scenarios/crypto.rst | 31 -------------------------------
 1 file changed, 31 deletions(-)

diff --git a/docs/scenarios/crypto.rst b/docs/scenarios/crypto.rst
index a5c3d7737..262337204 100644
--- a/docs/scenarios/crypto.rst
+++ b/docs/scenarios/crypto.rst
@@ -89,34 +89,3 @@ Example
 	    print("Hang on ... did you say *all* of GnuPG?  Yep.")
 	else:
 	    pass
-
-
-
-********
-PyCrypto
-********
-
-`PyCrypto <https://www.dlitz.net/software/pycrypto/>`_ is another library,
-which provides secure hash functions and various encryption algorithms. It
-supports Python version 2.1 through 3.3.
-
-Installation
-~~~~~~~~~~~~
-
-.. code-block:: console
-
-    $ pip install pycrypto
-
-Example
-~~~~~~~
-
-.. code-block:: python
-
-	from Crypto.Cipher import AES
-	# Encryption
-	encryption_suite = AES.new('This is a key123', AES.MODE_CBC, 'This is an IV456')
-	cipher_text = encryption_suite.encrypt("A really secret message. Not for prying eyes.")
-
-	# Decryption
-	decryption_suite = AES.new('This is a key123', AES.MODE_CBC, 'This is an IV456')
-	plain_text = decryption_suite.decrypt(cipher_text)

From 22e11f45f4c1bcbea426b21ec9a627e87ea3ca2e Mon Sep 17 00:00:00 2001
From: zachvalenta <zjv5002@gmail.com>
Date: Sun, 31 Mar 2019 06:35:40 -0400
Subject: [PATCH 398/471] add paragraph on loguru to logging section

---
 docs/writing/logging.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/writing/logging.rst b/docs/writing/logging.rst
index d21838838..b609dc721 100644
--- a/docs/writing/logging.rst
+++ b/docs/writing/logging.rst
@@ -10,6 +10,8 @@ The :mod:`logging` module has been a part of Python's Standard Library since
 version 2.3.  It is succinctly described in :pep:`282`.  The documentation
 is notoriously hard to read, except for the `basic logging tutorial`_.
 
+As an alternative, `loguru <https://github.com/Delgan/loguru>`_ provides an approach to logging nearly as simple as using a simple ``print`` statement.
+
 Logging serves two purposes:
 
 - **Diagnostic logging** records events related to the application's

From b08cf0cb8b6d5100611b81ea1a0eabafbaa30e01 Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Tue, 23 Apr 2019 14:01:32 +0200
Subject: [PATCH 399/471] feat: enhance search to the main introduction page

---
 docs/_templates/sidebarintro.html | 17 +++++++----------
 1 file changed, 7 insertions(+), 10 deletions(-)

diff --git a/docs/_templates/sidebarintro.html b/docs/_templates/sidebarintro.html
index 98284ec67..9e2d92c2a 100644
--- a/docs/_templates/sidebarintro.html
+++ b/docs/_templates/sidebarintro.html
@@ -20,16 +20,13 @@
   height: 100%;
 }
 </style>
-<input id="doc_search" placeholder="Search the Guide" autofocus/>
-<script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script>
-  <script type="text/javascript"> docsearch({
-      apiKey: '512b0d6c0c8578bed7662f5279c2249c',
-      indexName: 'python-guide',
-      inputSelector: "#doc_search",
-      debug: false // Set debug to true if you want to inspect the dropdown
-    });
-</script>
-
+<input id="doc_search" placeholder="Search the doc" autofocus/>
+<script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js" onload="docsearch({
+  apiKey: '512b0d6c0c8578bed7662f5279c2249c',
+  indexName: 'python-guide',
+  inputSelector: '#doc_search',
+  debug: false // Set debug to true if you want to inspect the dropdown
+})" async></script>
 
 <p>
   This opinionated guide exists to provide both novice and expert Python developers a best practice handbook to the installation, configuration, and usage of Python on a daily basis.

From f43eff5fd452533ff0bb5fa3c156abdc5bc496f6 Mon Sep 17 00:00:00 2001
From: s-pace <sylvain.pace@algolia.com>
Date: Tue, 23 Apr 2019 14:02:09 +0200
Subject: [PATCH 400/471] feat: add search to every documentation pages

---
 docs/_templates/sidebarlogo.html | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)

diff --git a/docs/_templates/sidebarlogo.html b/docs/_templates/sidebarlogo.html
index 363663f1b..540b92a48 100644
--- a/docs/_templates/sidebarlogo.html
+++ b/docs/_templates/sidebarlogo.html
@@ -6,6 +6,28 @@
 
 <p style="margin-left:auto; margin-right: auto;"><iframe src="https://ghbtns.com/github-btn.html?user=realpython&repo=python-guide&type=watch&count=true&size=large" allowtransparency="true" frameborder="0" scrolling="0" width="200px" height="35px"></iframe></p>
 
+<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css" />
+<style>
+.algolia-autocomplete{
+  width: 100%;
+  height: 1.5em
+}
+.algolia-autocomplete a{
+  border-bottom: none !important;
+}
+#doc_search{
+  width: 100%;
+  height: 100%;
+}
+</style>
+<input id="doc_search" placeholder="Search the doc" autofocus/>
+<script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js" onload="docsearch({
+  apiKey: '512b0d6c0c8578bed7662f5279c2249c',
+  indexName: 'python-guide',
+  inputSelector: '#doc_search',
+  debug: false // Set debug to true if you want to inspect the dropdown
+})" async></script>
+
 <p>
   This opinionated guide exists to provide both novice and expert Python developers a best practice handbook to the installation, configuration, and usage of Python on a daily basis.
 </p>

From e113bad35b6ebec51ac17f15567cfc0b61d57f52 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Tue, 30 Apr 2019 08:41:37 -0700
Subject: [PATCH 401/471] Update Readme.rst

---
 Readme.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/Readme.rst b/Readme.rst
index d7d26dfb1..f35c71225 100644
--- a/Readme.rst
+++ b/Readme.rst
@@ -3,6 +3,8 @@ Hitchhiker's Guide to Python
 
 **Python Best Practices Guidebook**
 
+→ Read the free guide at: `docs.python-guide.org <https://docs.python-guide.org>`_
+
 .. image:: https://farm1.staticflickr.com/628/33173824932_58add34581_k_d.jpg
 
 -----------

From 2a9ac95853cbf81714654a13dedae8f353e6d87d Mon Sep 17 00:00:00 2001
From: Martin Michlmayr <tbm@cyrius.com>
Date: Sun, 12 May 2019 23:05:05 +0800
Subject: [PATCH 402/471] Fix broken reference to Stack Overflow post

This fixes the following build warning:

    python-guide/docs/scenarios/speed.rst:397: WARNING: Unknown target name: "stack overflow post".
---
 docs/scenarios/speed.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index 1ac16b02e..e99b18f4e 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -456,6 +456,6 @@ Multiprocessing
 .. _`concurrent.futures`: https://docs.python.org/3/library/concurrent.futures.html
 .. _`Future`: https://docs.python.org/3/library/concurrent.futures.html#concurrent.futures.Future
 .. _`threading`: https://docs.python.org/3/library/threading.html
-.. _`stackoverflow post`: https://stackoverflow.com/questions/26688424/python-threads-are-printing-at-the-same-time-messing-up-the-text-output
+.. _`Stack Overflow post`: https://stackoverflow.com/questions/26688424/python-threads-are-printing-at-the-same-time-messing-up-the-text-output
 .. _`data race`: https://en.wikipedia.org/wiki/Race_condition
 .. _`Lock`: https://docs.python.org/3/library/threading.html#lock-objects

From 69277aa1f57d3766484fb1c0c2ae4fdf93fa877a Mon Sep 17 00:00:00 2001
From: Martin Michlmayr <tbm@cyrius.com>
Date: Mon, 13 May 2019 15:49:04 +0800
Subject: [PATCH 403/471] Fix some typos

---
 docs/intro/learning.rst | 6 +++---
 docs/scenarios/gui.rst  | 2 +-
 docs/scenarios/web.rst  | 6 +++---
 docs/writing/style.rst  | 2 +-
 docs/writing/tests.rst  | 2 +-
 5 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index e06e64da3..9def6f459 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -30,7 +30,7 @@ Real Python is a repository of free and in-depth Python tutorials created by a d
 Python Basics
 ~~~~~~~~~~~~~
 
-pythonbasics.org is an introductiory tutorial for beginners. The tutorial includes exercises. It covers the basics and there are also in-depth lessons like object oriented programming and regular expressions.
+pythonbasics.org is an introductory tutorial for beginners. The tutorial includes exercises. It covers the basics and there are also in-depth lessons like object oriented programming and regular expressions.
 
    `Python basics <https://pythonbasics.org/>`_
 
@@ -181,7 +181,7 @@ no previous programming experience.
 Computer Science Path on Codecademy
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-A Codeacademy course for the absolute Python beginner. This free and interactive 
+A Codecademy course for the absolute Python beginner. This free and interactive
 course provides and teaches the basics (and beyond) of Python programming while 
 testing the user's knowledge in between progress.
 This course also features a built-in interpreter for receiving instant feedback on your learning.
@@ -218,7 +218,7 @@ Effective Python
 ~~~~~~~~~~~~~~~~
 
 This book contains 59 specific ways to improve writing Pythonic code. At 227
-pages, it is a very brief overview of some of the most common adapations
+pages, it is a very brief overview of some of the most common adaptations
 programmers need to make to become efficient intermediate level Python
 programmers.
 
diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 520b3dea7..62cf0d11f 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -146,7 +146,7 @@ Toga
 cross platform GUI toolkit. Toga consists of a library of base components with a
 shared interface to simplify platform-agnostic GUI development.
 
-Toga is available on mOS, Windows, Linux (GTK), and mobile platforms such as
+Toga is available on macOS, Windows, Linux (GTK), and mobile platforms such as
 Android and iOS.
 
 
diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index c80b97ca5..22e78def1 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -126,7 +126,7 @@ Pyramid
 focus on modularity. It comes with a small number of libraries ("batteries")
 built-in, and encourages users to extend its base functionality. A set of
 provided cookiecutter templates helps making new project decisions for users.
-It powers one of the most important parts of python infrastucture
+It powers one of the most important parts of python infrastructure
 `PyPI <https://pypi.org/>`_.
 
 Pyramid does not have a large user base, unlike Django and Flask. It's a
@@ -155,7 +155,7 @@ and `Pydantic <https://pydantic-docs.helpmanual.io>`_.
 
 FastAPI takes advantage of standard Python type declarations in function parameters
 to declare request parameters and bodies, perform data conversion (serialization,
-parsing), data valdiation, and automatic API documentation with **OpenAPI 3**
+parsing), data validation, and automatic API documentation with **OpenAPI 3**
 (including **JSON Schema**).
 
 It includes tools and utilities for security and authentication (including OAuth2 with JWT
@@ -283,7 +283,7 @@ Heroku is the recommended PaaS for deploying Python web applications today.
 Eldarion
 --------
 
-`Eldarion <https://eldarion.cloud/>`_ (formely known as Gondor) is a PaaS powered
+`Eldarion <https://eldarion.cloud/>`_ (formerly known as Gondor) is a PaaS powered
 by Kubernetes, CoreOS, and Docker. They support any WSGI application and have a
 guide on deploying `Django projects <https://eldarion-gondor.github.io/docs/how-to/setup-deploy-first-django-project/>`_.
 
diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 56f108603..bbe77f5b2 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -643,7 +643,7 @@ Never use a list comprehension just for its side effects.
 
 .. code-block:: python
 
-    [print(x) for x in seqeunce]
+    [print(x) for x in sequence]
 
 **Good**:
 
diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 0cf20f7ee..ccfc93892 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -201,7 +201,7 @@ the unittest module!
 Hypothesis
 ----------
 
-Hypothesis is a library which lets you write tests that are parametrized by
+Hypothesis is a library which lets you write tests that are parameterized by
 a source of examples.  It then generates simple and comprehensible examples
 that make your tests fail, letting you find more bugs with less work.
 

From 20f0c9c2b7b08e5c9bc008c5029b36bc29a5700c Mon Sep 17 00:00:00 2001
From: Mr-Io <mario.dev@gmail.com>
Date: Thu, 16 May 2019 10:03:22 +0200
Subject: [PATCH 404/471] use windows environment variable when indicating
 default path for pip.ini

Replace %HOME% with %USERPROFILE% when referencing commands line in
windows. This is already done in other part of the guide such as in
virtualenvwrapper.
---
 docs/dev/pip-virtualenv.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/dev/pip-virtualenv.rst b/docs/dev/pip-virtualenv.rst
index 61a777aff..ee223078e 100644
--- a/docs/dev/pip-virtualenv.rst
+++ b/docs/dev/pip-virtualenv.rst
@@ -51,7 +51,7 @@ can be found at:
 
 .. code-block:: console
 
-    %HOME%\pip\pip.ini
+    %USERPROFILE%\pip\pip.ini
 
 If you don't have a :file:`pip.conf` or :file:`pip.ini` file at these locations,
 you can create a new file with the correct name for your operating system.
@@ -122,7 +122,7 @@ add the following line to your :file:`pip.ini` file under ``[global]`` settings:
 
 .. code-block:: console
 
-    download-cache = %HOME%\pip\cache
+    download-cache = %USERPROFILE%\pip\cache
 
 Similarly, on Unix systems you should simply add the following line to your
 :file:`pip.conf` file under ``[global]`` settings:

From adbbc9b60da2fe925cebd813d0bdd871db8b3cd6 Mon Sep 17 00:00:00 2001
From: Dan McKinley <dmckinley@rsglab.com>
Date: Wed, 29 May 2019 18:02:33 -0700
Subject: [PATCH 405/471] adding pugsql

---
 docs/scenarios/db.rst | 13 +++++++++++++
 1 file changed, 13 insertions(+)

diff --git a/docs/scenarios/db.rst b/docs/scenarios/db.rst
index ecdb83008..21217477a 100644
--- a/docs/scenarios/db.rst
+++ b/docs/scenarios/db.rst
@@ -48,6 +48,19 @@ programmatically or exported to a number of useful data formats.
 Also included is a command-line tool for exporting SQL data.
 
 
+******
+PugSQL
+******
+
+`PugSQL <https://pugsql.org>`_ is a simple Python interface for organizing
+and using parameterized, handwritten SQL. It is an anti-ORM that is
+philosophically lo-fi, but it still presents a clean interface in Python.
+
+.. code-block:: console
+
+    $ pip install pugsql
+
+
 **********
 Django ORM
 **********

From d6d39ce69bf1299c3662699fd7cc36008315aead Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Fri, 31 May 2019 11:26:44 -0700
Subject: [PATCH 406/471] Fix mixed content warning (HTTPS)

---
 docs/shipping/publishing.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/shipping/publishing.rst b/docs/shipping/publishing.rst
index 90df2a799..4b480f801 100644
--- a/docs/shipping/publishing.rst
+++ b/docs/shipping/publishing.rst
@@ -7,7 +7,7 @@ Publishing Your Code
 
 .. todo:: Replace this kitten with the photo we want.
 
-.. image:: http://placekitten.com/800/600
+.. image:: https://placekitten.com/800/600
 
 A healthy open source project needs a place to publish its code and project
 management stuff so other developers can collaborate with you. This lets your

From 6140459d2c2a144265ec05b70cc658051475252f Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Sun, 9 Jun 2019 20:05:12 -0700
Subject: [PATCH 407/471] Update ads.txt

---
 docs/_extra/ads.txt | 40 ++++++++++++++++++++++++++++++++++++++++
 1 file changed, 40 insertions(+)

diff --git a/docs/_extra/ads.txt b/docs/_extra/ads.txt
index fca0f39b3..f6bcdcddc 100644
--- a/docs/_extra/ads.txt
+++ b/docs/_extra/ads.txt
@@ -103,3 +103,43 @@ smaato.com, 1100033117, RESELLER
 spotx.tv, 147949, RESELLER, 7842df1d2fe2db34
 spotxchange.com, 147949, RESELLER, 7842df1d2fe2db34
 springserve.com, 686, DIRECT, a24eb641fc82e93d
+
+33across.com, 0010b00002Mpn7AAAR, DIRECT, bbea06d9c4d2853c
+rubiconproject.com, 16414, RESELLER, 0bfd66d529a55807
+pubmatic.com, 156423, RESELLER, 5d62403b186f2ace
+appnexus.com, 10239, RESELLER, f5ab79cb980f11d1
+openx.com, 537120563, RESELLER, 6a698e2ec38604c6
+rhythmone.com, 2439829435, RESELLER, a670c89d4a324e47
+emxdgt.com, 326, RESELLER, 1e1d41537f7cad7f
+gumgum.com, 13318, RESELLER, ffdef49475d318a9
+adtech.com, 12094, RESELLER
+advangelists.com, 8d3bba7425e7c98c50f52ca1b52d3735, RESELLER, 60d26397ec060f98
+EMXDGT.com, 1133, DIRECT, 1e1d41537f7cad7f
+Appnexus.com, 1356, RESELLER, f5ab79cb980f11d1
+Google.com, pub-5995202563537249, RESELLER, f08c47fec0942fa0
+sharethrough.com, 3a0f657b, DIRECT, d53b998a7bd4ecd2
+spotxchange.com, 212457, RESELLER
+spotx.tv, 212457, RESELLER
+pubmatic.com, 156557, RESELLER
+rubiconproject.com, 18694, RESELLER, 0bfd66d529a55807
+openx.com, 540274407, RESELLER, 6a698e2ec38604c6
+appnexus.com, 2530, RESELLER
+appnexus.com, 3153, DIRECT
+advertising.com, 11602, RESELLER
+vertamedia.com, 287605, DIRECT, 7de89dc7742b5b11
+vertamedia.com, 287605, RESELLER, 7de89dc7742b5b11
+appnexus.com, 9393, DIRECT
+adtech.com, 11095, RESELLER
+coxmt.com, 2000067907202, RESELLER
+openx.com, 537143344, RESELLER
+indexexchange.com, 175407, RESELLER
+districtm.io, 100808, DIRECT
+appnexus.com, 7944, RESELLER
+appnexus.com, 1908, RESELLER
+openx.com, 537127577, RESELLER, 6a698e2ec38604c6
+openx.com, 540337213, RESELLER, 6a698e2ec38604c6
+rhythmone.com, 1114124056, RESELLER, a670c89d4a324e47
+rhythmone.com, 2241341073, RESELLER, a670c89d4a324e47
+rtk.io, 819, DIRECT
+rubiconproject.com, 17790, RESELLER, 0bfd66d529a55807
+rubiconproject.com, 17792, RESELLER, 0bfd66d529a55807

From e4ca32a36ceed274d5a90a6855322a5db8ae9cbc Mon Sep 17 00:00:00 2001
From: Kostis Anagnostopoulos <ankostis@gmail.com>
Date: Sat, 13 Jul 2019 05:12:18 +0200
Subject: [PATCH 408/471] Use PY3 http.server instead of SimpleHTTPServer

---
 docs/shipping/packaging.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index 9a8be8c1d..b2e6a698e 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -83,7 +83,7 @@ Go to your command prompt and type:
 .. code-block:: console
 
    $ cd archive
-   $ python -m SimpleHTTPServer 9000
+   $ python -m http.server 9000
 
 This runs a simple HTTP server running on port 9000 and will list all packages
 (like **MyPackage**). Now you can install **MyPackage** using any Python

From 90cbdc8e2003a0fcdc4ee41d5908fe1d990c7f80 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E8=B0=AD=E4=B9=9D=E9=BC=8E?= <109224573@qq.com>
Date: Tue, 16 Jul 2019 11:40:10 +0800
Subject: [PATCH 409/471] Trivial fix

---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 874fd5c76..3ddd8613a 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -260,7 +260,7 @@ or change the interpreter globally with an env variable in ``~/.bashrc``:
    $ source venv/bin/activate
 
 The name of the current virtual environment will now appear on the left of
-the prompt (e.g. ``(venv)Your-Computer:project_folder UserName$)`` to let you know
+the prompt (e.g. ``(venv)Your-Computer:project_folder UserName$``) to let you know
 that it's active. From now on, any package that you install using pip will be
 placed in the ``venv`` folder, isolated from the global Python installation.
 

From d4c46386d5bbd8b19ca46c9579a53f9fec3ff379 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 16 Sep 2019 10:24:21 -0600
Subject: [PATCH 410/471] Update

---
 docs/_extra/ads.txt | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/_extra/ads.txt b/docs/_extra/ads.txt
index f6bcdcddc..fa98d5b91 100644
--- a/docs/_extra/ads.txt
+++ b/docs/_extra/ads.txt
@@ -143,3 +143,8 @@ rhythmone.com, 2241341073, RESELLER, a670c89d4a324e47
 rtk.io, 819, DIRECT
 rubiconproject.com, 17790, RESELLER, 0bfd66d529a55807
 rubiconproject.com, 17792, RESELLER, 0bfd66d529a55807
+
+triplelift.com, 7205, DIRECT, 6c33edb13117fd86
+appnexus.com, 1314, RESELLER
+spotxchange.com, 228454, RESELLER, 7842df1d2fe2db34
+spotx.tv, 228454, RESELLER, 7842df1d2fe2db34

From ec308a99c5f4be1b2b8b0c6aa1f57d2d35b111e8 Mon Sep 17 00:00:00 2001
From: Giuliano Oliveira <giuliano.llpinokio@gmail.com>
Date: Sat, 5 Oct 2019 16:00:26 -0400
Subject: [PATCH 411/471] entry Latest release date added to comparassion of
 features table

---
 docs/shipping/freezing.rst | 19 ++++++++++---------
 1 file changed, 10 insertions(+), 9 deletions(-)

diff --git a/docs/shipping/freezing.rst b/docs/shipping/freezing.rst
index dcb89c7c6..841fa2040 100644
--- a/docs/shipping/freezing.rst
+++ b/docs/shipping/freezing.rst
@@ -46,17 +46,18 @@ On Linux, an alternative to freezing is to
 Comparison of Freezing Tools
 ****************************
 
+Date of this writing: Oct 5, 2019
 Solutions and platforms/features supported:
 
-=========== ======= ===== ==== ======== ======= ============= ============== ==== =====================
-Solution    Windows Linux OS X Python 3 License One-file mode Zipfile import Eggs pkg_resources support
-=========== ======= ===== ==== ======== ======= ============= ============== ==== =====================
-bbFreeze    yes     yes   yes  no       MIT     no            yes            yes  yes
-py2exe      yes     no    no   yes      MIT     yes           yes            no   no
-pyInstaller yes     yes   yes  yes      GPL     yes           no             yes  no
-cx_Freeze   yes     yes   yes  yes      PSF     no            yes            yes  no
-py2app      no      no    yes  yes      MIT     no            yes            yes  yes
-=========== ======= ===== ==== ======== ======= ============= ============== ==== =====================
+=========== ======= ===== ==== ======== ======= ============= ============== ==== ===================== =====================
+Solution    Windows Linux OS X Python 3 License One-file mode Zipfile import Eggs pkg_resources support Latest release date
+=========== ======= ===== ==== ======== ======= ============= ============== ==== ===================== =====================
+bbFreeze    yes     yes   yes  no       MIT     no            yes            yes  yes                   Jan 20, 2014
+py2exe      yes     no    no   yes      MIT     yes           yes            no   no                    Oct 21, 2014
+pyInstaller yes     yes   yes  yes      GPL     yes           no             yes  no                    Jul 9, 2019
+cx_Freeze   yes     yes   yes  yes      PSF     no            yes            yes  no                    Aug 29, 2019
+py2app      no      no    yes  yes      MIT     no            yes            yes  yes                   Mar 25, 2019
+=========== ======= ===== ==== ======== ======= ============= ============== ==== ===================== =====================
 
 .. note::
     Freezing Python code on Linux into a Windows executable was only once

From a00b6a31c14cdeb8adb1ad9ee7a674a4f1878607 Mon Sep 17 00:00:00 2001
From: azzamsa <azzam@azzamsa.com>
Date: Fri, 11 Oct 2019 07:36:27 +0700
Subject: [PATCH 412/471] Fix broken link to Kenneth Reitz homepage

---
 docs/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/conf.py b/docs/conf.py
index 6277fe430..d732ac29f 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -49,7 +49,7 @@
 # General information about the project.
 current_year = datetime.datetime.now().year
 project = u'pythonguide'
-copyright = (u'2011-{} <a href="http://kennethreitz.com/pages/open-projects.html">Kenneth Reitz</a>'
+copyright = (u'2011-{} <a href="https://www.kennethreitz.org/projects">Kenneth Reitz</a>'
              ' &amp; <a href="https://realpython.com/">Real Python</a>.'
              ' <a href="http://creativecommons.org/licenses/by-nc-sa/3.0/">CC BY-NC-SA 3.0</a>').format(current_year)
 

From 1eedf3a2f298843d01fe77f7dc344cc324a54748 Mon Sep 17 00:00:00 2001
From: Nishant Singh <saysnishant@gmail.com>
Date: Tue, 29 Oct 2019 16:55:37 +0530
Subject: [PATCH 413/471] Fixed broken link to Pipenv documentation

Changed `https://docs.pipenv.org/` -> `https://pipenv.kennethreitz.org/`
---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 3ddd8613a..326b6e288 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -101,7 +101,7 @@ Use ``pip`` to install Pipenv:
     user ``PATH`` permanently in the `Control Panel`_. You may need to log
     out for the ``PATH`` changes to take effect.
 
