Taking the partial derivative of substitution variables with trig-functions

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I have an exercise in mutivariable calculus where I am to transform a function $u(x,y) = u(\rho, \varphi)$ from and to polar coordinates by expressing $\partial u/\partial \rho$ and $\partial u/\partial \phi$, in order to invert the derived expression and then express $\partial u/\partial x$ and $\partial u/\partial y$.

From polar coordinates we have $$ \begin{cases} x = \rho \cos{\varphi}\\ y = \rho \sin{\varphi}. \end{cases} $$

So, from this, I use the chain rule to express $\partial u/\partial \rho$ and $\partial u/\partial \varphi$ as $$ \begin{cases} \dfrac{\partial u}{\partial \rho} = \cos{\varphi}\dfrac{\partial u}{\partial x} + \sin{\varphi}\dfrac{\partial u}{\partial y}\\ \dfrac{\partial u}{\partial \varphi} = -\rho\sin{\varphi}\dfrac{\partial u}{\partial x} + \rho\cos{\varphi}\dfrac{\partial u}{\partial y}. \end{cases} $$ Then I want to do the same thing for $\partial u/\partial x$ and $\partial u/ \partial y$, so by the chain rule I work with the following: $$ \dfrac{\partial u}{\partial x} = \dfrac{\partial u}{\partial \rho}\dfrac{\partial \rho}{\partial x} + \dfrac{\partial u}{\partial \varphi}\dfrac{\partial \varphi}{\partial x} $$ and $$ \dfrac{\partial u}{\partial y} = \dfrac{\partial u}{\partial \rho}\dfrac{\partial \rho}{\partial y} + \dfrac{\partial u}{\partial \varphi}\dfrac{\partial \varphi}{\partial y} $$ I use the inverse of the variables $x$ and $y$ to get $\rho$ and $\varphi$, resulting in $$ \begin{cases} \rho = \dfrac{x}{\cos{\varphi}} = \dfrac{y}{\sin{\varphi}}\\ \varphi = \arccos{\frac{x}{\rho}} = \arcsin{\frac{y}{\rho}}, \end{cases} $$ in order to differentiate them with respect to $x$ and $y$ and get the previously unknown $$ \begin{cases} \dfrac{\partial \rho}{\partial x} = \dfrac{1}{\cos{\varphi}}\\ \dfrac{\partial \varphi}{\partial x} = \dfrac{-1}{\rho \sqrt{1-(x/\rho)^2)}} \\ \dfrac{\partial \rho}{\partial y} = \dfrac{1}{\sin{\varphi}}\\ \dfrac{\partial \varphi}{\partial y} = \dfrac{1}{\rho \sqrt{1-(y/\rho)^2)}} \end{cases} $$

which I had hoped to plug into the equations and have the solution, but the answer is apparently the following: $$ \dfrac{\partial u}{\partial x} = \cos{\varphi}\dfrac{\partial u}{\partial \rho} - \dfrac{\sin{\varphi}}{\rho}\dfrac{\partial u}{\partial \varphi} $$ and $$ \dfrac{\partial u}{\partial y} = \sin{\varphi}\dfrac{\partial u}{\partial \rho} + \dfrac{\cos{\varphi}}{\rho}\dfrac{\partial u}{\partial \varphi}. $$

I have no idea how they arrive at this answer. Am I doing something incorrectly? Have I missed a trick somewhere? Or is perhaps the answer to the exercise incorrect?

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Hint

You have : $$\begin{pmatrix}\dfrac{\partial u}{\partial \rho}\\ \dfrac{\partial u}{\partial \varphi} \end{pmatrix}=\begin{pmatrix} \cos{\varphi}&\sin{\varphi}\\ -\rho\sin{\varphi}& \rho\cos{\varphi}\end{pmatrix} \cdot\begin{pmatrix}\dfrac{\partial u}{\partial x}\\ \dfrac{\partial u}{\partial y} \end{pmatrix} $$ and: $$\begin{pmatrix} \cos{\varphi} & \sin{\varphi}\\ -\rho\sin{\varphi}& \rho\cos{\varphi} \end{pmatrix}^{-1}=\frac{1}{\rho}\begin{pmatrix} \rho \cos{\varphi}&-\sin{\varphi}\\ \rho\sin{\varphi}& \cos{\varphi}\end{pmatrix} $$

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After you compute $$ \pmatrix{u_{\rho}\\u_{\phi}}=\pmatrix{\cos\phi&\sin\phi\\-\rho\sin\phi&\rho\cos\phi}\pmatrix{u_x\\u_y}, $$ just invert the matrix.