prewordict

Predict a word that belongs to the cloud (GAME)

Demo Gameplay:

• Rules:

  • You are presented with a word cloud i.e. the image with lots of words.
  • All the words are related to each other and are based off one theme.
  • You have to predict a new word (the one not already in the cloud), that you think best belongs in the cloud.
  • If you're curious how this game works, then please check the About This Game section below.

• About this Game and its Future:

  • This is one of the three different versions of this game I have planned and working on.
  • Currently the game is barely 20% complete.
  • All the word clouds are generated using NLP (Natural Language Processing) techniques, specifically TFIDF, SVD, KMeans and WordCloud (library).
  • About 9K medium articles (dataset here on kaggle) were processed and about 120K unique words were utilized from the articles to cluster the ones that best relate to each other.
  • These clusters were then used to generate the word clouds.
  • The game currently have just 30 word clusters, but these are good enough for testing this very early build.
  • My plan is to add hundreds of new clusters, as well as a lot of cool functionality.
  • That requires processing of scores of times more articles and hence words.
  • But currently I severely lack in resources. Cant even rent a cloud to host my scripts. I'm broke af.
  • And that's the very reason why this game lacks in so much potential dynamic functionality.
  • And maybe if a land a job miraculously, I'll be able to fund my projects but for now, I'll keep doing what I can!

*If you have any feedback please let me know, I'll love to hear it to improve myself and this game.

And if you'd like to contribute to this project, fork it or whatever, go ahead. Feel free to do so. This repo is all yours!