This is a pre-production deployment of Warehouse, however changes made here WILL affect the production instance of PyPI.
Latest Version Dependencies status unknown Test status unknown Test coverage unknown
Project Description
|travis|_ |codecov|_

Revision Scoring
================
A generic, machine learning-based revision scoring system designed to be used
to automatically differentiate damage from productive contributory behavior on
Wikipedia.

Example
========

Using a scorer_model to score a revision::

>>> import mwapi
>>> from revscoring import ScorerModel
>>> from revscoring.extractors.api.extractor import Extractor
>>>
>>> with open("models/enwiki.damaging.linear_svc.model") as f:
... scorer_model = ScorerModel.load(f)
...
>>> extractor = Extractor(mwapi.Session(host="https://en.wikipedia.org",
... user_agent="revscoring demo"))
>>>
>>> feature_values = list(extractor.extract(123456789, scorer_model.features))
>>>
>>> print(scorer_model.score(feature_values))
{'prediction': True, 'probability': {False: 0.4694409344514984, True: 0.5305590655485017}}


Installation
============
The easiest way to install `revscoring` is via the Python package installer
(pip).

``pip install revscoring``

You may find that some of `revscorings` dependencies fail to compile (namely
`scipy`, `numpy` and `sklearn`). In that case, you'll need to install some
dependencies in your operating system.

Ubuntu & Debian:
Run ``sudo apt-get install python3-dev g++ gfortran liblapack-dev libopenblas-dev``
Windows:
'TODO'
MacOS:
Using Homebrew and pip, installing `revscoring` and `enchant` can be accomplished
as follows::

brew install aspell --with-all-languages
brew install enchant
pip install --no-binary pyenchant revscoring
Languages can be added to `aspell`::

cd /tmp
wget http://ftp.gnu.org/gnu/aspell/dict/pt/aspell-pt-0.50-2.tar.bz2
bzip2 -dc aspell-pt-0.50-2.tar.bz2 | tar xvf -
cd aspell-pt-0.50-2
./configure
make
sudo make install
Caveats:
* The differences between the `aspell` and `myspell` dictionaries can cause
some of the tests to fail


Finally, in order to make use of language features, you'll need to download
some NLTK data. The following command will get the necessary corpus.

``python -m nltk.downloader stopwords``

You'll also need to install `enchant <https: enchant.org="">`_ compatible
dictionaries of the languages you'd like to use. We recommend the following:

* ``languages.arabic``: aspell-ar
* ``languages.czech``: myspell-cs
* ``languages.dutch``: myspell-nl
* ``languages.english``: myspell-en-us myspell-en-gb myspell-en-au
* ``languages.estonian``: myspell-et
* ``languages.french``: myspell-fr
* ``languages.german``: myspell-de-at myspell-de-ch myspell-de-de
* ``languages.hebrew``: myspell-he
* ``languages.hungarian``: myspell-hu
* ``languages.indonesian``: aspell-id
* ``languages.italian``: myspell-it
* ``languages.norwegian``: myspell-nb
* ``languages.persian``: myspell-fa
* ``languages.polish``: aspell-pl
* ``languages.portuguese``: myspell-pt
* ``languages.spanish``: myspell-es
* ``languages.swedish``: aspell-sv
* ``languages.tamil``: aspell-ta
* ``languages.russian``: myspell-ru
* ``languages.ukrainian``: myspell-uk
* ``languages.vietnamese``: hunspell-vi

Authors
=======
Aaron Halfaker:
* `http://halfaker.info`
Helder:
* `https://github.com/he7d3r`
Adam Roses Wight:
* `https://mediawiki.org/wiki/User:Adamw`
Amir Sarabadani:
* `https://github.com/Ladsgroup`

.. |travis| image:: https://api.travis-ci.org/wiki-ai/revscoring.png
.. _travis: https://travis-ci.org/wiki-ai/revscoring
.. |codecov| image:: https://codecov.io/github/wiki-ai/revscoring/revscoring.svg
.. _codecov: https://codecov.io/github/wiki-ai/revscoring
Release History

Release History

1.3.2

This version

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1.3.1

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1.2.9

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1.2.8

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1.2.7

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1.2.6

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1.2.5

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1.2.4

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1.2.3

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1.2.2

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1.2.1

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1.2.0

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1.1.8

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1.1.7

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1.1.6

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1.1.5

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1.1.4

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1.1.3

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1.1.2

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1.1.1

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1.1.0

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1.0.3

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1.0.2

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1.0.1

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0.7.11

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0.7.10

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0.7.8

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0.7.7

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0.7.6

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0.7.5

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0.7.3

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0.7.2

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0.7.1

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0.7.0

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0.6.7

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0.6.6

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0.6.5

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0.6.4

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0.6.3

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0.6.2

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0.6.1

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0.6.0

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0.5.0

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0.4.10

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0.4.9

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0.4.8

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0.4.7

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0.4.6

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0.4.5

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0.4.4

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Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.4.3

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.4.2

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.4.1

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.4.0

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.3.0

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.2.1

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.2.0

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.1.0

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.0.3

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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Download Files

Download Files

TODO: Brief introduction on what you do with files - including link to relevant help section.

File Name & Checksum SHA256 Checksum Help Version File Type Upload Date
revscoring-1.3.2-py2.py3-none-any.whl (367.6 kB) Copy SHA256 Checksum SHA256 3.5 Wheel Nov 29, 2016
revscoring-1.3.2.tar.gz (165.8 kB) Copy SHA256 Checksum SHA256 Source Nov 29, 2016

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