Fix helper examples and section structure

Author: sethmlarson

README

@@ -5,22 +5,24 @@ Official low-level client for Elasticsearch. Its goal is to provide common
 ground for all Elasticsearch-related code in Python; because of this it tries
 to be opinion-free and very extendable.
 
-For a more high level client library with more limited scope, have a look at
-`elasticsearch-dsl`_ - a more pythonic library sitting on top of
-``elasticsearch-py``.
 
-It provides a more convenient and idiomatic way to write and manipulate
-`queries`_. It stays close to the Elasticsearch JSON DSL, mirroring its
-terminology and structure while exposing the whole range of the DSL from Python
-either directly using defined classes or a queryset-like expressions.
+Installation
+------------
 
-It also provides an optional `persistence layer`_ for working with documents as
-Python objects in an ORM-like fashion: defining mappings, retrieving and saving
-documents, wrapping the document data in user-defined classes.
+Install the ``elasticsearch`` package with `pip
+<https://pypi.org/project/elasticsearch>`_::
+
+ $ python -m pip install elasticsearch
+
+If your application uses async/await in Python you can install with
+the ``async`` extra::
+
+ $ python -m pip install elasticsearch[async]
+
+Read more about `how to use asyncio with this project <async>`_.
+
+ .. _async: https://elasticsearch-py.readthedocs.io/en/master/async.html
 
-.. _elasticsearch-dsl: https://elasticsearch-dsl.readthedocs.io/
-.. _queries: https://elasticsearch-dsl.readthedocs.io/en/latest/search_dsl.html
-.. _persistence layer: https://elasticsearch-dsl.readthedocs.io/en/latest/persistence.html#doctype
 
 Compatibility
 -------------
@@ -58,14 +60,6 @@ The recommended way to set your requirements in your `setup.py` or
 If you have a need to have multiple versions installed at the same time older
 versions are also released as ``elasticsearch2`` and ``elasticsearch5``.
 
-Installation
-------------
-
-Install the ``elasticsearch`` package with `pip
-<https://pypi.python.org/pypi/elasticsearch>`_::
-
- pip install elasticsearch
-
 
 Example use
 -----------
@@ -117,7 +111,6 @@ Using SSL Context with a self-signed cert use-case::
  >>> es.info()
 
 
-
 Features
 --------
 
@@ -135,10 +128,31 @@ The client's features include:
  * pluggable architecture
 
 
+Elasticsearch-DSL
+-----------------
+
+For a more high level client library with more limited scope, have a look at
+`elasticsearch-dsl`_ - a more pythonic library sitting on top of
+``elasticsearch-py``.
+
+`elasticsearch-dsl`_ provides a more convenient and idiomatic way to write and manipulate
+`queries`_ by mirroring the terminology and structure of Elasticsearch JSON DSL
+while exposing the whole range of the DSL from Python
+either directly using defined classes or a queryset-like expressions.
+
+It also provides an optional `persistence layer`_ for working with documents as
+Python objects in an ORM-like fashion: defining mappings, retrieving and saving
+documents, wrapping the document data in user-defined classes.
+
+.. _elasticsearch-dsl: https://elasticsearch-dsl.readthedocs.io/
+.. _queries: https://elasticsearch-dsl.readthedocs.io/en/latest/search_dsl.html
+.. _persistence layer: https://elasticsearch-dsl.readthedocs.io/en/latest/persistence.html#doctype
+
+
 License
 -------
 
-Copyright 2019 Elasticsearch
+Copyright 2020 Elasticsearch B.V
 
 Licensed under the Apache License, Version 2.0 (the "License");
 you may not use this file except in compliance with the License.
@@ -152,7 +166,7 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 
-Build status
+Build Status
 ------------
 .. image:: https://readthedocs.org/projects/elasticsearch-py/badge/?version=latest&style=flat
  :target: https://elasticsearch-py.readthedocs.io/en/master/

docs/async.rst

@@ -160,7 +160,7 @@ Bulk and Streaming Bulk
  for word in mywords:
  yield {
  "_index": "mywords",
- "doc": {"word": word},
+ "word": word,
  }
 
  async def main():

docs/helpers.rst

@@ -3,8 +3,7 @@
 Helpers
 =======
 
-Collection of simple helper functions that abstract some specifics or the raw
-API.
+Collection of simple helper functions that abstract some specifics of the raw API.
 
