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index a07a617..cf5de16 100644
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index 383da3e..e4d7fc1 100644
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diff --git a/latex/images/phase_transition/hp/susceptibility.pdf b/latex/images/phase_transition/hp/susceptibility.pdf
index 18cd2dc..7443f45 100644
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diff --git a/latex/sections/appendices.tex b/latex/sections/appendices.tex
index db8330f..80875ae 100644
--- a/latex/sections/appendices.tex
+++ b/latex/sections/appendices.tex
@@ -192,13 +192,13 @@ expected magnetization per spin.
 \begin{figure}[H]
     \centering
     \includegraphics[width=\linewidth]{../images/phase_transition/fox/wide/10M/energy.pdf}
-    \caption{$\langle \epsilon \rangle$ for $T \in [2.1, 2.4]$, $10^{6}$ MC cycles.}
+    \caption{Expected energy per spin $\langle \epsilon \rangle$ for temperatures $T \in [2.1, 2.4]$, and $10^{6}$ MC cycles.}
     \label{fig:phase_energy_1M}
 \end{figure} %
 \begin{figure}[H]
     \centering
     \includegraphics[width=\linewidth]{../images/phase_transition/fox/wide/10M/magnetization.pdf}
-    \caption{$\langle |m| \rangle$ for $T \in [2.1, 2.4]$, $10^{6}$ MC cycles.}
+    \caption{Expected magnetization per spin $\langle |m| \rangle$ for temperatures $T \in [2.1, 2.4]$, and $10^{6}$ MC cycles.}
     \label{fig:phase_magnetization_1M}
 \end{figure} %
 In Figure \ref{fig:phase_heat_1M} we show heat capacity, and in Figure \ref{fig:phase_susceptibility_1M} 
@@ -206,13 +206,13 @@ the magnetic susceptibility.
 \begin{figure}[H]
     \centering
     \includegraphics[width=\linewidth]{../images/phase_transition/fox/wide/10M/heat_capacity.pdf}
-    \caption{$C_{V}$ for $T \in [2.1, 2.4]$, $10^{6}$ MC cycles.}
+    \caption{Heat capacity $C_{V}$ for temperatures $T \in [2.1, 2.4]$, and $10^{6}$ MC cycles.}
     \label{fig:phase_heat_1M}
 \end{figure} %
 \begin{figure}[H]
     \centering
     \includegraphics[width=\linewidth]{../images/phase_transition/fox/wide/10M/susceptibility.pdf}
-    \caption{$\chi$ for $T \in [2.1, 2.4]$, $10^{6}$ MC cycles.}
+    \caption{Magnetic susceptibility $\chi$ for temperatures $T \in [2.1, 2.4]$, and $10^{6}$ MC cycles.}
     \label{fig:phase_susceptibility_1M}
 \end{figure}
 
