This is a sentiment analysis project for classifying stock prices as decreasing or increasing based on News Headlines. I've used Random Forest Classifier with CountVectorizer for this project. There are 4000+ records for 25 Top News Headlines for a given date. The data is available for time period from 2000 to 2016.