diff --git a/docs/demos/24-07-11-scipy-2024/scipy-2024.ipynb b/docs/demos/24-07-11-scipy-2024/scipy-2024.ipynb
index 3303486a..e6b7090b 100644
--- a/docs/demos/24-07-11-scipy-2024/scipy-2024.ipynb
+++ b/docs/demos/24-07-11-scipy-2024/scipy-2024.ipynb
@@ -669,8 +669,7 @@
     "3. Horizontal Regridding\n",
     "4. Vertical Regridding\n",
     "5. Spatial Averaging\n",
-    "6. Temporal Computations\n",
-    "7. General Dataset Utilities\n"
+    "6. Temporal Computations"
    ]
   },
   {
@@ -5242,7 +5241,7 @@
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "skip"
     }
    },
    "source": [
@@ -5262,7 +5261,7 @@
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "skip"
     }
    },
    "source": [
@@ -5289,7 +5288,7 @@
    "metadata": {
     "cell_style": "split",
     "slideshow": {
-     "slide_type": "-"
+     "slide_type": "skip"
     }
    },
    "outputs": [
@@ -5311,7 +5310,7 @@
    "metadata": {
     "cell_style": "split",
     "slideshow": {
-     "slide_type": "-"
+     "slide_type": "skip"
     }
    },
    "outputs": [
@@ -5333,7 +5332,7 @@
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "skip"
     }
    },
    "source": [
@@ -5349,7 +5348,7 @@
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "notes"
+     "slide_type": "skip"
     }
    },
    "source": [
@@ -5361,7 +5360,7 @@
    "execution_count": 30,
    "metadata": {
     "slideshow": {
-     "slide_type": "fragment"
+     "slide_type": "skip"
     }
    },
    "outputs": [
@@ -5388,7 +5387,7 @@
    "execution_count": 31,
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "skip"
     }
    },
    "outputs": [
@@ -6262,7 +6261,7 @@
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "skip"
+     "slide_type": "subslide"
     }
    },
    "source": [