-.. _Pipenv: https://docs.pipenv.org/
+.. _Pipenv: https://pipenv.kennethreitz.org/
 .. _npm: https://www.npmjs.com/
 .. _bundler: http://bundler.io/
 .. _user base: https://docs.python.org/3/library/site.html#site.USER_BASE

From 71d69ee7ea1861982b6f2b1d189ccb3811e0b97f Mon Sep 17 00:00:00 2001
From: "BRIGANTI Raffaele (EXT)" <raffaele.briganti-ex@brd.ro>
Date: Mon, 11 Nov 2019 23:08:05 +0100
Subject: [PATCH 414/471] Fixed link to pep20_by_example.pdf. Now the link is
 the github repo of the author.

---
 docs/writing/style.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index bbe77f5b2..91f089374 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -455,7 +455,7 @@ Also known as :pep:`20`, the guiding principles for Python's design.
     Namespaces are one honking great idea -- let's do more of those!
 
 For some examples of good Python style, see `these slides from a Python user
-group <http://artifex.org/~hblanks/talks/2011/pep20_by_example.pdf>`_.
+group <https://github.com/hblanks/zen-of-python-by-example>`_.
 
 
 *****

From b353da298427215ddbda829fbc18951ae06b5c2e Mon Sep 17 00:00:00 2001
From: pierreluctg <pierreluctg@gmail.com>
Date: Fri, 15 Nov 2019 14:57:16 -0500
Subject: [PATCH 415/471] Correcting pyenv url

---
 docs/dev/env.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index bc754e49b..8c0aeef96 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -248,7 +248,7 @@ To start using and see more information:
 pyenv
 -----
 
-`pyenv <https://github.com/pyenv/pyenv-virtualenv>`_ is a tool to allow multiple versions
+`pyenv <https://github.com/pyenv/pyenv>`_ is a tool to allow multiple versions
 of the Python interpreter to be installed at the same time.  This solves the
 problem of having different projects requiring different versions of Python.
 For example, it becomes very easy to install Python 2.7 for compatibility in

From 56c6f2ef69437faf9ce5ca1cbffde6929a9d9b7f Mon Sep 17 00:00:00 2001
From: angellmethod <23619763+angellmethod@users.noreply.github.com>
Date: Wed, 27 Nov 2019 12:34:07 -0600
Subject: [PATCH 416/471] Update diveinto link

The diveinto.org link is broken when I try it.  I found that https://diveinto.org/python3/table-of-contents.html works but the https://diveintopython3.net/ is shorter and appears less broken to someone reading the url for the first time.  The table of content at this updated address looks the same as what I found on the web.archive.org for the diveinto.org link.
---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 87353e608..7f1baef6b 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -891,4 +891,4 @@ Further Reading
 ***************
 
 - http://docs.python.org/3/library/
-- https://www.diveinto.org/python3/
+- https://diveintopython3.net/

From bccf4501323648b84d603de6fc3c8f1aa578bca6 Mon Sep 17 00:00:00 2001
From: Carlos Hernandez-Vaquero <carlos.hernandez.vaquero@gmail.com>
Date: Sun, 8 Dec 2019 17:34:52 +0100
Subject: [PATCH 417/471] Moved VS Code to Text Editor

---
 docs/dev/env.rst | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index 8c0aeef96..331104da2 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -138,6 +138,14 @@ Recommended for Python development is
 `Linter <https://github.com/steelbrain/linter>`_ combined with
 `linter-flake8 <https://github.com/AtomLinter/linter-flake8>`_.
 
+Python (on Visual Studio Code)
+------------------------------
+
+`Python for Visual Studio <https://marketplace.visualstudio.com/items?itemName=ms-python.python>`_ is an extension for the `Visual Studio Code <https://code.visualstudio.com>`_.
+This is a free, lightweight, open source code editor, with support for Mac, Windows, and Linux.
+Built using open source technologies such as Node.js and Python, with compelling features such as Intellisense (autocompletion), local and remote debugging, linting, and the like.
+
+MIT licensed.
 
 IDEs
 ::::
@@ -152,14 +160,6 @@ features can be brought to IntelliJ with the free
 versions of PyCharm: Professional Edition (Free 30-day trial) and Community
 Edition (Apache 2.0 License) with fewer features.
 
-Python (on Visual Studio Code)
-------------------------------
-
-`Python for Visual Studio <https://marketplace.visualstudio.com/items?itemName=ms-python.python>`_ is an extension for the `Visual Studio Code IDE <https://code.visualstudio.com>`_.
-This is a free, lightweight, open source IDE, with support for Mac, Windows, and Linux.
-Built using open source technologies such as Node.js and Python, with compelling features such as Intellisense (autocompletion), local and remote debugging, linting, and the like.
-
-MIT licensed.
 
 Enthought Canopy
 ----------------

From f93e747876d5341523d25559f25e5e508f683e30 Mon Sep 17 00:00:00 2001
From: davidwales <55477181+davidwales@users.noreply.github.com>
Date: Thu, 12 Dec 2019 14:20:13 +1100
Subject: [PATCH 418/471] Fix broken Sphinx link

---
 docs/writing/documentation.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index c0d93d86c..4d72a544d 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -85,7 +85,7 @@ structured and easily readable documentation for your project.
     for general project documentation. This Guide is built with
     Sphinx_ and is hosted on `Read The Docs`_
 
-.. _Sphinx: http://sphinx.pocoo.org
+.. _Sphinx: https://www.sphinx-doc.org
 .. _Read The Docs: http://readthedocs.org
 
 .. _restructuredtext-ref:
@@ -100,7 +100,7 @@ The `reStructuredText Primer`_ and the `reStructuredText Quick
 Reference`_ should help you familiarize yourself with its syntax.
 
 .. _reStructuredText: http://docutils.sourceforge.net/rst.html
-.. _reStructuredText Primer: http://sphinx.pocoo.org/rest.html
+.. _reStructuredText Primer: https://www.sphinx-doc.org/en/master/usage/restructuredtext/basics.html
 .. _reStructuredText Quick Reference: http://docutils.sourceforge.net/docs/user/rst/quickref.html
 
 

From 5292e8c587360bcead1266e32a39191f697e63c3 Mon Sep 17 00:00:00 2001
From: davidwales <55477181+davidwales@users.noreply.github.com>
Date: Thu, 12 Dec 2019 14:40:06 +1100
Subject: [PATCH 419/471] Fix broken Sphinx links

---
 docs/notes/styleguide.rst | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/docs/notes/styleguide.rst b/docs/notes/styleguide.rst
index fdd7c1884..5a715332e 100644
--- a/docs/notes/styleguide.rst
+++ b/docs/notes/styleguide.rst
@@ -31,7 +31,7 @@ Strive to keep any contributions relevant to the :ref:`purpose of The Guide
   relate to Python development.
 * Prefer to link to other sources if the information is already out there.
   Be sure to describe what and why you are linking.
-* `Cite <http://sphinx.pocoo.org/rest.html?highlight=citations#citations>`_
+* `Cite <https://www.sphinx-doc.org/en/master/usage/restructuredtext/basics.html#citations>`_
   references where needed.
 * If a subject isn't directly relevant to Python, but useful in conjunction
   with Python (e.g., Git, GitHub, Databases), reference by linking to useful
@@ -146,14 +146,14 @@ Externally Linking
 
       Sphinx_ is used to document Python.
 
-      .. _Sphinx: http://sphinx.pocoo.org
+      .. _Sphinx: https://www.sphinx-doc.org
 
 * Prefer to use descriptive labels with inline links instead of leaving bare
   links:
 
   .. code-block:: rest
 
-      Read the `Sphinx Tutorial <http://sphinx.pocoo.org/tutorial.html>`_
+      Read the `Sphinx Tutorial <https://www.sphinx-doc.org/en/master/usage/quickstart.html>`_
 
 * Avoid using labels such as "click here", "this", etc., preferring
   descriptive labels (SEO worthy) instead.
@@ -164,7 +164,7 @@ Linking to Sections in The Guide
 ********************************
 
 To cross-reference other parts of this documentation, use the `:ref:
-<http://sphinx.pocoo.org/markup/inline.html#cross-referencing-arbitrary-locations>`_
+<https://www.sphinx-doc.org/en/master/usage/restructuredtext/roles.html#role-ref>`_
 keyword and labels.
 
 To make reference labels more clear and unique, always add a ``-ref`` suffix:
@@ -182,7 +182,7 @@ Notes and Warnings
 ******************
 
 Make use of the appropriate `admonitions directives
-<http://sphinx.pocoo.org/rest.html#directives>`_ when making notes.
+<https://www.sphinx-doc.org/en/master/usage/restructuredtext/basics.html#directives>`_ when making notes.
 
 Notes:
 
@@ -205,7 +205,7 @@ TODOs
 *****
 
 Please mark any incomplete areas of The Guide with a `todo directive
-<http://sphinx.pocoo.org/ext/todo.html?highlight=todo#directive-todo>`_. To
+<https://www.sphinx-doc.org/en/master/usage/extensions/todo.html>`_. To
 avoid cluttering the :ref:`todo-list-ref`, use a single ``todo`` for stub
 documents or large incomplete sections.
 

From 131e43a4f609a5633fdb4c2e426f27fd13430e3c Mon Sep 17 00:00:00 2001
From: Christian Clauss <cclauss@me.com>
Date: Tue, 14 Jan 2020 07:41:24 +0100
Subject: [PATCH 420/471] Setup Python 3.8 on Ubuntu

---
 docs/starting/install3/linux.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index 47765c43f..ddd6a6086 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -7,7 +7,7 @@ Installing Python 3 on Linux
 
 .. image:: /_static/photos/34435689480_2e6f358510_k_d.jpg
 
-This document describes how to install Python 3.6 on Ubuntu Linux machines.
+This document describes how to install Python 3.6 or 3.8 on Ubuntu Linux machines.
 
 To see which version of Python 3 you have installed, open a command prompt and run
 
@@ -20,12 +20,12 @@ If you are using Ubuntu 16.10 or newer, then you can easily install Python 3.6 w
     $ sudo apt-get update
     $ sudo apt-get install python3.6
 
-If you're using another version of Ubuntu (e.g. the latest LTS release), we recommend using the `deadsnakes PPA <https://launchpad.net/~deadsnakes/+archive/ubuntu/ppa>`_ to install Python 3.6::
+If you're using another version of Ubuntu (e.g. the latest LTS release) or you want to use a more current Python, we recommend using the `deadsnakes PPA <https://launchpad.net/~deadsnakes/+archive/ubuntu/ppa>`_ to install Python 3.8::
 
     $ sudo apt-get install software-properties-common
     $ sudo add-apt-repository ppa:deadsnakes/ppa
     $ sudo apt-get update
-    $ sudo apt-get install python3.6
+    $ sudo apt-get install python3.8
 
 If you are using other Linux distribution, chances are you already have Python 3
 pre-installed as well. If not, use your distribution's package manager.

From cfec971a97750f7315f8b02d4298b0bb32fd9b9d Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Thu, 16 Jan 2020 16:04:28 +0100
Subject: [PATCH 421/471] Update ads.txt

---
 docs/_extra/ads.txt | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/_extra/ads.txt b/docs/_extra/ads.txt
index fa98d5b91..535a7d27c 100644
--- a/docs/_extra/ads.txt
+++ b/docs/_extra/ads.txt
@@ -148,3 +148,6 @@ triplelift.com, 7205, DIRECT, 6c33edb13117fd86
 appnexus.com, 1314, RESELLER
 spotxchange.com, 228454, RESELLER, 7842df1d2fe2db34
 spotx.tv, 228454, RESELLER, 7842df1d2fe2db34
+
+google.com, pub-4641608711979091, DIRECT, f08c47fec0942fa0
+Newormedia.com, 2169, DIRECT

From ea9da28c6db10ab60e202177075e7c0ce5a46c70 Mon Sep 17 00:00:00 2001
From: Niko Wenselowski <der@nik0.de>
Date: Mon, 3 Feb 2020 23:02:46 +0100
Subject: [PATCH 422/471] The GitHub repo is much more uptodate.

It has a working Python 3 version with fixed and updated tests.
---
 docs/intro/learning.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 9def6f459..dfdff63ee 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -161,7 +161,7 @@ For those used to languages and figuring out puzzles on their own, this can be
 a fun, attractive option. For those new to Python and programming, having an
 additional resource or reference will be helpful.
 
-    `Python Koans <https://bitbucket.org/gregmalcolm/python_koans>`_
+    `Python Koans <https://github.com/gregmalcolm/python_koans>`_
 
 More information about test driven development can be found at these resources:
 

From 967f7d08d1005e2b52d0c968558355f20a89cadf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?J=C3=BCrgen=20Hermann?= <jh@web.de>
Date: Fri, 7 Feb 2020 12:57:02 +0100
Subject: [PATCH 423/471] =?UTF-8?q?Broken=20deep=20link=20=E2=87=92=20maki?=
 =?UTF-8?q?ng=20it=20a=20more=20robust=20root=20one?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 docs/shipping/packaging.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/shipping/packaging.rst b/docs/shipping/packaging.rst
index b2e6a698e..34674cff2 100644
--- a/docs/shipping/packaging.rst
+++ b/docs/shipping/packaging.rst
@@ -193,4 +193,4 @@ Useful Tools
 
 - `fpm <https://github.com/jordansissel/fpm>`_
 - `alien <http://joeyh.name/code/alien/>`_
-- `dh-virtualenv <https://dh-virtualenv.readthedocs.io/en/latest/info.html>`_ (for APT/DEB omnibus packaging)
+- `dh-virtualenv <https://dh-virtualenv.readthedocs.io/>`_ (for APT/DEB omnibus packaging)

From 6e55eb1a3d3dbc946835d5b11e4df7bf7526b489 Mon Sep 17 00:00:00 2001
From: Kaycee <57104700+KayceeIngram@users.noreply.github.com>
Date: Sun, 9 Feb 2020 14:04:56 -0600
Subject: [PATCH 424/471] Update cli.rst

---
 docs/scenarios/cli.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/cli.rst b/docs/scenarios/cli.rst
index 1bf810e0e..59f311e83 100644
--- a/docs/scenarios/cli.rst
+++ b/docs/scenarios/cli.rst
@@ -27,7 +27,7 @@ Some popular command-line applications include:
 Click
 *****
 
-`click <http://click.pocoo.org/>`_ is a Python package for creating
+`click <https://click.palletsprojects.com>`_ is a Python package for creating
 command-line interfaces in a composable way with as little code as possible.
 This “Command-Line Interface Creation Kit” is highly configurable but comes
 with good defaults out of the box.

From 66e19ef0fecc364c4eda2e3f3a36da3795f670d9 Mon Sep 17 00:00:00 2001
From: Romilly Cocking <romilly.cocking@gmail.com>
Date: Thu, 27 Feb 2020 16:17:25 +0000
Subject: [PATCH 425/471] Added description of mu IDE.

---
 docs/dev/env.rst | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index 8c0aeef96..c3c1c33dd 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -231,6 +231,18 @@ based on the Qt GUI toolkit, integrating the Scintilla editor control. Eric
 is an open source software project (GPLv3 licence) with more than ten years of
 active development.
 
+Mu
+--
+
+`Mu <https://codewith.mu/>` is a minimalist Python IDE which can run Python 3 code
+locally and can also deploy code to the BBC micro:bit and to Adafruit boards running
+CircuitPython.
+
+Intended for beginners, mu includes a Python 3 interpreter, and is easy to install
+on Windows, OS/X and Linux. It runs well on the Raspberry Pi.
+
+There's an active support community on gitter.
+
 
 Interpreter Tools
 :::::::::::::::::

From 88377b8e6440d5e5c25f6a9755f83729bcd5c410 Mon Sep 17 00:00:00 2001
From: Romilly Cocking <romilly.cocking@gmail.com>
Date: Thu, 27 Feb 2020 16:19:23 +0000
Subject: [PATCH 426/471] Fixed typo

---
 docs/dev/env.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/env.rst b/docs/dev/env.rst
index c3c1c33dd..62dc9aeb0 100644
--- a/docs/dev/env.rst
+++ b/docs/dev/env.rst
@@ -234,7 +234,7 @@ active development.
 Mu
 --
 
-`Mu <https://codewith.mu/>` is a minimalist Python IDE which can run Python 3 code
+`Mu <https://codewith.mu/>`_ is a minimalist Python IDE which can run Python 3 code
 locally and can also deploy code to the BBC micro:bit and to Adafruit boards running
 CircuitPython.
 

From adae3f06eee8456adb1a5c722f0221063b14c008 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Thu, 19 Mar 2020 17:24:47 -0700
Subject: [PATCH 427/471] Update

---
 docs/_extra/ads.txt | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/_extra/ads.txt b/docs/_extra/ads.txt
index 535a7d27c..08a732487 100644
--- a/docs/_extra/ads.txt
+++ b/docs/_extra/ads.txt
@@ -151,3 +151,6 @@ spotx.tv, 228454, RESELLER, 7842df1d2fe2db34
 
 google.com, pub-4641608711979091, DIRECT, f08c47fec0942fa0
 Newormedia.com, 2169, DIRECT
+
+yieldmo.com, 2417496099628458357, DIRECT
+rhythmone.com, 2310154583, DIRECT, a670c89d4a324e47

From e030842c8a316b7cfebc30d671ffb27cf90b4d24 Mon Sep 17 00:00:00 2001
From: gison93 <43569657+gison93@users.noreply.github.com>
Date: Wed, 29 Apr 2020 12:58:12 +0200
Subject: [PATCH 428/471] Fix link

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 7f1baef6b..bbbef47fe 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -60,7 +60,7 @@ it is important.
 Sample Repository
 :::::::::::::::::
 
-**tl;dr**: This is what `Kenneth Reitz recommended in 2013<https://www.kennethreitz.org/essays/repository-structure-and-python>`.
+**tl;dr**: This is what `Kenneth Reitz recommended in 2013 <https://www.kennethreitz.org/essays/repository-structure-and-python>`__.
 
 This repository is `available on
 GitHub <https://github.com/kennethreitz/samplemod>`__.

From a43f914fafc8c82993c02ec90b10e7703faafa44 Mon Sep 17 00:00:00 2001
From: "Leonid V. Fedorenchik" <leonid@fedorenchik.com>
Date: Fri, 8 May 2020 15:13:31 +0800
Subject: [PATCH 429/471] Add missing .PHONY target latexpdfja

---
 docs/Makefile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/Makefile b/docs/Makefile
index 13201e251..963704aff 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -19,7 +19,7 @@ ALLSPHINXOPTS   = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) .
 # the i18n builder cannot share the environment and doctrees with the others
 I18NSPHINXOPTS  = $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) .
 
-.PHONY: help clean html dirhtml singlehtml pickle json htmlhelp qthelp devhelp epub latex latexpdf text man changes linkcheck doctest gettext
+.PHONY: help clean html dirhtml singlehtml pickle json htmlhelp qthelp devhelp epub latex latexpdf latexpdfja text man changes linkcheck doctest gettext
 
 help:
 	@echo "Please use \`make <target>' where <target> is one of"

From ba6a9f27e613f73717cf8d3f9b4fbffb9c6d70e4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Lucas=20Alava=20Pe=C3=B1a?= <lucas.alavapena@gmail.com>
Date: Sun, 19 Jul 2020 14:44:16 +0100
Subject: [PATCH 430/471] Fixed Pro Python link from unused domain to seller

from unused domain to where it is sold
---
 docs/intro/learning.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index 9def6f459..246e2ab80 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -236,7 +236,7 @@ This book is for intermediate to advanced Python programmers who are looking to
 understand how and why Python works the way it does and how they can take their
 code to the next level.
 
-    `Pro Python <http://propython.com>`_
+    `Pro Python <https://www.apress.com/gp/book/9781430227571>`_
 
 
 Expert Python Programming

From e245d923c83e93da33615e758454a4be182c6942 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bartosz=20Zaczy=C5=84ski?= <bartosz.zaczynski@gmail.com>
Date: Wed, 12 Aug 2020 16:15:48 +0200
Subject: [PATCH 431/471] Title overline was too short

---
 docs/scenarios/gui.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 62cf0d11f..1b0ffb427 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -98,9 +98,9 @@ PyQt provides Python bindings for the Qt Framework (see below).
 http://www.riverbankcomputing.co.uk/software/pyqt/download
 
 
-*****************************
+***************************************
 Pyjs Desktop (formerly Pyjamas Desktop)
-*****************************
+***************************************
 
 Pyjs Desktop is a application widget set for desktop and a cross-platform
 framework. It allows the exact same Python web application source code to be

From 58befe505fd651365abc4bb4d9413151cca8d2c8 Mon Sep 17 00:00:00 2001
From: pyfisch <pyfisch@posteo.org>
Date: Fri, 28 Aug 2020 11:14:04 +0200
Subject: [PATCH 432/471] Remove simplejson from guide

The simplejson library was only needed for Python 2.5 and earlier.
Update documentation link to Python 3.
---
 docs/scenarios/json.rst | 26 +-------------------------
 1 file changed, 1 insertion(+), 25 deletions(-)

diff --git a/docs/scenarios/json.rst b/docs/scenarios/json.rst
index 130ad3031..1c3663777 100644
--- a/docs/scenarios/json.rst
+++ b/docs/scenarios/json.rst
@@ -5,7 +5,7 @@ JSON
 
 .. image:: /_static/photos/33928819683_97b5c6a184_k_d.jpg
 
-The `json <https://docs.python.org/2/library/json.html>`_ library can parse
+The `json <https://docs.python.org/3/library/json.html>`_ library can parse
 JSON from strings or files. The library parses JSON into a Python dictionary
 or list. It can also convert Python dictionaries or lists into JSON strings.
 
