diff --git a/notebooks/tutorial.ipynb b/notebooks/tutorial.ipynb
index a48adf72..01d95d29 100644
--- a/notebooks/tutorial.ipynb
+++ b/notebooks/tutorial.ipynb
@@ -2561,9 +2561,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "average_image,max_proj_image = (imaging.MotionCorrection.Summary & session_key & \"scan_id=0\" & \"field_idx=0\").fetch1(\n",
-    "    \"average_image\",\"max_proj_image\"\n",
-    ")"
+    "average_image, max_proj_image = (\n",
+    "    imaging.MotionCorrection.Summary & session_key & \"scan_id=0\" & \"field_idx=0\"\n",
+    ").fetch1(\"average_image\", \"max_proj_image\")"
    ]
   },
   {
@@ -2607,8 +2607,8 @@
    "source": [
     "mask_xpix, mask_ypix = (\n",
     "    imaging.Segmentation.Mask * imaging.MaskClassification.MaskType\n",
-    "    & session_key \n",
-    "    & \"scan_id=0\" \n",
+    "    & session_key\n",
+    "    & \"scan_id=0\"\n",
     "    & \"mask_center_z=0\"\n",
     "    & \"mask_npix > 130\"\n",
     "    & \"confidence >= 0.5\"\n",
@@ -2632,9 +2632,9 @@
     }
    ],
    "source": [
-    "#Plotting\n",
+    "# Plotting\n",
     "fig = plt.figure(figsize=(6, 4))\n",
-    "plt.imshow(average_image,cmap='binary')\n",
+    "plt.imshow(average_image, cmap=\"binary\")\n",
     "for i in range(len(mask_xpix)):\n",
     "    plt.scatter(mask_xpix[i], mask_ypix[i], s=1, alpha=0.02)\n",
     "plt.tight_layout()\n",
@@ -2650,7 +2650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2659,13 +2659,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0d7a3504f21b41789c55914fc48f8bec",
+       "model_id": "188a4a1b0e6f407ead9940ca4c77bf6b",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2673,7 +2673,7 @@
        "VBox(children=(HBox(children=(Dropdown(description='Result:', layout=Layout(display='flex', flex_flow='row', g…"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }