diff --git a/notebooks/Predicted_super_domains_to_normclass.ipynb b/notebooks/Predicted_super_domains_to_normclass.ipynb
index d0d76dc7fbc9ad6355b4af1975e4f41496a42df9..46a0ffad1239d1c55f3ef42c1ddba7f990727f12 100644
--- a/notebooks/Predicted_super_domains_to_normclass.ipynb
+++ b/notebooks/Predicted_super_domains_to_normclass.ipynb
@@ -360,7 +360,65 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 18,
+      "execution_count": 40,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>0</th>\n",
+              "      <th>1</th>\n",
+              "      <th>2</th>\n",
+              "      <th>3</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Économie rustique</td>\n",
+              "      <td>Droit Jurisprudence</td>\n",
+              "      <td>Agriculture</td>\n",
+              "      <td>Histoire naturelle</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                   0                    1            2                   3\n",
+              "0  Économie rustique  Droit Jurisprudence  Agriculture  Histoire naturelle"
+            ]
+          },
+          "execution_count": 40,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "pd.DataFrame([np.insert(g['super_domain_bert'].values,0,n)])"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 41,
       "metadata": {},
       "outputs": [
         {
@@ -1034,7 +1092,21 @@
             "Droit saxon Histoire\n",
             "Droit | Droit ecclésiastique Droit Jurisprudence\n",
             "Droit | Histoire moderne Droit Jurisprudence\n",
-            "Droit | Littérature | Commerce Belles-lettres\n",
+            "Droit | Littérature | Commerce Belles-lettres\n"
+          ]
+        },
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "/var/folders/qv/x3jfzb6x2s5cpb2_8lw4g06m0000gn/T/ipykernel_73946/3752465403.py:5: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
+            "  df2 = df2.append(pd.DataFrame([np.insert(g['super_domain_bert'].values,0,n)]), ignore_index=True)\n"
+          ]
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
             "Droit | Médecine Philosophie\tDroit Jurisprudence\n",
             "Droits honorifiques Droit Jurisprudence\n",
             "Dynamique Physique\n",
@@ -2856,9 +2928,237 @@
         }
       ],
       "source": [
+        "df2 = pd.DataFrame()\n",
+        "\n",
         "for n, g in dfg:\n",
         "    print(n, '\\t'.join(g['super_domain_bert'].values))\n",
-        "    "
+        "    df2 = df2.append(pd.DataFrame([np.insert(g['super_domain_bert'].values,0,n)]), ignore_index=True)\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 42,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>0</th>\n",
+              "      <th>1</th>\n",
+              "      <th>2</th>\n",
+              "      <th>3</th>\n",
+              "      <th>4</th>\n",
+              "      <th>5</th>\n",
+              "      <th>6</th>\n",
+              "      <th>7</th>\n",
+              "      <th>8</th>\n",
+              "      <th>9</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Abus des langues</td>\n",
+              "      <td>Philosophie</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Accord de sons</td>\n",
+              "      <td>Belles-lettres</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Acoustique</td>\n",
+              "      <td>Physique</td>\n",
+              "      <td>Belles-lettres</td>\n",
+              "      <td>Médecine</td>\n",
+              "      <td>Médecine</td>\n",
+              "      <td>Physique</td>\n",
+              "      <td>Médecine</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Agonistique</td>\n",
+              "      <td>Histoire</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Agriculture décorative</td>\n",
+              "      <td>Agriculture</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2480</th>\n",
+              "      <td>terme usité parmi les Maréchaux</td>\n",
+              "      <td>Chasse</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2481</th>\n",
+              "      <td>vaisselle d'étain</td>\n",
+              "      <td>Métiers</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2482</th>\n",
+              "      <td>Ébénisterie</td>\n",
+              "      <td>Métiers</td>\n",
+              "      <td>Métiers</td>\n",
+              "      <td>Musique</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2483</th>\n",
+              "      <td>Ébénisterie | Tapisserie</td>\n",
+              "      <td>Métiers</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2484</th>\n",
+              "      <td>Économie rustique</td>\n",
+              "      <td>Droit Jurisprudence</td>\n",
+              "      <td>Agriculture</td>\n",
+              "      <td>Histoire naturelle</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>2485 rows × 10 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                                    0                    1               2  \\\n",
+              "0                    Abus des langues          Philosophie             NaN   \n",
+              "1                      Accord de sons       Belles-lettres             NaN   \n",
+              "2                          Acoustique             Physique  Belles-lettres   \n",
+              "3                         Agonistique             Histoire             NaN   \n",
+              "4              Agriculture décorative          Agriculture             NaN   \n",
+              "...                               ...                  ...             ...   \n",
+              "2480  terme usité parmi les Maréchaux               Chasse             NaN   \n",
+              "2481                vaisselle d'étain              Métiers             NaN   \n",
+              "2482                      Ébénisterie              Métiers         Métiers   \n",
+              "2483         Ébénisterie | Tapisserie              Métiers             NaN   \n",
+              "2484                Économie rustique  Droit Jurisprudence     Agriculture   \n",
+              "\n",
+              "                       3         4         5         6    7    8    9  \n",
+              "0                    NaN       NaN       NaN       NaN  NaN  NaN  NaN  \n",
+              "1                    NaN       NaN       NaN       NaN  NaN  NaN  NaN  \n",
+              "2               Médecine  Médecine  Physique  Médecine  NaN  NaN  NaN  \n",
+              "3                    NaN       NaN       NaN       NaN  NaN  NaN  NaN  \n",
+              "4                    NaN       NaN       NaN       NaN  NaN  NaN  NaN  \n",
+              "...                  ...       ...       ...       ...  ...  ...  ...  \n",
+              "2480                 NaN       NaN       NaN       NaN  NaN  NaN  NaN  \n",
+              "2481                 NaN       NaN       NaN       NaN  NaN  NaN  NaN  \n",
+              "2482             Musique       NaN       NaN       NaN  NaN  NaN  NaN  \n",
+              "2483                 NaN       NaN       NaN       NaN  NaN  NaN  NaN  \n",
+              "2484  Histoire naturelle       NaN       NaN       NaN  NaN  NaN  NaN  \n",
+              "\n",
+              "[2485 rows x 10 columns]"
+            ]
+          },
+          "execution_count": 42,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df2"
       ]
     },
     {