diff --git a/docs/_toc.yml b/docs/_toc.yml
index d3b9f907..7fb8573a 100644
--- a/docs/_toc.yml
+++ b/docs/_toc.yml
@@ -64,4 +64,4 @@ parts:
         file: clay-v0/data_labels
       - file: clay-v0-interpolation
       - title: Software release notes v0.1
-        file: clay-v0/changelog-v1.0
\ No newline at end of file
+        file: clay-v0/changelog-v1.0
diff --git a/docs/tutorials/v1-inference-simsearch-naip-stacchip.ipynb b/docs/tutorials/v1-inference-simsearch-naip-stacchip.ipynb
index 7eda5aea..68700397 100644
--- a/docs/tutorials/v1-inference-simsearch-naip-stacchip.ipynb
+++ b/docs/tutorials/v1-inference-simsearch-naip-stacchip.ipynb
@@ -54,9 +54,9 @@
    "source": [
     "import sys\n",
     "\n",
-    "sys.path.append(\"../../\") # Model src\n",
+    "sys.path.append(\"../../\")  # Model src\n",
     "\n",
-    "# If the pip install for stacchip doesn't work above, \n",
+    "# If the pip install for stacchip doesn't work above,\n",
     "# git clone the repo and comment out the following with the path\n",
     "sys.path.append(\"../../../stacchip/\")"
    ]
@@ -212,8 +212,10 @@
     "    indexer = NoStatsChipIndexer(item)\n",
     "\n",
     "    # Obtain the item bounds and centroid\n",
-    "    bounds, centroid_x, centroid_y  = get_bounds_centroid(item.assets[\"image\"].href)\n",
-    "    print(f\"Bounds coordinates: {bounds}, centroid coordinates: {centroid_x}, {centroid_y}\")\n",
+    "    bounds, centroid_x, centroid_y = get_bounds_centroid(item.assets[\"image\"].href)\n",
+    "    print(\n",
+    "        f\"Bounds coordinates: {bounds}, centroid coordinates: {centroid_x}, {centroid_y}\"\n",
+    "    )\n",
     "\n",
     "    # Instantiate the chipper\n",
     "    chipper = Chipper(indexer, asset_blacklist=[\"metadata\"])\n",
@@ -494,7 +496,9 @@
     "    date = datetime.datetime.strptime(f\"{YEAR}-06-01\", \"%Y-%m-%d\")\n",
     "    gsd = 0.6\n",
     "\n",
-    "    lon, lat = box(bounding_box[0], bounding_box[1], bounding_box[2], bounding_box[3]).centroid.coords[0]\n",
+    "    lon, lat = box(\n",
+    "        bounding_box[0], bounding_box[1], bounding_box[2], bounding_box[3]\n",
+    "    ).centroid.coords[0]\n",
     "\n",
     "    datacube = prep_datacube(\n",
     "        np.array(tile), lat, lon, pd.to_datetime(f\"{YEAR}-06-01\"), gsd, model.device\n",