 
 Bulk helpers
@@ -80,7 +79,7 @@ document is like ``{"word": "<myword>"}``.
  for word in mywords:
  yield {
  "_index": "mywords",
- "doc": {"word": word},
+ "word": word,
  }
 
  bulk(es, gendata())

docs/index.rst

@@ -5,11 +5,22 @@ Official low-level client for Elasticsearch. Its goal is to provide common
 ground for all Elasticsearch-related code in Python; because of this it tries
 to be opinion-free and very extendable.
 
-For a more high level client library with more limited scope, have a look at
-`elasticsearch-dsl`_ - it is a more pythonic library sitting on top of
-``elasticsearch-py``.
 
-.. _elasticsearch-dsl: https://elasticsearch-dsl.readthedocs.io/
+Installation
+------------
+
+Install the ``elasticsearch`` package with `pip
+<https://pypi.org/project/elasticsearch>`_::
+
+ $ python -m pip install elasticsearch
+
+If your application uses async/await in Python you can install with
+the ``async`` extra::
+
+ $ python -m pip install elasticsearch[async]
+
+Read more about `how to use asyncio with this project <async>`_.
+
 
 Compatibility
 -------------
@@ -47,20 +58,6 @@ The recommended way to set your requirements in your `setup.py` or
 If you have a need to have multiple versions installed at the same time older
 versions are also released as ``elasticsearch2``, ``elasticsearch5`` and ``elasticsearch6``.
 
-Installation
-------------
-
-Install the ``elasticsearch`` package with `pip
-<https://pypi.python.org/pypi/elasticsearch>`_::
-
- $ python -m pip install elasticsearch
-
-If your application uses async/await in Python you can install with
-the ``async`` extra::
-
- $ python -m pip install elasticsearch[async]
-
-Read more about `how to use asyncio with this project <async>`_.
 
 Example Usage
 -------------
@@ -260,7 +257,7 @@ or the port value encoded within ``cloud_id``. Using Cloud ID also disables sni
  http_auth=("elastic", "<password>"),
  )
 
-APIKey Authentication
+API Key Authentication
 ~~~~~~~~~~~~~~~~~~~~~~
 
 You can configure the client to use Elasticsearch's `API Key`_ for connecting to your cluster.
@@ -374,6 +371,28 @@ However, you can implement your own custom serializer::
 
 .. _JSONSerializer: https://github.com/elastic/elasticsearch-py/blob/master/elasticsearch/serializer.py#L24
 
+
+Elasticsearch-DSL
+-----------------
+
+For a more high level client library with more limited scope, have a look at
+`elasticsearch-dsl`_ - a more pythonic library sitting on top of
+``elasticsearch-py``.
+
+`elasticsearch-dsl`_ provides a more convenient and idiomatic way to write and manipulate
+`queries`_ by mirroring the terminology and structure of Elasticsearch JSON DSL
+while exposing the whole range of the DSL from Python
+either directly using defined classes or a queryset-like expressions.
+
+It also provides an optional `persistence layer`_ for working with documents as
+Python objects in an ORM-like fashion: defining mappings, retrieving and saving
+documents, wrapping the document data in user-defined classes.
+
+.. _elasticsearch-dsl: https://elasticsearch-dsl.readthedocs.io/
+.. _queries: https://elasticsearch-dsl.readthedocs.io/en/latest/search_dsl.html
+.. _persistence layer: https://elasticsearch-dsl.readthedocs.io/en/latest/persistence.html#doctype
+
+
 Contents
 --------
 
@@ -389,10 +408,11 @@ Contents
  helpers
  Changelog
 
+
 License
 -------
 
-Copyright 2018 Elasticsearch
+Copyright 2020 Elasticsearch B.V
 
 Licensed under the Apache License, Version 2.0 (the "License");
 you may not use this file except in compliance with the License.