Skip to content

PERSPECTIVE ANALYZER is a python wrapping module for the Perspective API **Make powerful api call to analyse text toxicity in just 5 lines of code **

License

Notifications You must be signed in to change notification settings

dassaswat/perspectiveAnalyzer

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

21 Commits
 
 
 
 
 
 
 
 

Repository files navigation

PERSPECTIVEANALYZER 1.0.2

PERSPECTIVEANALYZER, is a python wrapper for the [Google Perspective API] (https://www.perspectiveapi.com/). PyPI: https://pypi.org/project/perspectiveAnalyzer/1.0.2/ Github: https://github.com/dassaswat/perspectiveAnalyzer

Installation

# You can install released versions of perspectiveAnalyzer from the Python Package Index with pip or a similar tool:

# Stable Release: `pip install perspectiveAnalyzer`<br>
# Working Version: `pip install git+https://github.com/dassaswat/perspectiveAnalyzer.git`

# Intialize the class with your API_KEY, required languages and required attributes with their respective thresholds in \*\*kwargs
# You can also setup the Developer Name.

# Accepted attributes 
# attributes = ["TOXICITY", "SEVERE_TOXICITY", "IDENTITY_ATTACK", "INSULT",
# "PROFANITY", "THREAT", "SEXUALLY_EXPLICIT", "FLIRTATION", "SPAM",
# "ATTACK_ON_AUTHOR", "ATTACK_ON_COMMENTER", "INCOHERENT",
# "INFLAMMATORY", "OBSCENE", "SPAM", "UNSUBSTANTIAL"]

# Accepted Languages 
# lang = ["en", "fr", "es", "de", "it", "pt", "ru"]

# For more details on the API refer to the Perspective API Documentation
# https://developers.perspectiveapi.com/s/about-the-api-attributes-and-languages

Available Methods

analyzeText("Some Text") # Method returns an object containing attributes that are booleans (either True or False) .If the returned summary score falls beyond the threshold specified it return True else False.

getTextReport("Some Text") # Method returns an object containing probability scores for all the attributes that was passed during the initialization.

Example Usage

# install the python Module

pip3 install perspectiveAnalyzer
# import the module

from perspectiveAnalyzer import Perspective

# initiate the object

api_key = "Your API Key"
textAnalyzer = Perspective(api_key, "sassy", lang=["en","es"], INSULT = 0.75, TOXICITY = 0.75,SPAM= 0.75,)

"""
  Here we pass in the api_key, developerName ( ** Not Mandatory ** ), lang which is a list( defaults to just "en"
  ** Not Mandatory as well ** ) and finally we pass in the attributes with their threshold values.
"""

res = textAnalyzer.analyzeText("Some text") # Return a boolean object for the provided attribute
res = textAnalyzer.getTextReport("Some text") # Returns an object containing the probability scores for the provided attributes

Sample Response

# From analyzeText

{'TOXICITY': True, 'INSULT': True}

# From getTextReport

{
  "attributeScores": {
    "TOXICITY": {
      "spanScores": [
        {
          "begin": 0,
          "end": 11,
          "score": {
            "value": 0.04457423,
            "type": "PROBABILITY"
          }
        }
      ],
      "summaryScore": {
        "value": 0.04457423,
        "type": "PROBABILITY"
      }
    },
    "INSULT": {
      "spanScores": [
        {
          "begin": 0,
          "end": 11,
          "score": {
            "value": 0.01924272,
            "type": "PROBABILITY"
          }
        }
      ],
      "summaryScore": {
        "value": 0.01924272,
        "type": "PROBABILITY"
      }
    }
  },
  "languages": [
    "en"
  ],
  "detectedLanguages": [
    "en",
    "fil"
  ]
}

Important Links

About

PERSPECTIVE ANALYZER is a python wrapping module for the Perspective API **Make powerful api call to analyse text toxicity in just 5 lines of code **

Topics

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages