diff --git a/docs/notebooks/Example_3.ipynb b/docs/notebooks/Example_3.ipynb
index 23e6cdc..7d52fec 100644
--- a/docs/notebooks/Example_3.ipynb
+++ b/docs/notebooks/Example_3.ipynb
@@ -20,24 +20,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "id": "99f0eefc-3bcf-499e-be2e-1bf3ce01031c",
    "metadata": {},
    "outputs": [],
    "source": [
-    "bd = \"/home/jovyan/\" # Base directory"
+    "# bd = \"/home/jovyan/\" # Base directory\n",
+    "bd = \"/home/patn/dropbox/Data/AllenInstitute\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 2,
    "id": "c852ce97-8851-4083-a5a6-3ed563dda25a",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3b7c3365e6ef4b3eae9c8e65b19066ce",
+       "model_id": "b9b8cd4bea8b4e16b8552d79f524bc0c",
        "version_major": 2,
        "version_minor": 0
       },
@@ -72,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 3,
    "id": "31e88ab1-bb9b-4541-af23-79769b261c10",
    "metadata": {},
    "outputs": [
@@ -86,7 +87,7 @@
        "        require.undef(\"plotly\");\n",
        "        requirejs.config({\n",
        "            paths: {\n",
-       "                'plotly': ['https://cdn.plot.ly/plotly-2.32.0.min']\n",
+       "                'plotly': ['https://cdn.plot.ly/plotly-2.24.1.min']\n",
        "            }\n",
        "        });\n",
        "        require(['plotly'], function(Plotly) {\n",
@@ -103,9 +104,9 @@
     {
      "data": {
       "text/html": [
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        "                            \n",
-       "var gd = document.getElementById('6523f9c3-fe40-4149-a93b-40606c1f05b7');\n",
+       "var gd = document.getElementById('c821350d-d629-494b-966b-60d575b35245');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
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@@ -404,7 +405,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 8,
    "id": "1174c1bb-dc61-4f62-982f-81602f4a122d",
    "metadata": {},
    "outputs": [
@@ -412,8 +413,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "-0.10187029938356965\n",
-      "0.13215595016594237\n"
+      "-0.10245317780140377\n",
+      "0.1328531881517174\n"
      ]
     }
    ],
@@ -422,6 +423,44 @@
     "print(numpy.std((gw100_dist_table-qgw_dmat)/gw100_dist_table))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "0583e9bc",
+   "metadata": {},
+   "source": [
+    "And benchmark its ability to classify cells according to their morphology using the Matthews correlation coefficient:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "687f9606",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.22899248962487836\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/patn/PGC012_Gromov_Wasserstein/venv/lib/python3.12/site-packages/sklearn/model_selection/_split.py:776: UserWarning:\n",
+      "\n",
+      "The least populated class in y has only 1 members, which is less than n_splits=7.\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "cvp = cross_val_predict(clf, X=squareform(qgw_dmat), y=cre_lines, cv=cv)\n",
+    "\n",
+    "print(matthews_corrcoef(cvp, cre_lines))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "d17432d8-fee4-4b34-af11-3fff525404f8",
@@ -441,7 +480,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 10,
    "id": "56826b9d-6da7-41a7-af9f-78fc63171e08",
    "metadata": {},
    "outputs": [],
@@ -482,7 +521,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 11,
    "id": "c35925fd-e960-4fc4-828a-32bd9ba91d79",
    "metadata": {},
    "outputs": [
@@ -490,22 +529,22 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/patrick/code/CAJAL/venv/lib/python3.11/site-packages/umap/umap_.py:1858: UserWarning:\n",
+      "/home/patn/PGC012_Gromov_Wasserstein/venv/lib/python3.12/site-packages/umap/umap_.py:1780: UserWarning:\n",
       "\n",
       "using precomputed metric; inverse_transform will be unavailable\n",
       "\n",
-      "/home/patrick/code/CAJAL/venv/lib/python3.11/site-packages/umap/umap_.py:1945: UserWarning:\n",
+      "/home/patn/PGC012_Gromov_Wasserstein/venv/lib/python3.12/site-packages/plotly/express/_core.py:1992: FutureWarning:\n",
       "\n",
-      "n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
+      "When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n",
       "\n"
      ]
     },
     {
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                       {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('b6dcd2da-1eb0-4a71-928b-cd488ebdc26b');\n",
+       "var gd = document.getElementById('1f2e75b0-09dd-4280-a565-907277616d0e');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -551,9 +590,9 @@
     "embedding = reducer.fit_transform(slbqgw_sq_dist)\n",
     "\n",
     "# Visualize UMAP colored by cortical layer\n",
-    "plotly.express.scatter(x=embedding[:,0], \n",
-    "                       y=embedding[:,1], \n",
-    "                       template=\"simple_white\", \n",
+    "plotly.express.scatter(x=embedding[:,0],\n",
+    "                       y=embedding[:,1],\n",
+    "                       template=\"simple_white\",\n",
     "                       hover_name=[m + \".swc\" for m in names],\n",
     "                       color = metadata[\"structure__layer\"])"
    ]
@@ -582,7 +621,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "venv",
    "language": "python",
    "name": "python3"
   },
@@ -596,7 +635,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,