Dune & Lens Dashboard
Dashboard uniting Lens data from the API with Dune data, expanding upon existing visualizations available on Dune with Machine Learning for interesting results.
About
The problem it solves When looking at the total number of posts, people just have a glimpse of Lens. The full picture includes the content, the sentiment around it and topics. We developed a solution that tracks the sentiment around the posts in Lens and also infers the topics around them. We that information we can also forecast future posts.
How it's made
Challenges we ran into Pagination on the Lens GraphQL endpoint was a minor issue. Time constraints also limited the complexity of analysis we could perform using Machine Learning, hence settled for NLP models based on data from movies from the spacy library. An upgrade of the model would have been using modern technologies such as transformers. For infering the topics we decided for a naive solution such as wordclouds, computing the topic modelling would come in the next interation. Finally, documentation and code clean-up would also have been done.