Bird's Eye is an attempt to integrate data engineering, Machine Learning (hereafter ML) and Natural Language Processing (hereafter NLP) to provide a 30,000 foot view of the news and cultural reflections of the day. This is not intended to be in-depth analysis - rather, Bird's Eye is intended to provide snapshots into cultural zeitgeist as evidenced by the tone of discourse in published media, blogs, social media, etc.