Much and a lot are used interchangeably in spoken English, but in fact, there is a delicate difference.
Uses of 'Much', 'Many', 'A lot of' and 'Lots of' - English Learn Site
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Much vs. A Lot in the English Grammar
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Much, many, a lot of, a little, a few - Test-English
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Much vs. A Lot in the English Grammar