diff --git a/Figures/summary_fig.py b/Figures/summary_fig.py
index 257b9d0..3e26847 100644
--- a/Figures/summary_fig.py
+++ b/Figures/summary_fig.py
@@ -258,11 +258,11 @@ def plot_quadrant(ax):
 # %% with legend
 scheme_style()
 import matplotlib.image as mpimg
-img = mpimg.imread('./Figures/summary_diagram.png')
+img = mpimg.imread('./Figures/summary_diagram2.png')
 inset_ylim = (0, 100)
 lfsize = 8
 fig = plt.figure(figsize=cm2inch(17.2, 12))
-gs = gridspec.GridSpec(14, 3, top=0.95, bottom=0.1, left=0.15, right=0.95, hspace=0.4, wspace=0.2)
+gs = gridspec.GridSpec(15, 3, top=0.95, bottom=0.1, left=0.15, right=0.95, hspace=0.4, wspace=0.2)
 
 # gs0 = gs[1:13, 2].subgridspec(3, 1, hspace=0.9, wspace=0.25) # width_ratios=[0.3, 0.3,0.3], height_ratios=[0.35],
 ax1 = fig.add_subplot(gs[1:4,2])
@@ -314,7 +314,7 @@ ax3.annotate('', (0.55, 55), (0.3, 90),
 ax3.text(x=0.05, y=110, s='$\\uparrow$ AUC $\\downarrow$ rheobase', fontsize=lfsize)
 
 # fig.set_size_inches(cm2inch(17, 12))
-fig.savefig('./Figures/summary_fig.pdf', dpi=300, bbox_inches='tight')  # , dpi=fig.dpi #pdf #eps
+fig.savefig('./Figures/summary_fig.jpg', dpi=300, bbox_inches='tight')  # , dpi=fig.dpi #pdf #eps
 #
 
 plt.show()
diff --git a/Frontiers_manuscript/For_Submission/Koch_reviewer_comments.pdf b/Frontiers_manuscript/For_Submission/Koch_reviewer_comments.pdf
index cd6b691..c193992 100644
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diff --git a/Frontiers_manuscript/For_Submission/Koch_reviewer_comments.synctex.gz b/Frontiers_manuscript/For_Submission/Koch_reviewer_comments.synctex.gz
index 01e2024..7b93241 100644
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diff --git a/Frontiers_manuscript/For_Submission/summary_fig.jpg b/Frontiers_manuscript/For_Submission/summary_fig.jpg
index 6347de6..418505d 100644
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