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After multiple attempts of trying to detect patterns that are correlated with different sleeping positions, we realized that it was difficult to determine a generalized model due to individual differences. As a result, any general rule that we adopt is likely to entail error, as our system would likely detect a false nap or miss a true nap. To account for this issue, we decided to develop a mattress that the user would intentionally pull out to rest on. By doing so, they would be provided with the comfort and the adjust the appropriate brightness level that is necessary to sleep without interrupting other people’s usage of the space. To implement our idea, we replaced all the sensors that we created with an individual sensor that is activated once pressed on since a user would have to pull the mattress out to sleep on it and witness its functionality. 


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