diff --git a/.bumpversion.cfg b/.bumpversion.cfg
new file mode 100644
index 0000000..a6af790
--- /dev/null
+++ b/.bumpversion.cfg
@@ -0,0 +1,34 @@
+[bumpversion]
+current_version = 0.1.0-dev
+commit = False
+tag = False
+parse = (?P<major>\d+)\.(?P<minor>\d+)\.(?P<patch>\d+)(\-(?P<release>\w+))?
+serialize = 
+	{major}.{minor}.{patch}-{release}
+	{major}.{minor}.{patch}
+
+[bumpversion:part:release]
+optional_value = placeholder
+values = 
+	dev
+	placeholder
+
+[bumpversion:file:VERSION]
+search = {current_version}
+replace = {new_version}
+
+[bumpversion:file:src/dask_elasticsearch/__init__.py]
+search = __version__ = '{current_version}'
+replace = __version__ = '{new_version}'
+
+[bumpversion:file:.cookiecutterrc]
+search = version: {current_version}
+replace = version: {new_version}
+
+[bumpversion:file:HISTORY.rst]
+search = .. comment:: bumpversion marker
+replace = .. comment:: bumpversion marker
+
+	{new_version} ({now:%Y-%m-%d})
+	------------------
+
diff --git a/.cookiecutterrc b/.cookiecutterrc
new file mode 100644
index 0000000..698ca22
--- /dev/null
+++ b/.cookiecutterrc
@@ -0,0 +1,33 @@
+# This file exists so you can easily regenerate your project.
+#
+# `cookiepatcher` is a convenient shim around `cookiecutter`
+# for regenerating projects (it will generate a .cookiecutterrc 
+# automatically for any template). To use it:
+#
+#    pip install cookiepatcher
+#    cookiepatcher gh:ionelmc/cookiecutter-pylibrary project-path
+#
+# See:
+#    https://pypi.python.org/pypi/cookiecutter
+#
+# Alternatively, you can run:
+#
+#    cookiecutter --overwrite-if-exists --config-file=project-path/.cookiecutterrc gh:ionelmc/cookiecutter-pylibrary
+
+default_context:
+    email: rolando at rmax.io
+    full_name: Rolando (Max) Espinoza
+    github_username: rolando
+    project_name: Dask-Elasticsearch
+    project_package: dask_elasticsearch
+    project_short_description: Elasticsearch reader for Dask.
+    project_slug: dask-elasticsearch
+    pypi_username: rolando
+    use_codecov: y
+    use_cython: y
+    use_landscape: y
+    use_pypi_deployment_with_travis: y
+    use_pytest: y
+    use_requiresio: y
+    version: 0.1.0-dev
+    year: 2017
diff --git a/.coveragerc b/.coveragerc
new file mode 100644
index 0000000..c311d57
--- /dev/null
+++ b/.coveragerc
@@ -0,0 +1,24 @@
+[paths]
+source =
+    src
+
+[run]
+branch = true
+source =
+    dask_elasticsearch
+    tests
+parallel = true
+
+[report]
+show_missing = true
+precision = 2
+omit = 
+exclude_lines =
+    pragma: no cover
+    def __repr__
+    if self.debug:
+    if settings.DEBUG
+    raise AssertionError
+    raise NotImplementedError
+    if 0:
+    if __name__ == .__main__.:
diff --git a/.editorconfig b/.editorconfig
new file mode 100644
index 0000000..d4a2c44
--- /dev/null
+++ b/.editorconfig
@@ -0,0 +1,21 @@
+# http://editorconfig.org
+
+root = true
+
+[*]
+indent_style = space
+indent_size = 4
+trim_trailing_whitespace = true
+insert_final_newline = true
+charset = utf-8
+end_of_line = lf
+
+[*.bat]
+indent_style = tab
+end_of_line = crlf
+
+[LICENSE]
+insert_final_newline = false
+
+[Makefile]
+indent_style = tab
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..cf3102d
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,91 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+env/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*,cover
+.hypothesis/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule
+
+# dotenv
+.env
+
+# virtualenv
+.venv
+venv/
+ENV/
+
+# Spyder project settings
+.spyderproject
+
+# Rope project settings
+.ropeproject
diff --git a/.travis.yml b/.travis.yml
new file mode 100644
index 0000000..3ae8df7
--- /dev/null
+++ b/.travis.yml
@@ -0,0 +1,79 @@
+# Config file for automatic testing at travis-ci.org
+# This file will be regenerated if you run travis_pypi_setup.py
+
+language: python
+python: 3.5
+sudo: false
+
+env:
+  - TOXENV=py35
+  - TOXENV=py34
+  - TOXENV=py27
+
+matrix:
+  fast_finish: true
+
+
+before_install:
+  - python --version
+  - uname -a
+  - lsb_release -a
+
+# command to install dependencies, e.g. pip install -r requirements.txt --use-mirrors
+install: 
+  - pip install -U pip wheel
+  - pip install -U tox
+  - pip install -U coverage
+  - pip install -U requires.io
+  - pip install -U twine
+  - virtualenv --version
+  - easy_install --version
+  - pip --version
+  - tox --version
+
+# command to run tests, e.g. python setup.py test
+script:
+  - tox --workdir $HOME/.tox
+
+after_success:
+    # Codecov requires a single .coverage and will run 'coverage xml' to
+    # generate the report.
+    - coverage combine
+    - bash <(curl -s https://codecov.io/bash)
+    - requires.io update-site
+
+
+
+after_failure:
+  - more $HOME/.tox/log/* | cat
+  - more $HOME/.tox/*/log/* | cat
+
+before_cache:
+  - rm -fr $HOME/.cache/pip/log
+  - rm -fr $HOME/.tox/log/*
+  - rm -fr $HOME/.tox/*/log/*
+
+cache:
+  directories:
+    - $HOME/.cache/pip
+    - $HOME/.tox
+
+notifications:
+  email:
+    on_sucess: never
+    on_failure: always
+
+# FIXME: After you create the Github repo and add it to Travis, run the
+# travis_pypi_setup.py script to finish PyPI deployment setup. Then you can
+# remove the script travis_pypi_setup.py.
+deploy:
+  provider: pypi
+  distributions: "sdist bdist_wheel"
+  user: darkrho
+  password:
+    secure: PLEASE_REPLACE_ME
+  on:
+    tags: true
+    all_branches: true
+    repo: rolando/dask-elasticsearch
+    condition: "$TOXENV == py35"
diff --git a/AUTHORS.rst b/AUTHORS.rst
new file mode 100644
index 0000000..0cfaf33
--- /dev/null
+++ b/AUTHORS.rst
@@ -0,0 +1,13 @@
+=======
+Credits
+=======
+
+Development Lead
+----------------
+
+* Rolando (Max) Espinoza <rolando at rmax.io>
+
+Contributors
+------------
+
+None yet. Why not be the first?
diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.rst
new file mode 100644
index 0000000..4e60f15
--- /dev/null
+++ b/CONTRIBUTING.rst
@@ -0,0 +1,113 @@
+.. highlight:: shell
+
+============
+Contributing
+============
+
+Contributions are welcome, and they are greatly appreciated! Every
+little bit helps, and credit will always be given.