@@ -46,27 +46,3 @@ You can also convert the following to JSON:
 
     print(json.dumps(d))
     '{"first_name": "Guido", "last_name": "Rossum", "titles": ["BDFL", "Developer"]}'
-
-
-**********
-simplejson
-**********
-
-The json library was added to Python in version 2.6.
-If you're using an earlier version of Python, the
-`simplejson <https://simplejson.readthedocs.io/en/latest/>`_ library is
-available via PyPI.
-
-simplejson mimics the json standard library. It is available so that developers
-that use older versions of Python can use the latest features available in the
-json lib.
-
-You can start using simplejson when the json library is not available by
-importing simplejson under a different name:
-
-.. code-block:: python
-
-    import simplejson as json
-
-After importing simplejson as `json`, the above examples will all work as if you
-were using the standard json library.

From 140f1039acf81c58eb5dfabdda807df5a3ab3437 Mon Sep 17 00:00:00 2001
From: pyfisch <pyfisch@posteo.org>
Date: Sat, 29 Aug 2020 22:47:06 +0200
Subject: [PATCH 433/471] Remove section on unittest2

Only needed for Python 2.6 and below
---
 docs/writing/tests.rst | 29 -----------------------------
 1 file changed, 29 deletions(-)

diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index ccfc93892..7809d9ffe 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -248,35 +248,6 @@ simple INI-style configuration file.
     `tox <https://tox.readthedocs.io/en/latest/>`_
 
 
-Unittest2
----------
-
-unittest2 is a backport of Python 2.7's unittest module which has an improved
-API and better assertions over the one available in previous versions of Python.
-
-If you're using Python 2.6 or below, you can install it with pip:
-
-.. code-block:: console
-
-    $ pip install unittest2
-
-You may want to import the module under the name unittest to make porting code
-to newer versions of the module easier in the future
-
-.. code-block:: python
-
-    import unittest2 as unittest
-
-    class MyTest(unittest.TestCase):
-        ...
-
-This way if you ever switch to a newer Python version and no longer need the
-unittest2 module, you can simply change the import in your test module without
-the need to change any other code.
-
-    `unittest2 <http://pypi.org/project/unittest2>`_
-
-
 mock
 ----
 

From c53cf42b6b20f6554750d39bea2cf562e128114a Mon Sep 17 00:00:00 2001
From: Henry Harutyunyan <henryharutyunyan@gmail.com>
Date: Wed, 16 Sep 2020 15:41:44 +0400
Subject: [PATCH 434/471] Fixes for Python 2 End of Life

Since Python2 reached the end of its life in January, we need to update the page "Picking a Python Interpreter" accordingly
---
 docs/starting/which-python.rst | 25 +++++++++----------------
 1 file changed, 9 insertions(+), 16 deletions(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index d9dcc13ec..ee527a64f 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -20,9 +20,9 @@ one might think.
 
 The basic gist of the state of things is as follows:
 
-1. Most production applications today use Python 2.7.
+1. Most production applications today use Python 3.
 2. Python 3 is ready for the production deployment of applications today.
-3. Python 2.7 will only receive necessary security updates until 2020 [#pep373_eol]_.
+3. Python 2 reached the end of its life on January 1, 2020 [#pep373_eol]_.
 4. The brand name "Python" encapsulates both Python 3 and Python 2.
 
 
@@ -40,10 +40,6 @@ I'll be blunt:
 - If you're learning Python for the first time, familiarizing yourself with Python 2.7 will be very
   useful, but not more useful than learning Python 3.
 - Learn both. They are both "Python".
-- Software that is already built often depends on Python 2.7.
-- If you are writing a new open source Python library, it's best to write it for both Python 2 and 3
-  simultaneously. Only supporting Python 3 for a new library you want to be widely adopted is a
-  political statement and will alienate many of your users. This is not a problem — slowly, over the next three years, this will become less the case.
 
 
 *********
@@ -58,8 +54,6 @@ Given such, only use Python 2 if you have a strong reason to, such as a
 pre-existing code-base, a Python 2 exclusive library, simplicity/familiarity,
 or, of course, you absolutely love and are inspired by Python 2. No harm in that.
 
-Check out `Can I Use Python 3? <https://caniusepython3.com/>`_ to see if any
-software you're depending on will block your adoption of Python 3.
 
 `Further Reading <http://wiki.python.org/moin/Python2orPython3>`_
 
@@ -67,9 +61,7 @@ It is possible to `write code that works on Python 2.6, 2.7, and Python 3
 <https://docs.python.org/3/howto/pyporting.html>`_. This
 ranges from trivial to hard depending upon the kind of software
 you are writing; if you're a beginner there are far more important things to
-worry about.  Note that Python 2.6 is end-of-life upstream, so you shouldn't
-try to write 2.6-compatible code unless you're being paid specifically to
-do that.
+worry about.
 
 
 ***************
@@ -135,7 +127,8 @@ expose Python code to other languages in the .NET framework.
 IronPython directly into the Visual Studio development environment, making it
 an ideal choice for Windows developers.
 
-IronPython supports Python 2.7. [#iron_ver]_
+IronPython supports Python 2.7. [#iron_ver]_ IronPython 3 [#iron_ver3]_
+is being developed, but is not ready for use as of September 2020.
 
 PythonNet
 ---------
@@ -151,16 +144,16 @@ installations on non-Windows operating systems, such as OS X and
 Linux, to operate within the .NET framework.  It can be run in
 addition to IronPython without conflict.
 
-Pythonnet supports from Python 2.6 up to Python 3.5. [#pythonnet_ver1]_ [#pythonnet_ver2]_
+Pythonnet is compatible with Python 2.7 and 3.5-3.8. [#pythonnet_ver1]_
 
 .. [#pypy_ver] http://pypy.org/compat.html
 
 .. [#jython_ver] https://hg.python.org/jython/file/412a8f9445f7/NEWS
 
-.. [#iron_ver] http://ironpython.codeplex.com/releases/view/81726
+.. [#iron_ver] https://ironpython.net/download/
 
-.. [#pythonnet_ver1] https://travis-ci.org/pythonnet/pythonnet
+.. [#iron_ver3] https://github.com/IronLanguages/ironpython3
 
-.. [#pythonnet_ver2] https://ci.appveyor.com/project/TonyRoberts/pythonnet-480xs
+.. [#pythonnet_ver1] https://pythonnet.github.io/
 
 .. [#pep373_eol] https://www.python.org/dev/peps/pep-0373/#id2

From 4075a0b8408f738ddf5af786d10dc0e259426dbd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Miro=20Hron=C4=8Dok?= <miro@hroncok.cz>
Date: Sun, 20 Sep 2020 13:56:53 +0200
Subject: [PATCH 435/471] Update Fedora instructions a bit

---
 docs/starting/install3/linux.rst | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/starting/install3/linux.rst b/docs/starting/install3/linux.rst
index ddd6a6086..b02204bc0 100644
--- a/docs/starting/install3/linux.rst
+++ b/docs/starting/install3/linux.rst
@@ -37,8 +37,8 @@ For example on Fedora, you would use `dnf`:
 
 Note that if the version of the ``python3`` package is not recent enough
 for you, there may be ways of installing more recent versions as well,
-depending on you distribution. For example installing the ``python36`` package
-on Fedora 25 to get Python 3.6. If you are a Fedora user, you might want
+depending on you distribution. For example installing the ``python3.9`` package
+on Fedora 32 to get Python 3.9. If you are a Fedora user, you might want
 to read about `multiple Python versions available in Fedora`_.
 
 .. _multiple Python versions available in Fedora: https://developer.fedoraproject.org/tech/languages/python/multiple-pythons.html
@@ -54,13 +54,13 @@ At this point, you may have system Python 2.7 available as well.
 
     $ python
 
-This will launch the Python 2 interpreter.
+This might launch the Python 2 interpreter.
 
 .. code-block:: console
 
     $ python3
 
-This will launch the Python 3 interpreter.
+This will always launch the Python 3 interpreter.
 
 
 ****************

From 5ae6568805fc7197236bee406ae6cfb435e2145d Mon Sep 17 00:00:00 2001
From: Henry Harutyunyan <henryharutyunyan@gmail.com>
Date: Mon, 21 Sep 2020 20:14:47 +0400
Subject: [PATCH 436/471] Update docs/starting/which-python.rst
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-authored-by: Bartosz Zaczyński <bartosz.zaczynski@gmail.com>
---
 docs/starting/which-python.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index ee527a64f..b1e3a8212 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -146,7 +146,7 @@ addition to IronPython without conflict.
 
 Pythonnet is compatible with Python 2.7 and 3.5-3.8. [#pythonnet_ver1]_
 
-.. [#pypy_ver] http://pypy.org/compat.html
+.. [#pypy_ver] https://pypy.org/compat.html
 
 .. [#jython_ver] https://hg.python.org/jython/file/412a8f9445f7/NEWS
 

From 9385d82078e2532db56c0ddf649496db54267edf Mon Sep 17 00:00:00 2001
From: Andrew Martin <almartin82@users.noreply.github.com>
Date: Mon, 28 Sep 2020 10:34:16 -0400
Subject: [PATCH 437/471] update brew download link

if you use the older `ruby` command, the brew installer throws a warning:
```
Warning: The Ruby Homebrew installer is now deprecated and has been rewritten in
Bash. Please migrate to the following command:
  /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install.sh)"
```
---
 docs/starting/install3/osx.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 654cca115..37252d615 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -50,7 +50,7 @@ your favorite OS X terminal emulator and run
 
 .. code-block:: console
 
-    $ ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)"
+    $ /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install.sh)"
 
 The script will explain what changes it will make and prompt you before the
 installation begins.

From 715472dc21666db4164f182e5162289be6d1a244 Mon Sep 17 00:00:00 2001
From: Tomer Cohen <tomer@users.noreply.github.com>
Date: Sat, 15 Aug 2020 12:50:03 +0300
Subject: [PATCH 438/471] Fix link to direnv.net on file virtualenvs.rst

---
 docs/dev/virtualenvs.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index 326b6e288..b4591e43b 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -438,4 +438,4 @@ Install it on Mac OS X using ``brew``:
 
    $ brew install direnv
 
-On Linux follow the instructions at `direnv.net <https://direnv.net>`
+On Linux follow the instructions at `direnv.net <https://direnv.net>`_

From e438a80ec88bc7b0fec1d267d3032f74da74aecf Mon Sep 17 00:00:00 2001
From: Moritz Schillinger <MoritzSchillinger@web.de>
Date: Thu, 8 Oct 2020 23:56:52 +0200
Subject: [PATCH 439/471] Add auto-formatting section

---
 docs/writing/style.rst | 51 ++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 51 insertions(+)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 91f089374..d40033afa 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -496,6 +496,14 @@ Then run it on a file or series of files to get a report of any violations.
     optparse.py:472:29: E221 multiple spaces before operator
     optparse.py:544:21: W601 .has_key() is deprecated, use 'in'
 
+Auto-Formatting
+~~~~~~~~~~~~~~~
+
+There are several auto-formatting tools that can reformat your code,
+in order to comply with PEP 8.
+
+**autopep8**
+
 The program `autopep8 <https://pypi.org/project/autopep8/>`_ can be used to
 automatically reformat code in the PEP 8 style. Install the program with:
 
@@ -513,6 +521,49 @@ Excluding the ``--in-place`` flag will cause the program to output the modified
 code directly to the console for review. The ``--aggressive`` flag will perform
 more substantial changes and can be applied multiple times for greater effect.
 
+**yapf**
+
+While autopep8 focuses on solving the PEP 8 violations, `yapf <https://github.com/google/yapf>`_
+tries to improve the format of your code aside from complying with PEP 8.
+This formatter aims at providing as good looking code as a programmer who
+writes PEP 8 compliant code.
+It gets installed with:
+
+.. code-block:: console
+
+    $ pip install yapf
+
+Run the auto-formatting of a file with:
+
+.. code-block:: console
+
+    $ yapf --in-place optparse.py
+
+Similar to autopep8, running the command without the ``--in-place`` flag will
+output the diff for review before applying the changes.
+
+**black**
+
+The auto-formatter `black <https://github.com/psf/black>`_ offers an
+opinionated and deterministic reformatting of your code base.
+Its main focus lies in providing a uniform code style without the need of
+configuration throughout its users. Hence, users of black are able to forget
+about formatting altogether. Also, due to the deterministic approach minimal
+git diffs with only the relevant changes are guaranteed. You can install the
+tool as follows:
+
+.. code-block:: console
+
+    $ pip install black
+
+A python file can be formatted with:
+
+.. code-block:: console
+
+    $ black optparse.py
+
+Adding the ``--diff`` flag provides the code modification for review without
+direct application.
 
 ***********
 Conventions

From e5caf43179e3241da3007390e46f2b063ece172d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E8=B0=AD=E4=B9=9D=E9=BC=8E?= <109224573@qq.com>
Date: Tue, 20 Oct 2020 10:45:24 +0800
Subject: [PATCH 440/471] Remove Eldarion

---
 docs/scenarios/web.rst | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/docs/scenarios/web.rst b/docs/scenarios/web.rst
index 22e78def1..a2c84818b 100644
--- a/docs/scenarios/web.rst
+++ b/docs/scenarios/web.rst
@@ -280,13 +280,6 @@ how to set up your first application.
 
 Heroku is the recommended PaaS for deploying Python web applications today.
 
-Eldarion
---------
-
-`Eldarion <https://eldarion.cloud/>`_ (formerly known as Gondor) is a PaaS powered
-by Kubernetes, CoreOS, and Docker. They support any WSGI application and have a
-guide on deploying `Django projects <https://eldarion-gondor.github.io/docs/how-to/setup-deploy-first-django-project/>`_.
-
 
 **********
 Templating

From 558e60c33cc5b8117546965acf6d13420e9939f9 Mon Sep 17 00:00:00 2001
From: Lokesh Dhakal <9079364+aviranzerioniac@users.noreply.github.com>
Date: Sun, 22 Nov 2020 15:54:31 +0100
Subject: [PATCH 441/471] Minor Changes

---
 docs/index.rst                 |  6 +++---
 docs/writing/documentation.rst | 14 +++++++-------
 docs/writing/gotchas.rst       | 15 ++++++++-------
 3 files changed, 18 insertions(+), 17 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index dcd56579f..df7fcb8ed 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -4,7 +4,7 @@
    contain the root `toctree` directive.
 
 .. meta::
-   :description: An opinionated guide to the Python programming language and a best practice handbook to the installation, configuration, and usage of Python on a daily basis.
+   :description: An opinionated guide to the Python programming language and a best practice handbook for the installation, configuration, and usage of Python on a daily basis.
 
 
 #################################
@@ -17,7 +17,7 @@ Greetings, Earthling! Welcome to The Hitchhiker's Guide to Python.
 `fork us on GitHub <https://github.com/realpython/python-guide>`_!
 
 This handcrafted guide exists to provide both novice and expert Python
-developers a best practice handbook to the installation, configuration, and
+developers a best practice handbook for the installation, configuration, and
 usage of Python on a daily basis.
 
 This guide is **opinionated** in a way that is almost, but not quite, entirely
@@ -25,7 +25,7 @@ This guide is **opinionated** in a way that is almost, but not quite, entirely
 available here. Rather, you'll find a nice concise list of highly recommended
 options.
 
-.. note:: The use of **Python 3** is *highly* preferred over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
+.. note:: The use of **Python 3** is *highly* recommended over Python 2. Consider upgrading your applications and infrastructures if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
   —*Kenneth Reitz*
 
 Let's get started! But first, let's make sure you know where your towel is.
diff --git a/docs/writing/documentation.rst b/docs/writing/documentation.rst
index 4d72a544d..27d85405a 100644
--- a/docs/writing/documentation.rst
+++ b/docs/writing/documentation.rst
@@ -45,7 +45,7 @@ Project Publication
 Depending on the project, your documentation might include some or all
 of the following components:
 
-- An *introduction* should show a very short overview of what can be
+- An *introduction* should give a very short overview of what can be
   done with the product, using one or two extremely simplified use
   cases. This is the thirty-second pitch for your project.
 
@@ -94,7 +94,7 @@ reStructuredText
 ~~~~~~~~~~~~~~~~
 
 Most Python documentation is written with reStructuredText_. It's like
-Markdown with all the optional extensions built in.
+Markdown, but with all the optional extensions built in.
 
 The `reStructuredText Primer`_ and the `reStructuredText Quick
 Reference`_ should help you familiarize yourself with its syntax.
@@ -149,8 +149,8 @@ a project's documentation.
 Additionally, Doctest_ will read all embedded docstrings that look like input
 from the Python commandline (prefixed with ">>>") and run them, checking to see
 if the output of the command matches the text on the following line. This
-allows developers to  embed real examples and usage of functions alongside
-their source code, and as a side effect, it also ensures that their code is
+allows developers to embed real examples and usage of functions alongside
+their source code. As a side effect, it also ensures that their code is
 tested and works.
 
 ::
@@ -187,8 +187,8 @@ Docstrings are accessible from both the `__doc__` dunder attribute for almost
 every Python object, as well as with the built in `help()` function.
 
 While block comments are usually used to explain *what* a section of code is
-doing, or the specifics of an algorithm, docstrings are more intended for
-explaining to other users of your code (or you in 6 months time) *how* a
+doing, or the specifics of an algorithm, docstrings are more intended towards
+explaining other users of your code (or you in 6 months time) *how* a
 particular function can be used and the general purpose of a function, class,
 or module.
 
@@ -214,7 +214,7 @@ In larger or more complex projects however, it is often a good idea to give
 more information about a function, what it does, any exceptions it may raise,
 what it returns, or relevant details about the parameters.
 
-For more detailed documentation of code a popular style is the one used for the
+For more detailed documentation of code a popular style used, is the one used by the
 NumPy project, often called `NumPy style`_ docstrings. While it can take up more
 lines than the previous example, it allows the developer to include a lot
 more information about a method, function, or class. ::
diff --git a/docs/writing/gotchas.rst b/docs/writing/gotchas.rst
index 677bdf823..f717858ca 100644
--- a/docs/writing/gotchas.rst
+++ b/docs/writing/gotchas.rst
@@ -7,13 +7,13 @@ Common Gotchas
 .. image:: /_static/photos/34435688380_b5a740762b_k_d.jpg
 
 For the most part, Python aims to be a clean and consistent language that
-avoids surprises. However, there are a few cases that can be confusing to
+avoids surprises. However, there are a few cases that can be confusing for
 newcomers.
 
 Some of these cases are intentional but can be potentially surprising. Some
 could arguably be considered language warts. In general, what follows
 is a collection of potentially tricky behavior that might seem strange at first
-glance, but is generally sensible once you're aware of the underlying cause for
+glance, but are generally sensible, once you're aware of the underlying cause for
 the surprise.
 
 
@@ -53,8 +53,8 @@ isn't provided, so that the output is::
     [12]
     [42]
 
-What Does Happen
-~~~~~~~~~~~~~~~~
+What Actually Happens
+~~~~~~~~~~~~~~~~~~~~~
 
 .. testoutput::
 
@@ -100,6 +100,7 @@ Late Binding Closures
 Another common source of confusion is the way Python binds its variables in
 closures (or in the surrounding global scope).
 
+
 What You Wrote
 ~~~~~~~~~~~~~~
 
@@ -125,8 +126,8 @@ variable that multiplies their argument, producing::
     6
     8
 
-What Does Happen
-~~~~~~~~~~~~~~~~
+What Actually Happens
+~~~~~~~~~~~~~~~~~~~~~
 
 .. testoutput::
 
@@ -206,7 +207,7 @@ will automatically write a bytecode version of that file to disk, e.g.
 These ``.pyc`` files should not be checked into your source code repositories.
 
 Theoretically, this behavior is on by default for performance reasons.
-Without these bytecode files present, Python would re-generate the bytecode
+Without these bytecode files, Python would re-generate the bytecode
 every time the file is loaded.
 
 

From ad22d2580cc36f0a27060df1ae940dd5266e5b45 Mon Sep 17 00:00:00 2001
From: Lokesh Dhakal <9079364+aviranzerioniac@users.noreply.github.com>
Date: Sun, 22 Nov 2020 16:22:12 +0100
Subject: [PATCH 442/471] Minor Polishes

---
 docs/writing/license.rst   |  4 ++--
 docs/writing/logging.rst   | 10 +++++-----
 docs/writing/structure.rst | 13 ++++++-------
 3 files changed, 13 insertions(+), 14 deletions(-)

diff --git a/docs/writing/license.rst b/docs/writing/license.rst
index 0a74f5405..820cc9a05 100644
--- a/docs/writing/license.rst
+++ b/docs/writing/license.rst
@@ -6,8 +6,8 @@ Choosing a License
 
 .. image:: /_static/photos/33907149294_82d7535a6c_k_d.jpg
 
-Your source publication *needs* a license. In the US, if no license is
-specified, users have no legal right to download, modify, or distribute.
+Your source publication *needs* a license. In the US, unless a license is
+specified, users have no legal right to download, modify, or distribute the product.
 Furthermore, people can't contribute to your code unless you tell them what
 rules to play by. Choosing a license is complicated, so here are some pointers:
 
diff --git a/docs/writing/logging.rst b/docs/writing/logging.rst
index b609dc721..b6110f7f7 100644
--- a/docs/writing/logging.rst
+++ b/docs/writing/logging.rst
@@ -10,7 +10,7 @@ The :mod:`logging` module has been a part of Python's Standard Library since
 version 2.3.  It is succinctly described in :pep:`282`.  The documentation
 is notoriously hard to read, except for the `basic logging tutorial`_.
 
-As an alternative, `loguru <https://github.com/Delgan/loguru>`_ provides an approach to logging nearly as simple as using a simple ``print`` statement.
+As an alternative, `loguru <https://github.com/Delgan/loguru>`_ provides an approach for logging, nearly as simple as using a simple ``print`` statement.
 
 Logging serves two purposes:
 
@@ -59,7 +59,7 @@ using the ``__name__`` global variable: the :mod:`logging` module creates a
 hierarchy of loggers using dot notation, so using ``__name__`` ensures
 no name collisions.
 
-Here is an example of best practice from the `requests source`_ -- place
+Here is an example of the best practice from the `requests source`_ -- place
 this in your ``__init__.py``:
 
 .. code-block:: python
@@ -83,7 +83,7 @@ application environment.
 There are at least three ways to configure a logger:
 
 - Using an INI-formatted file:
-    - **Pro**: possible to update configuration while running using the
+    - **Pro**: possible to update configuration while running, using the
       function :func:`logging.config.listen` to listen on a socket.
     - **Con**: less control (e.g. custom subclassed filters or loggers)
       than possible when configuring a logger in code.
@@ -94,13 +94,13 @@ There are at least three ways to configure a logger:
     - **Con**: less control than when configuring a logger in code.
 - Using code:
     - **Pro**: complete control over the configuration.
-    - **Con**: modifications require a change to source code.
+    - **Con**: modifications require a change to the source code.
 
 
 Example Configuration via an INI File
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-Let us say the file is named ``logging_config.ini``.
+Let us say that the file is named ``logging_config.ini``.
 More details for the file format are in the `logging configuration`_
 section of the `logging tutorial`_.
 
diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index bbbef47fe..7a73e36a4 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -18,7 +18,7 @@ the project? What features and functions can be grouped together and
 isolated? By answering questions like these you can begin to plan, in
 a broad sense, what your finished product will look like.
 
