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The findings of this study have implications for content creators, mobile device manufacturers, and network providers. To improve user experience, it is essential to optimize video quality for mobile devices, taking into account factors such as device capabilities, network conditions, and content type. Furthermore, our results highlight the need for continued investment in mobile network infrastructure and device technology to support higher-quality video playback.