diff --git a/semester3/analysis-ii/cheat-sheet-rb/main.pdf b/semester3/analysis-ii/cheat-sheet-rb/main.pdf
index a603ef1..3971c00 100644
Binary files a/semester3/analysis-ii/cheat-sheet-rb/main.pdf and b/semester3/analysis-ii/cheat-sheet-rb/main.pdf differ
diff --git a/semester3/analysis-ii/cheat-sheet-rb/parts/05_diff.tex b/semester3/analysis-ii/cheat-sheet-rb/parts/05_diff.tex
index ef6453b..ba37544 100644
--- a/semester3/analysis-ii/cheat-sheet-rb/parts/05_diff.tex
+++ b/semester3/analysis-ii/cheat-sheet-rb/parts/05_diff.tex
@@ -63,7 +63,7 @@ $\\
         \underset{x \neq x_0 \to x_0}{\lim} \frac{1}{\big\| x - x_0 \big\|}\Biggl( f(x) - f(x_0) - u(x - x_0) \Biggr) = 0
     $$
 \end{subbox}
-\subtext{Similarly, $f$ is differentiable if this holds for all $x \in X$}
+\subtext{Applying this directly can be useful for \textit{strange} functions like $|xy|$.}
 
 \lemma \textbf{Properties of Differentiable Functions}
 
@@ -163,7 +163,7 @@ $$
     $$
         \forall x,y:\quad \partial_{x,y}f = \partial_{y,x}f
     $$
-    \smalltext{This generalizes for $\partial_{x_1,\ldots,x_n}f$.}
+    \smalltext{This generalizes for $\partial_{x_1,\ldots,x_n}f$ if $k \geq n$.}
 \end{subbox}
 
 \remark Linearity of Partial Derivatives
@@ -174,7 +174,7 @@ $$
 
 \definition \textbf{Laplace Operator}
 $$
-    \Delta f :=  \text{div}\bigl( \nabla f(x) \bigr) = \sum_{i=0}^{n} \frac{\partial}{\partial x_i}\Bigl( \frac{\partial f}{\partial x_i} \Bigr) = \sum_{i=0}^{n} \frac{\partial^2f}{\partial x_i^2}
+    \Delta f :=  \text{div}\Bigl( \nabla f(x) \Bigr) = \sum_{i=0}^{n} \frac{\partial}{\partial x_i}\biggl( \frac{\partial f}{\partial x_i} \biggr) = \sum_{i=0}^{n} \frac{\partial^2f}{\partial x_i^2}
 $$
 
 \begin{subbox}{The Hessian}
diff --git a/semester3/analysis-ii/cheat-sheet-rb/parts/06_int.tex b/semester3/analysis-ii/cheat-sheet-rb/parts/06_int.tex
index b9d51e9..051e8ad 100644
--- a/semester3/analysis-ii/cheat-sheet-rb/parts/06_int.tex
+++ b/semester3/analysis-ii/cheat-sheet-rb/parts/06_int.tex
@@ -114,7 +114,8 @@ $$
 
 \remark $\text{curl}(f) = 0 \iff \forall 1 \leq i \neq j \leq 3: \displaystyle\frac{\partial f_i}{\partial x_j} = \displaystyle\frac{\partial f_j}{\partial x_i}$
 
-\remark $\text{curl}(\nabla f) = 0$ if $f: \R^3 \to \R$ is in $C^2$.
+\remark $\text{curl}(\nabla f) = 0$ if $f: \R^n \to \R$ is in $C^2$.\\
+\subtext{i.e. if $f$ has a potential.}
 
 \method \textbf{Finding the Potential}
 
@@ -248,27 +249,32 @@ $$
     The change of variable is: $\displaystyle\int_{\bar{X}} f\Bigl( \varphi(x) \Bigr)\ dx = \frac{1}{\left\vert \det(\textbf{A}) \right\vert} \int_{\bar{Y}}f(y)\ dy$
 \end{footnotesize}
 
-\remark \textbf{Commonly used Changes}
+\remark \textbf{Common Changes}
 \begin{enumerate}
     \item Polar Coordinates\\
     \smalltext{    
-        $\varphi(r, \theta) = \bigl(r\cos(\theta),\ r\sin(\theta)\bigr)$\\
-        Where $dxdy = r\ dr\ d\theta$
+        $\varphi(r, \theta) = \bigl(r\cos(\theta),\ r\sin(\theta)\bigr) \quad \color{gray} \theta \in [0, 2\pi) $\\
+        $dxdy = r\ dr\ d\theta$
     }
 
     \item Cylindrical Coordinates\\
     \smalltext{
-        $\varphi(r, \theta, z) = \bigl( r\cos(\theta),\ rsin(\theta),\ z \bigr)$\\
-        Where $dxdydz = r\ dr\ d\theta\ dz$
+        $\varphi(r, \theta, z) = \bigl( r\cos(\theta),\ rsin(\theta),\ z \bigr) \quad \color{gray} \theta \in [0, \pi), \phi \in [0, 2\pi)$\\
+        $dxdydz = r\ dr\ d\theta\ dz$
     }
 
     \item Spherical Coordinates\\
     \smalltext{
         $\varphi(r, \theta, \phi) = (r\sin(\phi)\cos(\theta),\ r\sin(\phi)\sin(\theta),\ r\cos(\phi))$\\
-        Where $dxdydz = r^2\ \sin(\phi)\ dr\ d\theta\ d\phi$
+        $dxdydz = r^2\ \sin(\phi)\ dr\ d\theta\ d\phi$
     }
 \end{enumerate}
 
+% https://en.wikipedia.org/wiki/Spherical_coordinate_system#/media/File:3D_Spherical.svg
+\begin{center}
+    \includegraphics[width=0.3\linewidth]{res/spherical-coords.png}
+\end{center}
+
 \newpage
 \subsection{Green's Theorem}
 \smalltext{An analogue of the Fundamental Theorem of Calculus in $\R^2$.}
diff --git a/semester3/analysis-ii/cheat-sheet-rb/res/spherical-coords.png b/semester3/analysis-ii/cheat-sheet-rb/res/spherical-coords.png
new file mode 100644
index 0000000..8689745
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