antispam是用Python编写的贝叶斯反垃圾邮件分类。

PyPI: pypi.python.org/pypi/antispam Docs: antispam.readthedocs.org

Installation

pip install antispam

Usage

Use the built-in model provided & trained by author:

import antispam    antispam.score("Cheap shoes for sale at DSW shoe store!")  # => 0.9657724517163143    antispam.is_spam("Cheap shoes for sale at DSW shoe store!")  # => True    antispam.score("Hi mark could you please send me a copy of your machine learning homework? thanks")  # => 0.0008064840568731558    antispam.is_spam("Hi mark could you please send me a copy of your machine learning homework? thanks")  # => False

Train your own modle:

import antispam    d = antispam.Detector("my_model.dat")    d.train("Super cheap octocats for sale at GitHub.", True)  d.train("Hi John, could you please come to my office by 3pm? Ding", False)    msg1 = "Cheap shoes for sale at DSW shoe store!"  d.score(msg1)  # => 0.9999947825633266    d.is_spam(msg1)  # => True    msg2 = "Hi mark could you please send me a copy of your machine learning homework? thanks"  d.score(msg2)  # => 4.021280114849398e-08    d.is_spam(msg2)  # => False

Save your model:

d.save()

项目主页：http://www.open-open.com/lib/view/home/1450011544051