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	+<polygon fill="none" stroke="black" points="234,-436 234,-500 370,-500 370,-436 234,-436"/>
	+</g>
	+<!-- revision_history->revision -->
	+<g id="edge6" class="edge"><title>revision_history:rtcol1->revision:ltcol1</title>
	+<path fill="none" stroke="black" d="M370,-475C395.667,-475 404.49,-475 425.945,-475"/>
	+<polygon fill="black" stroke="black" points="426,-478.5 436,-475 426,-471.5 426,-478.5"/>
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	+<text text-anchor="start" x="230" y="-292" font-family="Times,serif" font-size="10.00"> object_id </text>
	+<text text-anchor="start" x="286" y="-292" font-family="Times,serif" font-size="10.00"> bigserial </text>
	+<text text-anchor="start" x="360" y="-292" font-family="Times,serif" font-size="10.00">  </text>
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	+<text text-anchor="start" x="230" y="-277" font-family="Times,serif" font-size="10.00"> name </text>
	+<text text-anchor="start" x="286" y="-277" font-family="Times,serif" font-size="10.00"> bytea </text>
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	+<text text-anchor="start" x="230" y="-262" font-family="Times,serif" font-size="10.00"> target </text>
	+<text text-anchor="start" x="286" y="-262" font-family="Times,serif" font-size="10.00"> bytea </text>
	+<text text-anchor="start" x="360" y="-262" font-family="Times,serif" font-size="10.00">  </text>
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	+<text text-anchor="start" x="230" y="-247" font-family="Times,serif" font-size="10.00"> target_type </text>
	+<text text-anchor="start" x="286" y="-247" font-family="Times,serif" font-size="10.00"> snapshot_target </text>
	+<text text-anchor="start" x="360" y="-247" font-family="Times,serif" font-size="10.00">  </text>
	+<text text-anchor="start" x="369" y="-247" font-family="Times,serif" font-size="10.00">  </text>
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	+<polygon fill="none" stroke="black" points="220,-241.5 220,-320.5 384,-320.5 384,-241.5 220,-241.5"/>
	+</g>
	+<!-- snapshot_branch->revision -->
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	+<path fill="none" stroke="black" d="M384,-264C476.811,-264 350.082,-458.838 425.742,-474.059"/>
	+<polygon fill="black" stroke="black" points="425.722,-477.572 436,-475 426.361,-470.601 425.722,-477.572"/>
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	+<!-- snapshot_branches -->
	+<g id="node15" class="node"><title>snapshot_branches</title>
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	+<text text-anchor="start" x="55.5" y="-255" font-family="Times,serif" font-size="10.00"> snapshot_branches </text>
	+<text text-anchor="start" x="43" y="-239" font-family="Times,serif" font-size="10.00"> snapshot_id </text>
	+<text text-anchor="start" x="102" y="-239" font-family="Times,serif" font-size="10.00"> bigint </text>
	+<text text-anchor="start" x="136" y="-239" font-family="Times,serif" font-size="10.00">  </text>
	+<text text-anchor="start" x="145" y="-239" font-family="Times,serif" font-size="10.00">  </text>
	+<text text-anchor="start" x="154" y="-239" font-family="Times,serif" font-size="10.00"> </text>
	+<text text-anchor="start" x="43" y="-224" font-family="Times,serif" font-size="10.00"> branch_id </text>
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	+<text text-anchor="start" x="136" y="-224" font-family="Times,serif" font-size="10.00">  </text>
	+<text text-anchor="start" x="145" y="-224" font-family="Times,serif" font-size="10.00">  </text>
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	+<polygon fill="none" stroke="black" points="32.5,-218.5 32.5,-267.5 159.5,-267.5 159.5,-218.5 32.5,-218.5"/>
	+</g>
	+<!-- snapshot_branches->snapshot -->
	+<g id="edge7" class="edge"><title>snapshot_branches:rtcol1->snapshot:ltcol1</title>
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	+<polygon fill="black" stroke="black" points="229.467,-193.623 239,-189 228.665,-186.67 229.467,-193.623"/>
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	+<!-- snapshot_branches->snapshot_branch -->
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	+</g>
	+</g>
	+</svg>
	diff --git a/docs/graph/dataset.rst b/docs/graph/dataset.rst
	index 3fbe822..d27822d 100644
	--- a/docs/graph/dataset.rst
	+++ b/docs/graph/dataset.rst
	@@ -1,86 +1,89 @@
	Dataset
	=======

	We provide the full graph dataset along with two "teaser" datasets that can be
	used for trying out smaller-scale experiments before using the full graph.