+
+You can contribute in many ways:
+
+Types of Contributions
+----------------------
+
+Report Bugs
+~~~~~~~~~~~
+
+Report bugs at https://github.com/rolando/dask-elasticsearch/issues.
+
+If you are reporting a bug, please include:
+
+* Your operating system name and version.
+* Any details about your local setup that might be helpful in troubleshooting.
+* Detailed steps to reproduce the bug.
+
+Fix Bugs
+~~~~~~~~
+
+Look through the GitHub issues for bugs. Anything tagged with "bug"
+is open to whoever wants to implement it.
+
+Implement Features
+~~~~~~~~~~~~~~~~~~
+
+Look through the GitHub issues for features. Anything tagged with "feature"
+is open to whoever wants to implement it.
+
+Write Documentation
+~~~~~~~~~~~~~~~~~~~
+
+Dask-Elasticsearch could always use more documentation, whether as part of the
+official Dask-Elasticsearch docs, in docstrings, or even on the web in blog posts,
+articles, and such.
+
+Submit Feedback
+~~~~~~~~~~~~~~~
+
+The best way to send feedback is to file an issue at https://github.com/rolando/dask-elasticsearch/issues.
+
+If you are proposing a feature:
+
+* Explain in detail how it would work.
+* Keep the scope as narrow as possible, to make it easier to implement.
+* Remember that this is a volunteer-driven project, and that contributions
+  are welcome :)
+
+Get Started!
+------------
+
+Ready to contribute? Here's how to set up `dask-elasticsearch` for local development.
+
+1. Fork the `dask-elasticsearch` repo on GitHub.
+2. Clone your fork locally::
+
+    $ git clone git@github.com:your_name_here/dask-elasticsearch.git
+
+3. Install your local copy into a virtualenv. Assuming you have virtualenvwrapper installed, this is how you set up your fork for local development::
+
+    $ mkvirtualenv dask-elasticsearch
+    $ cd dask-elasticsearch/
+    $ python setup.py develop
+
+4. Create a branch for local development::
+
+    $ git checkout -b name-of-your-bugfix-or-feature
+
+   Now you can make your changes locally.
+
+5. When you're done making changes, check that your changes pass flake8 and the tests, including testing other Python versions with tox::
+
+    $ flake8 dask_elasticsearch tests
+    $ python setup.py test or py.test
+    $ tox
+
+   To get flake8 and tox, just pip install them into your virtualenv.
+
+6. Commit your changes and push your branch to GitHub::
+
+    $ git add .
+    $ git commit -m "Your detailed description of your changes."
+    $ git push origin name-of-your-bugfix-or-feature
+
+7. Submit a pull request through the GitHub website.
+
+Pull Request Guidelines
+-----------------------
+
+Before you submit a pull request, check that it meets these guidelines:
+
+1. The pull request should include tests.
+2. If the pull request adds functionality, the docs should be updated. Put
+   your new functionality into a function with a docstring, and add the
+   feature to the list in README.rst.
+3. The pull request should work for Python 2.6, 2.7, 3.3, 3.4 and 3.5, and for PyPy. Check
+   https://travis-ci.org/rolando/dask-elasticsearch/pull_requests
+   and make sure that the tests pass for all supported Python versions.
+
+Tips
+----
+
+To run a subset of tests::
+
+    $ py.test tests.test_dask_elasticsearch
diff --git a/HISTORY.rst b/HISTORY.rst
new file mode 100644
index 0000000..7664a58
--- /dev/null
+++ b/HISTORY.rst
@@ -0,0 +1,10 @@
+=======
+History
+=======
+
+.. comment:: bumpversion marker
+
+0.1.0-dev (unreleased)
+----------------------
+
+* First release on PyPI.
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..288c441
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,19 @@
+Copyright (c) 2017, Rolando (Max) Espinoza
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of
+this software and associated documentation files (the "Software"), to deal in
+the Software without restriction, including without limitation the rights to
+use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
+of the Software, and to permit persons to whom the Software is furnished to do
+so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/MANIFEST.in b/MANIFEST.in
new file mode 100644
index 0000000..e04fb3d
--- /dev/null
+++ b/MANIFEST.in
@@ -0,0 +1,17 @@
+graft docs
+graft requirements
+graft src
+graft tests
+
+include *.in
+include *.ini
+include *.rst
+include *.txt
+
+include LICENSE
+include VERSION
+include Makefile
+
+global-exclude __pycache__ *.py[cod]
+global-exclude *.so *.dylib
+global-exclude *.c *.cpp
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..8218ad8
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,151 @@
+.PHONY: clean-so clean-test clean-pyc clean-build clean-docs clean
+.PHONY: docs check check-manifest check-setup check-history lint
+.PHONY: test test-all coverage
+.PHONY: compile-reqs install-reqs
+.PHONY: release dist install build-inplace
+define BROWSER_PYSCRIPT
+import os, webbrowser, sys
+try:
+	from urllib import pathname2url
+except:
+	from urllib.request import pathname2url
+
+webbrowser.open("file://" + pathname2url(os.path.abspath(sys.argv[1])))
+endef
+export BROWSER_PYSCRIPT
+BROWSER := python -c "$$BROWSER_PYSCRIPT"
+
+SPHINX_BUILD := html
+
+help:
+	@echo "check - check setup, code style, setup, etc"
+	@echo "check-manifest - check manifest"
+	@echo "check-setup - check setup"
+	@echo "check-history - check history"
+	@echo "clean - remove all build, test, coverage and Python artifacts"
+	@echo "clean-build - remove build artifacts"
+	@echo "clean-docs - remove docs artifacts"
+	@echo "clean-pyc - remove Python file artifacts"
+	@echo "clean-test - remove test and coverage artifacts"
+	@echo "clean-so - remove compiled extensions"
+	@echo "lint - check style with flake8"
+	@echo "test - run tests quickly with the default Python"
+	@echo "test-all - run tests on every Python version with tox"
+	@echo "coverage - check code coverage quickly with the default Python"
+	@echo "compile-reqs - compile requirements"
+	@echo "install-reqs - install requirements"
+	@echo "docs - generate Sphinx HTML documentation, including API docs"
+	@echo "release - package and upload a release"
+	@echo "dist - package"
+	@echo "develop - install package in develop mode"
+	@echo "install - install the package to the active Python's site-packages"
+
+check: check-setup check-manifest check-history lint
+
+check-setup:
+	@echo "Checking package metadata (name, description, etc)"
+	python setup.py check --strict --metadata --restructuredtext
+
+check-manifest:
+	@echo "Checking MANIFEST.in"
+	check-manifest --ignore ".*"
+
+check-history:
+	@echo "Checking latest version in HISTORY"
+	VERSION=`cat VERSION`; grep "^$${VERSION}\b" HISTORY.rst
+
+clean: clean-build clean-docs clean-pyc clean-test clean-so
+
+clean-build:
+	rm -fr build/
+	rm -fr dist/
+	rm -fr .eggs/
+	find . -name '*.egg-info' -exec rm -fr {} +
+	find . -name '*.egg' -exec rm -f {} +
+
+clean-docs:
+	$(MAKE) -C docs clean
+
+clean-pyc:
+	find . -name '*.pyc' -exec rm -f {} +
+	find . -name '*.pyo' -exec rm -f {} +
+	find . -name '*~' -exec rm -f {} +
+	find . -name '__pycache__' -exec rm -fr {} +
+
+clean-test:
+	rm -fr .tox/
+	rm -f .coverage
+	rm -fr htmlcov/
+
+clean-so:
+	find . -name '*.so' -exec rm -f {} +
+
+lint:
+	flake8 src tests
+
+build-inplace:
+	python setup.py build_ext --inplace
+
+develop: clean
+	pip install -e .
