Hironsan / HateSonar

Hate Speech Detection Library for Python.
https://hatesonar.herokuapp.com/
MIT License
189 stars 37 forks source link
hate-speech machine-learning natural-language-processing python

HateSonar: Hate Speech Detection

HateSonar is the hate speech detection library for Python.

Demo Image.

Behold, the power of HateSonar:

>>> from hatesonar import Sonar
>>> sonar = Sonar()
>>> sonar.ping(text="At least I'm not a nigger")
{
  "text" : "At least I'm not a nigger",
  "top_class" : "hate_speech",
  "classes" : [ {
    "class_name" : "hate_speech",
    "confidence" : 0.6001793646345871
  }, {
    "class_name" : "offensive_language",
    "confidence" : 0.399548534507691
  }, {
    "class_name": "neither",
    "confidence": 0.0002721008577219325
  } ]
}

HateSonar allows you to detect hate speech and offensive language in text, without the need for training. There's no need to train the model. You have only to fed text into HateSonar. It detects hate speech with the confidence score.

BERT based model

Feature Support

HateSonar officially supports Python 2.7 & 3.4–3.6

Installation

To install HateSonar, simply use pip:

$ pip install hatesonar

Reference

Thomas Davidson, Dana Warmsley, Michael Macy, and Ingmar Weber. 2017. "Automated Hate Speech Detection and the Problem of Offensive Language." ICWSM.