django-textclassifier
Validators and some utility functions for validating fields using a naive bayesian text classifier and feature extraction, provided by scikit-learn.
Usage
Add this application to your Django project:
INSTALLED_APPS = [
...
'textclassifier',
...
]
Model fields can be protected by text classification validation by either adding the validator to an existing field:
from django.db import models
from textclassifier.validators import TextClassificationValidator
class MyModel(models.Model):
description = models.TextField(validators=[
TextClassificationValidator(
app_label='app',
model='mymodel',
field_name='description'
)
])Or you can use the included TextField wrapper:
from django.db import models
from textclassifier.fields import TextClassificationField
class MyModel(models.Model):
description = TextClassificationField()There are also admin action helpers that you can add to your admin model:
@admin.register(MyModel)
class MyModelAdmin(admin.ModelAdmin):
actions = [classify_as_valid, classify_as_spam, classify_as_spam_and_delete]