+
+TEST_ARGS ?=
+test: develop
+	py.test $(TEST_ARGS)
+
+test-all:
+	tox -v
+
+coverage: develop
+	coverage run -m py.test
+	coverage combine
+	coverage report
+
+coverage-html: coverage
+	coverage html
+	$(BROWSER) htmlcov/index.html
+
+docs-build: develop
+	rm -f docs/dask_elasticsearch.rst
+	rm -f docs/modules.rst
+	sphinx-apidoc -o docs/ src/dask_elasticsearch
+	$(MAKE) -C docs clean
+	$(MAKE) -C docs $(SPHINX_BUILD)
+
+docs: docs-build
+	$(BROWSER) docs/_build/$(SPHINX_BUILD)/index.html
+
+servedocs: docs
+	watchmedo shell-command -p '*.rst' -c '$(MAKE) -C docs html' -R -D .
+
+release: clean check dist
+	git branch | grep '* master'
+	# Tagging release.
+	VERSION=`cat VERSION`; git tag -a v$$VERSION
+	git push --follow-tags
+	twine upload dist/*
+
+dist: clean
+	python setup.py sdist
+	ls -l dist
+
+install: clean
+	pip install .
+
+REQUIREMENTS_IN := $(wildcard requirements*.in)
+.PHONY: $(REQUIREMENTS_IN)
+
+requirements%.txt: requirements%.in
+	pip-compile -v $< -o $@
+
+REQUIREMENTS_TXT := $(REQUIREMENTS_IN:.in=.txt)
+ifndef REQUIREMENTS_TXT
+REQUIREMENTS_TXT := $(wildcard requirements*.txt)
+endif
+
+compile-reqs: $(REQUIREMENTS_TXT)
+	@test -z "$$REQUIREMENTS_TXT" && echo "No 'requirements*.in' files. Nothing to do"
+
+install-reqs:
+	@test -z "$$REQUIREMENTS_TXT" && echo "No 'requirements*.txt' files. Nothing to do"
+	$(foreach req,$(REQUIREMENTS_TXT),pip install -r $(req);)
diff --git a/README.rst b/README.rst
new file mode 100644
index 0000000..871696a
--- /dev/null
+++ b/README.rst
@@ -0,0 +1,52 @@
+==================
+Dask-Elasticsearch
+==================
+
+.. image:: https://img.shields.io/pypi/v/dask-elasticsearch.svg
+        :target: https://pypi.python.org/pypi/dask-elasticsearch
+
+.. image:: https://img.shields.io/pypi/pyversions/dask-elasticsearch.svg
+        :target: https://pypi.python.org/pypi/dask-elasticsearch
+
+.. image:: https://readthedocs.org/projects/dask-elasticsearch/badge/?version=latest
+        :target: https://readthedocs.org/projects/dask-elasticsearch/?badge=latest
+        :alt: Documentation Status
+
+.. image:: https://img.shields.io/travis/rolando/dask-elasticsearch.svg
+        :target: https://travis-ci.org/rolando/dask-elasticsearch
+
+.. image:: https://codecov.io/github/rolando/dask-elasticsearch/coverage.svg?branch=master
+    :alt: Coverage Status
+    :target: https://codecov.io/github/rolando/dask-elasticsearch
+
+.. image:: https://landscape.io/github/rolando/dask-elasticsearch/master/landscape.svg?style=flat
+    :target: https://landscape.io/github/rolando/dask-elasticsearch/master
+    :alt: Code Quality Status
+
+.. image:: https://requires.io/github/rolando/dask-elasticsearch/requirements.svg?branch=master
+    :alt: Requirements Status
+    :target: https://requires.io/github/rolando/dask-elasticsearch/requirements/?branch=master
+
+Elasticsearch reader for Dask.
+
+* Free software: MIT license
+* Documentation: https://dask-elasticsearch.readthedocs.org.
+* Python versions: 2.7, 3.4+
+
+Features
+--------
+
+FIXME
+
+Quickstart
+----------
+
+FIXME
+
+Credits
+-------
+
+This package was created with Cookiecutter_ and the `rolando/cookiecutter-pypackage`_ project template.
+
+.. _Cookiecutter: https://github.com/audreyr/cookiecutter
+.. _`rolando/cookiecutter-pypackage`: https://github.com/rolando/cookiecutter-pypackage
diff --git a/TODO.rst b/TODO.rst
new file mode 100644
index 0000000..2ef024f
--- /dev/null
+++ b/TODO.rst
@@ -0,0 +1,4 @@
+TODO
+====
+
+* Make a TODO
diff --git a/VERSION b/VERSION
new file mode 100644
index 0000000..0d4d124
--- /dev/null
+++ b/VERSION
@@ -0,0 +1 @@
+0.1.0-dev
diff --git a/docs/Makefile b/docs/Makefile
new file mode 100644
index 0000000..bc5ad03
--- /dev/null
+++ b/docs/Makefile
@@ -0,0 +1,177 @@
+# Makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line.
