How to apply integrals and derivatives in physics?

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We have learned how to count integrals and derivatives in maths and we were told we would use this in physics but how do I know when to use integral and when I should differentiate? I know that integral is an area under the curve, but how do I know what the area represents? for eg how do i know that when i make a graph of dependence of velocity on time, that the area under the curve is the $s$ and that the derivative would be $a$?

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You'll know from context once you've learned a bit more of the subject. One common trick is dimensional analysis. For example, do you think we get velocity by differentiating or integrating position with respect to time? Well, since $v$ has the units of $x/t$, it has the units of $dx/dt$. Similarly, $x$ has the units of $vt$, i.e. those of $\int v dt$. Oh, look! Differentiating $x$ gives $v$; integrating $v$ gives $t$. The reverse would be dimensionally inconsistent. That $a=dv/dt$ as opposed to $v=da/dt$ follows similarly.