diff --git a/hsv.png b/hsv.png
index ce5df9b..839bcc1 100644
Binary files a/hsv.png and b/hsv.png differ
diff --git a/hsv.py b/hsv.py
index 9dfccd2..5ef389c 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")
+    plot_preds(xkcd_hsv[:, 0], fname="hsv", roll=True)
     rgb = np.eye(3)
     print("Pure RGB in Hue-Space:")
     print(rgb_to_hsv(rgb)[:, 0])
diff --git a/out/index.html b/out/index.html
index fbc1891..1f580c3 100644
--- a/out/index.html
+++ b/out/index.html
@@ -73,7 +73,12 @@
             var gallery = document.getElementById('gallery');
 
             for (var i = 0; i < 100; i++) { // Changed from i <= 100 to i < 100
-                let imageName = 'v' + i + '.png';
+                let imageName;
+                if (i == 21) {
+                    imageName = 'hsv.png';
+                } else {
+                    imageName = 'v' + i + '.png';
+                }
                 let img = document.createElement('img');
                 img.src = imageName;
                 img.onerror = function () { this.style.display = 'none'; };