diff --git a/latex/sections/results.tex b/latex/sections/results.tex
index 29c91ba..e3046b6 100644
--- a/latex/sections/results.tex
+++ b/latex/sections/results.tex
@@ -74,7 +74,7 @@ of Var$(\epsilon) = 0.0001$. %
 \begin{figure}[H]
     \centering
     \includegraphics[width=\linewidth]{../images/pd_estimate_1_0.pdf}
-    \caption{Histogram $T = 1.0 J / k_{B}$}
+    \caption{Distribution of values of energy per spin, when temperature is $T = 1.0 J / k_{B}$}
     \label{fig:histogram_1_0}
 \end{figure} %
 In Figure \ref{fig:histogram_2_4}, for $T_{2}$, the samples of energy per spin is 
@@ -82,7 +82,7 @@ centered around the expectation value $\langle \epsilon \rangle = -1.2370$. %
 \begin{figure}[H]
     \centering
     \includegraphics[width=\linewidth]{../images/pd_estimate_2_4.pdf}
-    \caption{Histogram $T = 2.4 J / k_{B}$}
+    \caption{Distribution of values of energy per spin, when temperature is $T = 2.4 J / k_{B}$}
     \label{fig:histogram_2_4}
 \end{figure} % 
 However, we observed a higher variance of Var$(\epsilon) = 0.0203$. When the temperature 
@@ -110,7 +110,7 @@ increase in $\langle \epsilon \rangle$ in the temperature range $T \in [2.25, 2.
 \begin{figure}
     \centering
     \includegraphics[width=\linewidth]{../images/phase_transition/fox/wide/10M/energy.pdf}
-    \caption{$\langle \epsilon \rangle$ for $T \in [2.1, 2.4]$, $10^7$ MC cycles.}
+    \caption{Expected energy per spin $\langle \epsilon \rangle$ for temperatures $T \in [2.1, 2.4]$, and $10^7$ MC cycles.}
     \label{fig:phase_energy_10M}
 \end{figure} % 
 We observe a decrease in $\langle |m| \rangle$ for the same temperature range in 
@@ -120,7 +120,7 @@ however, there is a loss of magnetization close to the critical temperature.
 \begin{figure}[H]
     \centering
     \includegraphics[width=\linewidth]{../images/phase_transition/fox/wide/10M/magnetization.pdf}
-    \caption{$\langle |m| \rangle$ for $T \in [2.1, 2.4]$, $10^7$ MC cycles.}
+    \caption{Expected magnetization per spin $\langle |m| \rangle$ for temperatures $T \in [2.1, 2.4]$, and $10^7$ MC cycles.}
     \label{fig:phase_magnetization_10M}
 \end{figure} %
 In Figure \ref{fig:phase_heat_10M}, we observe an increase in heat capacity in the 
@@ -129,7 +129,7 @@ value of heat capacity when the lattice size increase.
 \begin{figure}[H]
     \centering
     \includegraphics[width=\linewidth]{../images/phase_transition/fox/wide/10M/heat_capacity.pdf}
-    \caption{$C_{V}$ for $T \in [2.1, 2.4]$, $10^7$ MC cycles.}
+    \caption{Heat capacity $C_{V}$ for temperatures $T \in [2.1, 2.4]$, and $10^7$ MC cycles.}
     \label{fig:phase_heat_10M}
 \end{figure} % 
 The magnetic susceptibility in Figure \ref{fig:phase_susceptibility_10M}, shows 
@@ -139,7 +139,7 @@ sharper when we increase lattice size, we are moving closer to the critical temp
 \begin{figure}[H]
     \centering
     \includegraphics[width=\linewidth]{../images/phase_transition/fox/wide/10M/susceptibility.pdf}
-    \caption{$\chi$ for $T \in [2.1, 2.4]$, $10^7$ MC cycles.}
+    \caption{Magnetic susceptibility $\chi$ for temperatures $T \in [2.1, 2.4]$, and $10^7$ MC cycles.}
     \label{fig:phase_susceptibility_10M}
 \end{figure} %
 % Add something about the correlation length?
diff --git a/python_scripts/phase_transition.py b/python_scripts/phase_transition.py
index fcba2ba..fe3d620 100644
--- a/python_scripts/phase_transition.py
+++ b/python_scripts/phase_transition.py
@@ -95,7 +95,7 @@ def plot_phase_transition_alt(indir, outdir):
     ax1.legend(title="Lattice size", loc="upper right")
 
     ax2.set_xlabel(r"T $(J/k_{B})$")
-    ax2.set_ylabel(r"$\langle |m| \rangle$ $(unitless)$")
+    ax2.set_ylabel(f"$\\langle |m| \\rangle$ (unitless)")
     ax2.legend(title="Lattice size", loc="upper right")
 
     ax3.set_xlabel(r"T $(J/k_{B})$")
@@ -201,7 +201,7 @@ def plot_phase_transition(indir, outdir):
     ax1.legend(title="Lattice size", loc="upper right")
 
     ax2.set_xlabel(r"T $(J/k_{B})$")
-    ax2.set_ylabel(r"$\langle |m| \rangle$ $(unitless)$")
+    ax2.set_ylabel(r"$\langle |m| \rangle$ (unitless)")
     ax2.legend(title="Lattice size", loc="upper right")
 
     ax3.set_xlabel(r"T $(J/k_{B})$")
diff --git a/review.md b/review.md
index 76853ec..5b337e7 100644
--- a/review.md
+++ b/review.md
@@ -84,6 +84,8 @@ I suggest we leave it out for now, I'll comment it out in case we want to use it
 [x] 89: onordered => unordered
 [ ] 97: More accurately, we generated 10M samples per temperature point.
 True, so "...$10$ million samples of spin configurations for lattices..." => "...$10$ million samples of spin configurations, per temperature, for lattices..."
+[ ] 77: Approve change "Histogram $T = 1.0 J / k_{B}$" => "Distribution of values of energy per spin, when temperature is $T = 1.0 J / k_{B}$"
+[ ] 85: Approve change "Histogram $T = 2.4 J / k_{B}$" => "Distribution of values of energy per spin, when temperature is $T = 1.0 J / k_{B}$"
 [x] 100: Should be that the program allocated, so that the reader understands that it does the division automatically.
 I agree!
 [x] 101: thread => threads
@@ -91,6 +93,7 @@ I agree!
 So instead of "We ran a profiler" it should be "We used a profiler"? Could you suggest a way of formulating the sentence so that the info is correct?
 [ ] 106: was => were
 My previous comment might make this unnecessary?
+[ ] 113: Included description of variables in caption
 [x] 116: deacrese => decrease
 [x] 117: "suggesting the system ..." => "suggesting that the system ...".
 [x] 118: increase => increases. "The system energy" is singular.
@@ -113,3 +116,5 @@ Haha, ofc we did!
 I agree, that sound a lot better! I just ended up wtiting something somewhat descriptive in lack of words.
 [x] 130: he => the
 Also, I changed the Eq. => to Equation
+
+[x] 188: General, Included captions for figures in section