Simple question about delta-Dirac function

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I can not understand this mathematical formula:

$$\int_{a-\epsilon}^{a+\epsilon}f(x)\delta(x-a)dx=f(a)$$

I understand that it is the derivative of an integral evaluated in $a$, but still can not explain in mathematically.

How do you get $f(a)$ from the integral side? and what are the assumptions you have to do?

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I find a great answer here (pags 2-3)