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For many of us, Google Maps is the place we go for information about the world around us. We search for businesses, seek directions, check photos and read reviews. Just as Google Maps is a reflection of the real-world, so are the people that contribute to it. The same neighbor who lends a hand could also be writing witty reviews of local restaurants. Unfortunately, the opposite is also true. Just as there are bad actors in the real-world, there are those who try to game Google Maps with inappropriate content - the vast majority of which is removed before you see it. Bad actors try to mislead people through a variety of techniques, from fake reviews that attack a business to inauthentic ratings that boost a place's reputation. Fighting this unhelpful content is a complex, ceaseless battle - one that we rarely detail publicly so as to not tip off scammers to our ever-changing techniques. Observations like these inform our machine learning algorithms, which scan millions of daily contributions. These algorithms detect and remove policy-violating content across a variety of languages, and also scan for signals of abnormal user activity. For instance, they can detect if a new Google Maps account in say, Bangkok, suddenly leaves bad car dealership reviews in Mexico City and 1-star restaurant ratings in Chicago. The policy-violating content is either removed by our automated models or flagged for further review, along with the user account. Impeding content vandals comes down to anticipation and quick reaction. As places become more prone to vandalism, we adjust our defenses. For instance, last year we quickly modified our algorithms to preemptively block racist reviews when we observed anti-Chinese xenophobia associated with COVID-19. To avoid the spread of election-related misinformation, we limited the ability for people to edit the phone numbers, addresses and other information for places like voting sites. And we restricted reviews for certain places where we saw higher rates of policy-violating content, like schools in the U.S. Our progress in fighting unwelcome content With the help of people and technology that closely monitor Maps 24/7, we're able to take swift action against scammers, ranging from content removal and account suspension to litigation. In 2020 alone, we took the following actions to ensure the content you see in Google Maps is reliable: We took down more than 960,000 reviews and more than 300,000 Business Profiles that were reported to us by Google Maps users. This is an increase over 2019 largely due to increased use of automated moderation which complements the manual review of flagged content performed by operators and analysts. high quality imitation bagsreplica lv bag

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