	All the main URLs are relative to our dataset prefix:
	`https://annex.softwareheritage.org/public/dataset/ <https://annex.softwareheritage.org/public/dataset/>`__.

	The Software Heritage Graph Dataset contains a table representation of the full
	Software Heritage Graph. It is available in the following formats:

	- PostgreSQL (compressed):

	+ - Total size: 1.2 TiB
	- URL: `/graph/latest/sql/
	<https://annex.softwareheritage.org/public/dataset/graph/latest/sql/>`_
	- - Total size: 1.2 TiB

	- Apache Parquet:

	+ - Total size: 1.2 TiB
	- URL: `/graph/latest/parquet/
	<https://annex.softwareheritage.org/public/dataset/graph/latest/parquet/>`_
	- - Total size: 1.2 TiB
	+ - S3: ``s3://softwareheritage/graph``

	Teaser datasets
	---------------

	If the above dataset is too big, we also provide the following "teaser"
	datasets that can get you started and have a smaller size fingerprint.

	popular-4k
	~~~~~~~~~~

	The ``popular-4k`` teaser contains a subset of 4000 popular
	repositories from GitHub, Gitlab, PyPI and Debian. The selection criteria to
	pick the software origins was the following:

	- The 1000 most popular GitHub projects (by number of stars)
	- The 1000 most popular Gitlab projects (by number of stars)
	- The 1000 most popular PyPI projects (by usage statistics, according to the
	`Top PyPI Packages <https://hugovk.github.io/top-pypi-packages/>`_ database),
	- The 1000 most popular Debian packages (by "votes" according to the `Debian
	Popularity Contest <https://popcon.debian.org/>`_ database)

	This teaser is available in the following formats:

	- PostgreSQL (compressed):

	+ - Total size: 23 GiB
	- URL: `/graph/latest/popular-4k/sql/
	<https://annex.softwareheritage.org/public/dataset/graph/latest/popular-4k/sql/>`_
	- - Total size: TODO

	- Apache Parquet:

	+ - Total size: 27 GiB
	- URL: `/graph/latest/popular-4k/parquet/
	<https://annex.softwareheritage.org/public/dataset/graph/latest/popular-4k/parquet/>`_
	- - Total size: TODO
	+ - S3: ``s3://softwareheritage/teasers/popular-4k``

	popular-3k-python
	~~~~~~~~~~~~~~~~~

	The ``popular-3k-python`` teaser contains a subset of 3052 popular
	repositories tagged as being written in the Python language, from GitHub,
	Gitlab, PyPI and Debian. The selection criteria to pick the software origins
	was the following, similar to ``popular-4k``:

	- the 1000 most popular GitHub projects written in Python (by number of stars),
	- the 131 Gitlab projects written in Python that have 2 stars or more,
	- the 1000 most popular PyPI projects (by usage statistics, according to the
	`Top PyPI Packages <https://hugovk.github.io/top-pypi-packages/>`_ database),
	- the 1000 most popular Debian packages with the
	`debtag <https://debtags.debian.org/>`_ ``implemented-in::python`` (by
	"votes" according to the `Debian Popularity Contest
	<https://popcon.debian.org/>`_ database).

