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Bayesian anti-spam classifier written in Python.

Project description

AntiSpam

version supported license

Bayesian anti-spam classifier written in Python.

PyPI: pypi.python.org/pypi/antispam

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()

License

MIT Licenses

Project details


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Source Distribution

antispam-0.0.10.tar.gz (1.5 MB view hashes)

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