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An illustrated image of a man and a woman looking at various product reviews. In February 2023, Amazon filed lawsuits against six defendants in new legal efforts to protect its customers and selling partners by stopping fake review brokers. In each lawsuit outlined below, the defendants sell fake review services to bad actors attempting to operate Amazon selling accounts. These fraudsters commit fraud by selling fake reviews, intentionally facilitate activities intended to deceive customers, and attempt to provide unfair competitive advantages over honest sellers in Amazon's store. Amazon's advanced technology and expert investigators stop the vast majority of attempts to publish fake or abusive reviews before they impact customers and honest selling partners. As a result, more than 99% of the products viewed in the store contain only authentic reviews. These lawsuits complement Amazon's efforts to prevent fake reviews by ensuring that the fraudsters behind them are held accountable and stopped for good: Amazon v. AMZ Trusted Review: The owners and operators of AMZ Trusted Review claim to pay more than 2,500 reviewers to post fake reviews in Amazon's store in the U.S. and more than 2,000 additional reviewers to post fake reviews in Amazon's stores in the UK, Germany, Italy, Canada, and India. In addition to sending unsolicited emails to Amazon sellers advertising their services, the defendants also suggest prohibited practices that attempt to game Amazon's systems. Case No. 23-2-03317-5 SEA Amazon v. Blue Marple: The website, Blue Marple, offers fake positive reviews in packages ranging from $135 for three reviews to $900 for 20 reviews. Case No. 23-2-03325-6 SEA Amazon v. Woorke: Owned by a UK private limited company, Woorke sells fake positive reviews for $99-$110 per review plus reimbursement for the cost of the product purchased. The defendants claim they "can provide reviews from almost all countries." In addition, the defendants sell fake negative reviews that they post on competitors' products. Case No. 23-2-03323-0 SEA "We want Amazon customers to shop with confidence, knowing that the reviews they see are authentic and trustworthy," said David Montague, Amazon's vice president of Selling Partner Risk. "By taking legal action against these fraudsters, Amazon is targeting the source of the problem and sending a clear message that we will hold bad actors, including fake review brokers, accountable." Learn more about Amazon's previous actions: faux saint laurent bag

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i knew if we did not get reggie back he would not survive the night. coyotes would surely eat him and if by miracle he was found, i didn't think he would be returned. i was slowly trying to imagine losing him. i screamed. i screamed at simon. what would possess him to let reggie out? as it turns out, the noise i heard at the door was not mitch, but simon. reggie was barking at a deer he had seen outside and simon wanted to let him "get him". in mitch's defense, he did not know what simon was up to because he was busy changing bridget's diaper. 

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Amazon.com sells over 372 million products online (as of June 2017) and its online sales are so vast they affect store sales of other companies. But they don't just affect the amount that is sold by stores, but also what people buy in stores. It's a common habit of people to check Amazon reviews to see if they want to buy something in another store (or if Amazon is cheaper). For this reason, it's important to companies that they maintain a postive rating on Amazon, leading to some companies to pay non-consumers to write positive "fake" reviews. As a consumer, I have grown accustomed to reading reviews before making a final purchase decision, so my decisions are possibly being influenced by non-consumers. I then used a count vectorizer count the number of times words are used in the texts, and removed words from the text that are either too rare (used in less than 2% of the reviews) or too common (used in over 80% of the reviews). I then transformed the count vectors into a term frequency-inverse document frequency (tf-idf) vector. A term frequency is the simply the count of how many times a word is in the review text. The term frequency can be normalized by dividing by the total number of words in the text. The inverse document frequency is a weighting that depends on how frequently a word is found in all the reviews. It follows the relationship log(N/d) where N is the total number of reviews and d is the number of reviews (documents) that have a specific word in it. If a word is more rare, this relationship gets larger, so the weighting on that word gets larger. The tf-idf is a combination of these two frequencies. This means if a word is rare in a specific review, tf-idf gets smaller because of the term frequency - but if that word is rarely found in the other reviews, the tf-idf gets larger because of the inverse document frequency. Likewise, if a word is found a lot in a review, the tf-idf is larger because of the term frequency - but if it's also found in most all reviews, the tf-idf gets small because of the inverse document frequency. In this way it highlights unique words and reduces the importance of common words. Reading the examples showed phrases commonly used in reviews such as "This is something I...", "It worked as expected", and "What more can I say?". So these types of clusters included less descript reviews that had common phrases. When modeling the data, I separated the reviews into 200 smaller groups (just over 8,000 reviews in each) and fit the model to each of those subsets. These types of common phrase groups were not very predictable in what words were emphasized. The peak is with four products that had 2/3 of their reviews being low-quality, each having a total of six reviews in the dataset: Serial ATA Cable, Kingston USB Flash Drive, AMD Processor, and a Netbook Sleeve. It can be seen that people who wrote more reviews had a lower rate of low-quality reviews (although, as shown below, this is not the rule). There are 13 reviewers that have 100% low-quality, all of which wrote a total of only 5 reviews. Next, in almost all of the low-quality reviewers, they wrote many reviews at a time. The likely reason people do so many reviews at once with no reviews for long periods of time is they simply don't write them as they buy things. The list of products in their order history builds up, and they do all the reviews at once. As a good example, here's a reviewer who was flagged as having 100% generic reviews. Note that the reviews are done in groupings by date, and while most of the reviews are either 4- or 5-stars, there is some variety. This isn't suspicious, but rather illustrates that people write multiple reviews at a time. I spot checked many of these reviews, and did not see any that weren't a verified purchase. A likely explanation is that this person wants to write reviews, but is not willing to put in the time necessary to properly review all of these purchases. While this is consistent with a vast majority of his reviews, not all the reviews are 5-stars and the lower-rated reviews are more informative. It is likely that he just copy/pastes the phrase for products he didn't have a problem with, and then spends a little more time on the few products that didn't turn out to be good. This begs the question, what is the incentive to write all these reviews if no real effort is going to be given? If there is reward for giving positive reviews to purchases, then these would qualify as "fake" as they are directly or indirectly being paid for by the company. For example, there are reports of "Coupon Clubs" that tell members what to review what comments to downvote in exchange for Amazon coupons. But again, the reviews detected by this model were all verified purchases. faux saint laurent bag