Newcastle had led three times but United pegged them back each time and then won it through Javier Hernandez in the last minute.
That meant they move further clear of City, who lost 1-0 at Sunderland for the second season in a row.
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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
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