+SPHINXOPTS    =
+SPHINXBUILD   = sphinx-build
+PAPER         =
+BUILDDIR      = _build
+
+# User-friendly check for sphinx-build
+ifeq ($(shell which $(SPHINXBUILD) >/dev/null 2>&1; echo $$?), 1)
+$(error The '$(SPHINXBUILD)' command was not found. Make sure you have Sphinx installed, then set the SPHINXBUILD environment variable to point to the full path of the '$(SPHINXBUILD)' executable. Alternatively you can add the directory with the executable to your PATH. If you don't have Sphinx installed, grab it from http://sphinx-doc.org/)
+endif
+
+# Internal variables.
+PAPEROPT_a4     = -D latex_paper_size=a4
+PAPEROPT_letter = -D latex_paper_size=letter
+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
+
+help:
+	@echo "Please use \`make <target>' where <target> is one of"
+	@echo "  html       to make standalone HTML files"
+	@echo "  dirhtml    to make HTML files named index.html in directories"
+	@echo "  singlehtml to make a single large HTML file"
+	@echo "  pickle     to make pickle files"
+	@echo "  json       to make JSON files"
+	@echo "  htmlhelp   to make HTML files and a HTML help project"
+	@echo "  qthelp     to make HTML files and a qthelp project"
+	@echo "  devhelp    to make HTML files and a Devhelp project"
+	@echo "  epub       to make an epub"
+	@echo "  latex      to make LaTeX files, you can set PAPER=a4 or PAPER=letter"
+	@echo "  latexpdf   to make LaTeX files and run them through pdflatex"
+	@echo "  latexpdfja to make LaTeX files and run them through platex/dvipdfmx"
+	@echo "  text       to make text files"
+	@echo "  man        to make manual pages"
+	@echo "  texinfo    to make Texinfo files"
+	@echo "  info       to make Texinfo files and run them through makeinfo"
+	@echo "  gettext    to make PO message catalogs"
+	@echo "  changes    to make an overview of all changed/added/deprecated items"
+	@echo "  xml        to make Docutils-native XML files"
+	@echo "  pseudoxml  to make pseudoxml-XML files for display purposes"
+	@echo "  linkcheck  to check all external links for integrity"
+	@echo "  doctest    to run all doctests embedded in the documentation (if enabled)"
+
+clean:
+	rm -rf $(BUILDDIR)/*
+
+html:
+	$(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html
+	@echo
+	@echo "Build finished. The HTML pages are in $(BUILDDIR)/html."
+
+dirhtml:
+	$(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml
+	@echo
+	@echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml."
+
+singlehtml:
+	$(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml
+	@echo
+	@echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml."
+
+pickle:
+	$(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle
+	@echo
+	@echo "Build finished; now you can process the pickle files."
+
+json:
+	$(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json
+	@echo
+	@echo "Build finished; now you can process the JSON files."
+
+htmlhelp:
+	$(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp
+	@echo
+	@echo "Build finished; now you can run HTML Help Workshop with the" \
+	      ".hhp project file in $(BUILDDIR)/htmlhelp."
+
+qthelp:
+	$(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp
+	@echo
+	@echo "Build finished; now you can run "qcollectiongenerator" with the" \
+	      ".qhcp project file in $(BUILDDIR)/qthelp, like this:"
+	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/dask-elasticsearch.qhcp"
+	@echo "To view the help file:"
+	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/dask-elasticsearch.qhc"
+
+devhelp:
+	$(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp
+	@echo
+	@echo "Build finished."
+	@echo "To view the help file:"
+	@echo "# mkdir -p $$HOME/.local/share/devhelp/dask-elasticsearch"
+	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/dask-elasticsearch"
+	@echo "# devhelp"
+
+epub:
+	$(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub
+	@echo
+	@echo "Build finished. The epub file is in $(BUILDDIR)/epub."
+
+latex:
+	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
+	@echo
+	@echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex."
+	@echo "Run \`make' in that directory to run these through (pdf)latex" \
+	      "(use \`make latexpdf' here to do that automatically)."
+
+latexpdf:
+	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
+	@echo "Running LaTeX files through pdflatex..."
+	$(MAKE) -C $(BUILDDIR)/latex all-pdf
+	@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex."
+
+latexpdfja:
+	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
+	@echo "Running LaTeX files through platex and dvipdfmx..."
+	$(MAKE) -C $(BUILDDIR)/latex all-pdf-ja
+	@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex."
+
+text:
+	$(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text
+	@echo
+	@echo "Build finished. The text files are in $(BUILDDIR)/text."
+
+man:
+	$(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man
+	@echo
+	@echo "Build finished. The manual pages are in $(BUILDDIR)/man."
+
+texinfo:
+	$(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo
+	@echo
+	@echo "Build finished. The Texinfo files are in $(BUILDDIR)/texinfo."
+	@echo "Run \`make' in that directory to run these through makeinfo" \
+	      "(use \`make info' here to do that automatically)."
+
+info:
+	$(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo
+	@echo "Running Texinfo files through makeinfo..."
+	make -C $(BUILDDIR)/texinfo info
+	@echo "makeinfo finished; the Info files are in $(BUILDDIR)/texinfo."
+
+gettext:
+	$(SPHINXBUILD) -b gettext $(I18NSPHINXOPTS) $(BUILDDIR)/locale
+	@echo
+	@echo "Build finished. The message catalogs are in $(BUILDDIR)/locale."
+
+changes:
+	$(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes
+	@echo
+	@echo "The overview file is in $(BUILDDIR)/changes."
+
+linkcheck:
+	$(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck
+	@echo
+	@echo "Link check complete; look for any errors in the above output " \
+	      "or in $(BUILDDIR)/linkcheck/output.txt."
+
+doctest:
+	$(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest
+	@echo "Testing of doctests in the sources finished, look at the " \
+	      "results in $(BUILDDIR)/doctest/output.txt."
+
+xml:
+	$(SPHINXBUILD) -b xml $(ALLSPHINXOPTS) $(BUILDDIR)/xml
+	@echo
+	@echo "Build finished. The XML files are in $(BUILDDIR)/xml."
+
+pseudoxml:
+	$(SPHINXBUILD) -b pseudoxml $(ALLSPHINXOPTS) $(BUILDDIR)/pseudoxml
+	@echo
+	@echo "Build finished. The pseudo-XML files are in $(BUILDDIR)/pseudoxml."
diff --git a/docs/authors.rst b/docs/authors.rst
new file mode 100644
index 0000000..e122f91
--- /dev/null
+++ b/docs/authors.rst
@@ -0,0 +1 @@
+.. include:: ../AUTHORS.rst
diff --git a/docs/conf.py b/docs/conf.py
new file mode 100644
index 0000000..b6e43ff
--- /dev/null
+++ b/docs/conf.py
@@ -0,0 +1,271 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+#
+# dask-elasticsearch documentation build configuration file, created by
+# sphinx-quickstart on Tue Jul  9 22:26:36 2013.
+#
+# This file is execfile()d with the current directory set to its
+# containing dir.
