Because the battery percentage in your screen is more of a factual guess of how much battery you have , its not 100% accurate, so by the time you are at 1% you could have a bit more , but the battery percentage on the screen will remain at 1%.
Plus you probably have your phone on power saving options and lower brightness by that time.
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