diff --git a/docs/DrugsForPathologies/index.html b/docs/DrugsForPathologies/index.html
index 1e46c84f330..71781df31f5 100644
--- a/docs/DrugsForPathologies/index.html
+++ b/docs/DrugsForPathologies/index.html
@@ -59,7 +59,7 @@
           <div class="page-title">
             <div class="title_left">
               <h1 id="heading">Drugs for the Treatment of Pathologies</h1>
-              <h2 >By Craig Paardekooper</h2>
+              <h2>By Craig Paardekooper</h2>
             </div>
           </div>
           <div class="clearfix"></div>
diff --git a/src/HowBadIsMyBatch.ipynb b/src/HowBadIsMyBatch.ipynb
index 1463a1f15a7..3911a940004 100644
--- a/src/HowBadIsMyBatch.ipynb
+++ b/src/HowBadIsMyBatch.ipynb
@@ -685,26 +685,6 @@
     "drugDescrByPathology"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f7e83e81",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "drugDescrByPathology['abdominal pain']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "0d0b6909",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "drugs4Pathologies[drugs4Pathologies['PATHOLOGY'] == 'abdominal pain']"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,