+#
+# Note that not all possible configuration values are present in this
+# autogenerated file.
+#
+# All configuration values have a default; values that are commented out
+# serve to show the default.
+
+import os
+import re
+
+# 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 documentation root, use os.path.abspath to make it
+# absolute, like shown here.
+#sys.path.insert(0, os.path.abspath('.'))
+
+# Get the project root dir, which is the parent dir of this
+project_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+
+# -- General configuration ---------------------------------------------
+
+# If your documentation needs a minimal Sphinx version, state it here.
+#needs_sphinx = '1.0'
+
+# Add any Sphinx extension module names here, as strings. They can be
+# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
+extensions = [
+    'sphinx.ext.autodoc',
+    'sphinx.ext.napoleon',
+    'sphinx.ext.viewcode',
+]
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = ['_templates']
+
+# The suffix of source filenames.
+source_suffix = '.rst'
+
+# The encoding of source files.
+#source_encoding = 'utf-8-sig'
+
+# The master toctree document.
+master_doc = 'index'
+
+# General information about the project.
+project = u'Dask-Elasticsearch'
+copyright = u'2017, Rolando (Max) Espinoza'
+
+# The version info for the project you're documenting, acts as replacement
+# for |version| and |release|, also used in various other places throughout
+# the built documents.
+#
+# The full version, including alpha/beta/rc tags.
+release = open(os.path.join(project_root, 'VERSION')).read().strip()
+# The short X.Y version.
+version = re.findall(r'\d+\.\d+\.\d+', release)[0]
+
+# The language for content autogenerated by Sphinx. Refer to documentation
+# for a list of supported languages.
+#language = None
+
+# There are two options for replacing |today|: either, you set today to
+# some non-false value, then it is used:
+#today = ''
+# Else, today_fmt is used as the format for a strftime call.
+#today_fmt = '%B %d, %Y'
+
+# List of patterns, relative to source directory, that match files and
+# directories to ignore when looking for source files.
+exclude_patterns = ['_build']
+
+# The reST default role (used for this markup: `text`) to use for all
+# documents.
+#default_role = None
+
+# If true, '()' will be appended to :func: etc. cross-reference text.
+#add_function_parentheses = True
+
+# If true, the current module name will be prepended to all description
+# unit titles (such as .. function::).
+#add_module_names = True
+
+# If true, sectionauthor and moduleauthor directives will be shown in the
+# output. They are ignored by default.
+#show_authors = False
+
+# The name of the Pygments (syntax highlighting) style to use.
+pygments_style = 'sphinx'
+
+# A list of ignored prefixes for module index sorting.
+#modindex_common_prefix = []
+
+# If true, keep warnings as "system message" paragraphs in the built
+# documents.
+#keep_warnings = False
+
+
+# -- Options for HTML output -------------------------------------------
+
+# The theme to use for HTML and HTML Help pages.  See the documentation for
+# a list of builtin themes.
+html_theme = 'default'
+
+# Theme options are theme-specific and customize the look and feel of a
+# theme further.  For a list of options available for each theme, see the
+# documentation.
+#html_theme_options = {}
+
+# Add any paths that contain custom themes here, relative to this directory.
+#html_theme_path = []
+
+# The name for this set of Sphinx documents.  If None, it defaults to
+# "<project> v<release> documentation".
+#html_title = None
+
+# A shorter title for the navigation bar.  Default is the same as
+# html_title.
+#html_short_title = None
+
+# The name of an image file (relative to this directory) to place at the
+# top of the sidebar.
+#html_logo = None
+
+# The name of an image file (within the static path) to use as favicon
+# of the docs.  This file should be a Windows icon file (.ico) being
+# 16x16 or 32x32 pixels large.
+#html_favicon = None
+
+# Add any paths that contain custom static files (such as style sheets)
+# here, relative to this directory. They are copied after the builtin
+# static files, so a file named "default.css" will overwrite the builtin
+# "default.css".
+html_static_path = ['_static']
+
+# If not '', a 'Last updated on:' timestamp is inserted at every page
+# bottom, using the given strftime format.
+#html_last_updated_fmt = '%b %d, %Y'
+
+# If true, SmartyPants will be used to convert quotes and dashes to
+# typographically correct entities.
+#html_use_smartypants = True
+
+# Custom sidebar templates, maps document names to template names.
+#html_sidebars = {}
+
+# Additional templates that should be rendered to pages, maps page names
+# to template names.
+#html_additional_pages = {}
+
+# If false, no module index is generated.
+#html_domain_indices = True
+
+# If false, no index is generated.
+#html_use_index = True
+
+# If true, the index is split into individual pages for each letter.
+#html_split_index = False
+
+# If true, links to the reST sources are added to the pages.
+#html_show_sourcelink = True
+
+# If true, "Created using Sphinx" is shown in the HTML footer.
+# Default is True.
+#html_show_sphinx = True
+
+# If true, "(C) Copyright ..." is shown in the HTML footer.
+# Default is True.
+#html_show_copyright = True
+
+# If true, an OpenSearch description file will be output, and all pages
+# will contain a <link> tag referring to it.  The value of this option
+# must be the base URL from which the finished HTML is served.
+#html_use_opensearch = ''
+
+# This is the file name suffix for HTML files (e.g. ".xhtml").
+#html_file_suffix = None
+
+# Output file base name for HTML help builder.
+htmlhelp_basename = 'dask_elasticsearchdoc'
+
+
+# -- Options for LaTeX output ------------------------------------------
+
+latex_elements = {
+    # The paper size ('letterpaper' or 'a4paper').
+    #'papersize': 'letterpaper',
+
+    # The font size ('10pt', '11pt' or '12pt').
+    #'pointsize': '10pt',
+
+    # Additional stuff for the LaTeX preamble.
+    #'preamble': '',
+}
+
+# Grouping the document tree into LaTeX files. List of tuples
+# (source start file, target name, title, author, documentclass
+# [howto/manual]).
+latex_documents = [
+    ('index', 'dask_elasticsearch.tex',
+     u'Dask-Elasticsearch Documentation',
+     u'Rolando (Max) Espinoza', 'manual'),
+]
+
+# The name of an image file (relative to this directory) to place at
+# the top of the title page.
+#latex_logo = None
+
+# For "manual" documents, if this is true, then toplevel headings
+# are parts, not chapters.
+#latex_use_parts = False
+
+# If true, show page references after internal links.
+#latex_show_pagerefs = False
+
+# If true, show URL addresses after external links.
+#latex_show_urls = False
+
+# Documents to append as an appendix to all manuals.
+#latex_appendices = []
+
+# If false, no module index is generated.
+#latex_domain_indices = True
+
+
+# -- Options for manual page output ------------------------------------
+
+# One entry per manual page. List of tuples
+# (source start file, name, description, authors, manual section).
