diff --git a/scripts/plot_dots.py b/scripts/plot_dots.py
index f2d5538..e5cebc6 100755
--- a/scripts/plot_dots.py
+++ b/scripts/plot_dots.py
@@ -19,10 +19,10 @@
 def get_styles(exclude_solutions: list[str]) -> pl.DataFrame:
     all_styles = pl.DataFrame(
         data=[
-            ["duckdb", "DuckDB", "#fff000", "o", 5.0],
-            ["pandas", "pandas", "#e70488", "s", 5.0],
-            ["polars", "Polars", "#adbac7", "p", 6.0],
-            ["pyspark", "PySpark", "#e25a1c", "*", 7.0],
+            ["polars", "Polars", "#0075ff", "o", 7.0],
+            ["duckdb", "DuckDB", "#73BFB8", "^", 5.5],
+            ["pandas", "pandas", "#26413C", "s", 5.0],
+            ["pyspark", "PySpark", "#EFA9AE", "D", 4.5],
         ],
         schema=["solution", "name", "color", "shape", "size"],
     )
@@ -108,18 +108,18 @@ def formulate_caption(
         )
 
         notes = []
-        for name, group in notes_df.group_by("name"):
+        for name, group in notes_df.group_by(["name"]):
             texts = group.get_column("text")
             join_char = ", " if len(texts) >= 3 else " "
 
             if len(texts) >= 2:
                 texts[-1] = "and " + texts[-1]
 
-            notes.append(f"{name} {join_char.join(texts)}.")
+            notes.append(f"{name[0]} {join_char.join(texts)}.")  # type: ignore[index]
 
         if notes:
             caption += f"Note: {' '.join(notes)} "
-    caption += "More information: https://www.pola.rs/benchmarks.html"
+    caption += "More information: https://www.pola.rs/benchmarks"
     return "\n".join(textwrap.wrap(caption, int(width * 15 - 20)))
 
 
@@ -150,6 +150,15 @@ def create_plot(
 
     styles = styles.join(timings, on="solution", how="semi")
 
+    # Cast columns to Enum to make sure the order is correct
+    timings = timings.with_columns(
+        pl.col("solution").cast(pl.Enum(styles.get_column("solution")))
+    )
+    name_versions = timings.select(
+        pl.col("name_version").sort_by("solution").unique(maintain_order=True)
+    ).to_series()
+    timings = timings.with_columns(pl.col("name_version").cast(pl.Enum(name_versions)))
+
     plot = (
         p9.ggplot(
             timings,
@@ -168,7 +177,7 @@ def create_plot(
         + p9.scale_shape_manual(values=styles.get_column("shape"))
         + p9.scale_size_manual(values=styles.get_column("size"))
         + p9.labs(
-            title="TPCH Benchmark",
+            title="TPC-H Benchmark",
             subtitle=subtitle,
             caption=caption,
             x="duration (s)",