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E-commerce and online shopping is a booming industry, especially during the COVID-19 pandemic. Online shopping allows customers to browse and purchase products from home using just a phone or laptop. Customers often never end up seeing their product in real life before the purchase, and are instead dependent on photos and descriptions uploaded by the seller. Thus comes the need for customer reviews: an evaluation of a product by other buyers which can influence other shoppers' decisions to make the purchase. However, reviews can be tainted to provide a fake or unrealistic depiction of a product. Sellers can pay people or robots to leave fake reviews under competitors or their own stores to increase/decrease sales turnout. Such reviews can be harmful to the buyer or other sellers, often ending up with an unhappy customer. Using supervised datasets consisting of real and fake reviews, we can train a variety of machine learning and deep learning models to recognize attributes differentiating between the two types of reviews. Big e-commerce platforms such as Amazon, Yelp, and Tripadvisor are all common targets of fake reviews, and the implementation of fake review detection could create a more assuring shopping experience for customers. In this paper, we analyze and break down customer review data and attempt to build models that form conclusions from it. Elassar, Alaa. "Skin Care Brand Sunday Riley Wrote Fake Sephora Reviews for Almost Two Years, FTC Says." CNN, Cable News Network, 23 Oct. 2019, www.cnn.com/2019/10/22/us/sunday-riley-fake-reviews-trnd/index.html.

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编辑 | 潘琭玙

今日，斗鱼发布公告称，公司CEO陈少杰于2023年11月16日左右被成都警方逮捕。公司尚未收到任何有关对陈先生进行调查或陈先生明显被捕的原因的正式通知。公司无法对可能发生的后续法律诉讼（如有）的性质或预期时间表发表评论。陈先生的持续被拘留以及随后针对相关方的任何相关法律诉讼和执法行动可能会对公司的声誉、业务和经营业绩产生重大不利影响。

10月13日，有消息称近期有大型直播平台负责人因涉嫌开设赌场，被四川某地机关抓捕；10月29日，雪球大V“逍遥投资笔记”表示收到传言斗鱼 CEO 陈少杰被查，失联近 3 周，斗鱼官方回应搜狐科技称内部还在了解情况中。

消息一出，斗鱼盘前直线下挫，截止发稿盘前股价下跌10.08%，股价为0.86美元。截止11月20日收盘斗鱼总市值为3.08亿美元。