diff --git a/book/plots/fig-temperature-ambient.tex b/book/plots/fig-temperature-ambient.tex
index a0124db..032fbd1 100644
--- a/book/plots/fig-temperature-ambient.tex
+++ b/book/plots/fig-temperature-ambient.tex
@@ -1,7 +1,7 @@
 \begin{tikzpicture}
     \tikzstyle{every node}+=[font=\normalsize\rmfamily]
     \begin{axis}[
-        title=Ambient temperatures,
+        title=Ambient temperature,
         grid=both,
         major grid style={line width=.2pt,draw=gray!30},
         axis x line=middle,
@@ -18,11 +18,11 @@
         legend cell align={left},
         xlabel=Duration (minutes), ylabel=Temperature (\SI{}{\degree} C)
         ]
-        \addplot [color=redpic,smooth,ultra thick] table {plots/icecube_ambient.table};
-        \addplot [color=codeblack,smooth,ultra thick]  table {plots/preheated_ambient.table};
-        \addplot [color=codeblue,smooth,ultra thick]   table {plots/non-preheated_ambient.table};
+        \addplot [color=redpic,smooth,ultra thick]    table {plots/icecube_ambient.table};
+        \addplot [color=codeblack,smooth,ultra thick] table {plots/preheated_ambient.table};
+        \addplot [color=codeblue,smooth,ultra thick]  table {plots/non-preheated_ambient.table};
         \addplot [color=yellowpic,smooth,ultra thick] table {plots/preheated_bottom_ambient.table};
-        \addplot [color=pinkpic,smooth,ultra thick] table {plots/spritzing_ambient.table};
-        \legend{ice cube, pre-heated, non-preheated, pre-heated bottom, spritzing};
+        \addplot [color=pinkpic,smooth,ultra thick]   table {plots/spritzing_ambient.table};
+        \legend{Ice cube, Preheated, Non-preheated, Preheated bottom, Spritzing};
     \end{axis}
 \end{tikzpicture}
diff --git a/book/plots/fig-temperature-surface.tex b/book/plots/fig-temperature-surface.tex
index 00ec6a7..45a09ff 100644
--- a/book/plots/fig-temperature-surface.tex
+++ b/book/plots/fig-temperature-surface.tex
@@ -1,7 +1,7 @@
 \begin{tikzpicture}
     \tikzstyle{every node}+=[font=\normalsize\rmfamily]
     \begin{axis}[
-        title=Surface temperatures,
+        title=Surface temperature,
         grid=both,
         major grid style={line width=.2pt,draw=gray!30},
         axis x line=middle,
@@ -18,11 +18,11 @@
         legend cell align={left},
         xlabel=Duration (minutes), ylabel=Temperature (\SI{}{\degree} C)
         ]
-        \addplot [color=redpic,smooth,ultra thick] table {plots/icecube_surface.table};
-        \addplot [color=codeblack,smooth,ultra thick]  table {plots/preheated_surface.table};
-        \addplot [color=codeblue,smooth,ultra thick]   table {plots/non-preheated_surface.table};
+        \addplot [color=redpic,smooth,ultra thick]    table {plots/icecube_surface.table};
+        \addplot [color=codeblack,smooth,ultra thick] table {plots/preheated_surface.table};
+        \addplot [color=codeblue,smooth,ultra thick]  table {plots/non-preheated_surface.table};
         \addplot [color=yellowpic,smooth,ultra thick] table {plots/preheated_bottom_surface.table};
-        \addplot [color=pinkpic,smooth,ultra thick] table {plots/spritzing_surface.table};
-        \legend{ice cube, pre-heated, non-preheated, pre-heated bottom, spritzing};
+        \addplot [color=pinkpic,smooth,ultra thick]   table {plots/spritzing_surface.table};
+        \legend{Ice cube, Preheated, Non-preheated, Preheated bottom, Spritzing};
     \end{axis}
 \end{tikzpicture}
diff --git a/book/plots/fig-yeast-sourdough-strength.tex b/book/plots/fig-yeast-sourdough-strength.tex
index 8e84574..8fca729 100644
--- a/book/plots/fig-yeast-sourdough-strength.tex
+++ b/book/plots/fig-yeast-sourdough-strength.tex
@@ -3,7 +3,7 @@
     \begin{axis}[
         title style={align=center},
         title={Gluten development of a sourdough and yeast based dough\\
-                \qty{22}{\degreeCelsius} (\qty{72}{\degF}) and
+                \SI{22}{\degree}~C (\SI{72}{\degree}~F) and
                 \qty{60}{\percent}~hydration},
         axis x line=middle,
         axis y line=middle,