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[Music] [Music] hi everyone Im Frost today I would like to talk about different strategies especially on how to pick the right data they make our business decisions with the unbiased data we all heard about the term data-driven strategies a lot why is it important its because we have so many different kinds of users who generates tons of interactions with our products and platforms that we want to hear them out we want to understand them and therefore to optimizer user experiences therefore we collect tons of data from their activities and sometimes we just chose some representative data user groups to represent our entire user base we may use different segmentations such as time segments all the users who have interacted with our product with the last 30 days it can be geo based all the users from united states or just all the users with user ID and with five however because where users are so different and non-homogeneous a lot of times the random chosen user groups only represent