diff --git a/docs/content/tutorials/snmCATseq_preprocessing.ipynb b/docs/content/tutorials/snmCATseq_preprocessing.ipynb
index ddac624..54cc410 100644
--- a/docs/content/tutorials/snmCATseq_preprocessing.ipynb
+++ b/docs/content/tutorials/snmCATseq_preprocessing.ipynb
@@ -19,7 +19,7 @@
    "execution_count": 1,
    "id": "988e257e-c523-4ead-af26-99a45177a79c",
    "metadata": {
-     "scrolled": true
+    "scrolled": true
    },
    "outputs": [],
    "source": [
@@ -47,9 +47,12 @@
    "metadata": {},
    "source": [
     "## 10k bin processing\n",
-    "Vivek has processed the data to create a 10k-binned dataset. We here import the single-sample sets and aggregate them into one dataset.\n",
+    "\n",
+    "We have pre-processed the data to create a 10k-binned dataset. We here import the single-sample sets and aggregate them into one dataset.\n",
     "<br/>\n",
     "<b>IMPORTANT:</b> Skip to the last part of this section for loading the bins, it these have already been saved\n",
+    "\n",
+    "\n",
     "### Filter by bin coverage"
    ]
   },
@@ -1372,7 +1375,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.16"
+   "version": "3.8.19"
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  "nbformat": 4,