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Proposed Innovation Strategy recommendations for Hewlett-Packard by performing data analysis on company’s patent data spanning over 15 years. Data analysis include evaluation of linear and logistic regression models after performing sentimental analysis on the data. Further, it was followed by topic modeling to get more insight on various Operational Divisions of Hewlett-Packard. These python programs are used to extract the patent data of HP from a Cluster into a single file for effective data analysis.