diff --git a/notebooks/part0_python_intro/10a_Rasterio_intro.ipynb b/notebooks/part0_python_intro/10a_Rasterio_intro.ipynb
index 77178c6f..c0feddd5 100644
--- a/notebooks/part0_python_intro/10a_Rasterio_intro.ipynb
+++ b/notebooks/part0_python_intro/10a_Rasterio_intro.ipynb
@@ -411,6 +411,16 @@
     "plt.colorbar();"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "25d8b2e0-90b4-4a4c-b7b6-7cfa0fb8d01b",
+   "metadata": {},
+   "source": [
+    "**Looks the same! But notice the new units on the colobar scale.**\n",
+    "\n",
+    "Now let's save this raster to a new file."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "88c7f772-9219-4be0-bbe6-791cfbb6ea0f",
@@ -450,16 +460,6 @@
     "cbar.ax.set_yticklabels(['Low Elev. ', 'Mid Elev.', 'High Elev.']);"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "25d8b2e0-90b4-4a4c-b7b6-7cfa0fb8d01b",
-   "metadata": {},
-   "source": [
-    "**Looks the same! But notice the new units on the colobar scale.**\n",
-    "\n",
-    "Now let's save this raster to a new file."
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "93db6aca-4edc-4f14-b673-dcd87d23844c",
@@ -815,6 +815,18 @@
    "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.2"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/part0_python_intro/solutions/10a_Rasterio_into.ipynb b/notebooks/part0_python_intro/solutions/10a_Rasterio_into.ipynb
index 474362bd..821953e8 100644
--- a/notebooks/part0_python_intro/solutions/10a_Rasterio_into.ipynb
+++ b/notebooks/part0_python_intro/solutions/10a_Rasterio_into.ipynb
@@ -640,6 +640,16 @@
     "plt.colorbar();"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "25d8b2e0-90b4-4a4c-b7b6-7cfa0fb8d01b",
+   "metadata": {},
+   "source": [
+    "**Looks the same! But notice the new units on the colobar scale.**\n",
+    "\n",
+    "Now let's save this raster to a new file."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "88c7f772-9219-4be0-bbe6-791cfbb6ea0f",
@@ -690,16 +700,6 @@
     "cbar.ax.set_yticklabels(['Low Elev. ', 'Mid Elev.', 'High Elev.']);"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "25d8b2e0-90b4-4a4c-b7b6-7cfa0fb8d01b",
-   "metadata": {},
-   "source": [
-    "**Looks the same! But notice the new units on the colobar scale.**\n",
-    "\n",
-    "Now let's save this raster to a new file."
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "93db6aca-4edc-4f14-b673-dcd87d23844c",
@@ -732,7 +732,7 @@
     "\n",
     "Geospatial coordinate reference systems are typically defined on a cartesian plane with the 0,0 origin in the bottom left. Raster data uses a different referencing system. Rows and columns with the 0,0 origin in the upper left and rows increase and you move down while the columns increase as you go right.\n",
     "\n",
-    "![title](data/rasterio/xyrowcol.png)\n",
+    "![title](../data/rasterio/xyrowcol.png)\n",
     "\n",
     "Image from https://www.perrygeo.com/python-affine-transforms.html. More info on the Python [Affine](https://affine.readthedocs.io/en/latest/) library. "
    ]
@@ -1198,7 +1198,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.11"
+   "version": "3.12.2"
   }
  },
  "nbformat": 4,