7 days of
Ethereum
The graph to the left displays the price of Ethereum over the last seven days (in USD). Due to its clear volatility, we believed its market swings to be heavily influenced by hope and fear.
Cryptonite
Using tweet sentiment analysis, we expect
Ethereum's price to decrease
from $1258 to $337
Cryptonite uses ml and numerous apis
to generate its daily market prediction.
Through the analysis of people's tweets, we were able to develop a model that predicts how the price of Ethereum will change from day to day.
7 days of
7 days of
human emotion
To test our theory, we produced this graph - seven days of Ethereum tweet sentiments on a scale from 0-1 (with 0 being entirely negative, and 1 being entirely positive). The correlation with price is very strong, as R^2 is greater than 0.44. This suggests that tweet sentiment is a strong predictor of Ethereum pricing.
How does it work?
Our project relies on the advanced capabilities of a number of web services to function.
Interested in learning more? Read below to understand each step of the process.
-
Market Prediction
Cryptonite anticipates market trends through the use of an advanced machine learning algorithm.
-
Dynamic Site
Cryptonite employs a Django back end to dynamically update as predictions change.
-
2-class SVM
Cryptonite uses an SVM built with Azure's Machine Learning Studio to identify tweet sentiment.
-
Private API
Cryptonite uses a private API powered by Azure's Web Service to access data efficiently.
-
Crypto Tracking
Cryptonite accesses the World Coin Index's API to record the price of Ethereum over the last 90 days.
-
Accessible Anywhere
Cryptonite is available in the entire world through the power of Heroku's free hosting plan.