	- PostgreSQL (compressed):

	+ - Total size: 4.7 GiB
	- URL: `/graph/latest/popular-3k-python/sql/
	<https://annex.softwareheritage.org/public/dataset/graph/latest/popular-3k-python/sql/>`_
	- - Total size: TODO

	- Apache Parquet:

	+ - Total size: 5.3 GiB
	- URL: `/graph/latest/popular-3k-python/sql/
	<https://annex.softwareheritage.org/public/dataset/graph/latest/popular-3k-python/parquet/>`_
	- - Total size: TODO
	+ - S3: ``s3://softwareheritage/teasers/popular-4k``
	diff --git a/docs/graph/index.rst b/docs/graph/index.rst
	index 26fea8b..71707b7 100644
	--- a/docs/graph/index.rst
	+++ b/docs/graph/index.rst
	@@ -1,54 +1,55 @@
	.. _swh-graph-dataset:

	Software Heritage Graph Dataset
	===============================

	This is the Software Heritage graph dataset: a fully-deduplicated Merkle
	DAG representation of the Software Heritage archive. The dataset links
	together file content identifiers, source code directories, Version
	Control System (VCS) commits tracking evolution over time, up to the
	full states of VCS repositories as observed by Software Heritage during
	periodic crawls. The dataset’s contents come from major development
	forges (including `GitHub <https://github.com/>`__ and
	`GitLab <https://gitlab.com>`__), FOSS distributions (e.g.,
	`Debian <debian.org>`__), and language-specific package managers (e.g.,
	`PyPI <https://pypi.org/>`__). Crawling information is also included,
	providing timestamps about when and where all archived source code
	artifacts have been observed in the wild.

	The Software Heritage graph dataset is available in multiple formats,
	including downloadable CSV dumps and Apache Parquet files for local use,
	as well as a public instance on Amazon Athena interactive query service
	for ready-to-use powerful analytical processing.

	By accessing the dataset, you agree with the Software Heritage `Ethical
	Charter for using the archive
	data <https://www.softwareheritage.org/legal/users-ethical-charter/>`__,
	and the `terms of use for bulk
	access <https://www.softwareheritage.org/legal/bulk-access-terms-of-use/>`__.


	If you use this dataset for research purposes, please cite the following paper:

	*
	\| Antoine Pietri, Diomidis Spinellis, Stefano Zacchiroli.
	\| The Software Heritage Graph Dataset: Public software development under one roof.
	\| In proceedings of `MSR 2019 <http://2019.msrconf.org/>`_: The 16th International Conference on Mining Software Repositories, May 2019, Montreal, Canada. Co-located with `ICSE 2019 <https://2019.icse-conferences.org/>`_.
	\| `preprint <https://upsilon.cc/~zack/research/publications/msr-2019-swh.pdf>`_, `bibtex <https://upsilon.cc/~zack/research/publications/msr-2019-swh.bib>`_

	.. toctree::
	:maxdepth: 2
	:caption: Contents:

	dataset
	+ schema
	postgresql
	athena
	databricks


	Indices and tables
	==================

	* :ref:`genindex`
	* :ref:`modindex`
	* :ref:`search`
	diff --git a/docs/graph/postgresql.rst b/docs/graph/postgresql.rst
	index 02ab33f..0cb0c38 100644
	--- a/docs/graph/postgresql.rst
	+++ b/docs/graph/postgresql.rst
	@@ -1,98 +1,98 @@
	Setup on a PostgreSQL instance
	==============================

	This tutorial will guide you through the steps required to setup the Software
	Heritage Graph Dataset in a PostgreSQL database.

	.. highlight:: bash

	PostgreSQL local setup
	----------------------

	You need to have access to a running PostgreSQL instance to load the dataset.
	This section contains information on how to setup PostgreSQL for the first
	time.

	*If you already have a PostgreSQL server running on your machine, you can skip
	to the next section.*

	- For Ubuntu and Debian::

	sudo apt install postgresql

	- For Archlinux::

	sudo pacman -S --needed postgresql
	sudo -u postgres initdb -D '/var/lib/postgres/data'
	sudo systemctl enable --now postgresql

	Once PostgreSQL is running, you also need an user that will be able to create
	databases and run queries. The easiest way to achieve that is simply to create
	an account that has the same name as your username and that can create
	databases::

	sudo -u postgres createuser --createdb $USER


	Retrieving the dataset
	----------------------

	You need to download the dataset in SQL format. Use the following command on
	your machine, after making sure that it has enough available space for the
	dataset you chose:

	.. tabs::

	.. group-tab:: full

	::

