diff --git a/check.py b/check.py
index 43145a4..afefcda 100644
--- a/check.py
+++ b/check.py
@@ -1,8 +1,8 @@
 # import matplotlib.patches as patches
+import matplotlib.patches as patches
 import matplotlib.pyplot as plt
 import numpy as np
 import torch
-import matplotlib.patches as patches
 
 from dataloader import extract_colors, preprocess_data
 from model import ColorTransformerModel
@@ -71,22 +71,35 @@ def plot_preds(preds, fname: str, roll: bool = False, dpi: int = 150, figsize=(3
     fig, ax = plt.subplots(figsize=figsize, subplot_kw=dict(polar=True))
 
     # Each wedge in the circle
-    theta = np.linspace(0, 2 * np.pi, N + 1) + np.pi / 2
+    theta = np.linspace(0, 2 * np.pi, N, endpoint=False) + np.pi / 2
     width = 2 * np.pi / (N)  # equal size for each wedge
 
     for i in range(N):
-        ax.bar(theta[i], 1, width=width, color=colors[i], bottom=0.0)
+        ax.bar(
+            theta[i],
+            1,
+            width=width,
+            edgecolor="none",
+            facecolor=colors[i],
+            bottom=0.0,
+            zorder=1,
+            alpha=1,
+        )
 
     ax.set_xticks([])
     ax.set_yticks([])
     ax.axis("off")
+    ax.set_aspect("equal")
     # Overlay white circle
     radius = 1 / 3
-    circle = patches.Circle((0, 0), radius, transform=ax.transData._b, color="white", zorder=2)
+    circle = patches.Circle(
+        (0, 0), radius, transform=ax.transData._b, color="white", zorder=2
+    )
     ax.add_patch(circle)
 
     fig.tight_layout(pad=0)
-    plt.savefig(f"{fname}.png", dpi=dpi)
+
+    plt.savefig(f"{fname}.png", dpi=dpi, transparent=False)
     plt.close()
 
 
diff --git a/hsv.png b/hsv.png
index 18a5fe5..a23a00c 100644
Binary files a/hsv.png and b/hsv.png differ
diff --git a/hsv.py b/hsv.py
index 7f80ffe..d453312 100644
--- a/hsv.py
+++ b/hsv.py
@@ -8,7 +8,7 @@ if __name__ == "__main__":
     rgb_tensor, _ = extract_colors()
     xkcd_rgb = rgb_tensor.numpy()
     xkcd_hsv = rgb_to_hsv(xkcd_rgb)
-    plot_preds(xkcd_hsv[:, 0], fname="hsv", roll=True, dpi=300, figsize=(6,6))
+    plot_preds(xkcd_hsv[:, 0], fname="hsv", roll=True, dpi=150, figsize=(6, 6))
     rgb = np.eye(3)
     print("Pure RGB in Hue-Space:")
     print(rgb_to_hsv(rgb)[:, 0])
diff --git a/search.py b/search.py
index 05b577b..6b0b152 100644
--- a/search.py
+++ b/search.py
@@ -2,7 +2,7 @@ import subprocess
 import sys
 from random import sample
 
-import numpy as np
+import numpy as np  # noqa: F401
 from lightning_sdk import Machine, Studio  # noqa: F401
 
 NUM_JOBS = 100