Skip to main content

Bayesian anti-spam classifier written in Python.

Project description

AntiSpam

downloads 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


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

antispam-0.0.9.tar.gz (1.5 MB view hashes)

Uploaded Source

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page