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I am quite new to this topic. Please bear with me.

Suppose we are given a transformation of both time and space coordinate's derivatives as $$ \partial_t\to D_t=\partial_t-f(t,x)\partial_t\\ \nabla\to \mathbf{D}=\nabla+\mathbf{F}(t,x)\partial_t \tag{1} $$ $f$ is a scalar field and $\mathbf{F}$ is a vector field. Is there anyway to know what kind of coordinate transformation made the derivative transformation look like $(1)$?

Personally, the time derivative transformation given in $(1)$ looks okay to me but the space derivative transformation looks "weird" to me. I mean the space derivative is changing into time derivative... what does it mean? Is it a normal thing? Could someone please explain what is the physical meaning of this transformation.

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I can’t explain the physical meaning for all $f$ but I can say that Lorentz transformations also mix time and space derivatives so in a sense this is normal. This is because the derivative $\partial^\mu$ 4-vector is well… a 4-vector so it transforms under Lorentz transformations like $x^\mu$.

What is the meaning of mixing time and space derivatives in special relativity frame transformations?

From an unnamed resource online:

Comparing to Galilean transformations, the Lorentz transformation mixes space and time coordinates between the two frames so we cannot arbitrarily dissociate the two types of coordinates. The basic unit in space-time is now an event, which is specified by a location in space and time given in relation to any system of reference. This mixture of space and time makes it evident that we must abandon our cherished and intuitive notion of absolute time.

With that in mind, if we take the typical 1D $x$-boost transformation (which now we are considering needs to mix space and time coordinates), $$x' = x'(x,t)$$ Consider some function $f$ of $x'$. By the chain rule $$\frac{\partial f(x')}{\partial t'} = \frac{\partial f(x')}{\partial x}\frac{\partial x}{\partial t'} +\frac{\partial f(x')}{\partial t}\frac{\partial t}{\partial t'}$$ and $$\frac{\partial f(x')}{\partial x'} = \frac{\partial f(x')}{\partial x}\frac{\partial x}{\partial x'} +\frac{\partial f(x')}{\partial t}\frac{\partial t}{\partial x'}$$ so it is natural these derivatives mix when the coordinates mix (so the physical intuition follows from the quote above).

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