-In this section we take a closer look at Python's module and import
+In this section, we take a closer look at Python's modules and import
 systems as they are the central elements to enforcing structure in your
 project. We then discuss various perspectives on how to build code which
 can be extended and tested reliably.
@@ -32,7 +32,7 @@ It's Important.
 :::::::::::::::
 
 Just as Code Style, API Design, and Automation are essential for a
-healthy development cycle, Repository structure is a crucial part of
+healthy development cycle. Repository structure is a crucial part of
 your project's
 `architecture <http://www.amazon.com/gp/product/1257638017/ref=as_li_ss_tl?ie=UTF8&tag=bookforkind-20&linkCode=as2&camp=1789&creative=39095&creativeASIN=1257638017>`__.
 
@@ -54,8 +54,7 @@ documentation.
 
 Of course, first impressions aren't everything. You and your colleagues
 will spend countless hours working with this repository, eventually
-becoming intimately familiar with every nook and cranny. The layout of
-it is important.
+becoming intimately familiar with every nook and cranny. The layout is important.
 
 Sample Repository
 :::::::::::::::::
@@ -126,7 +125,7 @@ If you aren't sure which license you should use for your project, check
 out `choosealicense.com <http://choosealicense.com>`_.
 
 Of course, you are also free to publish code without a license, but this
-would prevent many people from potentially using your code.
+would prevent many people from potentially using or contributing to your code.
 
 Setup.py
 ::::::::
@@ -157,8 +156,8 @@ should be placed at the root of the repository. It should specify the
 dependencies required to contribute to the project: testing, building,
 and generating documentation.
 
-If your project has no development dependencies, or you prefer
-development environment setup via ``setup.py``, this file may be
+If your project has no development dependencies, or if you prefer
+setting up a development environment via ``setup.py``, this file may be
 unnecessary.
 
 Documentation

From 148e6503a9036a8b3f4e179911555c6e31b28a0a Mon Sep 17 00:00:00 2001
From: Lokesh Dhakal <9079364+aviranzerioniac@users.noreply.github.com>
Date: Sun, 22 Nov 2020 17:14:07 +0100
Subject: [PATCH 443/471] Monir Polishes

---
 docs/writing/structure.rst | 79 +++++++++++++++++++-------------------
 docs/writing/style.rst     | 12 +++---
 2 files changed, 45 insertions(+), 46 deletions(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 7a73e36a4..b8da9decd 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -330,42 +330,42 @@ Easy structuring of a project means it is also easy
 to do it poorly. Some signs of a poorly structured project
 include:
 
-- Multiple and messy circular dependencies: if your classes
+- Multiple and messy circular dependencies: If the classes
   Table and Chair in :file:`furn.py` need to import Carpenter from
   :file:`workers.py` to answer a question such as ``table.isdoneby()``,
   and if conversely the class Carpenter needs to import Table and Chair
   to answer the question ``carpenter.whatdo()``, then you
   have a circular dependency. In this case you will have to resort to
-  fragile hacks such as using import statements inside
+  fragile hacks such as using import statements inside your
   methods or functions.
 
-- Hidden coupling: each and every change in Table's implementation
+- Hidden coupling: Each and every change in Table's implementation
   breaks 20 tests in unrelated test cases because it breaks Carpenter's code,
-  which requires very careful surgery to adapt the change. This means
+  which requires very careful surgery to adapt to the change. This means
   you have too many assumptions about Table in Carpenter's code or the
   reverse.
 
-- Heavy usage of global state or context: instead of explicitly
+- Heavy usage of global state or context: Instead of explicitly
   passing ``(height, width, type, wood)`` to each other, Table
   and Carpenter rely on global variables that can be modified
   and are modified on the fly by different agents. You need to
-  scrutinize all access to these global variables to understand why
+  scrutinize all access to these global variables in order to understand why
   a rectangular table became a square, and discover that remote
   template code is also modifying this context, messing with
-  table dimensions.
+  the table dimensions.
 
 - Spaghetti code: multiple pages of nested if clauses and for loops
   with a lot of copy-pasted procedural code and no
   proper segmentation are known as spaghetti code. Python's
-  meaningful indentation (one of its most controversial features) make
-  it very hard to maintain this kind of code. So the good news is that
+  meaningful indentation (one of its most controversial features) makes
+  it very hard to maintain this kind of code. The good news is that
   you might not see too much of it.
 
 - Ravioli code is more likely in Python: it consists of hundreds of
   similar little pieces of logic, often classes or objects, without
-  proper structure. If you never can remember if you have to use
+  proper structure. If you never can remember, if you have to use
   FurnitureTable, AssetTable or Table, or even TableNew for your
-  task at hand, you might be swimming in ravioli code.
+  task at hand, then you might be swimming in ravioli code.
 
 
 *******
@@ -383,13 +383,13 @@ in one file, and all low-level operations in another file. In this case,
 the interface file needs to import the low-level file. This is done with the
 ``import`` and ``from ... import`` statements.
 
-As soon as you use `import` statements you use modules. These can be either
+As soon as you use `import` statements, you use modules. These can be either
 built-in modules such as `os` and `sys`, third-party modules you have installed
 in your environment, or your project's internal modules.
 
 To keep in line with the style guide, keep module names short, lowercase, and
 be sure to avoid using special symbols like the dot (.) or question mark (?).
-So a file name like :file:`my.spam.py` is one you should avoid! Naming this way
+A file name like :file:`my.spam.py` is the one you should avoid! Naming this way
 will interfere with the way Python looks for modules.
 
 In the case of `my.spam.py` Python expects to find a :file:`spam.py` file in a
@@ -397,10 +397,10 @@ folder named :file:`my` which is not the case. There is an
 `example <http://docs.python.org/tutorial/modules.html#packages>`_ of how the
 dot notation should be used in the Python docs.
 
-If you'd like you could name your module :file:`my_spam.py`, but even our
-friend the underscore should not be seen often in module names. However, using other
+If you like, you could name your module :file:`my_spam.py`, but even our trusty
+friend the underscore, should not be seen that often in module names. However, using other
 characters (spaces or hyphens) in module names will prevent importing
-(- is the subtract operator), so try to keep module names short so there is
+(- is the subtract operator). Try to keep module names short so there is
 no need to separate words. And, most of all, don't namespace with underscores; use submodules instead.
 
 .. code-block:: python
@@ -411,15 +411,15 @@ no need to separate words. And, most of all, don't namespace with underscores; u
   import library.foo_plugin
 
 Aside from some naming restrictions, nothing special is required for a Python
-file to be a module, but you need to understand the import mechanism in order
+file to be a module. But you need to understand the import mechanism in order
 to use this concept properly and avoid some issues.
 
 Concretely, the ``import modu`` statement will look for the proper file, which
-is :file:`modu.py` in the same directory as the caller if it exists.  If it is
+is :file:`modu.py` in the same directory as the caller, if it exists.  If it is
 not found, the Python interpreter will search for :file:`modu.py` in the "path"
-recursively and raise an ImportError exception if it is not found.
+recursively and raise an ImportError exception when it is not found.
 
-Once :file:`modu.py` is found, the Python interpreter will execute the module in
+When :file:`modu.py` is found, the Python interpreter will execute the module in
 an isolated scope. Any top-level statement in :file:`modu.py` will be executed,
 including other imports if any. Function and class definitions are stored in
 the module's dictionary.
@@ -436,7 +436,7 @@ unwanted effects, e.g. override an existing function with the same name.
 
 It is possible to simulate the more standard behavior by using a special syntax
 of the import statement: ``from modu import *``. This is generally considered
-bad practice. **Using** ``import *`` **makes code harder to read and makes
+bad practice. **Using** ``import *`` **makes the code harder to read and makes
 dependencies less compartmentalized**.
 
 Using ``from modu import func`` is a way to pinpoint the function you want to
@@ -492,20 +492,20 @@ modules, but with a special behavior for the :file:`__init__.py` file, which is
 used to gather all package-wide definitions.
 
 A file :file:`modu.py` in the directory :file:`pack/` is imported with the
-statement ``import pack.modu``. This statement will look for an
+statement ``import pack.modu``. This statement will look for
 :file:`__init__.py` file in :file:`pack` and execute all of its top-level
 statements. Then it will look for a file named :file:`pack/modu.py` and
 execute all of its top-level statements. After these operations, any variable,
 function, or class defined in :file:`modu.py` is available in the pack.modu
 namespace.
 
-A commonly seen issue is to add too much code to :file:`__init__.py`
+A commonly seen issue is adding too much code to :file:`__init__.py`
 files. When the project complexity grows, there may be sub-packages and
 sub-sub-packages in a deep directory structure. In this case, importing a
 single item from a sub-sub-package will require executing all
 :file:`__init__.py` files met while traversing the tree.
 
-Leaving an :file:`__init__.py` file empty is considered normal and even a good
+Leaving an :file:`__init__.py` file empty is considered normal and even good
 practice, if the package's modules and sub-packages do not need to share any
 code.
 
@@ -519,45 +519,44 @@ Object-oriented programming
 ***************************
 
 Python is sometimes described as an object-oriented programming language. This
-can be somewhat misleading and needs to be clarified.
+can be somewhat misleading and requires further clarifications.
 
 In Python, everything is an object, and can be handled as such. This is what is
 meant when we say, for example, that functions are first-class objects.
 Functions, classes, strings, and even types are objects in Python: like any
 object, they have a type, they can be passed as function arguments, and they
-may have methods and properties. In this understanding, Python is an
-object-oriented language.
+may have methods and properties. In this understanding, Python can be considered
+as an object-oriented language.
 
 However, unlike Java, Python does not impose object-oriented programming as the
 main programming paradigm. It is perfectly viable for a Python project to not
 be object-oriented, i.e. to use no or very few class definitions, class
 inheritance, or any other mechanisms that are specific to object-oriented
-programming.
+programming languages.
 
 Moreover, as seen in the modules_ section, the way Python handles modules and
 namespaces gives the developer a natural way to ensure the
 encapsulation and separation of abstraction layers, both being the most common
 reasons to use object-orientation. Therefore, Python programmers have more
-latitude to not use object-orientation, when it is not required by the business
+latitude as to not use object-orientation, when it is not required by the business
 model.
 
 There are some reasons to avoid unnecessary object-orientation. Defining
-custom classes is useful when we want to glue together some state and some
-functionality. The problem, as pointed out by the discussions about functional
+custom classes is useful when we want to glue some state and some
+functionality together. The problem, as pointed out by the discussions about functional
 programming, comes from the "state" part of the equation.
 
 In some architectures, typically web applications, multiple instances of Python
-processes are spawned to respond to external requests that can happen at the
-same time. In this case, holding some state in instantiated objects, which
+processes are spawned as a response to external requests that happen simultaneously.
+In this case, holding some state in instantiated objects, which
 means keeping some static information about the world, is prone to concurrency
 problems or race conditions. Sometimes, between the initialization of the state
 of an object (usually done with the ``__init__()`` method) and the actual use
 of the object state through one of its methods, the world may have changed, and
 the retained state may be outdated. For example, a request may load an item in
 memory and mark it as read by a user. If another request requires the deletion
-of this item at the same time, it may happen that the deletion actually occurs
-after the first process loaded the item, and then we have to mark as read a
-deleted object.
+of this item at the same time, the deletion may actually occur after the first
+process loaded the item, and then we have to mark a deleted object as read.
 
 This and other issues led to the idea that using stateless functions is a
 better programming paradigm.
@@ -571,7 +570,7 @@ or deletes data in a global variable or in the persistence layer, it is said to
 have a side-effect.
 
 Carefully isolating functions with context and side-effects from functions with
-logic (called pure functions) allow the following benefits:
+logic (called pure functions) allows the following benefits:
 
 - Pure functions are deterministic: given a fixed input,
   the output will always be the same.
@@ -713,7 +712,7 @@ type. In fact, in Python, variables are very different from what they are in
 many other languages, specifically statically-typed languages. Variables are not
 a segment of the computer's memory where some value is written, they are 'tags'
 or 'names' pointing to objects. It is therefore possible for the variable 'a' to
-be set to the value 1, then to the value 'a string', then to a function.
+be set to the value 1, then the value 'a string', to a function.
 
 The dynamic typing of Python is often considered to be a weakness, and indeed
 it can lead to complexities and hard-to-debug code. Something named 'a' can be
@@ -743,7 +742,7 @@ Some guidelines help to avoid this issue:
     def func():
         pass  # Do something
 
-Using short functions or methods helps reduce the risk
+Using short functions or methods helps to reduce the risk
 of using the same name for two unrelated things.
 
 It is better to use different names even for things that are related,
@@ -845,7 +844,7 @@ most idiomatic way to do this.
 
 One final thing to mention about strings is that using ``join()`` is not always
 best. In the instances where you are creating a new string from a pre-determined
-number of strings, using the addition operator is actually faster, but in cases
+number of strings, using the addition operator is actually faster. But in cases
 like above or in cases where you are adding to an existing string, using
 ``join()`` should be your preferred method.
 
diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index d40033afa..93f2ab875 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -8,7 +8,7 @@ Code Style
 .. image:: /_static/photos/33907150054_5ee79e8940_k_d.jpg
 
 If you ask Python programmers what they like most about Python, they will
-often cite its high readability.  Indeed, a high level of readability
+often cite its high readability. Indeed, a high level of readability
 is at the heart of the design of the Python language, following the
 recognized fact that code is read much more often than it is written.
 
@@ -644,7 +644,7 @@ provide a powerful, concise way to work with lists.
 `Generator expressions
 <http://docs.python.org/tutorial/classes.html#generator-expressions>`_
 follow almost the same syntax as list comprehensions but return a generator
-instead of a list. 
+instead of a list.
 
 Creating a new list requires more work and uses more memory. If you are just going
 to loop through the new list, prefer using an iterator instead.
@@ -668,7 +668,7 @@ example if you need to use the result multiple times.
 
 
 If your logic is too complicated for a short list comprehension or generator
-expression, consider using a generator function instead of returning a list. 
+expression, consider using a generator function instead of returning a list.
 
 **Good**:
 
@@ -688,7 +688,7 @@ expression, consider using a generator function instead of returning a list.
         yield current_batch
 
 
-Never use a list comprehension just for its side effects. 
+Never use a list comprehension just for its side effects.
 
 **Bad**:
 
@@ -701,7 +701,7 @@ Never use a list comprehension just for its side effects.
 .. code-block:: python
 
     for x in sequence:
-        print(x) 
+        print(x)
 
 
 Filtering a list
@@ -728,7 +728,7 @@ Don't make multiple passes through the list.
 
 **Good**:
 
-Use a list comprehension or generator expression. 
+Use a list comprehension or generator expression.
 
 .. code-block:: python
 

From 46ff6a600f88f8054003269d1e73f98dfb8a29d4 Mon Sep 17 00:00:00 2001
From: Lokesh Dhakal <9079364+aviranzerioniac@users.noreply.github.com>
Date: Sun, 22 Nov 2020 21:30:35 +0100
Subject: [PATCH 444/471] Minor Polishes

---
 docs/scenarios/admin.rst       | 2 +-
 docs/scenarios/ci.rst          | 2 +-
 docs/starting/which-python.rst | 2 +-
 docs/writing/style.rst         | 8 ++++----
 docs/writing/tests.rst         | 6 +++---
 5 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index 826906af0..07d263945 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -199,7 +199,7 @@ Ansible
 *******
 
 `Ansible <http://ansible.com/>`_  is an open source system automation tool.
-The biggest advantage over Puppet or Chef is it does not require an agent on
+Its biggest advantage over Puppet or Chef is that it does not require an agent on
 the client machine. Playbooks are Ansible’s configuration, deployment, and
 orchestration language and are written in YAML with Jinja2 for templating.
 
diff --git a/docs/scenarios/ci.rst b/docs/scenarios/ci.rst
index ade9148c4..4296679c7 100644
--- a/docs/scenarios/ci.rst
+++ b/docs/scenarios/ci.rst
@@ -65,7 +65,7 @@ Travis-CI
 tests for open source projects for free. It provides multiple workers to run
 Python tests on and seamlessly integrates with GitHub. You can even have it
 comment on your Pull Requests whether this particular changeset breaks the
-build or not. So if you are hosting your code on GitHub, Travis-CI is a great
+build or not. So, if you are hosting your code on GitHub, Travis-CI is a great
 and easy way to get started with Continuous Integration.
 
 In order to get started, add a :file:`.travis.yml` file to your repository with
diff --git a/docs/starting/which-python.rst b/docs/starting/which-python.rst
index b1e3a8212..59d42352e 100644
--- a/docs/starting/which-python.rst
+++ b/docs/starting/which-python.rst
@@ -31,7 +31,7 @@ Recommendations
 ***************
 
 
-.. note:: The use of **Python 3** is *highly* preferred over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
+.. note:: The use of **Python 3** is *highly* recommended over Python 2. Consider upgrading your applications and infrastructure if you find yourself *still* using Python 2 in production today. If you are using Python 3, congratulations — you are indeed a person of excellent taste.
   —*Kenneth Reitz*
 
