Reаd the pаssаge belоw and in the text bоx answer the questiоn that follows. Part 2 America Doesn’t Need an Official LanguageBy Carlos LozadaOpinion Columnist (New York Times, March 6, 2025) In his March 1 executive order designating English as the official language of the United States, President Trump asserts that a single shared language is “at the core of a unified, cohesive society,” that it serves to “streamline communication,” promote efficiency and “empower new citizens to achieve the American Dream.” On these points, I have little disagreement. Just about every immigrant I’ve ever known in the United States — starting with my father — has sought to learn English for just those reasons. It was relatively easy for my sisters and me to pick it up as kids, and my mother had learned it well from the beloved American nuns who taught her in Peru. But my dad, coming to it later in life, always had to work at it. And work he did. His errors of pronunciation never kept him from speaking English, even singing it, loudly and proudly. I cringed a bit at the time. Now I cringe at the memory of my cringing. Had English suddenly become the official language of the United States via an executive order from President Gerald Ford, I can’t imagine that my father would have learned it any faster or that he would have felt more encouragement to do so. The need to work, to provide, was all the incentive he required. In the textbox, use your own words (not not copy from the text) write 1-2 complete sentences to answer the question. Question: What is President Trump's main reason to make English the official language of the United States, and what does the author think about it?
Amаzоn wаnts tо аutоmatically analyse customer feedback to improve their products. They provide you with the following raw review data. "The product is amazing! Exceeded my expectations." "Worst purchase ever. Completely useless." "It’s okay, nothing special." "Absolutely fantastic service and fast delivery." "Not good, but not terrible either." Answer the following. a) How would sentiment polarity affect this data? b) Propose a method to compute the sentiment polarity of a review. Illustrate your method with review #2. c) Now, consider using a machine learning approach. Outline the steps to train a model for sentiment polarity detection. d) A new review reads: "The product is neither good nor bad." If your approach returns a polarity score of 0.0, while a trained ML model predicts slightly negative. Explain why this discrepancy might occur.