Snowball stemming library collection for Python =============================================== Both Python 2 and Python 3 (>= 3.3) are supported. How to use library ------------------ The ``snowballstemmer`` module has two functions. The ``snowballstemmer.algorithms`` function returns a list of available algorithm names. The ``snowballstemmer.stemmer`` function accepts algorithm name and returns ``Stemmer`` objects. ``Stemmer`` objects have ``Stemmer.stemWord(word)`` method and ``Stemmer.stemWords(word[])`` method. .. code-block:: python import snowballstemmer stemmer = snowballstemmer.stemmer('english'); print(stemmer.stemWords("We are the world".split())); ``Stemmer`` objects have ``Stemmer.maxCacheSize`` property. They cache result within the value. Default is ``10000``. Accelerates Stemming -------------------- if **PyStemmer** is installed, ``snowballstemmer.stemmer`` returns ``PyStemmer``\ 's ``Stemmer`` objects. This ``Stemmer`` object has same methods (``Stemmer.stemWord()``, ``Stemmer.stemWords()``). **PyStemmer** is a Snowball's ``libstemmer_c`` wrapper module and it returns 100% compatible result with **snowballstemmer**. **PyStemmer** has faster speed because it uses C-lang module, and **snowballstemmer** has higher usability because it is pure Python module. * `PyStemmer `_ Benchmark ~~~~~~~~~ Test Case: Snowball stemmer check data (16 algorithms, total 582560 words, cache hit 0%) Computer: MacBook Pro 3rd Gen Corei7 2.3GHz * Python 2.7 + **snowballstemmer** : 2m 30s * PyPy 1.9 + **snowballstemmer** : 45s * Python 2.7 + **PyStemmer** : 5s This test case is much harder than usual usecases! The TestApp example ------------------- The ``testapp.py`` example program allows you to run any of the stemmers on a sample vocabulary. Usage:: testapp.py "sentences ... " .. code-block:: bash $ python testapp.py English "sentences... " License ------- It is a BSD licensed library. Copyright (c) 2013, Yoshiki Shibukawa All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. Neither the name of the nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.