 I'll be blunt:
diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 93f2ab875..3bf029911 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -226,7 +226,7 @@ but making a public property private might be a much harder operation.
 Returning values
 ~~~~~~~~~~~~~~~~
 
-When a function grows in complexity it is not uncommon to use multiple return
+When a function grows in complexity, it is not uncommon to use multiple return
 statements inside the function's body. However, in order to keep a clear intent
 and a sustainable readability level, it is preferable to avoid returning
 meaningful values from many output points in the body.
@@ -639,11 +639,11 @@ Short Ways to Manipulate Lists
 
 `List comprehensions
 <http://docs.python.org/tutorial/datastructures.html#list-comprehensions>`_
-provide a powerful, concise way to work with lists.
+provides a powerful, concise way to work with lists.
 
 `Generator expressions
 <http://docs.python.org/tutorial/classes.html#generator-expressions>`_
-follow almost the same syntax as list comprehensions but return a generator
+follows almost the same syntax as list comprehensions but return a generator
 instead of a list.
 
 Creating a new list requires more work and uses more memory. If you are just going
@@ -829,7 +829,7 @@ a white space added to the end of the line, after the backslash, will break the
 code and may have unexpected results.
 
 A better solution is to use parentheses around your elements. Left with an
-unclosed parenthesis on an end-of-line the Python interpreter will join the
+unclosed parenthesis on an end-of-line, the Python interpreter will join the
 next line until the parentheses are closed. The same behavior holds for curly
 and square braces.
 
diff --git a/docs/writing/tests.rst b/docs/writing/tests.rst
index 7809d9ffe..28eb3260b 100644
--- a/docs/writing/tests.rst
+++ b/docs/writing/tests.rst
@@ -9,8 +9,8 @@ Testing Your Code
 Testing your code is very important.
 
 Getting used to writing testing code and running this code in parallel is now
-considered a good habit. Used wisely, this method helps you define more
-precisely your code's intent and have a more decoupled architecture.
+considered a good habit. Used wisely, this method helps to define your
+code's intent more precisely and have a more decoupled architecture.
 
 Some general rules of testing:
 
@@ -294,6 +294,6 @@ always returns the same result (but only for the duration of the test).
         # get_search_results runs a search and iterates over the result
         self.assertEqual(len(myapp.get_search_results(q="fish")), 3)
 
-Mock has many other ways you can configure it and control its behavior.
+Mock has many other ways with which you can configure and control its behaviour.
 
     `mock <http://www.voidspace.org.uk/python/mock/>`_

From be1ac344d6378e90d481112ef707cfbbe56bd83a Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Mon, 25 Jan 2021 17:16:21 -0800
Subject: [PATCH 445/471] Update

---
 docs/_extra/ads.txt | 237 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 237 insertions(+)

diff --git a/docs/_extra/ads.txt b/docs/_extra/ads.txt
index 08a732487..1941fb277 100644
--- a/docs/_extra/ads.txt
+++ b/docs/_extra/ads.txt
@@ -154,3 +154,240 @@ Newormedia.com, 2169, DIRECT
 
 yieldmo.com, 2417496099628458357, DIRECT
 rhythmone.com, 2310154583, DIRECT, a670c89d4a324e47
+
+openx.com, 539824308, RESELLER, 6a698e2ec38604c6
+openx.com, 542511596, RESELLER, 6a698e2ec38604c6
+teads.tv, 19014, DIRECT, 15a9c44f6d26cbe1
+brightcom.com, 20292, DIRECT
+onomagic.com, 202921, DIRECT
+audienciad.com, 202922, DIRECT
+aps.amazon.com,48266a61-b3d9-4cb7-b172-553abc6a42a4,DIRECT
+google.com, pub-5231479214411897, RESELLER, f08c47fec0942fa0
+google.com, pub-4207323757133151, RESELLER, f08c47fec0942fa0
+appnexus.com, 11801, RESELLER
+appnexus.com, 12061, RESELLER
+adtech.com, 11208, RESELLER
+pubmatic.com, 159477,RESELLER,5d62403b186f2ace
+appnexus.com, 12366, RESELLER, f5ab79cb980f11d1
+indexexchange.com, 189744, RESELLER
+rubiconproject.com, 20416, RESELLER, 0bfd66d529a55807
+rubiconproject.com, 21310,  RESELLER , 0bfd66d529a55807
+openx.com, 537153209, RESELLER, 6a698e2ec38604c6
+sonobi.com, 37dd19ad4a, RESELLER, d1a215d9eb5aee9e
+contextweb.com, 560606, RESELLER, 89ff185a4c4e857c
+openx.com,540833447, RESELLER, 6a698e2ec38604c6
+improvedigital.com, 1362, RESELLER
+sovrn.com, 270524, RESELLER, fafdf38b16bf6b2b
+lijit.com, 270524, RESELLER, fafdf38b16bf6b2b
+appnexus.com, 3153, RESELLER, f5ab79cb980f11d1
+pubmatic.com, 159330, RESELLER, 5d62403b186f2ace
+33across.com, 0013300001qkdlwAAA, RESELLER
+google.com, pub-6314168058065736, RESELLER, f08c47fec0942fa0
+pubmatic.com, 32987, RESELLER, 5d62403b186f2ace
+google.com, pub-2290755540215120, RESELLER, f08c47fec0942fa0
+conversantmedia.com, 39882, DIRECT, 03113cd04947736d
+contextweb.com, 561998, RESELLER, 89ff185a4c4e857c
+pubmatic.com, 158100, RESELLER, 5d62403b186f2ace
+districtm.io, 101080, RESELLER
+adform.com, 2708, DIRECT, 9f5210a2f0999e32
+sparcmedia.com, 310627, Direct
+appnexus.com, 12263, RESELLER
+aps.amazon.com,094e2c86-72d9-47d6-a647-d95ce39ad4c7,DIRECT
+sovrn.com,217352,DIRECT,fafdf38b16bf6b2b
+lijit.com,217352,DIRECT,fafdf38b16bf6b2b
+pubmatic.com,157150,RESELLER,5d62403b186f2ace
+openx.com,540191398,RESELLER,6a698e2ec38604c6
+rubiconproject.com,18020,RESELLER,0bfd66d529a55807
+appnexus.com,1908,RESELLER,f5ab79cb980f11d1
+smaato.com,1100044650,RESELLER,07bcf65f187117b4
+adtech.com,12068,RESELLER,e1a5b5b6e3255540
+ad-generation.jp,12474,RESELLER,7f4ea9029ac04e53
+districtm.io,100962,RESELLER,3fd707be9c4527c3
+appnexus.com,3663,RESELLER,f5ab79cb980f11d1
+rhythmone.com,1654642120,RESELLER,a670c89d4a324e47
+yahoo.com,55029,RESELLER,e1a5b5b6e3255540
+gumgum.com,14141,RESELLER,ffdef49475d318a9
+pubmatic.com,160006,RESELLER,5d62403b186f2ace
+pubmatic.com,160096,RESELLER,5d62403b186f2ace
+amxrtb.com, 105199384, DIRECT
+appnexus.com, 12290, RESELLER, f5ab79cb980f11d1
+appnexus.com, 11786, RESELLER, f5ab79cb980f11d1
+indexexchange.com, 191503, RESELLER, 50b1c356f2c5c8fc
+lijit.com, 260380, RESELLER, fafdf38b16bf6b2b
+sovrn.com, 260380, RESELLER, fafdf38b16bf6b2b
+pubmatic.com, 158355 , RESELLER, 5d62403b186f2ace
+appnexus.com, 9393, RESELLER #Video #Display, f5ab79cb980f11d1
+appnexus.com, 11924, RESELLER, f5ab79cb980f11d1
+appnexus.com, 1356, RESELLER, f5ab79cb980f11d1
+openx.com, 538959099, RESELLER, 6a698e2ec38604c6
+rubiconproject.com, 17960, RESELLER, 0bfd66d529a55807
+indexexchange.com, 186046, RESELLER
+pubmatic.com, 158723, RESELLER, 5d62403b186f2ace
+33across.com, 0013300001kQj2HAAS, RESELLER, bbea06d9c4d2853c
+smaato.com, 1100047713, RESELLER, 07bcf65f187117b4
+yahoo.com, 57289, RESELLER,  e1a5b5b6e3255540
+indexexchange.com, 191973, RESELLER, 50b1c356f2c5c8fc
+rubiconproject.com, 21642, RESELLER, 0bfd66d529a55807
+rubiconproject.com, 17822, RESELLER, 0bfd66d529a55807
+districtm.io, 100835, DIRECT, 3fd707be9c4527c3
+appnexus.com, 3153, RESELLER
+conversantmedia.com, 40790, RESELLER, 03113cd04947736d
+gumgum.com, 13504, RESELLER, ffdef49475d318a9
+pubmatic.com, 79136 , RESELLER, 5d62403b186f2ace
+sharethrough.com, d09156e5, RESELLER, d53b998a7bd4ecd2
+Sekindo.com, 20749, DIRECT, b6b21d256ef43532
+spotxchange.com, 84294, RESELLER, 7842df1d2fe2db34
+spotx.tv, 84294, RESELLER, 7842df1d2fe2db34
+advertising.com, 7372, RESELLER
+advertising.com, 24410, RESELLER
+pubmatic.com, 156595, RESELLER, 5d62403b186f2ace
+google.com, pub-1320774679920841, RESELLER, f08c47fec0942fa0
+openx.com, 540258065, RESELLER, 6a698e2ec38604c6
+rubiconproject.com, 20130, RESELLER, 0bfd66d529a55807
+freewheel.tv, 19129, RESELLER
+freewheel.tv, 19133, RESELLER
+tremorhub.com, mb9eo-oqsbf, RESELLER, 1a4e959a1b50034a
+telaria.com, mb9eo-oqsbf, RESELLER, 1a4e959a1b50034a
+smartadserver.com, 3436, RESELLER
+indexexchange.com, 191923, RESELLER
+contextweb.com, 562350, RESELLER, 89ff185a4c4e857c
+pubmatic.com, 160131, RESELLER, 5d62403b186f2ace
+pubmatic.com, 160082 , RESELLER, 5d62403b186f2ace
+newormedia.com, 4908, DIRECT
+rhythmone.com,2310154583,DIRECT,a670c89d4a324e47
+video.unrulymedia.com, 2310154583, DIRECT
+indexexchange.com, 193351, DIRECT
+lijit.com, 217352-eb, DIRECT, fafdf38b16bf6b2b
+appnexus.com, 1360, RESELLER, f5ab79cb980f11d1
+openx.com, 538959099, RESELLER, 6a698e2ec38604c6
+pubmatic.com, 137711, RESELLER, 5d62403b186f2ace
+pubmatic.com, 156212, RESELLER, 5d62403b186f2ace
+rubiconproject.com, 17960, RESELLER, 0bfd66d529a55807
+synacor.com, 82350, RESELLER, e108f11b2cdf7d5b
+33across.com, 0014000001aXjnGAAS, RESELLER, bbea06d9c4d2853c # 33 Across
+adtech.com, 12094, RESELLER # 33 Across
+advangelists.com, 8d3bba7425e7c98c50f52ca1b52d3735, RESELLER, 60d26397ec060f98 # 33 Across
+appnexus.com, 10239, RESELLER, f5ab79cb980f11d1 # 33 Across
+emxdgt.com, 326, RESELLER, 1e1d41537f7cad7f # 33 Across
+google.com, pub-9557089510405422, RESELLER, f08c47fec0942fa0 # 33 Across
+gumgum.com, 13318, RESELLER, ffdef49475d318a9 # 33 Across
+openx.com, 537120563, RESELLER, 6a698e2ec38604c6 # 33 Across
+pubmatic.com, 156423, RESELLER, 5d62403b186f2ace # 33 Across
+rhythmone.com, 2439829435, RESELLER, a670c89d4a324e47 # 33 Across
+rubiconproject.com, 16414, RESELLER, 0bfd66d529a55807 # 33 Across
+advertising.com, 19623, RESELLER # AOL - One
+indexexchange.com, 183965, RESELLER, 50b1c356f2c5c8fc # AOL - One
+pubmatic.com, 156084, RESELLER, 5d62403b186f2ace # AOL - One
+pubmatic.com, 156325, RESELLER, 5d62403b186f2ace # AOL - One
+pubmatic.com, 156458, RESELLER, 5d62403b186f2ace # AOL - One
+rubiconproject.com, 18222, RESELLER, 0bfd66d529a55807 # AOL - One
+appnexus.com, 9316, RESELLER, f5ab79cb980f11d1 # AppNexus
+appnexus.com, 4052, RESELLER, f5ab79cb980f11d1 # Conversant
+conversantmedia.com, 20923, RESELLER # Conversant
+openx.com, 540031703, RESELLER, 6a698e2ec38604c6 # Conversant
+appnexus.com, 1908, RESELLER, f5ab79cb980f11d1 # DistrictM
+districtm.io, 101769, RESELLER, 3fd707be9c4527c3 # DistrictM
+google.com, pub-9685734445476814, RESELLER, f08c47fec0942fa0 # DistrictM
+engagebdr.com, 10417, RESELLER # EngageDBR
+improvedigital.com, 1669, RESELLER # ImproveDigital
+indexexchange.com, 191740, RESELLER, 50b1c356f2c5c8fc # Index
+themediagrid.com, P5JONV, RESELLER, 35d5010d7789b49d # Media Grid (IPONWEB)
+onetag.com, 572a470226457b8, RESELLER # OneTag
+openx.com, 540401713, RESELLER, 6a698e2ec38604c6 # OpenX
+pubmatic.com, 156344, RESELLER, 5d62403b186f2ace # Pubmatic
+advertising.com, 28605, RESELLER # RhythmOne
+appnexus.com, 6849, RESELLER, f5ab79cb980f11d1 # RhythmOne
+indexexchange.com, 182257, RESELLER, 50b1c356f2c5c8fc # RhythmOne
+pubmatic.com, 159277, RESELLER, 5d62403b186f2ace # RhythmOne
+rhythmone.com, 905992537, RESELLER, a670c89d4a324e47 # RhythmOne
+rubiconproject.com, 15268, RESELLER, 0bfd66d529a55807 # RhythmOne
+spotx.tv, 285547, RESELLER, 7842df1d2fe2db34 # RhythmOne
+spotxchange.com, 285547, RESELLER, 7842df1d2fe2db34 # RhythmOne
+video.unrulymedia.com, 905992537, RESELLER, a670c89d4a324e47 # RhythmOne
+rubiconproject.com, 13344, RESELLER, 0bfd66d529a55807 # Rubicon
+spotx.tv, 94794, RESELLER, 7842df1d2fe2db34 # SpotX
+spotxchange.com, 94794, RESELLER, 7842df1d2fe2db34 # SpotX
+advertising.com, 8603, RESELLER # Taboola
+aol.com, 53392, RESELLER # Taboola
+freewheel.tv, 799841, RESELLER # Taboola
+freewheel.tv, 799921, RESELLER # Taboola
+pubmatic.com, 156307, RESELLER, 5d62403b186f2ace # Taboola
+rhythmone.com, 1166984029, RESELLER, a670c89d4a324e47 # Taboola
+spotx.tv, 71451, RESELLER, 7842df1d2fe2db34 # Taboola
+spotxchange.com, 71451, RESELLER, 7842df1d2fe2db34 # Taboola
+tremorhub.com, z87wm, RESELLER, 1a4e959a1b50034a # Taboola
+aralego.com, par-488A3E6BD8D997D0ED8B3BD34D8BA4B, RESELLER # ucFunnel
+ucfunnel.com, par-488A3E6BD8D997D0ED8B3BD34D8BA4B, RESELLER # ucFunnel
+yahoo.com, 55317, RESELLER # Verizon
+pubnx.com, 337-1, RESELLER, 8728b7e97e589da4 # Vertoz
+contextweb.com, 561118, RESELLER, 89ff185a4c4e857c #yieldmo
+appnexus.com, 7911, RESELLER #yieldmo
+rubiconproject.com, 17070, RESELLER, 0bfd66d529a55807 #yieldmo
+pubnative.net, 1007284, RESELLER, d641df8625486a7b #yieldmodisplay
+pubnative.net, 1007285, RESELLER, d641df8625486a7b #yieldmonative
+pubnative.net, 1007286, RESELLER, d641df8625486a7b #yieldmovideo
+onetag.com, 664e107d9f2b748, RESELLER #yieldmo
+conversantmedia.com, 41812, DIRECT
+appnexus.com, 4052, RESELLER
+openx.com, 540031703, RESELLER, 6a698e2ec38604c6
+contextweb.com, 561998, RESELLER, 89ff185a4c4e857c
+pubmatic.com, 158100, RESELLER, 5d62403b186f2ace
+yahoo.com,  55771, RESELLER, e1a5b5b6e3255540
+appnexus.com, 7118, RESELLER
+spotx.tv, 108933, RESELLER, 7842df1d2fe2db34
+spotxchange.com, 108933, RESELLER, 7842df1d2fe2db34
+improvedigital.com, 185, RESELLER
+adform.com, 183, RESELLER
+freewheel.tv, 33081, RESELLER
+freewheel.tv, 33601, RESELLER
+google.com, pub-8172268348509349, RESELLER, f08c47fec0942fa0
+indexexchange.com, 189872, RESELLER
+openx.com, 541159484, RESELLER, 6a698e2ec38604c6
+gumgum.com,13174,DIRECT,ffdef49475d318a9
+appnexus.com,1001,reseller,f5ab79cb980f11d1
+appnexus.com,2758,reseller,f5ab79cb980f11d1
+bidtellect.com,1407,reseller,1c34aa2d85d45e93
+contextweb.com,558355,reseller
+openx.com,537149485,reseller,6a698e2ec38604c6
+google.com,pub-9557089510405422,reseller,f08c47fec0942fa0
+google.com,pub-3848273848634341,reseller,f08c47fec0942fa0
+rhythmone.com,78519861,reseller,a670c89d4a324e47
+appnexus.com,7597,reseller,f5ab79cb980f11d1
+33across.com,0013300001r0t9mAAA,reseller,bbea06d9c4d2853c
+appnexus.com,10239,reseller,f5ab79cb980f11d1
+pubmatic.com,157897,reseller,5d62403b186f2ace
+synacor.com,82151,reseller,e108f11b2cdf7d5b
+appnexus.com,9316,reseller,f5ab79cb980f11d1
+EMXDGT.com,1284,reseller,1e1d41537f7cad7f
+appnexus.com,1356,reseller,f5ab79cb980f11d1
+outbrain.com,00254374f0c468f3b2732db17fd42cb6e5,reseller
+aps.amazon.com,2840f06c-5d89-4853-a03e-3bfa567dd33c,reseller
+adtech.com, 10947, DIRECT, e1a5b5b6e3255540
+appnexus.com, 7556, DIRECT, f5ab79cb980f11d1
+emxdgt.com, 20, DIRECT, 1e1d41537f7cad7f
+indexexchange.com, 184914, DIRECT, 50b1c356f2c5c8fc
+indexexchange.com, 186248, DIRECT, 50b1c356f2c5c8fc
+lijit.com, 248396, DIRECT, fafdf38b16bf6b2b
+openx.com, 537150004, DIRECT, 6a698e2ec38604c6
+pubmatic.com, 156319, DIRECT, 5d62403b186f2ace
+sonobi.com, e55fb5d7c2, DIRECT, d1a215d9eb5aee9e
+sovrn.com, 248396, DIRECT, fafdf38b16bf6b2b
+tremorhub.com, vtrdn-wjdav, DIRECT, 1a4e959a1b50034a
+rubiconproject.com, 17632, DIRECT, 0bfd66d529a55807
+openx.com, 539699341, DIRECT, 6a698e2ec38604c6
+rubiconproject.com, 18890, DIRECT, 0bfd66d529a55807
+pubmatic.com, 157367, DIRECT, 5d62403b186f2ace
+indexexchange.com, 187454, DIRECT, 50b1c356f2c5c8fc
+consumable.com, 2000908, DIRECT, aefcd3d2f45b5070
+sonobi.com, 6e5cfb5420, DIRECT, d1a215d9eb5aee9e
+advertising.com, 28409, DIRECT, e1a5b5b6e3255540
+spotxchange.com, 270977, DIRECT, 7842df1d2fe2db34
+spotx.tv, 270977, DIRECT, 7842df1d2fe2db34
+telaria.com, vtrdn-wjdav, DIRECT, 1a4e959a1b50034a
+lijit.com, 248396-eb, DIRECT, fafdf38b16bf6b2b
+advertising.com, 28509, DIRECT, e1a5b5b6e3255540
+yahoo.com, 55104, DIRECT, e1a5b5b6e3255540
+pubmatic.com, 159117, DIRECT, 5d62403b186f2ace
+tremorhub.com, vtrdn-ysjam, DIRECT, 1a4e959a1b50034a
+telaria.com, vtrdn-ysjam, DIRECT,  1a4e959a1b50034a
+yahoo.com, 57695, DIRECT, e1a5b5b6e3255540

From 3240cd0c808a42da5540264fc0c8ad9a10533045 Mon Sep 17 00:00:00 2001
From: klml <m@klml.de>
Date: Tue, 26 Jan 2021 18:41:50 +0100
Subject: [PATCH 446/471] kennethreitzs essay repository-structure-and-python
 new URL

---
 docs/writing/structure.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index b8da9decd..69c9cf616 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -59,7 +59,7 @@ becoming intimately familiar with every nook and cranny. The layout is important
 Sample Repository
 :::::::::::::::::
 
-**tl;dr**: This is what `Kenneth Reitz recommended in 2013 <https://www.kennethreitz.org/essays/repository-structure-and-python>`__.
+**tl;dr**: This is what `Kenneth Reitz recommended in 2013 <https://kennethreitz.org/essays/2013/01/27/repository-structure-and-python>`__.
 
 This repository is `available on
 GitHub <https://github.com/kennethreitz/samplemod>`__.

From 266b4c4f42d444e23425167103d785739c220a52 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Tue, 2 Feb 2021 11:03:11 -0800
Subject: [PATCH 447/471] Update

---
 docs/_extra/ads.txt | 649 ++++++++++++++++++++------------------------
 1 file changed, 298 insertions(+), 351 deletions(-)

diff --git a/docs/_extra/ads.txt b/docs/_extra/ads.txt
index 1941fb277..52291a930 100644
--- a/docs/_extra/ads.txt
+++ b/docs/_extra/ads.txt
@@ -1,393 +1,340 @@
-google.com, pub-2802445174821308, RESELLER, f08c47fec0942fa0
-
-
-appnexus.com, 8692, DIRECT, f5ab79cb980f11d1
-
-
-districtm.io, 100835, DIRECT
-appnexus.com, 1908, RESELLER, f5ab79cb980f11d1
-google.com, pub-9685734445476814, RESELLER, f08c47fec0942fa0
-
-
-appnexus.com, 1613, reseller
-appnexus.com, 3326, reseller
-google.com, pub-1409765517756851, reseller
-google.com, pub-4075894099602271, reseller
-freewheel.tv, 146081, reseller
-rubiconproject.com, 8861, reseller, 0bfd66d529a55807
-
-
-aol.com, 11119, DIRECT
-adtech.com, 11341, DIRECT
-coxmt.com, 2000067907202, RESELLER
-Openx.com, 537143344, RESELLER
-indexexchange.com, 175407, RESELLER
-
-
-sonobi.com, 337f0e70cc, DIRECT
-rhythmone.com, 1059622079, RESELLER
-contextweb.com, 560606, RESELLER
-
-
-sovrn.com, 217352, DIRECT, fafdf38b16bf6b2b
-lijit.com, 217352, DIRECT, fafdf38b16bf6b2b
-openx.com, 537120960, RESELLER
-openx.com, 83499, RESELLER
-openx.com, 538959099, RESELLER
-pubmatic.com, 137711, RESELLER
-pubmatic.com, 156212, RESELLER
-pubmatic.com, 62483, RESELLER
-contextweb.com, 558511, RESELLER
-gumgum.com, 11645, RESELLER, ffdef49475d318a9
-
-
-openx.com,  539824308, RESELLER, 6a698e2ec38604c6
-
-
-rubiconproject.com, 17822, DIRECT, 0bfd66d529a55807
-
-
-gumgum.com, 13174, DIRECT, ffdef49475d318a9
+33across.com, 0010b00002Mpn7AAAR, DIRECT, bbea06d9c4d2853c
+33across.com, 0013300001kQj2HAAS, RESELLER, bbea06d9c4d2853c
+33across.com, 0013300001qkdlwAAA, RESELLER
 33across.com, 0013300001r0t9mAAA, RESELLER
+33across.com, 0014000001aXjnGAAS, RESELLER, bbea06d9c4d2853c # 33 Across
+33across.com,0013300001r0t9mAAA,reseller,bbea06d9c4d2853c
+ad-generation.jp,12474,RESELLER,7f4ea9029ac04e53
+adform.com, 183, RESELLER
+adform.com, 2708, DIRECT, 9f5210a2f0999e32
+adtech.com, 10947, DIRECT, e1a5b5b6e3255540
+adtech.com, 11095, RESELLER
+adtech.com, 11119, RESELLER
+adtech.com, 11208, RESELLER
+adtech.com, 11341, DIRECT
+adtech.com, 12094, RESELLER
+adtech.com, 12094, RESELLER # 33 Across
 adtech.com, 9904, RESELLER
+adtech.com,12068,RESELLER,e1a5b5b6e3255540
+advangelists.com, 8d3bba7425e7c98c50f52ca1b52d3735, RESELLER, 60d26397ec060f98
+advangelists.com, 8d3bba7425e7c98c50f52ca1b52d3735, RESELLER, 60d26397ec060f98 # 33 Across
+advertising.com, 11602, RESELLER
 Advertising.com, 16736, RESELLER
+advertising.com, 19623, RESELLER # AOL - One
+advertising.com, 24410, RESELLER
+advertising.com, 28409, DIRECT, e1a5b5b6e3255540
+advertising.com, 28509, DIRECT, e1a5b5b6e3255540
+advertising.com, 28605, RESELLER # RhythmOne
+advertising.com, 7372, RESELLER
+advertising.com, 8603, RESELLER # Taboola
+amxrtb.com, 105199384, DIRECT
+aol.com, 11119, DIRECT