+man_pages = [
+    ('index', 'dask_elasticsearch',
+     u'Dask-Elasticsearch Documentation',
+     [u'Rolando (Max) Espinoza'], 1)
+]
+
+# If true, show URL addresses after external links.
+#man_show_urls = False
+
+
+# -- Options for Texinfo output ----------------------------------------
+
+# Grouping the document tree into Texinfo files. List of tuples
+# (source start file, target name, title, author,
+#  dir menu entry, description, category)
+texinfo_documents = [
+    ('index', 'dask_elasticsearch',
+     u'Dask-Elasticsearch Documentation',
+     u'Rolando (Max) Espinoza',
+     'dask-elasticsearch',
+     'One line description of project.',
+     'Miscellaneous'),
+]
+
+# Documents to append as an appendix to all manuals.
+#texinfo_appendices = []
+
+# If false, no module index is generated.
+#texinfo_domain_indices = True
+
+# How to display URL addresses: 'footnote', 'no', or 'inline'.
+#texinfo_show_urls = 'footnote'
+
+# If true, do not generate a @detailmenu in the "Top" node's menu.
+#texinfo_no_detailmenu = False
diff --git a/docs/contributing.rst b/docs/contributing.rst
new file mode 100644
index 0000000..e582053
--- /dev/null
+++ b/docs/contributing.rst
@@ -0,0 +1 @@
+.. include:: ../CONTRIBUTING.rst
diff --git a/docs/history.rst b/docs/history.rst
new file mode 100644
index 0000000..2506499
--- /dev/null
+++ b/docs/history.rst
@@ -0,0 +1 @@
+.. include:: ../HISTORY.rst
diff --git a/docs/index.rst b/docs/index.rst
new file mode 100644
index 0000000..3e31406
--- /dev/null
+++ b/docs/index.rst
@@ -0,0 +1,24 @@
+.. dask-elasticsearch documentation master file, created by
+   sphinx-quickstart on Tue Jul  9 22:26:36 2013.
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+Welcome to Dask-Elasticsearch's documentation!
+======================================
+
+Contents:
+
+.. toctree::
+   :maxdepth: 2
+
+   readme
+   installation
+   history
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
+
diff --git a/docs/installation.rst b/docs/installation.rst
new file mode 100644
index 0000000..8bb93a1
--- /dev/null
+++ b/docs/installation.rst
@@ -0,0 +1,49 @@
+.. highlight:: shell
+
+============
+Installation
+============
+
+
+Stable release
+--------------
+
+To install Dask-Elasticsearch, run this command in your terminal:
+
+.. code-block:: console
+
+    $ pip install dask-elasticsearch
+
+If you don't have `pip`_ installed, this `Python installation guide`_ can guide
+you through the process.
+
+.. _pip: https://pip.pypa.io
+.. _Python installation guide: http://docs.python-guide.org/en/latest/starting/installation/
+
+
+From sources
+------------
+
+The sources for Dask-Elasticsearch can be downloaded from the `Github repo`_.
+
+You can either clone the public repository:
+
+.. code-block:: console
+
+    $ git clone git://github.com/rolando/dask-elasticsearch
+
+Or download the `tarball`_:
+
+.. code-block:: console
+
+    $ curl  -OL https://github.com/rolando/dask-elasticsearch/tarball/master
+
+Once you have a copy of the source, you can install it with:
+
+.. code-block:: console
+
+    $ pip install -e .
+
+
+.. _Github repo: https://github.com/rolando/dask-elasticsearch
+.. _tarball: https://github.com/rolando/dask-elasticsearch/tarball/master
diff --git a/docs/make.bat b/docs/make.bat
new file mode 100644
index 0000000..f5b41a0
--- /dev/null
+++ b/docs/make.bat
@@ -0,0 +1,242 @@
+@ECHO OFF
+
+REM Command file for Sphinx documentation
+
+if "%SPHINXBUILD%" == "" (
+	set SPHINXBUILD=sphinx-build
+)
+set BUILDDIR=_build
+set ALLSPHINXOPTS=-d %BUILDDIR%/doctrees %SPHINXOPTS% .
+set I18NSPHINXOPTS=%SPHINXOPTS% .
+if NOT "%PAPER%" == "" (
+	set ALLSPHINXOPTS=-D latex_paper_size=%PAPER% %ALLSPHINXOPTS%
+	set I18NSPHINXOPTS=-D latex_paper_size=%PAPER% %I18NSPHINXOPTS%
+)
+
+if "%1" == "" goto help
+
+if "%1" == "help" (
+	:help
+	echo.Please use `make ^<target^>` where ^<target^> is one of
+	echo.  html       to make standalone HTML files
+	echo.  dirhtml    to make HTML files named index.html in directories
+	echo.  singlehtml to make a single large HTML file
+	echo.  pickle     to make pickle files
+	echo.  json       to make JSON files
+	echo.  htmlhelp   to make HTML files and a HTML help project
+	echo.  qthelp     to make HTML files and a qthelp project
+	echo.  devhelp    to make HTML files and a Devhelp project
+	echo.  epub       to make an epub
+	echo.  latex      to make LaTeX files, you can set PAPER=a4 or PAPER=letter
+	echo.  text       to make text files
+	echo.  man        to make manual pages
+	echo.  texinfo    to make Texinfo files
+	echo.  gettext    to make PO message catalogs
+	echo.  changes    to make an overview over all changed/added/deprecated items
+	echo.  xml        to make Docutils-native XML files
+	echo.  pseudoxml  to make pseudoxml-XML files for display purposes
+	echo.  linkcheck  to check all external links for integrity
+	echo.  doctest    to run all doctests embedded in the documentation if enabled
+	goto end
+)
+
+if "%1" == "clean" (
+	for /d %%i in (%BUILDDIR%\*) do rmdir /q /s %%i
+	del /q /s %BUILDDIR%\*
+	goto end
+)
+
+
+%SPHINXBUILD% 2> nul
+if errorlevel 9009 (
+	echo.
+	echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
+	echo.installed, then set the SPHINXBUILD environment variable to point
+	echo.to the full path of the 'sphinx-build' executable. Alternatively you
+	echo.may add the Sphinx directory to PATH.
+	echo.
+	echo.If you don't have Sphinx installed, grab it from
+	echo.http://sphinx-doc.org/
+	exit /b 1
+)
+
+if "%1" == "html" (
+	%SPHINXBUILD% -b html %ALLSPHINXOPTS% %BUILDDIR%/html
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished. The HTML pages are in %BUILDDIR%/html.
+	goto end
+)
+
+if "%1" == "dirhtml" (
+	%SPHINXBUILD% -b dirhtml %ALLSPHINXOPTS% %BUILDDIR%/dirhtml
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished. The HTML pages are in %BUILDDIR%/dirhtml.
