clean-twitter

• 

  An example of a profile overview with the grading of profile

• 

  A censored image for having exceeded the threshold of toxicity and insult

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  Uncensored image

• GIF

  GIF scrolling through a Twitter profile containing censored tweets

• GIF

  GIF revealing a censored tweet

Inspiration

The volume of negativity on social media these days poses a day to day danger to a person's mental health. Twitter currently offers no solution to filter tweet

What it does

Removes any tweets that hit a threshold in any of the following classifications:

• identity attack
• insult
• obscene
• severely toxicity
• sexual explicit
• threat
• toxicity

How we built it

Client

Chrome Extension

Data Storage

Google Cloud Function

Serverless Functions

Google Cloud Firestore

Machine Learning

TensorFlow JS

Machine Learning Model

Toxicity

Challenges we ran into

• Learning communication within Chrome extensions
• Understanding the loading and unloading of DOM elements on Twitter

Accomplishments that we're proud of

• Completing a working prototype in the given time constraints which has real-life benefits

What we learned

• Learning how to use TensorFlow and different machine learning models.

What's next for clean-twitter

• Spread positivity to other social media sites. (i.e. Reddit, Youtube, Facebook, Instagram, etc)
• World domination

Built With

• bootstrap
• bs5
• cloud-functions
• firestore
• google-cloud
• javascript
• jquery
• node.js
• tensorflow
• tensorflow/toxicity
• tfjs
• twitter