+aol.com, 53392, RESELLER # Taboola
 aolcloud.net, 9904, RESELLER
 appnexus.com, 1001, RESELLER, f5ab79cb980f11d1
+appnexus.com, 10239, RESELLER, f5ab79cb980f11d1
+appnexus.com, 10239, RESELLER, f5ab79cb980f11d1 # 33 Across
+appnexus.com, 11786, RESELLER, f5ab79cb980f11d1
+appnexus.com, 11801, RESELLER
+appnexus.com, 11924, RESELLER, f5ab79cb980f11d1
+appnexus.com, 12061, RESELLER
+appnexus.com, 12263, RESELLER
+appnexus.com, 12290, RESELLER, f5ab79cb980f11d1
+appnexus.com, 12366, RESELLER, f5ab79cb980f11d1
+appnexus.com, 1314, RESELLER
+Appnexus.com, 1356, RESELLER, f5ab79cb980f11d1
+appnexus.com, 1360, RESELLER, f5ab79cb980f11d1
+appnexus.com, 1613, reseller
+appnexus.com, 1908, RESELLER
+appnexus.com, 1908, RESELLER, f5ab79cb980f11d1
+appnexus.com, 1908, RESELLER, f5ab79cb980f11d1 # DistrictM
 appnexus.com, 1942, RESELLER, f5ab79cb980f11d1
+appnexus.com, 2530, RESELLER
 appnexus.com, 2758, RESELLER, f5ab79cb980f11d1
 appnexus.com, 3135, RESELLER, f5ab79cb980f11d1
+appnexus.com, 3153, DIRECT
+appnexus.com, 3153, RESELLER
+appnexus.com, 3153, RESELLER, f5ab79cb980f11d1
+appnexus.com, 3326, reseller
+appnexus.com, 4052, RESELLER
+appnexus.com, 4052, RESELLER, f5ab79cb980f11d1 # Conversant
+appnexus.com, 6849, RESELLER, f5ab79cb980f11d1 # RhythmOne
+appnexus.com, 7118, RESELLER
+appnexus.com, 7556, DIRECT, f5ab79cb980f11d1
 appnexus.com, 7597, RESELLER, f5ab79cb980f11d1
+appnexus.com, 7911, RESELLER #yieldmo
+appnexus.com, 7944, RESELLER
+appnexus.com, 8692, DIRECT, f5ab79cb980f11d1
+appnexus.com, 9316, RESELLER, f5ab79cb980f11d1 # AppNexus
+appnexus.com, 9393, DIRECT
+appnexus.com, 9393, RESELLER #Video #Display, f5ab79cb980f11d1
+appnexus.com,1001,reseller,f5ab79cb980f11d1
+appnexus.com,10239,reseller,f5ab79cb980f11d1
+appnexus.com,1356,reseller,f5ab79cb980f11d1
+appnexus.com,1908,RESELLER,f5ab79cb980f11d1
+appnexus.com,2758,reseller,f5ab79cb980f11d1
+appnexus.com,3663,RESELLER,f5ab79cb980f11d1
+appnexus.com,7597,reseller,f5ab79cb980f11d1
+appnexus.com,9316,reseller,f5ab79cb980f11d1
+aps.amazon.com,094e2c86-72d9-47d6-a647-d95ce39ad4c7,DIRECT
+aps.amazon.com,2840f06c-5d89-4853-a03e-3bfa567dd33c,reseller
+aps.amazon.com,48266a61-b3d9-4cb7-b172-553abc6a42a4,DIRECT
+aralego.com, par-488A3E6BD8D997D0ED8B3BD34D8BA4B, RESELLER # ucFunnel
+audienciad.com, 202922, DIRECT
 bidtellect.com, 1407, RESELLER, 1c34aa2d85d45e93
+bidtellect.com,1407,reseller,1c34aa2d85d45e93
+brightcom.com, 20292, DIRECT
+ccoxmt.com, 2000067997702, RESELLER
+consumable.com, 2000908, DIRECT, aefcd3d2f45b5070
 contextweb.com, 558355, RESELLER
+contextweb.com, 558511, RESELLER
+contextweb.com, 560606, RESELLER
+contextweb.com, 560606, RESELLER, 89ff185a4c4e857
+contextweb.com, 560606, RESELLER, 89ff185a4c4e857c
+contextweb.com, 561118, RESELLER, 89ff185a4c4e857c #yieldmo
+contextweb.com, 561998, RESELLER, 89ff185a4c4e857c
+contextweb.com, 562350, RESELLER, 89ff185a4c4e857c
+contextweb.com,558355,reseller
+conversantmedia.com, 20923, RESELLER # Conversant
+conversantmedia.com, 39882, DIRECT, 03113cd04947736d
+conversantmedia.com, 40790, RESELLER, 03113cd04947736d
+conversantmedia.com, 41812, DIRECT
+coxmt.com, 2000067907202, RESELLER
 criteo.com, 109412, DIRECT, 9fac4a4a87c2a44f
+districtm.io, 100808, DIRECT
+districtm.io, 100835, DIRECT
+districtm.io, 100835, DIRECT, 3fd707be9c4527c3
+districtm.io, 101080, RESELLER
+districtm.io, 101769, RESELLER, 3fd707be9c4527c3 # DistrictM
+districtm.io,100962,RESELLER,3fd707be9c4527c3
+EMXDGT.com, 1133, DIRECT, 1e1d41537f7cad7f
+emxdgt.com, 20, DIRECT, 1e1d41537f7cad7f
+emxdgt.com, 326, RESELLER, 1e1d41537f7cad7f
+emxdgt.com, 326, RESELLER, 1e1d41537f7cad7f # 33 Across
+EMXDGT.com,1284,reseller,1e1d41537f7cad7f
+engagebdr.com, 10417, RESELLER # EngageDBR
+freewheel.tv, 146081, reseller
+freewheel.tv, 19129, RESELLER
+freewheel.tv, 19133, RESELLER
+freewheel.tv, 33081, RESELLER
+freewheel.tv, 33601, RESELLER
+freewheel.tv, 799841, RESELLER # Taboola
+freewheel.tv, 799921, RESELLER # Taboola
+google.com, pub-1320774679920841, RESELLER, f08c47fec0942fa0
+google.com, pub-1409765517756851, reseller
+google.com, pub-2290755540215120, RESELLER, f08c47fec0942fa0
+google.com, pub-2802445174821308, RESELLER, f08c47fec0942fa0
 google.com, pub-3848273848634341, RESELLER, f08c47fec0942fa0
+google.com, pub-4075894099602271, reseller
+google.com, pub-4207323757133151, RESELLER, f08c47fec0942fa0
+google.com, pub-4641608711979091, DIRECT, f08c47fec0942fa0
+google.com, pub-5231479214411897, RESELLER, f08c47fec0942fa0
+Google.com, pub-5995202563537249, RESELLER, f08c47fec0942fa0
+google.com, pub-6314168058065736, RESELLER, f08c47fec0942fa0
+google.com, pub-8172268348509349, RESELLER, f08c47fec0942fa0
 google.com, pub-9557089510405422, RESELLER, f08c47fec0942fa0
+google.com, pub-9557089510405422, RESELLER, f08c47fec0942fa0 # 33 Across
+google.com, pub-9685734445476814, RESELLER, f08c47fec0942fa0
+google.com, pub-9685734445476814, RESELLER, f08c47fec0942fa0 # DistrictM
+google.com,pub-3848273848634341,reseller,f08c47fec0942fa0
+google.com,pub-9557089510405422,reseller,f08c47fec0942fa0
+gumgum.com, 11645, RESELLER, ffdef49475d318a9
+gumgum.com, 13174, DIRECT, ffdef49475d318a9
+gumgum.com, 13318, RESELLER, ffdef49475d318a9
+gumgum.com, 13318, RESELLER, ffdef49475d318a9 # 33 Across
+gumgum.com, 13504, RESELLER, ffdef49475d318a9
+gumgum.com,13174,DIRECT,ffdef49475d318a9
+gumgum.com,14141,RESELLER,ffdef49475d318a9
+improvedigital.com, 1362, RESELLER
+improvedigital.com, 1669, RESELLER # ImproveDigital
+improvedigital.com, 185, RESELLER
+indexexchange.com, 175407, RESELLER
 indexexchange.com, 177754, RESELLER, 50b1c356f2c5c8fc
+indexexchange.com, 182257, RESELLER, 50b1c356f2c5c8fc # RhythmOne
+indexexchange.com, 183965, RESELLER, 50b1c356f2c5c8fc # AOL - One
+indexexchange.com, 184914, DIRECT, 50b1c356f2c5c8fc
+indexexchange.com, 186046, RESELLER
+indexexchange.com, 186248, DIRECT, 50b1c356f2c5c8fc
+indexexchange.com, 187196, DIRECT
+indexexchange.com, 187454, DIRECT, 50b1c356f2c5c8fc
+indexexchange.com, 189744, RESELLER
+indexexchange.com, 189872, RESELLER
+indexexchange.com, 191503, RESELLER, 50b1c356f2c5c8fc
+indexexchange.com, 191740, RESELLER, 50b1c356f2c5c8fc # Index
+indexexchange.com, 191923, RESELLER
+indexexchange.com, 191973, RESELLER, 50b1c356f2c5c8fc
+indexexchange.com, 193351, DIRECT
+lijit.com, 217352, DIRECT, fafdf38b16bf6b2b
+lijit.com, 217352-eb, DIRECT, fafdf38b16bf6b2b
+lijit.com, 248396, DIRECT, fafdf38b16bf6b2b
+lijit.com, 248396-eb, DIRECT, fafdf38b16bf6b2b
+lijit.com, 260380, RESELLER, fafdf38b16bf6b2b
+lijit.com, 270524, RESELLER, fafdf38b16bf6b2b
+lijit.com,217352,DIRECT,fafdf38b16bf6b2b
 lkqd.com, 470, RESELLER, 59c49fa9598a0117
 lkqd.net, 470, RESELLER, 59c49fa9598a0117
+Newormedia.com, 2169, DIRECT
+newormedia.com, 4908, DIRECT
+onetag.com, 572a470226457b8, RESELLER # OneTag
+onetag.com, 664e107d9f2b748, RESELLER #yieldmo
+onomagic.com, 202921, DIRECT
+openx.com,  539824308, RESELLER, 6a698e2ec38604c6
 openx.com, 537120563, RESELLER, 6a698e2ec38604c6
+openx.com, 537120563, RESELLER, 6a698e2ec38604c6 # 33 Across
+openx.com, 537120960, RESELLER
+openx.com, 537127577, RESELLER, 6a698e2ec38604c6
+Openx.com, 537143344, RESELLER
 openx.com, 537149485, RESELLER, 6a698e2ec38604c6
+openx.com, 537150004, DIRECT, 6a698e2ec38604c6
+openx.com, 537153209, RESELLER, 6a698e2ec38604c6
+openx.com, 538959099, RESELLER
+openx.com, 538959099, RESELLER, 6a698e2ec38604c6
+openx.com, 539699341, DIRECT, 6a698e2ec38604c6
+openx.com, 539824308, RESELLER, 6a698e2ec38604c6
 openx.com, 540003333, RESELLER, 6a698e2ec38604c6
-outbrain.com, 01a755b08c8c22b15d46a8b753ab6955d4, RESELLER
+openx.com, 540031703, RESELLER, 6a698e2ec38604c6
+openx.com, 540031703, RESELLER, 6a698e2ec38604c6 # Conversant
+openx.com, 540258065, RESELLER, 6a698e2ec38604c6
+openx.com, 540274407, RESELLER, 6a698e2ec38604c6
+openx.com, 540337213, RESELLER, 6a698e2ec38604c6
+openx.com, 540401713, RESELLER, 6a698e2ec38604c6 # OpenX
+openx.com, 541159484, RESELLER, 6a698e2ec38604c6
+openx.com, 542511596, RESELLER, 6a698e2ec38604c6
+openx.com, 83499, RESELLER
+openx.com,537149485,reseller,6a698e2ec38604c6
+openx.com,540191398,RESELLER,6a698e2ec38604c6
+openx.com,540833447, RESELLER, 6a698e2ec38604c6
 outbrain.com, 01a755b08c8c22b15d46a8b753ab6955d4, DIRECT
+outbrain.com, 01a755b08c8c22b15d46a8b753ab6955d4, RESELLER
+outbrain.com,00254374f0c468f3b2732db17fd42cb6e5,reseller
+pubmatic.com, 137711, RESELLER
+pubmatic.com, 137711, RESELLER, 5d62403b186f2ace
+pubmatic.com, 156084, RESELLER, 5d62403b186f2ace # AOL - One
+pubmatic.com, 156212, RESELLER
+pubmatic.com, 156212, RESELLER, 5d62403b186f2ace
+pubmatic.com, 156307, RESELLER, 5d62403b186f2ace # Taboola
+pubmatic.com, 156319, DIRECT, 5d62403b186f2ace
+pubmatic.com, 156325, RESELLER, 5d62403b186f2ace # AOL - One
+pubmatic.com, 156344, RESELLER, 5d62403b186f2ace # Pubmatic
+pubmatic.com, 156423, RESELLER, 5d62403b186f2ace
+pubmatic.com, 156423, RESELLER, 5d62403b186f2ace # 33 Across
+pubmatic.com, 156458, RESELLER, 5d62403b186f2ace # AOL - One
+pubmatic.com, 156557, RESELLER
+pubmatic.com, 156595, RESELLER, 5d62403b186f2ace
+pubmatic.com, 157367, DIRECT, 5d62403b186f2ace
+pubmatic.com, 158100, RESELLER, 5d62403b186f2ace
+pubmatic.com, 158355 , RESELLER, 5d62403b186f2ace
+pubmatic.com, 158723, RESELLER, 5d62403b186f2ace
+pubmatic.com, 159117, DIRECT, 5d62403b186f2ace
+pubmatic.com, 159277, RESELLER, 5d62403b186f2ace # RhythmOne
+pubmatic.com, 159330, RESELLER, 5d62403b186f2ace
+pubmatic.com, 159477,RESELLER,5d62403b186f2ace
+pubmatic.com, 160082 , RESELLER, 5d62403b186f2ace
+pubmatic.com, 160131, RESELLER, 5d62403b186f2ace
+pubmatic.com, 32987, RESELLER, 5d62403b186f2ace
 pubmatic.com, 50758, RESELLER, 5d62403b186f2ace
+pubmatic.com, 62483, RESELLER
+pubmatic.com, 79136 , RESELLER, 5d62403b186f2ace
+pubmatic.com,157150,RESELLER,5d62403b186f2ace
+pubmatic.com,157897,reseller,5d62403b186f2ace
+pubmatic.com,160006,RESELLER,5d62403b186f2ace
+pubmatic.com,160096,RESELLER,5d62403b186f2ace
+pubnative.net, 1007284, RESELLER, d641df8625486a7b #yieldmodisplay
+pubnative.net, 1007285, RESELLER, d641df8625486a7b #yieldmonative
+pubnative.net, 1007286, RESELLER, d641df8625486a7b #yieldmovideo
+pubnx.com, 337-1, RESELLER, 8728b7e97e589da4 # Vertoz
 revcontent.com, 76611, RESELLER
-rhythmone.com, 78519861, RESELLER
-smaato.com, 1100033117, RESELLER
-spotx.tv, 147949, RESELLER, 7842df1d2fe2db34
-spotxchange.com, 147949, RESELLER, 7842df1d2fe2db34
-springserve.com, 686, DIRECT, a24eb641fc82e93d
-
-
-indexexchange.com, 187196, DIRECT
-
+rhythmone.com, 1059622079, RESELLER
 rhythmone.com, 1059622079, RESELLER, a670c89d4a324e47
-contextweb.com, 560606, RESELLER, 89ff185a4c4e857
-ccoxmt.com, 2000067997702, RESELLER
-adtech.com, 11119, RESELLER
-33across.com, 0013300001r0t9mAAA, RESELLER
-adtech.com, 9904, RESELLER
-Advertising.com, 16736, RESELLER
-aolcloud.net, 9904, RESELLER
-appnexus.com, 7597, RESELLER, f5ab79cb980f11d1
-bidtellect.com, 1407, RESELLER, 1c34aa2d85d45e93
-contextweb.com, 558355, RESELLER
-criteo.com, 109412, DIRECT, 9fac4a4a87c2a44f
-indexexchange.com, 177754, RESELLER, 50b1c356f2c5c8fc
-lkqd.com, 470, RESELLER, 59c49fa9598a0117
-lkqd.net, 470, RESELLER, 59c49fa9598a0117
-outbrain.com, 01a755b08c8c22b15d46a8b753ab6955d4, RESELLER
-outbrain.com, 01a755b08c8c22b15d46a8b753ab6955d4, DIRECT
-revcontent.com, 76611, RESELLER
-smaato.com, 1100033117, RESELLER
-spotx.tv, 147949, RESELLER, 7842df1d2fe2db34
-spotxchange.com, 147949, RESELLER, 7842df1d2fe2db34
-springserve.com, 686, DIRECT, a24eb641fc82e93d
-
-33across.com, 0010b00002Mpn7AAAR, DIRECT, bbea06d9c4d2853c
-rubiconproject.com, 16414, RESELLER, 0bfd66d529a55807
-pubmatic.com, 156423, RESELLER, 5d62403b186f2ace
-appnexus.com, 10239, RESELLER, f5ab79cb980f11d1
-openx.com, 537120563, RESELLER, 6a698e2ec38604c6
-rhythmone.com, 2439829435, RESELLER, a670c89d4a324e47
-emxdgt.com, 326, RESELLER, 1e1d41537f7cad7f
-gumgum.com, 13318, RESELLER, ffdef49475d318a9
-adtech.com, 12094, RESELLER
-advangelists.com, 8d3bba7425e7c98c50f52ca1b52d3735, RESELLER, 60d26397ec060f98
-EMXDGT.com, 1133, DIRECT, 1e1d41537f7cad7f
-Appnexus.com, 1356, RESELLER, f5ab79cb980f11d1
-Google.com, pub-5995202563537249, RESELLER, f08c47fec0942fa0
-sharethrough.com, 3a0f657b, DIRECT, d53b998a7bd4ecd2
-spotxchange.com, 212457, RESELLER
-spotx.tv, 212457, RESELLER
-pubmatic.com, 156557, RESELLER
-rubiconproject.com, 18694, RESELLER, 0bfd66d529a55807
-openx.com, 540274407, RESELLER, 6a698e2ec38604c6
-appnexus.com, 2530, RESELLER
-appnexus.com, 3153, DIRECT
-advertising.com, 11602, RESELLER
-vertamedia.com, 287605, DIRECT, 7de89dc7742b5b11
-vertamedia.com, 287605, RESELLER, 7de89dc7742b5b11
-appnexus.com, 9393, DIRECT
-adtech.com, 11095, RESELLER
-coxmt.com, 2000067907202, RESELLER
-openx.com, 537143344, RESELLER
-indexexchange.com, 175407, RESELLER
-districtm.io, 100808, DIRECT
-appnexus.com, 7944, RESELLER
-appnexus.com, 1908, RESELLER
-openx.com, 537127577, RESELLER, 6a698e2ec38604c6
-openx.com, 540337213, RESELLER, 6a698e2ec38604c6
 rhythmone.com, 1114124056, RESELLER, a670c89d4a324e47
+rhythmone.com, 1166984029, RESELLER, a670c89d4a324e47 # Taboola
 rhythmone.com, 2241341073, RESELLER, a670c89d4a324e47
+rhythmone.com, 2310154583, DIRECT, a670c89d4a324e47
+rhythmone.com, 2439829435, RESELLER, a670c89d4a324e47
+rhythmone.com, 2439829435, RESELLER, a670c89d4a324e47 # 33 Across
+rhythmone.com, 78519861, RESELLER
+rhythmone.com, 905992537, RESELLER, a670c89d4a324e47 # RhythmOne
+rhythmone.com,1654642120,RESELLER,a670c89d4a324e47
+rhythmone.com,2310154583,DIRECT,a670c89d4a324e47
+rhythmone.com,78519861,reseller,a670c89d4a324e47
 rtk.io, 819, DIRECT
+rubiconproject.com, 13344, RESELLER, 0bfd66d529a55807 # Rubicon
+rubiconproject.com, 15268, RESELLER, 0bfd66d529a55807 # RhythmOne
+rubiconproject.com, 16414, RESELLER, 0bfd66d529a55807
+rubiconproject.com, 16414, RESELLER, 0bfd66d529a55807 # 33 Across
+rubiconproject.com, 17070, RESELLER, 0bfd66d529a55807 #yieldmo
+rubiconproject.com, 17632, DIRECT, 0bfd66d529a55807
 rubiconproject.com, 17790, RESELLER, 0bfd66d529a55807
 rubiconproject.com, 17792, RESELLER, 0bfd66d529a55807
-
-triplelift.com, 7205, DIRECT, 6c33edb13117fd86
-appnexus.com, 1314, RESELLER
-spotxchange.com, 228454, RESELLER, 7842df1d2fe2db34
-spotx.tv, 228454, RESELLER, 7842df1d2fe2db34
-
-google.com, pub-4641608711979091, DIRECT, f08c47fec0942fa0
-Newormedia.com, 2169, DIRECT
-
-yieldmo.com, 2417496099628458357, DIRECT
-rhythmone.com, 2310154583, DIRECT, a670c89d4a324e47
-
-openx.com, 539824308, RESELLER, 6a698e2ec38604c6
-openx.com, 542511596, RESELLER, 6a698e2ec38604c6
-teads.tv, 19014, DIRECT, 15a9c44f6d26cbe1
-brightcom.com, 20292, DIRECT
-onomagic.com, 202921, DIRECT
-audienciad.com, 202922, DIRECT
-aps.amazon.com,48266a61-b3d9-4cb7-b172-553abc6a42a4,DIRECT
-google.com, pub-5231479214411897, RESELLER, f08c47fec0942fa0
-google.com, pub-4207323757133151, RESELLER, f08c47fec0942fa0
-appnexus.com, 11801, RESELLER
-appnexus.com, 12061, RESELLER
-adtech.com, 11208, RESELLER
-pubmatic.com, 159477,RESELLER,5d62403b186f2ace
-appnexus.com, 12366, RESELLER, f5ab79cb980f11d1
-indexexchange.com, 189744, RESELLER
+rubiconproject.com, 17822, DIRECT, 0bfd66d529a55807
+rubiconproject.com, 17822, RESELLER, 0bfd66d529a55807
+rubiconproject.com, 17960, RESELLER, 0bfd66d529a55807
+rubiconproject.com, 18222, RESELLER, 0bfd66d529a55807 # AOL - One
+rubiconproject.com, 18694, RESELLER, 0bfd66d529a55807
+rubiconproject.com, 18890, DIRECT, 0bfd66d529a55807
+rubiconproject.com, 20130, RESELLER, 0bfd66d529a55807
 rubiconproject.com, 20416, RESELLER, 0bfd66d529a55807
 rubiconproject.com, 21310,  RESELLER , 0bfd66d529a55807
-openx.com, 537153209, RESELLER, 6a698e2ec38604c6
-sonobi.com, 37dd19ad4a, RESELLER, d1a215d9eb5aee9e
-contextweb.com, 560606, RESELLER, 89ff185a4c4e857c
-openx.com,540833447, RESELLER, 6a698e2ec38604c6
-improvedigital.com, 1362, RESELLER
-sovrn.com, 270524, RESELLER, fafdf38b16bf6b2b
-lijit.com, 270524, RESELLER, fafdf38b16bf6b2b
-appnexus.com, 3153, RESELLER, f5ab79cb980f11d1
-pubmatic.com, 159330, RESELLER, 5d62403b186f2ace
-33across.com, 0013300001qkdlwAAA, RESELLER
-google.com, pub-6314168058065736, RESELLER, f08c47fec0942fa0
-pubmatic.com, 32987, RESELLER, 5d62403b186f2ace
-google.com, pub-2290755540215120, RESELLER, f08c47fec0942fa0
-conversantmedia.com, 39882, DIRECT, 03113cd04947736d
-contextweb.com, 561998, RESELLER, 89ff185a4c4e857c
-pubmatic.com, 158100, RESELLER, 5d62403b186f2ace
-districtm.io, 101080, RESELLER
-adform.com, 2708, DIRECT, 9f5210a2f0999e32
-sparcmedia.com, 310627, Direct
-appnexus.com, 12263, RESELLER
-aps.amazon.com,094e2c86-72d9-47d6-a647-d95ce39ad4c7,DIRECT
-sovrn.com,217352,DIRECT,fafdf38b16bf6b2b
-lijit.com,217352,DIRECT,fafdf38b16bf6b2b
-pubmatic.com,157150,RESELLER,5d62403b186f2ace
-openx.com,540191398,RESELLER,6a698e2ec38604c6
-rubiconproject.com,18020,RESELLER,0bfd66d529a55807
-appnexus.com,1908,RESELLER,f5ab79cb980f11d1
-smaato.com,1100044650,RESELLER,07bcf65f187117b4
-adtech.com,12068,RESELLER,e1a5b5b6e3255540
-ad-generation.jp,12474,RESELLER,7f4ea9029ac04e53
-districtm.io,100962,RESELLER,3fd707be9c4527c3
-appnexus.com,3663,RESELLER,f5ab79cb980f11d1
-rhythmone.com,1654642120,RESELLER,a670c89d4a324e47
-yahoo.com,55029,RESELLER,e1a5b5b6e3255540
-gumgum.com,14141,RESELLER,ffdef49475d318a9
-pubmatic.com,160006,RESELLER,5d62403b186f2ace
-pubmatic.com,160096,RESELLER,5d62403b186f2ace
-amxrtb.com, 105199384, DIRECT
-appnexus.com, 12290, RESELLER, f5ab79cb980f11d1
-appnexus.com, 11786, RESELLER, f5ab79cb980f11d1
-indexexchange.com, 191503, RESELLER, 50b1c356f2c5c8fc
-lijit.com, 260380, RESELLER, fafdf38b16bf6b2b
-sovrn.com, 260380, RESELLER, fafdf38b16bf6b2b
-pubmatic.com, 158355 , RESELLER, 5d62403b186f2ace
-appnexus.com, 9393, RESELLER #Video #Display, f5ab79cb980f11d1
-appnexus.com, 11924, RESELLER, f5ab79cb980f11d1
-appnexus.com, 1356, RESELLER, f5ab79cb980f11d1
-openx.com, 538959099, RESELLER, 6a698e2ec38604c6
-rubiconproject.com, 17960, RESELLER, 0bfd66d529a55807
-indexexchange.com, 186046, RESELLER
-pubmatic.com, 158723, RESELLER, 5d62403b186f2ace
-33across.com, 0013300001kQj2HAAS, RESELLER, bbea06d9c4d2853c
-smaato.com, 1100047713, RESELLER, 07bcf65f187117b4
-yahoo.com, 57289, RESELLER,  e1a5b5b6e3255540
-indexexchange.com, 191973, RESELLER, 50b1c356f2c5c8fc
 rubiconproject.com, 21642, RESELLER, 0bfd66d529a55807
-rubiconproject.com, 17822, RESELLER, 0bfd66d529a55807
-districtm.io, 100835, DIRECT, 3fd707be9c4527c3
-appnexus.com, 3153, RESELLER
-conversantmedia.com, 40790, RESELLER, 03113cd04947736d
-gumgum.com, 13504, RESELLER, ffdef49475d318a9
-pubmatic.com, 79136 , RESELLER, 5d62403b186f2ace
-sharethrough.com, d09156e5, RESELLER, d53b998a7bd4ecd2
+rubiconproject.com, 8861, reseller, 0bfd66d529a55807
+rubiconproject.com,18020,RESELLER,0bfd66d529a55807
 Sekindo.com, 20749, DIRECT, b6b21d256ef43532
-spotxchange.com, 84294, RESELLER, 7842df1d2fe2db34
-spotx.tv, 84294, RESELLER, 7842df1d2fe2db34
-advertising.com, 7372, RESELLER
-advertising.com, 24410, RESELLER
-pubmatic.com, 156595, RESELLER, 5d62403b186f2ace
-google.com, pub-1320774679920841, RESELLER, f08c47fec0942fa0
-openx.com, 540258065, RESELLER, 6a698e2ec38604c6
-rubiconproject.com, 20130, RESELLER, 0bfd66d529a55807
-freewheel.tv, 19129, RESELLER
-freewheel.tv, 19133, RESELLER
-tremorhub.com, mb9eo-oqsbf, RESELLER, 1a4e959a1b50034a
