diff --git a/Figures/firing_characterization-jb.py b/Figures/firing_characterization-jb.py
index 8739f65..9a95b6c 100644
--- a/Figures/firing_characterization-jb.py
+++ b/Figures/firing_characterization-jb.py
@@ -348,9 +348,9 @@ lfsize = 8
 ax3.text(x=-0.9, y=0.7, s='$\\uparrow$ AUC\n$\\downarrow$ rheobase', fontsize=lfsize)
 ax3.text(-0.95, 0.35, 'GOF', ha='right')
 ax3_TL = ax3.inset_axes([0.07, 0.6, 0.3, 0.2])
-plot_diff_sqrt(ax3_TL, b2=0.1, c2=200)
+plot_diff_sqrt(ax3_TL, b2=0.09, c2=200)
 ax3_TL.set_ylim(inset_ylim)
-ax3_TL.annotate('', (0.25, 15), (0.1, 27), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
+ax3_TL.annotate('', (0.25, 7), (0.085, 7), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
 ax3_TL.annotate('', (0.55, 55), (0.3, 90), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
 # top right
 ax3.text(x=0.22, y=0.7, s='$\\uparrow$ AUC\n$\\uparrow$ rheobase', fontsize=lfsize)
@@ -358,16 +358,16 @@ ax3.text(0.95, 0.35, 'LOF/\nGOF?')
 ax3_TR = ax3.inset_axes([0.63, 0.6, 0.3, 0.2])
 plot_diff_sqrt(ax3_TR, b2=0.4, c2=200)
 ax3_TR.set_ylim(inset_ylim)
-ax3_TR.annotate('', (0.2, 15), (0.41, 15), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
+ax3_TR.annotate('', (0.17, 7), (0.41, 7), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
 ax3_TR.annotate('', (0.8, 70), (0.6, 90), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
 
 # bottom left
 ax3.text(x=-0.9, y=-0.95, s='$\\downarrow$ AUC\n$\downarrow$ rheobase', fontsize=lfsize)
 ax3.text(-0.95, -0.55, 'GOF/\nLOF?', ha='right')
 ax3_BL = ax3.inset_axes([0.07, 0.15, 0.3, 0.2])
-plot_diff_sqrt(ax3_BL, b2=0.07, c2=65)
+plot_diff_sqrt(ax3_BL, b2=0.06, c2=65)
 ax3_BL.set_ylim(inset_ylim)
-ax3_BL.annotate('', (0.25, 5), (0.07, 5), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
+ax3_BL.annotate('', (0.25, 7), (0.07, 7), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
 ax3_BL.annotate('', (0.8, 80), (0.85, 55), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
 
 # bottom right
@@ -376,8 +376,8 @@ ax3.text(0.95, -0.55, 'LOF')
 ax3_BR = ax3.inset_axes([0.63, 0.15, 0.3, 0.2])
 plot_diff_sqrt(ax3_BR, b2=0.4, c2=60)
 ax3_BR.set_ylim(inset_ylim)
-ax3_BR.annotate('', (0.2, 15), (0.425, 10), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
-ax3_BR.annotate('', (0.65, 75), (0.8, 37.5), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
+ax3_BR.annotate('', (0.18, 7), (0.42, 7), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
+ax3_BR.annotate('', (0.7, 75), (0.8, 37.5), arrowprops=dict(arrowstyle="<|-", color=colorslist[2],lw=0.5, mutation_scale=5), zorder=-10) #
 
 
 
diff --git a/Figures/firing_characterization_arrows.pdf b/Figures/firing_characterization_arrows.pdf
index b32955b..d77050c 100644
Binary files a/Figures/firing_characterization_arrows.pdf and b/Figures/firing_characterization_arrows.pdf differ
diff --git a/manuscript.tex b/manuscript.tex
index b07bca2..85528db 100644
--- a/manuscript.tex
+++ b/manuscript.tex
@@ -290,10 +290,10 @@ Neuronal firing is heterogenous across the CNS and a set of neuronal models with
 \subsection*{Characterization of Neuronal Firing Properties}
 \begin{figure}[tp]
         \centering
-        \includegraphics[width=0.5\linewidth]{Figures/firing_characterization.pdf}
+%        \includegraphics[width=0.5\linewidth]{Figures/firing_characterization.pdf}
 	\includegraphics[width=0.5\linewidth]{Figures/firing_characterization_arrows.pdf}
 	\\\notenk{Re-work legend to be in line with new figure}
-        \\\notenk{Both done, which one do you like better? I think I like the legend one better, but I'm not sure what the best legend label for the red one I've labelled ``Altered'' is.}\notejb{I really like the arrows! Having two arrows is great. I Would make the lower one always horizontal to make it indicative for the rheobase. If space gets too narrow for this shift the fI curves further appart.}
+        \\\notenk{Both done, which one do you like better? I think I like the legend one better, but I'm not sure what the best legend label for the red one I've labelled ``Altered'' is.}\notejb{I really like the arrows! Having two arrows is great. I Would make the lower one always horizontal to make it indicative for the rheobase. If space gets too narrow for this shift the fI curves further appart.} \notenk{done!}
         \linespread{1.}\selectfont
         \caption[]{Characterization of firing with AUC and rheobase. (A) The area under the curve (AUC) of the repetitive firing frequency-current (fI) curve. (B) 
 Changes in firing as characterized by \(\Delta\)AUC and \(\Delta\)rheobase occupy 4 quadrants separated by no changes in AUC and rheobase. Representative schematic fI curves in blue with respect to a reference fI curve (black) depict the general changes associated with each quadrant.}