Hey there, fellow developer! Ready to dive into the world of content moderation? Let's talk about Perspective API - Google's nifty tool for identifying toxic content. We'll be using the perspective-python
package to make our lives easier. Buckle up, it's going to be a smooth ride!
Before we jump in, make sure you've got:
First things first, let's get that perspective-python
package installed:
pip install perspective-api-client
Easy peasy, right?
Now, let's get our Python script ready:
from perspective import PerspectiveAPI client = PerspectiveAPI('YOUR_API_KEY_HERE')
Just like that, we're ready to roll!
Let's start with a simple example:
text = "You're an idiot!" result = client.analyze_text(text) print(result['TOXICITY'])
This will give you a toxicity score. The higher the score, the more toxic the content. Pretty straightforward, huh?
Want to check multiple attributes? No problem:
attributes = ['TOXICITY', 'SEVERE_TOXICITY', 'IDENTITY_ATTACK', 'INSULT'] result = client.analyze_text(text, attributes) for attr, score in result.items(): print(f"{attr}: {score}")
You can even customize your requests:
result = client.analyze_text(text, attributes, lang='en', do_not_store=True)
Sometimes things don't go as planned. Here's how to handle common errors:
try: result = client.analyze_text(text) except Exception as e: print(f"Oops! Something went wrong: {e}")
Remember to play nice with the API:
Let's put it all together in a simple comment moderation system:
def moderate_comment(comment): result = client.analyze_text(comment, ['TOXICITY']) if result['TOXICITY'] > 0.7: return "This comment may be inappropriate. Please review." return comment # Usage comment = "You're all a bunch of idiots!" moderated = moderate_comment(comment) print(moderated)
And there you have it! You're now equipped to integrate Perspective API into your Python projects. Remember, with great power comes great responsibility - use this tool wisely to create safer, more inclusive online spaces.
Want to learn more? Check out the official documentation for all the nitty-gritty details.
Now go forth and moderate with confidence! Happy coding! 🚀