diff --git a/notebooks/wp3/WIP-hit_rate.ipynb b/notebooks/wp3/WIP-hit_rate.ipynb
index 9ff1565..70436ce 100644
--- a/notebooks/wp3/WIP-hit_rate.ipynb
+++ b/notebooks/wp3/WIP-hit_rate.ipynb
@@ -365,11 +365,16 @@
    "outputs": [],
    "source": [
     "hit_rate = (ds_seasonal == ds_reanalysis).sum(\"valid_year\")\n",
-    "hit_rate = hit_rate.where(ds_seasonal.notnull().any(\"valid_year\"))\n",
+    "hit_rate *= 100 / ds_seasonal.notnull().sum(\"valid_year\")\n",
     "for var, da in hit_rate.data_vars.items():\n",
-    "    da[\"valid_month\"] = da[\"valid_month\"].astype(str)\n",
-    "    da.attrs[\"long_name\"] = \"Hit-Rate\"\n",
-    "    facet = da.plot(col=\"centre\", row=\"region\", x=\"valid_month\")\n",
+    "    da.attrs = {\"long_name\": \"Hit-Rate\", \"units\": \"%\"}\n",
+    "    facet = da.plot(\n",
+    "        col=\"centre\",\n",
+    "        row=\"region\",\n",
+    "        x=\"valid_month\",\n",
+    "        xticks=range(1, 13),\n",
+    "        yticks=range(1, 13),\n",
+    "    )\n",
     "    facet.fig.suptitle(f\"{da.name.replace('_', ' ')}\", y=1.01)\n",
     "    plt.show()"
    ]