+	goto end
+)
+
+if "%1" == "singlehtml" (
+	%SPHINXBUILD% -b singlehtml %ALLSPHINXOPTS% %BUILDDIR%/singlehtml
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished. The HTML pages are in %BUILDDIR%/singlehtml.
+	goto end
+)
+
+if "%1" == "pickle" (
+	%SPHINXBUILD% -b pickle %ALLSPHINXOPTS% %BUILDDIR%/pickle
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished; now you can process the pickle files.
+	goto end
+)
+
+if "%1" == "json" (
+	%SPHINXBUILD% -b json %ALLSPHINXOPTS% %BUILDDIR%/json
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished; now you can process the JSON files.
+	goto end
+)
+
+if "%1" == "htmlhelp" (
+	%SPHINXBUILD% -b htmlhelp %ALLSPHINXOPTS% %BUILDDIR%/htmlhelp
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished; now you can run HTML Help Workshop with the ^
+.hhp project file in %BUILDDIR%/htmlhelp.
+	goto end
+)
+
+if "%1" == "qthelp" (
+	%SPHINXBUILD% -b qthelp %ALLSPHINXOPTS% %BUILDDIR%/qthelp
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished; now you can run "qcollectiongenerator" with the ^
+.qhcp project file in %BUILDDIR%/qthelp, like this:
+	echo.^> qcollectiongenerator %BUILDDIR%\qthelp\dask-elasticsearch.qhcp
+	echo.To view the help file:
+	echo.^> assistant -collectionFile %BUILDDIR%\qthelp\dask-elasticsearch.ghc
+	goto end
+)
+
+if "%1" == "devhelp" (
+	%SPHINXBUILD% -b devhelp %ALLSPHINXOPTS% %BUILDDIR%/devhelp
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished.
+	goto end
+)
+
+if "%1" == "epub" (
+	%SPHINXBUILD% -b epub %ALLSPHINXOPTS% %BUILDDIR%/epub
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished. The epub file is in %BUILDDIR%/epub.
+	goto end
+)
+
+if "%1" == "latex" (
+	%SPHINXBUILD% -b latex %ALLSPHINXOPTS% %BUILDDIR%/latex
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished; the LaTeX files are in %BUILDDIR%/latex.
+	goto end
+)
+
+if "%1" == "latexpdf" (
+	%SPHINXBUILD% -b latex %ALLSPHINXOPTS% %BUILDDIR%/latex
+	cd %BUILDDIR%/latex
+	make all-pdf
+	cd %BUILDDIR%/..
+	echo.
+	echo.Build finished; the PDF files are in %BUILDDIR%/latex.
+	goto end
+)
+
+if "%1" == "latexpdfja" (
+	%SPHINXBUILD% -b latex %ALLSPHINXOPTS% %BUILDDIR%/latex
+	cd %BUILDDIR%/latex
+	make all-pdf-ja
+	cd %BUILDDIR%/..
+	echo.
+	echo.Build finished; the PDF files are in %BUILDDIR%/latex.
+	goto end
+)
+
+if "%1" == "text" (
+	%SPHINXBUILD% -b text %ALLSPHINXOPTS% %BUILDDIR%/text
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished. The text files are in %BUILDDIR%/text.
+	goto end
+)
+
+if "%1" == "man" (
+	%SPHINXBUILD% -b man %ALLSPHINXOPTS% %BUILDDIR%/man
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished. The manual pages are in %BUILDDIR%/man.
+	goto end
+)
+
+if "%1" == "texinfo" (
+	%SPHINXBUILD% -b texinfo %ALLSPHINXOPTS% %BUILDDIR%/texinfo
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished. The Texinfo files are in %BUILDDIR%/texinfo.
+	goto end
+)
+
+if "%1" == "gettext" (
+	%SPHINXBUILD% -b gettext %I18NSPHINXOPTS% %BUILDDIR%/locale
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished. The message catalogs are in %BUILDDIR%/locale.
+	goto end
+)
+
+if "%1" == "changes" (
+	%SPHINXBUILD% -b changes %ALLSPHINXOPTS% %BUILDDIR%/changes
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.The overview file is in %BUILDDIR%/changes.
+	goto end
+)
+
+if "%1" == "linkcheck" (
+	%SPHINXBUILD% -b linkcheck %ALLSPHINXOPTS% %BUILDDIR%/linkcheck
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Link check complete; look for any errors in the above output ^
+or in %BUILDDIR%/linkcheck/output.txt.
+	goto end
+)
+
+if "%1" == "doctest" (
+	%SPHINXBUILD% -b doctest %ALLSPHINXOPTS% %BUILDDIR%/doctest
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Testing of doctests in the sources finished, look at the ^
+results in %BUILDDIR%/doctest/output.txt.
+	goto end
+)
+
+if "%1" == "xml" (
+	%SPHINXBUILD% -b xml %ALLSPHINXOPTS% %BUILDDIR%/xml
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished. The XML files are in %BUILDDIR%/xml.
+	goto end
+)
+
+if "%1" == "pseudoxml" (
+	%SPHINXBUILD% -b pseudoxml %ALLSPHINXOPTS% %BUILDDIR%/pseudoxml
+	if errorlevel 1 exit /b 1
+	echo.
+	echo.Build finished. The pseudo-XML files are in %BUILDDIR%/pseudoxml.
+	goto end
+)
+
+:end
diff --git a/docs/readme.rst b/docs/readme.rst
new file mode 100644
index 0000000..72a3355
--- /dev/null
+++ b/docs/readme.rst
@@ -0,0 +1 @@
+.. include:: ../README.rst
diff --git a/docs/requirements.txt b/docs/requirements.txt
new file mode 100644
index 0000000..678eff3
--- /dev/null
+++ b/docs/requirements.txt
@@ -0,0 +1,3 @@
+# Readthedocs workaround.
+# This should be installed using pip from the root directory.
+-e .
diff --git a/pytest.ini b/pytest.ini
new file mode 100644
index 0000000..4b5760a
--- /dev/null
+++ b/pytest.ini
@@ -0,0 +1,16 @@
+[pytest]
+norecursedirs =
+    .*
+    dist
+    build
+python_classes =
+    *Suite
+python_functions =
+    test_*
+python_files =
+    test_*.py
+    tests.py
+ignore =
+    setup.py
+addopts =
+    -rxEfsw -v
diff --git a/requirements/dev.txt b/requirements/dev.txt
new file mode 100644
index 0000000..c13985a
--- /dev/null
+++ b/requirements/dev.txt
@@ -0,0 +1,8 @@
+# This packages are requires only for development and release management.
