diff --git a/case-studies.md b/case-studies.md
index ffd8eb4..9978162 100644
--- a/case-studies.md
+++ b/case-studies.md
@@ -1,6 +1,7 @@
 # Case Studies
 
 ```{toctree} Table of Contents
+:titlesonly:
 
 linear_fitting.ipynb
 xps_processing.ipynb
diff --git a/linear_fitting.ipynb b/linear_fitting.ipynb
index 00b527c..7ad66d9 100644
--- a/linear_fitting.ipynb
+++ b/linear_fitting.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Linear Fitting\n",
+    "# Linear Fitting Absorbance Data\n",
     "\n",
     "<div class=\"overview admonition\"> \n",
     "<p class=\"admonition-title\">Overview</p>\n",