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By rule of thumb: to do any thing by dint of practice. To kiss one’s thumb instead of the book; a vulgar expedient to avoid perjury in taking a false oath.
Definition taken from The 1811 Dictionary of the Vulgar Tongue, originally by Francis Grose.
Thrums * ThcmmikinsNathan Bailey's 1736 Dictionary of canting and thieving slang
John S. Farmer's collection of canting songs and slang rhymes
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Francis Grose was independently wealthy, having inherited money from his father, a jeweller. Finding himself overspending, he published a number of books; his Provincial Glossary seems to have been the starting-point for the Vulgar Tongue reproduced here.