The Dataset here consists of Stock Value of Apple(AAPL) and Microsoft(MSFT) from 2006 to 2016 and News summary, abstract and snippets on News featuring these two tech giants during the same period. We are trying to understand and depict the impact of News stories on the stock prices. The News snippets, summary and abstracted were retrieved from The New York Times [API][1]. The stock values were obtained from Yahoo Finance. The final data set is created by applying sentiment analysis on those News string and converting them into a score. For this purpose, [Natural Language Toolkit(NLTK)][2] was used. The final dataset were further used for a Regression Model. [1]: https://developer.nytimes.com/ [2]: https://www.nltk.org/