	- mkdir full && cd full
	- wget -c -A gz,sql -nd -r -np -nH https://annex.softwareheritage.org/public/dataset/graph/2019-01-28/sql/
	+ mkdir swhgd && cd swhgd
	+ wget -c -q --show-progress -A gz,sql -nd -r -np -nH https://annex.softwareheritage.org/public/dataset/graph/2019-01-28/sql/

	.. group-tab:: teaser: popular-4k

	::

	- mkdir full && cd full
	- wget -c -A gz,sql -nd -r -np -nH https://annex.softwareheritage.org/public/dataset/graph/2019-01-28/popular-4k/sql/
	+ mkdir popular-4k && cd popular-4k
	+ wget -c -q --show-progress -A gz,sql -nd -r -np -nH https://annex.softwareheritage.org/public/dataset/graph/2019-01-28/popular-4k/sql/

	.. group-tab:: teaser: popular-3k-python

	::

	- mkdir full && cd full
	- wget -c -A gz,sql -nd -r -np -nH https://annex.softwareheritage.org/public/dataset/graph/2019-01-28/popular-3k-python/sql/
	+ mkdir popular-3k-python && cd popular-3k-python
	+ wget -c -q --show-progress -A gz,sql -nd -r -np -nH https://annex.softwareheritage.org/public/dataset/graph/2019-01-28/popular-3k-python/sql/

	Loading the dataset
	-------------------

	Once you have retrieved the dataset of your choice, create a database that will
	contain it, and load the database:

	.. tabs::

	.. group-tab:: full

	::

	createdb swhgd
	- psql swhgd < swh_import.sql
	+ psql swhgd < load.sql

	.. group-tab:: teaser: popular-4k

	::

	createdb swhgd-popular-4k
	- psql swhgd-popular-4k < swh_import.sql
	+ psql swhgd-popular-4k < load.sql

	.. group-tab:: teaser: popular-3k-python

	::

	createdb swhgd-popular-3k-python
	- psql swhgd-popular-3k-python < swh_import.sql
	+ psql swhgd-popular-3k-python < load.sql