-telaria.com, mb9eo-oqsbf, RESELLER, 1a4e959a1b50034a
+sharethrough.com, 3a0f657b, DIRECT, d53b998a7bd4ecd2
+sharethrough.com, d09156e5, RESELLER, d53b998a7bd4ecd2
+smaato.com, 1100033117, RESELLER
+smaato.com, 1100047713, RESELLER, 07bcf65f187117b4
+smaato.com,1100044650,RESELLER,07bcf65f187117b4
 smartadserver.com, 3436, RESELLER
-indexexchange.com, 191923, RESELLER
-contextweb.com, 562350, RESELLER, 89ff185a4c4e857c
-pubmatic.com, 160131, RESELLER, 5d62403b186f2ace
-pubmatic.com, 160082 , RESELLER, 5d62403b186f2ace
-newormedia.com, 4908, DIRECT
-rhythmone.com,2310154583,DIRECT,a670c89d4a324e47
-video.unrulymedia.com, 2310154583, DIRECT
-indexexchange.com, 193351, DIRECT
-lijit.com, 217352-eb, DIRECT, fafdf38b16bf6b2b
-appnexus.com, 1360, RESELLER, f5ab79cb980f11d1
-openx.com, 538959099, RESELLER, 6a698e2ec38604c6
-pubmatic.com, 137711, RESELLER, 5d62403b186f2ace
-pubmatic.com, 156212, RESELLER, 5d62403b186f2ace
-rubiconproject.com, 17960, RESELLER, 0bfd66d529a55807
-synacor.com, 82350, RESELLER, e108f11b2cdf7d5b
-33across.com, 0014000001aXjnGAAS, RESELLER, bbea06d9c4d2853c # 33 Across
-adtech.com, 12094, RESELLER # 33 Across
-advangelists.com, 8d3bba7425e7c98c50f52ca1b52d3735, RESELLER, 60d26397ec060f98 # 33 Across
-appnexus.com, 10239, RESELLER, f5ab79cb980f11d1 # 33 Across
-emxdgt.com, 326, RESELLER, 1e1d41537f7cad7f # 33 Across
-google.com, pub-9557089510405422, RESELLER, f08c47fec0942fa0 # 33 Across
-gumgum.com, 13318, RESELLER, ffdef49475d318a9 # 33 Across
-openx.com, 537120563, RESELLER, 6a698e2ec38604c6 # 33 Across
-pubmatic.com, 156423, RESELLER, 5d62403b186f2ace # 33 Across
-rhythmone.com, 2439829435, RESELLER, a670c89d4a324e47 # 33 Across
-rubiconproject.com, 16414, RESELLER, 0bfd66d529a55807 # 33 Across
-advertising.com, 19623, RESELLER # AOL - One
-indexexchange.com, 183965, RESELLER, 50b1c356f2c5c8fc # AOL - One
-pubmatic.com, 156084, RESELLER, 5d62403b186f2ace # AOL - One
-pubmatic.com, 156325, RESELLER, 5d62403b186f2ace # AOL - One
-pubmatic.com, 156458, RESELLER, 5d62403b186f2ace # AOL - One
-rubiconproject.com, 18222, RESELLER, 0bfd66d529a55807 # AOL - One
-appnexus.com, 9316, RESELLER, f5ab79cb980f11d1 # AppNexus
-appnexus.com, 4052, RESELLER, f5ab79cb980f11d1 # Conversant
-conversantmedia.com, 20923, RESELLER # Conversant
-openx.com, 540031703, RESELLER, 6a698e2ec38604c6 # Conversant
-appnexus.com, 1908, RESELLER, f5ab79cb980f11d1 # DistrictM
-districtm.io, 101769, RESELLER, 3fd707be9c4527c3 # DistrictM
-google.com, pub-9685734445476814, RESELLER, f08c47fec0942fa0 # DistrictM
-engagebdr.com, 10417, RESELLER # EngageDBR
-improvedigital.com, 1669, RESELLER # ImproveDigital
-indexexchange.com, 191740, RESELLER, 50b1c356f2c5c8fc # Index
-themediagrid.com, P5JONV, RESELLER, 35d5010d7789b49d # Media Grid (IPONWEB)
-onetag.com, 572a470226457b8, RESELLER # OneTag
-openx.com, 540401713, RESELLER, 6a698e2ec38604c6 # OpenX
-pubmatic.com, 156344, RESELLER, 5d62403b186f2ace # Pubmatic
-advertising.com, 28605, RESELLER # RhythmOne
-appnexus.com, 6849, RESELLER, f5ab79cb980f11d1 # RhythmOne
-indexexchange.com, 182257, RESELLER, 50b1c356f2c5c8fc # RhythmOne
-pubmatic.com, 159277, RESELLER, 5d62403b186f2ace # RhythmOne
-rhythmone.com, 905992537, RESELLER, a670c89d4a324e47 # RhythmOne
-rubiconproject.com, 15268, RESELLER, 0bfd66d529a55807 # RhythmOne
+sonobi.com, 337f0e70cc, DIRECT
+sonobi.com, 37dd19ad4a, RESELLER, d1a215d9eb5aee9e
+sonobi.com, 6e5cfb5420, DIRECT, d1a215d9eb5aee9e
+sonobi.com, e55fb5d7c2, DIRECT, d1a215d9eb5aee9e
+sovrn.com, 217352, DIRECT, fafdf38b16bf6b2b
+sovrn.com, 248396, DIRECT, fafdf38b16bf6b2b
+sovrn.com, 260380, RESELLER, fafdf38b16bf6b2b
+sovrn.com, 270524, RESELLER, fafdf38b16bf6b2b
+sovrn.com,217352,DIRECT,fafdf38b16bf6b2b
+sparcmedia.com, 310627, Direct
+spotx.tv, 108933, RESELLER, 7842df1d2fe2db34
+spotx.tv, 147949, RESELLER, 7842df1d2fe2db34
+spotx.tv, 212457, RESELLER
+spotx.tv, 228454, RESELLER, 7842df1d2fe2db34
+spotx.tv, 270977, DIRECT, 7842df1d2fe2db34
 spotx.tv, 285547, RESELLER, 7842df1d2fe2db34 # RhythmOne
-spotxchange.com, 285547, RESELLER, 7842df1d2fe2db34 # RhythmOne
-video.unrulymedia.com, 905992537, RESELLER, a670c89d4a324e47 # RhythmOne
-rubiconproject.com, 13344, RESELLER, 0bfd66d529a55807 # Rubicon
-spotx.tv, 94794, RESELLER, 7842df1d2fe2db34 # SpotX
-spotxchange.com, 94794, RESELLER, 7842df1d2fe2db34 # SpotX
-advertising.com, 8603, RESELLER # Taboola
-aol.com, 53392, RESELLER # Taboola
-freewheel.tv, 799841, RESELLER # Taboola
-freewheel.tv, 799921, RESELLER # Taboola
-pubmatic.com, 156307, RESELLER, 5d62403b186f2ace # Taboola
-rhythmone.com, 1166984029, RESELLER, a670c89d4a324e47 # Taboola
 spotx.tv, 71451, RESELLER, 7842df1d2fe2db34 # Taboola
+spotx.tv, 84294, RESELLER, 7842df1d2fe2db34
+spotx.tv, 94794, RESELLER, 7842df1d2fe2db34 # SpotX
+spotxchange.com, 108933, RESELLER, 7842df1d2fe2db34
+spotxchange.com, 147949, RESELLER, 7842df1d2fe2db34
+spotxchange.com, 212457, RESELLER
+spotxchange.com, 228454, RESELLER, 7842df1d2fe2db34
+spotxchange.com, 270977, DIRECT, 7842df1d2fe2db34
+spotxchange.com, 285547, RESELLER, 7842df1d2fe2db34 # RhythmOne
 spotxchange.com, 71451, RESELLER, 7842df1d2fe2db34 # Taboola
+spotxchange.com, 84294, RESELLER, 7842df1d2fe2db34
+spotxchange.com, 94794, RESELLER, 7842df1d2fe2db34 # SpotX
+springserve.com, 686, DIRECT, a24eb641fc82e93d
+synacor.com, 82350, RESELLER, e108f11b2cdf7d5b
+synacor.com,82151,reseller,e108f11b2cdf7d5b
+teads.tv, 19014, DIRECT, 15a9c44f6d26cbe1
+telaria.com, mb9eo-oqsbf, RESELLER, 1a4e959a1b50034a
+telaria.com, vtrdn-wjdav, DIRECT, 1a4e959a1b50034a
+telaria.com, vtrdn-ysjam, DIRECT,  1a4e959a1b50034a
+themediagrid.com, P5JONV, RESELLER, 35d5010d7789b49d # Media Grid (IPONWEB)
+tremorhub.com, mb9eo-oqsbf, RESELLER, 1a4e959a1b50034a
+tremorhub.com, vtrdn-wjdav, DIRECT, 1a4e959a1b50034a
+tremorhub.com, vtrdn-ysjam, DIRECT, 1a4e959a1b50034a
 tremorhub.com, z87wm, RESELLER, 1a4e959a1b50034a # Taboola
-aralego.com, par-488A3E6BD8D997D0ED8B3BD34D8BA4B, RESELLER # ucFunnel
+triplelift.com, 7205, DIRECT, 6c33edb13117fd86
 ucfunnel.com, par-488A3E6BD8D997D0ED8B3BD34D8BA4B, RESELLER # ucFunnel
-yahoo.com, 55317, RESELLER # Verizon
-pubnx.com, 337-1, RESELLER, 8728b7e97e589da4 # Vertoz
-contextweb.com, 561118, RESELLER, 89ff185a4c4e857c #yieldmo
-appnexus.com, 7911, RESELLER #yieldmo
-rubiconproject.com, 17070, RESELLER, 0bfd66d529a55807 #yieldmo
-pubnative.net, 1007284, RESELLER, d641df8625486a7b #yieldmodisplay
-pubnative.net, 1007285, RESELLER, d641df8625486a7b #yieldmonative
-pubnative.net, 1007286, RESELLER, d641df8625486a7b #yieldmovideo
-onetag.com, 664e107d9f2b748, RESELLER #yieldmo
-conversantmedia.com, 41812, DIRECT
-appnexus.com, 4052, RESELLER
-openx.com, 540031703, RESELLER, 6a698e2ec38604c6
-contextweb.com, 561998, RESELLER, 89ff185a4c4e857c
-pubmatic.com, 158100, RESELLER, 5d62403b186f2ace
+vertamedia.com, 287605, DIRECT, 7de89dc7742b5b11
+vertamedia.com, 287605, RESELLER, 7de89dc7742b5b11
+video.unrulymedia.com, 2310154583, DIRECT
+video.unrulymedia.com, 905992537, RESELLER, a670c89d4a324e47 # RhythmOne
 yahoo.com,  55771, RESELLER, e1a5b5b6e3255540
-appnexus.com, 7118, RESELLER
-spotx.tv, 108933, RESELLER, 7842df1d2fe2db34
-spotxchange.com, 108933, RESELLER, 7842df1d2fe2db34
-improvedigital.com, 185, RESELLER
-adform.com, 183, RESELLER
-freewheel.tv, 33081, RESELLER
-freewheel.tv, 33601, RESELLER
-google.com, pub-8172268348509349, RESELLER, f08c47fec0942fa0
-indexexchange.com, 189872, RESELLER
-openx.com, 541159484, RESELLER, 6a698e2ec38604c6
-gumgum.com,13174,DIRECT,ffdef49475d318a9
-appnexus.com,1001,reseller,f5ab79cb980f11d1
-appnexus.com,2758,reseller,f5ab79cb980f11d1
-bidtellect.com,1407,reseller,1c34aa2d85d45e93
-contextweb.com,558355,reseller
-openx.com,537149485,reseller,6a698e2ec38604c6
-google.com,pub-9557089510405422,reseller,f08c47fec0942fa0
-google.com,pub-3848273848634341,reseller,f08c47fec0942fa0
-rhythmone.com,78519861,reseller,a670c89d4a324e47
-appnexus.com,7597,reseller,f5ab79cb980f11d1
-33across.com,0013300001r0t9mAAA,reseller,bbea06d9c4d2853c
-appnexus.com,10239,reseller,f5ab79cb980f11d1
-pubmatic.com,157897,reseller,5d62403b186f2ace
-synacor.com,82151,reseller,e108f11b2cdf7d5b
-appnexus.com,9316,reseller,f5ab79cb980f11d1
-EMXDGT.com,1284,reseller,1e1d41537f7cad7f
-appnexus.com,1356,reseller,f5ab79cb980f11d1
-outbrain.com,00254374f0c468f3b2732db17fd42cb6e5,reseller
-aps.amazon.com,2840f06c-5d89-4853-a03e-3bfa567dd33c,reseller
-adtech.com, 10947, DIRECT, e1a5b5b6e3255540
-appnexus.com, 7556, DIRECT, f5ab79cb980f11d1
-emxdgt.com, 20, DIRECT, 1e1d41537f7cad7f
-indexexchange.com, 184914, DIRECT, 50b1c356f2c5c8fc
-indexexchange.com, 186248, DIRECT, 50b1c356f2c5c8fc
-lijit.com, 248396, DIRECT, fafdf38b16bf6b2b
-openx.com, 537150004, DIRECT, 6a698e2ec38604c6
-pubmatic.com, 156319, DIRECT, 5d62403b186f2ace
-sonobi.com, e55fb5d7c2, DIRECT, d1a215d9eb5aee9e
-sovrn.com, 248396, DIRECT, fafdf38b16bf6b2b
-tremorhub.com, vtrdn-wjdav, DIRECT, 1a4e959a1b50034a
-rubiconproject.com, 17632, DIRECT, 0bfd66d529a55807
-openx.com, 539699341, DIRECT, 6a698e2ec38604c6
-rubiconproject.com, 18890, DIRECT, 0bfd66d529a55807
-pubmatic.com, 157367, DIRECT, 5d62403b186f2ace
-indexexchange.com, 187454, DIRECT, 50b1c356f2c5c8fc
-consumable.com, 2000908, DIRECT, aefcd3d2f45b5070
-sonobi.com, 6e5cfb5420, DIRECT, d1a215d9eb5aee9e
-advertising.com, 28409, DIRECT, e1a5b5b6e3255540
-spotxchange.com, 270977, DIRECT, 7842df1d2fe2db34
-spotx.tv, 270977, DIRECT, 7842df1d2fe2db34
-telaria.com, vtrdn-wjdav, DIRECT, 1a4e959a1b50034a
-lijit.com, 248396-eb, DIRECT, fafdf38b16bf6b2b
-advertising.com, 28509, DIRECT, e1a5b5b6e3255540
 yahoo.com, 55104, DIRECT, e1a5b5b6e3255540
-pubmatic.com, 159117, DIRECT, 5d62403b186f2ace
-tremorhub.com, vtrdn-ysjam, DIRECT, 1a4e959a1b50034a
-telaria.com, vtrdn-ysjam, DIRECT,  1a4e959a1b50034a
+yahoo.com, 55317, RESELLER # Verizon
+yahoo.com, 57289, RESELLER,  e1a5b5b6e3255540
 yahoo.com, 57695, DIRECT, e1a5b5b6e3255540
+yahoo.com,55029,RESELLER,e1a5b5b6e3255540
+yieldmo.com, 2417496099628458357, DIRECT

From ea10fc92c547a9194330611f34a680cdef94aa7e Mon Sep 17 00:00:00 2001
From: Matheus Felipe <50463866+matheusfelipeog@users.noreply.github.com>
Date: Sat, 20 Feb 2021 18:51:09 -0300
Subject: [PATCH 448/471] Update examples to Python 3 in structure section

---
 docs/writing/structure.rst | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/writing/structure.rst b/docs/writing/structure.rst
index 69c9cf616..5d9645acd 100644
--- a/docs/writing/structure.rst
+++ b/docs/writing/structure.rst
@@ -788,7 +788,7 @@ compute x + 1, you have to create another integer and give it a name.
 
     my_list = [1, 2, 3]
     my_list[0] = 4
-    print my_list  # [4, 2, 3] <- The same list has changed
+    print(my_list)  # [4, 2, 3] <- The same list has changed
 
     x = 6
     x = x + 1  # The new x is another object
@@ -822,7 +822,7 @@ most idiomatic way to do this.
     nums = ""
     for n in range(20):
         nums += str(n)   # slow and inefficient
-    print nums
+    print(nums)
 
 **Better**
 
@@ -832,7 +832,7 @@ most idiomatic way to do this.
     nums = []
     for n in range(20):
         nums.append(str(n))
-    print "".join(nums)  # much more efficient
+    print("".join(nums))  # much more efficient
 
 **Best**
 
@@ -840,7 +840,7 @@ most idiomatic way to do this.
 
     # create a concatenated string from 0 to 19 (e.g. "012..1819")
     nums = [str(n) for n in range(20)]
-    print "".join(nums)
+    print("".join(nums))
 
 One final thing to mention about strings is that using ``join()`` is not always
 best. In the instances where you are creating a new string from a pre-determined

From 9c2d09dfcdc908443f494a512a6e83ce5a4a1a97 Mon Sep 17 00:00:00 2001
From: Matheus Felipe <50463866+matheusfelipeog@users.noreply.github.com>
Date: Mon, 22 Feb 2021 19:25:31 -0300
Subject: [PATCH 449/471] Upd to python 3 in explicit code section

---
 docs/writing/style.rst | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 3bf029911..718a6b4dd 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -65,9 +65,9 @@ it is bad practice to have two disjointed statements on the same line of code.
 
 .. code-block:: python
 
-    print 'one'; print 'two'
+    print('one'); print('two')
 
-    if x == 1: print 'one'
+    if x == 1: print('one')
 
     if <complex comparison> and <other complex comparison>:
         # do something
@@ -76,11 +76,11 @@ it is bad practice to have two disjointed statements on the same line of code.
 
 .. code-block:: python
 
-    print 'one'
-    print 'two'
+    print('one')
+    print('two')
 
     if x == 1:
-        print 'one'
+        print('one')
 
     cond1 = <complex comparison>
     cond2 = <other complex comparison>

From ed755c1e6328589ef04be91c8dbb3e068be159d5 Mon Sep 17 00:00:00 2001
From: Matheus Felipe <50463866+matheusfelipeog@users.noreply.github.com>
Date: Mon, 22 Feb 2021 19:35:31 -0300
Subject: [PATCH 450/471] Change xrange function to range function

---
 docs/writing/style.rst | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 718a6b4dd..cd62d81f4 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -357,9 +357,7 @@ Instead, use a list comprehension:
 
 .. code-block:: python
 
-    four_lists = [[] for __ in xrange(4)]
-
-Note: Use range() instead of xrange() in Python 3.
+    four_lists = [[] for __ in range(4)]
 
 Create a string from a list
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~

From 5796581b4fbd581052601b3de9fef42755e64805 Mon Sep 17 00:00:00 2001
From: Matheus Felipe <50463866+matheusfelipeog@users.noreply.github.com>
Date: Mon, 22 Feb 2021 19:47:10 -0300
Subject: [PATCH 451/471] Upd of print func to py3 syntax in conventions
 section

---
 docs/writing/style.rst | 26 +++++++++++++-------------
 1 file changed, 13 insertions(+), 13 deletions(-)

diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index cd62d81f4..9858112de 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -582,10 +582,10 @@ list of what is considered false.
 .. code-block:: python
 
     if attr == True:
-        print 'True!'
+        print('True!')
 
     if attr == None:
-        print 'attr is None!'
+        print('attr is None!')
 
 **Good**:
 
@@ -593,15 +593,15 @@ list of what is considered false.
 
     # Just check the value
     if attr:
-        print 'attr is truthy!'
+        print('attr is truthy!')
 
     # or check for the opposite
     if not attr:
-        print 'attr is falsey!'
+        print('attr is falsey!')
 
     # or, since None is considered false, explicitly check for it
     if attr is None:
-        print 'attr is None!'
+        print('attr is None!')
 
 Access a Dictionary Element
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -615,9 +615,9 @@ or pass a default argument to :py:meth:`dict.get`.
 
     d = {'hello': 'world'}
     if d.has_key('hello'):
-        print d['hello']    # prints 'world'
+        print(d['hello'])    # prints 'world'
     else:
-        print 'default_value'
+        print('default_value')
 
 **Good**:
 
@@ -625,12 +625,12 @@ or pass a default argument to :py:meth:`dict.get`.
 
     d = {'hello': 'world'}
 
-    print d.get('hello', 'default_value') # prints 'world'
-    print d.get('thingy', 'default_value') # prints 'default_value'
+    print(d.get('hello', 'default_value')) # prints 'world'
+    print(d.get('thingy', 'default_value')) # prints 'default_value'
 
     # Or:
     if 'hello' in d:
-        print d['hello']
+        print(d['hello'])
 
 Short Ways to Manipulate Lists
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -781,7 +781,7 @@ Use :py:func:`enumerate` keep a count of your place in the list.
 
     a = [3, 4, 5]
     for i, item in enumerate(a):
-        print i, item
+        print(i, item)
     # prints
     # 0 3
     # 1 4
@@ -802,7 +802,7 @@ files for you.
 
     f = open('file.txt')
     a = f.read()
-    print a
+    print(a)
     f.close()
 
 **Good**:
@@ -811,7 +811,7 @@ files for you.
 
     with open('file.txt') as f:
         for line in f:
-            print line
+            print(line)
 
 The ``with`` statement is better because it will ensure you always close the
 file, even if an exception is raised inside the ``with`` block.

From ed39c488ffb3aabb00525ea82715b7e163b312b0 Mon Sep 17 00:00:00 2001
From: Matheus Felipe <50463866+matheusfelipeog@users.noreply.github.com>
Date: Mon, 22 Feb 2021 20:05:12 -0300
Subject: [PATCH 452/471] Upd of print func to py3 syntax

---
 docs/scenarios/scrape.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index 3c7493f42..54747b295 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -87,8 +87,8 @@ Let's see what we got exactly:
 
 .. code-block:: python
 
-    print 'Buyers: ', buyers
-    print 'Prices: ', prices
+    print('Buyers: ', buyers)
+    print('Prices: ', prices)
 
 ::
 

From ebb2a21a6500977494313bfda47b950f489acef7 Mon Sep 17 00:00:00 2001
From: Matheus Felipe <50463866+matheusfelipeog@users.noreply.github.com>
Date: Mon, 22 Feb 2021 20:17:53 -0300
Subject: [PATCH 453/471] Upd of print func to py3 syntax

---
 docs/scenarios/speed.rst | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index e99b18f4e..e178efb63 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -176,17 +176,17 @@ What's the difference in speed? Let's try it!
 	#primes implemented with Python
 	import primes
 
-	print "Cython:"
+	print("Cython:")
 	t1= time.time()
-	print primesCy.primes(500)
+	print(primesCy.primes(500))
 	t2= time.time()
-	print "Cython time: %s" %(t2-t1)
-	print ""
-	print "Python"
+	print("Cython time: %s" %(t2-t1))
+	print("")
+	print("Python")
 	t1= time.time()
-	print primes.primes(500)
+	print(primes.primes(500))
 	t2= time.time()
-	print "Python time: %s" %(t2-t1)
+	print("Python time: %s" %(t2-t1))
 
 
 These lines both need a remark:

From 727edfedf20c47e99c59f855a8366a336dc3b02b Mon Sep 17 00:00:00 2001
From: Dan Bader <hello@dbader.org>
Date: Tue, 23 Feb 2021 09:10:29 -0800
Subject: [PATCH 454/471] Code formatting cleanup

---
 docs/scenarios/speed.rst | 22 ++++++++++------------
 1 file changed, 10 insertions(+), 12 deletions(-)

diff --git a/docs/scenarios/speed.rst b/docs/scenarios/speed.rst
index e178efb63..5dc0cd845 100644
--- a/docs/scenarios/speed.rst
+++ b/docs/scenarios/speed.rst
@@ -168,25 +168,23 @@ What's the difference in speed? Let's try it!
 .. code-block:: python
 
 	import time
-	#activate pyx compiler
+	# Activate pyx compiler
 	import pyximport
-	pyximport.install()
-	#primes implemented with Cython
-	import primesCy
-	#primes implemented with Python
-	import primes
+	pyximport.install()	
+	import primesCy  # primes implemented with Cython
+	import primes  # primes implemented with Python
 
 	print("Cython:")
-	t1= time.time()
+	t1 = time.time()
 	print(primesCy.primes(500))
-	t2= time.time()
-	print("Cython time: %s" %(t2-t1))
+	t2 = time.time()
+	print("Cython time: %s" % (t2 - t1))
 	print("")
 	print("Python")
-	t1= time.time()
+	t1 = time.time()
 	print(primes.primes(500))
-	t2= time.time()
-	print("Python time: %s" %(t2-t1))
+	t2 = time.time()
+	print("Python time: %s" % (t2 - t1))
 
 
 These lines both need a remark:

From 4050adc9cb2657a7139a04e892501c77e303ae49 Mon Sep 17 00:00:00 2001
From: trk9001 <dev.trk.9001@gmail.com>
Date: Tue, 4 May 2021 19:54:28 +0600