+Sphinx
+bumpversion
+check-manifest
+pip-tools
+twine
+watchdog
+wheel
diff --git a/requirements/install.txt b/requirements/install.txt
new file mode 100644
index 0000000..997d22c
--- /dev/null
+++ b/requirements/install.txt
@@ -0,0 +1,3 @@
+# This packages are required to install and run our package.
+dask[imperative]
+elasticsearch
diff --git a/requirements/setup.txt b/requirements/setup.txt
new file mode 100644
index 0000000..51c1dd4
--- /dev/null
+++ b/requirements/setup.txt
@@ -0,0 +1,2 @@
+# This packages are required before running setup (i.e. build commands require
+# to import this packages).
diff --git a/requirements/tests.txt b/requirements/tests.txt
new file mode 100644
index 0000000..003944b
--- /dev/null
+++ b/requirements/tests.txt
@@ -0,0 +1,4 @@
+# This packages are required to run all the tests and perform checks.
+coverage
+flake8
+pytest
diff --git a/setup.cfg b/setup.cfg
new file mode 100644
index 0000000..6a4d7a4
--- /dev/null
+++ b/setup.cfg
@@ -0,0 +1,3 @@
+[flake8]
+exclude = docs, tests
+max-line-length = 120
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..736e2da
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,59 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+from pkgutil import walk_packages
+from setuptools import setup
+
+
+def find_packages(path):
+    # This method returns packages and subpackages as well.
+    return [name for _, name, is_pkg in walk_packages([path]) if is_pkg]
+
+
+def read_file(filename):
+    with open(filename) as fp:
+        return fp.read().strip()
+
+
+def read_rst(filename):
+    # Ignore unsupported directives by pypi.
+    return ''.join(line for line in read_file(filename).splitlines()
+                   if not line.startswith('.. comment::'))
+
+
+def read_requirements(filename):
+    return [line.strip() for line in read_file(filename).splitlines()
+            if not line.startswith('#')]
+
+
+setup_attrs = dict(
+    name='dask-elasticsearch',
+    version=read_file('VERSION'),
+    description="Elasticsearch reader for Dask.",
+    long_description=read_rst('README.rst') + '\n\n' + read_rst('HISTORY.rst'),
+    author="Rolando (Max) Espinoza",
+    author_email='rolando at rmax.io',
+    url='https://github.com/rolando/dask-elasticsearch',
+    packages=list(find_packages('src')),
+    package_dir={'': 'src'},
+    setup_requires=read_requirements('requirements/setup.txt'),
+    install_requires=read_requirements('requirements/install.txt'),
+    include_package_data=True,
+    license="MIT",
+    zip_safe=False,
+    keywords='dask-elasticsearch',
+    classifiers=[
+        'Development Status :: 2 - Pre-Alpha',
+        'Intended Audience :: Developers',
+        'License :: OSI Approved :: MIT License',
+        'Natural Language :: English',
+        "Programming Language :: Python :: 2",
+        'Programming Language :: Python :: 2.7',
+        'Programming Language :: Python :: 3',
+        'Programming Language :: Python :: 3.4',
+        'Programming Language :: Python :: 3.5',
+    ],
+)
+
+
+if __name__ == "__main__":
+    setup(**setup_attrs)
diff --git a/src/dask_elasticsearch/__init__.py b/src/dask_elasticsearch/__init__.py
new file mode 100644
index 0000000..8ea4f9f
--- /dev/null
+++ b/src/dask_elasticsearch/__init__.py
@@ -0,0 +1,74 @@
+# -*- coding: utf-8 -*-
+"""An Elasticsearch reader for Dask.
+"""
+from dask import delayed
+from elasticsearch import Elasticsearch
+from elasticsearch.helpers import scan
+
+
+__author__ = 'Rolando (Max) Espinoza'
+__email__ = 'rolando at rmax.io'
+__version__ = '0.1.0-dev'
+
+
+def _elasticsearch_scan(client_cls, client_kwargs, **params):
+    # This method is executed in the worker's process and here we instantiate
+    # the ES client as it cannot be serialized.
+    client = client_cls(**(client_kwargs or {}))
+    return list(scan(client, **params))
+
+
+def read_elasticsearch(query=None, npartitions=8, client_cls=None,
+                       client_kwargs=None, **kwargs):
+    """Reads documents from Elasticsearch.
+
+    By default, documents are sorted by ``_doc``. For more information see the
+    scrolling section in Elasticsearch documentation.
+
+    Parameters
+    ----------
+    query : dict, optional
+        Search query.
+    npartitions : int, optional
+        Number of partitions, default is 8.
+    client_cls : elasticsearch.Elasticsearch, optional
+        Elasticsearch client class.
+    client_kwargs : dict, optional
+        Elasticsearch client parameters.
+    **params
+        Additional keyword arguments are passed to the the
+        ``elasticsearch.helpers.scan`` function.
+
+    Returns
+    -------
+    out : List[Delayed]
+        A list of ``dask.Delayed`` objects.
+
+    Examples
+    --------
+
+    Get all documents in elasticsearch.
+
+    >>> docs = dask.bag.from_delayed(read_elasticsearch())
+
+    Get documents matching a given query.
+
+    >>> query = {"query": {"match_all": {}}}
+    >>> docs = dask.bag.from_delayed(read_elasticsearch(query, index="myindex", doc_type="stuff"))
+
+
+    """
+    query = query or {}
+    # Sorting by _doc is preferred for scrolling.
+    query.setdefault('sort', ['_doc'])
+    if client_cls is None:
+        client_cls = Elasticsearch
+    values = []
+    # We load documents in parallel using the scrolling + slicing feature.
+    for idx in range(npartitions):
+        slice = {'id': idx, 'max': npartitions}
+        scan_kwargs = dict(kwargs, query=dict(query, slice=slice))
+        values.append(
+            delayed(_elasticsearch_scan)(client_cls, client_kwargs, **scan_kwargs)
+        )
+    return values
diff --git a/tests/test_package_import.py b/tests/test_package_import.py
new file mode 100644
index 0000000..aaed9b9
--- /dev/null
+++ b/tests/test_package_import.py
@@ -0,0 +1,7 @@
+import dask_elasticsearch
+
+
+def test_package_metadata():
+    assert dask_elasticsearch.__author__
+    assert dask_elasticsearch.__email__
+    assert dask_elasticsearch.__version__
diff --git a/tox.ini b/tox.ini
new file mode 100644
index 0000000..092b44b
--- /dev/null
+++ b/tox.ini
@@ -0,0 +1,10 @@
+[tox]
+envlist = py27, py34, py35
+
+[testenv]
+deps =
+    -rrequirements/setup.txt
+    -rrequirements/install.txt
+    -rrequirements/tests.txt
+commands =
+    {posargs:coverage run -m py.test}