	You can now run SQL queries on your database. Run ``psql <database_name>`` to
	start an interactive PostgreSQL console.
	diff --git a/docs/graph/schema.rst b/docs/graph/schema.rst
	new file mode 100644
	index 0000000..f4fa884
	--- /dev/null
	+++ b/docs/graph/schema.rst
	@@ -0,0 +1,128 @@
	+Relational schema
	+=================
	+
	+The Merkle DAG of the Software Heritage archive is encoded in the dataset as a
	+set of relational tables.
	+A simplified view of the corresponding database schema is shown here:
	+
	+.. image:: _images/db-schema.svg
	+
	+This page documents the details of the schema.
	+
	+- content: contains information on the contents stored in
	+ the archive.
	+
	+ - ``sha1`` (bytes): the SHA-1 of the content
	+ - ``sha1_git`` (bytes): the Git SHA-1 of the content
	+ - ``length`` (integer): the length of the content
	+
	+- skipped_content: contains information on the contents that were not archived for
	+ various reasons.
	+
	+ - ``sha1`` (bytes): the SHA-1 of the missing content
	+ - ``sha1_git`` (bytes): the Git SHA-1 of the missing content
	+ - ``length`` (integer): the length of the missing content
	+
	+- directory: contains the directories stored in the archive.
	+
	+ - ``id`` (bytes): the intrinsic identifier of the directory, recursively
	+ computed with the Git SHA-1 algorithm
	+ - ``dir_entries`` (array of integers): the list of directories contained in
	+ this directory, as references to an entry in the ``directory_entry_dir``
	+ table.
	+ - ``file_entries`` (array of integers): the list of files contained in
	+ this directory, as references to an entry in the ``directory_entry_file``
	+ table.
	+ - ``rev_entries`` (array of integers): the list of revisions contained in
	+ this directory, as references to an entry in the ``directory_entry_rev``
	+ table.
	+
	+- directory_entry_file: contains informations about file entries in
	+ directories.
	+
	+ - ``id`` (integer): unique identifier for the entry
	+ - ``target`` (bytes): the Git SHA-1 of the content this entry points to
	+ - ``name`` (bytes): the name of the file (basename of its path)
	+ - ``perms`` (integer): the permissions of the file
	+
	+- directory_entry_dir: contains informations about directory entries in
	+ directories.
	+
	+ - ``id`` (integer): unique identifier for the entry
	+ - ``target`` (bytes): the Git SHA-1 of the directory this entry points to
	+ - ``name`` (bytes): the name of the directory
	+ - ``perms`` (integer): the permissions of the directory
	+
	+- directory_entry_rev: contains informations about revision entries in
	+ directories.
	+
	+ - ``id`` (integer): unique identifier for the entry
	+ - ``target`` (bytes): the Git SHA-1 of the revision this entry points to
	+ - ``name`` (bytes): the name of the directory that contains this revision
	+ - ``perms`` (integer): the permissions of the revision
	+
	+- revision: contains the revisions stored in the archive.
	+
	+ - ``id`` (bytes): the intrinsic identifier of the revision, recursively
	+ computed with the Git SHA-1 algorithm. For Git repositories, this
	+ corresponds to the commit hash.
	+
	+- The ``revision`` table contains all the revisions, identified by
	+ their intrinsic hash in the ``id`` field. Each revision points to the
	+ root directory of the project source tree, identified by the
	+ ``directory`` field which references the ``sha1_git`` cryptographic
	+ hash of the directory. The table also contains metadata on the
	+ revisions, notably the ``author`` and ``committer`` fields, the
	+ ``date`` and ``committer_date`` fields and the ``message`` field.
	+
	+ Each revision has an ordered set of parents (0 for the initial commit
	+ of a repository, 1 for a normal commit and 2 or more for a merge
	+ commit). These parents are stored in the ``revision_history`` table,
	+ one row per parent. Each parent is identified by the ``id``
	+ identifier, pointing to the hash of the revision, the ``parent_id``
	+ identifier, pointing to the hash of the parent revision, and the
	+ ``parent_rank`` integer which defines the order of the parents of
	+ each revision.
	+
	+- The ``person`` table deduplicates commit authors by their name and
	+ e-mail addresses. For pseudonymization purposes and in order to
	+ prevent abuse, these columns were removed from the dataset, and this
	+ table only contains the ``id`` column referenced by the ``author``
	+ and ``committer`` fields of the ``revision`` table. Individual
	+ authors may be retrieved using this ID from the Software Heritage
	+ api.
	+
	+- The ``release`` table contains the releases in the archive. They are
	+ also identified by their intrinsic hash ``id`` and point to a
	+ revision referenced by its hash in the ``target`` field. The metadata
	+ fields are semantically similar to the ``revision`` table (i.e
	+ ``author``, ``date``, ``message``).
	+
	+- The ``snapshot`` table contains the list of snapshots identified by
	+ their intrinsic hash ``id``, and their integer primary key in the
	+ archive ``object_id``. Each snapshot maps to a list of branches
	+ listed in the table ``snapshot_branch`` through the many-to-many
	+ relationship intermediate table ``snapshot_branches``, which
	+ references the ``object_id`` fields of the ``snapshot`` and
	+ ``snapshot_branch`` tables. The ``snapshot_branch`` table also
	+ contains the ``name`` of the branch and the ``target`` it points to
	+ (identified by its intrinsic hash), either a ``release``,
	+ ``revision``, ``directory`` or ``content`` object depending on the
	+ value of the ``target_type`` field.
	+
	+In addition to the nodes and edges of the graph, the dataset also
	+contains crawling information, as a set of triples capturing where (an
	+origin url) and when (a timestamp) a given snapshot has been
	+encountered.
	+
	+- The ``origin`` table contains the origins from which the software
	+ projects in the dataset were archived, identified by their ``id``
	+ identifier, and ``type`` and ``url`` metadata.
	+
	+ Since Software Heritage archives software continuously, software
	+ origins are crawled more than once. Every “visit” of an origin is
	+ stored in the ``origin_visit`` table, which contains the identifier
	+ ``origin`` of the origin visited, the ``date`` of the visit and a
	+ ``snapshot_id`` integer which points to the ``object_id`` identifier
	+ of the ``snapshot`` table.
	+

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