diff --git a/ad_hoc_queries/validation_violin_plots.ipynb b/ad_hoc_queries/validation_violin_plots.ipynb
index 2eb25c1..6adb2b6 100644
--- a/ad_hoc_queries/validation_violin_plots.ipynb
+++ b/ad_hoc_queries/validation_violin_plots.ipynb
@@ -118,8 +118,7 @@
    "metadata": {},
    "source": [
     "### Unify skin and skin of body\n",
-    "The `as_label` column in the source data lists `skin` and `skin of body`, so we need to unify those to avoid showing \n",
-    "This is captured in this [GitHub issue](https://github.com/x-atlas-consortia/hra-pop/issues/77)."
+    "The `as_label` column in the source data lists `skin` and `skin of body`, so we need to unify those to avoid showing skin twice. This is captured in this [GitHub issue](https://github.com/x-atlas-consortia/hra-pop/issues/77)."
    ]
   },
   {