Subject: [PATCH 455/471] Update gpip function to use explicit false value

This commit fixes #1099. See that issue for more details.
---
 docs/dev/pip-virtualenv.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/dev/pip-virtualenv.rst b/docs/dev/pip-virtualenv.rst
index ee223078e..667f30c7a 100644
--- a/docs/dev/pip-virtualenv.rst
+++ b/docs/dev/pip-virtualenv.rst
@@ -79,7 +79,7 @@ adding the following to your :file:`~/.bashrc` file:
 .. code-block:: console
 
     gpip() {
-        PIP_REQUIRE_VIRTUALENV="" pip "$@"
+        PIP_REQUIRE_VIRTUALENV=false pip "$@"
     }
 
 After saving the changes and sourcing your :file:`~/.bashrc` file you can now

From e591eca8dc263d6568850ac0243222e744d9da68 Mon Sep 17 00:00:00 2001
From: Ilya Shubkin <ujlbu4@users.noreply.github.com>
Date: Thu, 13 May 2021 07:48:27 +0100
Subject: [PATCH 456/471] docs: fix Expert Python Programming book link

---
 docs/intro/learning.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/intro/learning.rst b/docs/intro/learning.rst
index c6d534549..b0c957398 100644
--- a/docs/intro/learning.rst
+++ b/docs/intro/learning.rst
@@ -253,7 +253,7 @@ and eventually an application, including a chapter on using zc.buildout.  Later
 chapters detail best practices such as writing documentation, test-driven
 development, version control, optimization, and profiling.
 
-    `Expert Python Programming <https://www.packtpub.com/application-development/expert-python-programming>`_
+    `Expert Python Programming <https://www.packtpub.com/product/expert-python-programming-third-edition/9781789808896>`_
 
 
 A Guide to Python's Magic Methods

From 6cc16258bdc75d5bad4c155359c7fc18f51cfa6d Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Tue, 13 Jul 2021 12:06:22 -0700
Subject: [PATCH 457/471] Fix Netlify build

---
 runtime.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/runtime.txt b/runtime.txt
index d70c8f8d8..5a958026d 100644
--- a/runtime.txt
+++ b/runtime.txt
@@ -1 +1 @@
-3.6
+3.5

From 0c8dfb2a7c07407f7aed2165abbb98bebb13be72 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Tue, 13 Jul 2021 12:08:42 -0700
Subject: [PATCH 458/471] Fix Netlify build

---
 requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements.txt b/requirements.txt
index c2886a7fe..4a246ac76 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -6,7 +6,7 @@ docutils==0.14
 idna==2.7
 imagesize==1.0.0
 Jinja2==2.10
-MarkupSafe==1.0
+MarkupSafe==1.1.1
 packaging==17.1
 Pygments==2.2.0
 pyparsing==2.2.0

From d047f536fedf2e4e7ab7d3c45e8b450a46f5c6f9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Cristi=C3=A1n=20Maureira-Fredes?=
 <Cristian.Maureira-Fredes@qt.io>
Date: Tue, 5 Oct 2021 23:07:02 +0200
Subject: [PATCH 459/471] Update PySide entry

---
 docs/scenarios/gui.rst | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/docs/scenarios/gui.rst b/docs/scenarios/gui.rst
index 1b0ffb427..3ad0af364 100644
--- a/docs/scenarios/gui.rst
+++ b/docs/scenarios/gui.rst
@@ -79,12 +79,15 @@ PySide
 ******
 
 PySide is a Python binding of the cross-platform GUI toolkit Qt.
+The package name depends on the major Qt version (`PySide` for Qt4,
+`PySide2` for Qt5, and `PySide6` for Qt6).
+This set of bindings is developed by `The Qt Company <https://qt.io>`_.
 
 .. code-block:: console
 
-  $ pip install pyside
+  $ pip install pyside6
 
-https://wiki.qt.io/Category:LanguageBindings::PySide::Downloads
+https://pyside.org
 
 
 ****

From 4eedae744f5a5bd8edc5b5edd021e9e49a68a653 Mon Sep 17 00:00:00 2001
From: Matthieu <matthieu.moullec.perso@gmail.com>
Date: Sun, 26 Dec 2021 16:57:36 +0000
Subject: [PATCH 460/471] Replacing Tablib fork with the original repo

Link currently points to a tablib fork and not to the original repo (https://github.com/jazzband/tablib). Fork doesn't look maintained and is behind the original repo

Changing link to use https://github.com/jazzband/tablib
---
 docs/writing/reading.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/writing/reading.rst b/docs/writing/reading.rst
index ad67ea3cb..1e03a4def 100644
--- a/docs/writing/reading.rst
+++ b/docs/writing/reading.rst
@@ -43,7 +43,7 @@ reading. Each one of these projects is a paragon of Python coding.
   Requests is an Apache2 Licensed HTTP library, written in Python,
   for human beings.
 
-- `Tablib <https://github.com/kennethreitz/tablib>`_
+- `Tablib <https://github.com/jazzband/tablib>`_
   Tablib is a format-agnostic tabular dataset library, written in Python.
 
 

From 8e7087b41b42609837ed3484732f450c68e86edc Mon Sep 17 00:00:00 2001
From: Thomas Severin <thomas.severin@simutechno.net>
Date: Mon, 25 Apr 2022 10:05:30 +0200
Subject: [PATCH 461/471] Code refactoring and wording improvements.

---
 docs/scenarios/admin.rst | 40 +++++++++++++++++++---------------------
 1 file changed, 19 insertions(+), 21 deletions(-)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index 07d263945..236d08d2b 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -155,44 +155,42 @@ tests (net, CPU) fail, it will send an email.
     # Package for email services:
     import smtplib
     import string
-    MAX_NET_USAGE = 400000
+    MAX_NET_USAGE = 400000 # bytes per seconds
     MAX_ATTACKS = 4
     attack = 0
-    counter = 0
     while attack <= MAX_ATTACKS:
         sleep(4)
-        counter = counter + 1
-        # Check the cpu usage
-        if cpu_percent(interval = 1) > 70:
-            attack = attack + 1
-        # Check the net usage
-        neti1 = net_io_counters()[1]
-        neto1 = net_io_counters()[0]
+
+        # Check the net usage wit named tuples
+        neti1 = net_io_counters().bytes_recv
+        neto1 = net_io_counters().bytes_sent
         sleep(1)
-        neti2 = net_io_counters()[1]
-        neto2 = net_io_counters()[0]
+        neti2 = net_io_counters().bytes_recv
+        neto2 = net_io_counters().bytes_sent
+
         # Calculate the bytes per second
         net = ((neti2+neto2) - (neti1+neto1))/2
-        if net > MAX_NET_USAGE:
-            attack = attack + 1
-        if counter > 25:
-            attack = 0
-            counter = 0
+
+        # Check the net and cpu usage
+        if (net > MAX_NET_USAGE) or (cpu_percent(interval = 1) > 70):
+            attack+=1
+        elif attack > 1:
+            attack-=1
+    
     # Write a very important email if attack is higher than 4
     TO = "you@your_email.com"
     FROM = "webmaster@your_domain.com"
     SUBJECT = "Your domain is out of system resources!"
     text = "Go and fix your server!"
-    BODY = string.join(("From: %s" %FROM,"To: %s" %TO,"Subject: %s" %SUBJECT, "",text), "\r\n")
+    string="\r\n"
+    BODY = string.join(("From: %s" %FROM,"To: %s" %TO,
+                        "Subject: %s" %SUBJECT, "",text))
     server = smtplib.SMTP('127.0.0.1')
     server.sendmail(FROM, [TO], BODY)
     server.quit()
 
 
-A full terminal application like a widely extended top which is based on
-psutil and with the ability of a client-server monitoring is
-`glance <https://github.com/nicolargo/glances/>`_.
-
+A full terminal application like a widely extended top is glance, which is based on psutil and has the ability for client-server monitoring.
 
 *******
 Ansible

From 69580b1179e64da6dca20215aeaf0257e044f369 Mon Sep 17 00:00:00 2001
From: Thomas S <thomas.severin@simutechno.net>
Date: Wed, 27 Apr 2022 18:34:21 +0200
Subject: [PATCH 462/471] Broken link to Glance

---
 docs/scenarios/admin.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index 236d08d2b..f70268fa9 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -190,7 +190,7 @@ tests (net, CPU) fail, it will send an email.
     server.quit()
 
 
-A full terminal application like a widely extended top is glance, which is based on psutil and has the ability for client-server monitoring.
+A full terminal application like a widely extended top is `glance <https://github.com/nicolargo/glances/>`_, which is based on psutil and has the ability for client-server monitoring.
 
 *******
 Ansible

From 536b08fc804eb9af246a3e707aafb951a3cc14c1 Mon Sep 17 00:00:00 2001
From: Thomas S <thomas.severin@simutechno.net>
Date: Wed, 27 Apr 2022 18:34:46 +0200
Subject: [PATCH 463/471] Broken link to Glance

---
 docs/scenarios/admin.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index f70268fa9..73df990d7 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -190,7 +190,7 @@ tests (net, CPU) fail, it will send an email.
     server.quit()
 
 
-A full terminal application like a widely extended top is `glance <https://github.com/nicolargo/glances/>`_, which is based on psutil and has the ability for client-server monitoring.
+A full terminal application like a widely extended top is `Glance <https://github.com/nicolargo/glances/>`_, which is based on psutil and has the ability for client-server monitoring.
 
 *******
 Ansible

From 32db4ae8e27ccc1b2c5a3099166add1543671819 Mon Sep 17 00:00:00 2001
From: Max Weiner <max.weiner@posteo.de>
Date: Thu, 16 Jun 2022 07:44:27 +0200
Subject: [PATCH 464/471] add section for xmlschema

---
 docs/scenarios/xml.rst | 27 +++++++++++++++++++++++++++
 1 file changed, 27 insertions(+)

diff --git a/docs/scenarios/xml.rst b/docs/scenarios/xml.rst
index 3bdf15b6c..24dab5869 100644
--- a/docs/scenarios/xml.rst
+++ b/docs/scenarios/xml.rst
@@ -81,3 +81,30 @@ and then you can access elements, attributes, and values like this:
 xmltodict also lets you roundtrip back to XML with the unparse function,
 has a streaming mode suitable for handling files that don't fit in memory,
 and supports XML namespaces.
+
+**********
+xmlschema
+**********
+
+`xmlschema <https://github.com/sissaschool/xmlschema>`_ provides support for using XSD-Schemas in Python.
+Unlike other XML libraries, automatic type parsing is available, so f.e. if the schema defines an element to be of type ``int``, the parsed ``dict`` will contain also an ``int`` value for that element. 
+Moreover the library supports automatic and explicit validation of XML documents against a schema.
+
+.. code-block:: python
+
+    from xmlschema import XMLSchema, etree_tostring
+
+    # load a XSD schema file
+    schema = XMLSchema("your_schema.xsd")
+    
+    # validate against the schema
+    schema.validate("your_file.xml")
+    
+    # or
+    schema.is_valid("your_file.xml")
+    
+    # decode a file
+    data = schmema.decode("your_file.xml")
+    
+    # encode to string
+    s = etree_tostring(schema.encode(data))

From 20b4160bf8424d881c007b320a3f65d2289c9b14 Mon Sep 17 00:00:00 2001
From: Nate Prewitt <nate.prewitt@gmail.com>
Date: Fri, 17 Jun 2022 11:43:46 -0600
Subject: [PATCH 465/471] Update Requests documentation links

---
 docs/dev/virtualenvs.rst  | 2 +-
 docs/scenarios/client.rst | 2 +-
 docs/scenarios/scrape.rst | 2 +-
 docs/writing/style.rst    | 3 +--
 4 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/docs/dev/virtualenvs.rst b/docs/dev/virtualenvs.rst
index b4591e43b..fe6bd3f9e 100644
--- a/docs/dev/virtualenvs.rst
+++ b/docs/dev/virtualenvs.rst
@@ -156,7 +156,7 @@ when you share your project with others. You should get output similar to this
     Adding requests to Pipfile's [packages]...
     P.S. You have excellent taste! ✨ 🍰 ✨
 
-.. _Requests: http://docs.python-requests.org/en/master/
+.. _Requests: https://requests.readthedocs.io/en/latest/
 
 
 Using installed packages
diff --git a/docs/scenarios/client.rst b/docs/scenarios/client.rst
index 1457fa479..c2d5c289b 100644
--- a/docs/scenarios/client.rst
+++ b/docs/scenarios/client.rst
@@ -28,7 +28,7 @@ your URLs, or to form-encode your POST data. Keep-alive and HTTP connection
 pooling are 100% automatic, powered by urllib3, which is embedded within
 Requests.
 
-- `Documentation <http://docs.python-requests.org/en/latest/index.html>`_
+- `Documentation <https://requests.readthedocs.io/en/latest/>`_
 - `PyPi <http://pypi.org/project/requests>`_
 - `GitHub <https://github.com/kennethreitz/requests>`_
 
diff --git a/docs/scenarios/scrape.rst b/docs/scenarios/scrape.rst
index 54747b295..527719200 100644
--- a/docs/scenarios/scrape.rst
+++ b/docs/scenarios/scrape.rst
@@ -28,7 +28,7 @@ lxml and Requests
 `lxml <http://lxml.de/>`_ is a pretty extensive library written for parsing
 XML and HTML documents very quickly, even handling messed up tags in the
 process. We will also be using the
-`Requests <http://docs.python-requests.org/en/latest/>`_ module instead of the
+`Requests <https://requests.readthedocs.io/en/latest/>`_ module instead of the
 already built-in urllib2 module due to improvements in speed and readability.
 You can easily install both using ``pip install lxml`` and
 ``pip install requests``.
diff --git a/docs/writing/style.rst b/docs/writing/style.rst
index 9858112de..d8c096a05 100644
--- a/docs/writing/style.rst
+++ b/docs/writing/style.rst
@@ -465,8 +465,7 @@ easy-to-read version of PEP 8 is also available at `pep8.org <http://pep8.org/>`
 
 This is highly recommended reading. The entire Python community does their
 best to adhere to the guidelines laid out within this document. Some project
-may sway from it from time to time, while others may
-`amend its recommendations <http://docs.python-requests.org/en/master/dev/contributing/#kenneth-reitz-s-code-style>`_.
+may sway from it from time to time, while others may amend its recommendations.
 
 That being said, conforming your Python code to PEP 8 is generally a good idea
 and helps make code more consistent when working on projects with other

From 44630bbe9b3353e3b6bac125cbb4530f72fb00a7 Mon Sep 17 00:00:00 2001
From: Howie Zhao <howiezhaohr@hotmail.com>
Date: Sun, 28 Aug 2022 12:35:00 +0800
Subject: [PATCH 466/471] Update osx.rst

---
 docs/starting/install3/osx.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 37252d615..6e3f09057 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -9,9 +9,9 @@ Installing Python 3 on Mac OS X
 
 .. image:: /_static/photos/34435689480_2e6f358510_k_d.jpg
 
-**Mac OS X comes with Python 2.7 out of the box.**
+**Mac OS X comes with Python 2.7 out of the box between versions 10.8 and 12.3.**
 
-You do not need to install or configure anything else to use Python 2. These
+If your Mac OS X version is between the above versions, you do not need to install or configure anything else to use Python 2. These
 instructions document the installation of Python 3.
 
 The version of Python that ships with OS X is great for learning, but it's not

From d03633e5d62acfee6060430f5e763e3d69d29d0f Mon Sep 17 00:00:00 2001
From: Howie Zhao <howiezhaohr@hotmail.com>
Date: Sun, 28 Aug 2022 12:38:04 +0800
Subject: [PATCH 467/471] Update osx.rst

---
 docs/starting/install/osx.rst | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/docs/starting/install/osx.rst b/docs/starting/install/osx.rst
index d0aa601aa..4a8a8e03b 100644
--- a/docs/starting/install/osx.rst
+++ b/docs/starting/install/osx.rst
@@ -10,9 +10,10 @@ Installing Python 2 on Mac OS X
 .. note::
     Check out our :ref:`guide for installing Python 3 on OS X<install3-osx>`.
 
-**Mac OS X comes with Python 2.7 out of the box.**
+**Mac OS X comes with Python 2.7 out of the box between versions 10.8 and 12.3.**
 
-You do not need to install or configure anything else to use Python. Having said
+If your Mac OS X version is between the above versions,
+you do not need to install or configure anything else to use Python. Having said
 that, I would strongly recommend that you install the tools and libraries
 described in the next section before you start building Python applications for
 real-world use. In particular, you should always install Setuptools, as it makes

From 2935d8f4f7255fa1ad81b06eda2c800f82b9a2f1 Mon Sep 17 00:00:00 2001
From: Howie Zhao <howiezhaohr@hotmail.com>
Date: Sun, 28 Aug 2022 12:38:33 +0800
Subject: [PATCH 468/471] Update osx.rst

---
 docs/starting/install3/osx.rst | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docs/starting/install3/osx.rst b/docs/starting/install3/osx.rst
index 6e3f09057..fa90fb93a 100644
--- a/docs/starting/install3/osx.rst
+++ b/docs/starting/install3/osx.rst
@@ -11,7 +11,8 @@ Installing Python 3 on Mac OS X
 
 **Mac OS X comes with Python 2.7 out of the box between versions 10.8 and 12.3.**
 
-If your Mac OS X version is between the above versions, you do not need to install or configure anything else to use Python 2. These
+If your Mac OS X version is between the above versions,
+you do not need to install or configure anything else to use Python 2. These
 instructions document the installation of Python 3.
 
 The version of Python that ships with OS X is great for learning, but it's not

From f70533e75f03cd6d45d3ec113705a16c493be529 Mon Sep 17 00:00:00 2001
From: Dan Bader <mail@dbader.org>
Date: Wed, 2 Nov 2022 18:30:56 -0700
Subject: [PATCH 469/471] Update runtime.txt

---
 runtime.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/runtime.txt b/runtime.txt
index 5a958026d..cc1923a40 100644
--- a/runtime.txt
+++ b/runtime.txt
@@ -1 +1 @@
-3.5
+3.8

From 4f0ee6998c3c3d27b316bb9356896a18c8e51d63 Mon Sep 17 00:00:00 2001
From: fa064972 <anurag.rana@naukri.com>
Date: Sun, 16 Jun 2024 22:26:05 +0530
Subject: [PATCH 470/471] updated the broken links of opencv and PIL
 readthedocs site

---
 docs/scenarios/imaging.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/scenarios/imaging.rst b/docs/scenarios/imaging.rst
index 7b0e71935..8fe7e08fe 100644
--- a/docs/scenarios/imaging.rst
+++ b/docs/scenarios/imaging.rst
@@ -62,7 +62,7 @@ Example
     exif_data
 
 There are more examples of the Pillow library in the
-`Pillow tutorial <https://pillow.readthedocs.io/en/3.0.x/handbook/tutorial.html>`_.
+`Pillow tutorial <https://pillow.readthedocs.io/en/stable/handbook/tutorial.html>`_.
 
 
 ***************************
@@ -109,4 +109,4 @@ Example
 
 There are more Python-implemented examples of OpenCV in this `collection of
 tutorials
-<https://opencv-python-tutroals.readthedocs.io/en/latest/py_tutorials/py_tutorials.html>`_.
+<https://opencv-tutorial.readthedocs.io/en/latest/>`_.

From 64ac5ceb88f20537c8c5c26cbcbb15f1ca56623f Mon Sep 17 00:00:00 2001
From: d9pouces <github@19pouces.net>
Date: Thu, 20 Jun 2024 22:34:50 +0200
Subject: [PATCH 471/471] fix: remove Shinken from the admin part, because
 Shinken is dead (last version 8 years ago)

---
 docs/scenarios/admin.rst | 14 --------------
 1 file changed, 14 deletions(-)

diff --git a/docs/scenarios/admin.rst b/docs/scenarios/admin.rst
index 73df990d7..f6433c213 100644
--- a/docs/scenarios/admin.rst
+++ b/docs/scenarios/admin.rst
@@ -395,17 +395,3 @@ up. Buildout is primarily used to download and set up dependencies in `Python
 eggs <https://stackoverflow.com/questions/2051192/what-is-a-python-egg>`_
 format of the software being developed or deployed. Recipes for build tasks in
 any environment can be created, and many are already available.
-
-
-*******
-Shinken
-*******
-
-`Shinken <http://www.shinken-monitoring.org/>`_ is a modern, Nagios compatible
-monitoring framework written in Python. Its main goal is to give users a flexible
-architecture for their monitoring system that is designed to scale to large
-environments.
-
-Shinken is backwards-compatible with the Nagios configuration standard and
-plugins. It works on any operating system and architecture that supports Python,
-which includes Windows, Linux, and FreeBSD.