tiasaxena / I-SPY_MLH

I-Spy is a discord and twitter bot 🤖 that keeps a check on usage foul language, hate-speech and NSFW contents. It is the one stop solution to monitor your discord servers and twitter handles against community demons by offering content moderation.

'I-Spy' is an open innovation project

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What is 'I-Spy' ?

I-Spy is a bot which keeps a check on foul language, hate-speech and NSFW content on platforms like discord and twitter. A warning is dropped when our bot comes across similar content. I-spy is the one stop solution to monitor your discord servers and twitter handles against community demons and helps in content moderation.

What problem does it solve ?

Since the boom of the internet, we have seen an exponential rise in spread of foul language and hate-speech across all social media platforms. This is an honest effort to filter what you see and keep your loved ones gaurded against venom spewed by keyboard demons. Don't fret about hateful/NSFW content because we got your back!

How does it work ?

We used a publicly available Kaggle dataset (https://www.kaggle.com/vkrahul/twitter-hate-speech?select=train_E6oV3lV.csv ) for developing an NLP hate speech detection model. We used a basic Logistic Regression model for our purpose , which gave us an accuracy of about 85%. We also used numerous Python libraries/modules like stopwords and Tf-Idf vectorization for data cleaning .

Technologies Used

• JavaScript

• Python

• Machine Learning

• Flask

• Node.js

• HTML5

• CSS3

Tools Used

• Canva
• Figma

Credits

• Animated Background Effect : Codepen

• Font : Google Font

• Images : Undraw

Future Scope

• Improve model accuracy

• Optimize the method to search for NSFW links

• Scan NSFW media shared from local system (not in form of link)

• DM discord server owners directly regarding frequent offenders

• Devise a system to monitor and report explicit nicknames used by community members

• Deploy our API and model so that other developers can use and improve our service

• Get an official API from Twitter and use it instead of Puppeteer

Demo Video : https://www.youtube.com/watch?v=AVmq5L7erw8&list=LL&index=3