diff --git a/Figures/Fig2/fig2.pdf b/Figures/Fig2/fig2.pdf
index cf435e7..346212a 100644
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diff --git a/Figures/Fig2/fig2.png b/Figures/Fig2/fig2.png
index b690385..0f83415 100644
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diff --git a/Figures/Fig4/fig4.pdf b/Figures/Fig4/fig4.pdf
index 8789f15..3058e6a 100644
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diff --git a/Figures/Fig4/fig4.png b/Figures/Fig4/fig4.png
index 3bc10f0..174f197 100644
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diff --git a/Figures/Fig5/fig5.pdf b/Figures/Fig5/fig5.pdf
index 7de92e5..3698efb 100644
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diff --git a/Figures/Fig5/fig5.png b/Figures/Fig5/fig5.png
index 41855f4..2bf13b4 100644
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diff --git a/plot_fig1.py b/plot_fig1.py
index 4e831b5..7d9e856 100644
--- a/plot_fig1.py
+++ b/plot_fig1.py
@@ -221,12 +221,12 @@
 
 ax3.semilogx(tmax, np.median(performance[0], axis=1), color="C0", label="Simple")
 ax3.semilogx(tmax, np.median(performance[1], axis=1), color="C1", label="Complex")
-min_idx = np.where((np.median(performance[0], axis=1) - np.median(performance[1], axis=1)) < 0)[
-    0
-].min()
-max_idx = np.where((np.median(performance[0], axis=1) - np.median(performance[1], axis=1)) < 0)[
-    0
-].max()
+min_idx = np.where(
+    (np.median(performance[0], axis=1) - np.median(performance[1], axis=1)) < 0
+)[0].min()
+max_idx = np.where(
+    (np.median(performance[0], axis=1) - np.median(performance[1], axis=1)) < 0
+)[0].max()
 print(tmax[min_idx])
 print(tmax[max_idx])
 
diff --git a/plot_fig2.py b/plot_fig2.py
index 31140c0..5b695d7 100644
--- a/plot_fig2.py
+++ b/plot_fig2.py
@@ -30,7 +30,7 @@
     r"Threshold, $\tau=2$",
 ]
 keys = ["p", "alpha", "size"]
-titles = ["Erdös-Rényi", "Power-law CM", "Clustered"]
+titles = ["Erdős-Rényi", "Power-law CM", "Clustered"]
 labels = [r"Density, $p$", r"Exponent, $\alpha$", r"Clique size, $s$"]
 
 xticks = [
diff --git a/plot_fig3.py b/plot_fig3.py
index 3a13170..3566026 100644
--- a/plot_fig3.py
+++ b/plot_fig3.py
@@ -9,7 +9,6 @@
 import fig_settings as fs
 from lcs import *
 
-
 fs.set_fonts()
 
 with open(f"Data/zkc_tmax_comparison.json") as file:
diff --git a/plot_fig4.py b/plot_fig4.py
index 34c221e..ab80344 100644
--- a/plot_fig4.py
+++ b/plot_fig4.py
@@ -30,7 +30,7 @@
     r"Threshold, $\tau=2$",
 ]
 keys = ["p", "alpha", "size"]
-titles = ["Erdös-Rényi", "Power-law CM", "Clustered"]
+titles = ["Erdős-Rényi", "Power-law CM", "Clustered"]
 labels = [r"Density, $p$", r"Exponent, $\alpha$", r"Clique size, $s$"]
 xticks = [
     [0, 0.5, 1],
diff --git a/plot_fig5.py b/plot_fig5.py
index d6c3eb7..743309b 100644
--- a/plot_fig5.py
+++ b/plot_fig5.py
@@ -32,8 +32,14 @@
     r"Threshold, $\tau=3$",
 ]
 keys = ["p", "alpha", "size", "epsilon", "p"]
-titles = ["Erdös-Rényi", "Power-law CM", "Clustered", "SBM", "Small-World"]
-labels = [r"Density, $p$", r"Exponent, $\alpha$", r"Clique size, $s$", r"Imbalance, $\epsilon$", r"Rewiring prob., $p$"]
+titles = ["Erdős-Rényi", "Power-law CM", "Clustered", "SBM", "Small-World"]
+labels = [
+    r"Density, $p$",
+    r"Exponent, $\alpha$",
+    r"Clique size, $s$",
+    r"Imbalance, $\epsilon$",
+    r"Rewiring prob., $p$",
+]
 xticks = [
     [0, 0.5, 1],
     [-4, -3.5, -3, -2.5, -2, -1.5],
diff --git a/requirements.txt b/requirements.txt
index 4a23411..0ed639c 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -9,3 +9,4 @@ arviz
 seaborn
 joblib
 scikit-learn
+cmasher
\ No newline at end of file