diff --git a/notebooks/ch4_realtimeData.ipynb b/notebooks/ch4_realtimeData.ipynb
index ccf7b30bf..e0d462146 100644
--- a/notebooks/ch4_realtimeData.ipynb
+++ b/notebooks/ch4_realtimeData.ipynb
@@ -48,10 +48,8 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "raw",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Packages required to request and open data from AWS S3\n",
     "import s3fs\n",
@@ -125,10 +123,8 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "raw",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Initialize the S3 filesystem as anonymous\n",
     "aws = s3fs.S3FileSystem(anon=True)"
@@ -193,10 +189,8 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "raw",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Define dropdown options -- region and product from the AWS structure\n",
     "region_options = [\n",
@@ -239,10 +233,8 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "raw",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Retrieve the user selection from 'Region' \n",
     "region = region_choice.value\n",
@@ -267,10 +259,8 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "raw",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Retrieve the current datetime in UTC to know which bucket to query\n",
     "now = datetime.datetime.now(datetime.UTC)\n",
@@ -285,10 +275,8 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "raw",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Query the S3 bucket for the available files that meet the criteria\n",
     "try:\n",
@@ -306,10 +294,8 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "raw",
    "metadata": {},
-   "outputs": [],
    "source": [
     "if data_files:\n",
     "    # Choose the last file from S3 for the most recent data\n",
@@ -355,10 +341,8 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "raw",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Mask data for neater visualization\n",
     "data = data.where(data > 0, np.nan)\n",