diff --git a/Daten/Vorhersagen/Katalogauszug, Vorhersagen und hs. Katalogverbindungen.xlsx b/Daten/Vorhersagen/Katalogauszug, Vorhersagen und hs. Katalogverbindungen.xlsx
new file mode 100644
index 0000000000000000000000000000000000000000..7ff58accc9856a94c36590b5d218e0cc141d8e13
Binary files /dev/null and b/Daten/Vorhersagen/Katalogauszug, Vorhersagen und hs. Katalogverbindungen.xlsx differ
diff --git a/Notebooks/String_matching.ipynb b/Notebooks/String_matching.ipynb
index 4f934650bad4ea6b25d6b210d1ba0e9b18784014..9bf89e0caf9551ec0f4528993f82ff34ce5e7bd3 100644
--- a/Notebooks/String_matching.ipynb
+++ b/Notebooks/String_matching.ipynb
@@ -23,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 111,
    "id": "29ca0dc8-cae7-4f12-bd60-fd74ea6ae5ac",
    "metadata": {
     "tags": []
@@ -35,7 +35,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "id": "c1e1c42a-962f-40bc-bb17-b62e8089feb7",
    "metadata": {
     "tags": []
@@ -47,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "id": "50d15898-4687-46b7-b7e0-528d7cf9aec0",
    "metadata": {
     "tags": []
@@ -69,451 +69,65 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "10eeda3b-1684-4f10-8519-d411984168c4",
+   "execution_count": 14,
+   "id": "990dfeee-1141-4acb-8a3d-a7af0573f5be",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "BE_early = BE_df[BE_df['Anfang Veröffentlichungsdatum'] < 1736]\n",
+    "BE_early_no_dup = BE_early.drop_duplicates('Titel')\n",
+    "BE_no_year = BE_df[BE_df['Anfang Veröffentlichungsdatum'].isna()].drop_duplicates('Titel')\n",
+    "BE_manual = BE_df.loc[BE_early_no_dup.index.union(BE_no_year.index)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "bcd301fe-cb80-4b1c-b65f-465fce5ed915",
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
      "data": {
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-       "      <th></th>\n",
-       "      <th>Signatur</th>\n",
-       "      <th>Barcode</th>\n",
-       "      <th>Titel</th>\n",
-       "      <th>Autor</th>\n",
-       "      <th>Mitwirkender</th>\n",
-       "      <th>Anfang Veröffentlichungsdatum</th>\n",
-       "      <th>Ende Veröffentlichungsdatum</th>\n",
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-       "      <th>Veröffentlichungsort (normiert)</th>\n",
-       "      <th>...</th>\n",
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-       "      <th>Wappenklassifizierung</th>\n",
-       "      <th>p_A</th>\n",
-       "      <th>p_B</th>\n",
-       "      <th>p_C</th>\n",
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-       "      <th>p_blue</th>\n",
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-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>BE.1.A.1</td>\n",
-       "      <td>3537581-20</td>\n",
-       "      <td>Flora Napolitana, ossia descrizione delle piante indigene del regno di Napoli e delle piu rare Specie di piante esotiche (etc.)</td>\n",
-       "      <td>Tenore, Michele</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1811.0</td>\n",
-       "      <td>1836.0</td>\n",
-       "      <td>1811-36</td>\n",
-       "      <td>Napoli</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>BE.1.C.10</td>\n",
-       "      <td>B1711164</td>\n",
-       "      <td>Flora Napolitana, ossia descrizione delle piante indigene del regno di Napoli e delle piu rare Specie di piante esotiche (etc.)</td>\n",
-       "      <td>Tenore, Michele</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1811.0</td>\n",
-       "      <td>1836.0</td>\n",
-       "      <td>1811-36</td>\n",
-       "      <td>Napoli</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>BE.1.A.10</td>\n",
-       "      <td>B1214205</td>\n",
-       "      <td>Antiquites du Bosphore Cimmerien conservees au Musee Imperial de l'Ermitage = Drevnosti Bosfora Kimmerijskago</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Gosudarstvennyj Ėrmitaž</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>St. Petersburg</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>BE.1.A.11</td>\n",
-       "      <td>B1475984</td>\n",
-       "      <td>Musee des antiques dessine et grave par P. Bouillon avec des notices explicatives par Jacques-Maximilien-Benjamin Bins de Saint-Victor</td>\n",
-       "      <td>Bouillon, Pierre</td>\n",
-       "      <td>Saint-Victor, Jacques Maximilien Renjamin Bins de</td>\n",
-       "      <td>1811.0</td>\n",
-       "      <td>1827.0</td>\n",
-       "      <td>1811-1827</td>\n",
-       "      <td>Paris</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>BE.1.A.12</td>\n",
-       "      <td>B1771764</td>\n",
-       "      <td>Divers works of early masters in christian decoration: with an introduction containing the biography, journal of travel ... of Albert Durer, notices of his master Wohlgemuth and his friend Pirckheymer. (etc.)</td>\n",
-       "      <td>Weale, John</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1846.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1846</td>\n",
-       "      <td>London</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
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-       "      <th>...</th>\n",
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-       "      <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",
-       "      <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>22638</th>\n",
-       "      <td>Ink 7.E.1</td>\n",
-       "      <td>1566517-10</td>\n",
-       "      <td>Biblia Mit Postilla litteralis von Nicolaus de Lyra, Expositiones prologorum von Guilelmus Brito, Additiones ad Postillam Nicolai de Lyra von Paulus Burgensis und Replicae contra Burgensem von Matthias Doering ; Nicolaus de Lyra: Contra perfidiam Judaeorum; Probatio incarnationis divinae personae</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Koberger, Anton</td>\n",
-       "      <td>1485.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>7. Mai 1485; [1485.05.07]</td>\n",
-       "      <td>Nürnberg</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22639</th>\n",
-       "      <td>Ink 8.E.26</td>\n",
-       "      <td>+Z158726101</td>\n",
-       "      <td>La nef des fols du monde Aus dem Lat. des Jakob Locher übers. von Pierre Rivière. Mit Vorreden des Übersetzers und von Jakob Locher sowie metrischem \"Prolude\"</td>\n",
-       "      <td>Brant, Sebastian 1458-1521</td>\n",
-       "      <td>Jean Lambert; Rivière, Pierre -1499</td>\n",
-       "      <td>1497.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[nicht vor Dez.] 1497</td>\n",
-       "      <td>Paris</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22640</th>\n",
-       "      <td>Ink 9.D.5</td>\n",
-       "      <td>+Z35095803</td>\n",
-       "      <td>Thesaurus Cornu copiae et Horti Adonidis &lt;griech.&gt; Mit lat. und griech. Brief an Guarinus Favorinus von Angelus Politianus bzw. von Scipione Fortiguerra. Mit griech. Gedichten von Angelus Politianus, Aristobulos Apostolides, Scipione Fortiguerra und Aldus Manutius. Mit lat. Brief an die Gelehrten hrsg. von Aldus Manutius unter Mitarbeit von Urbanus Bolzanius</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Manuzio, Aldo Pio; Bolzanio, Urbano 1443-1524; Manuzio, Aldo Pio 1450-1515</td>\n",
-       "      <td>1496.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Aug. 1496; [1496.08]</td>\n",
-       "      <td>Venedig</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22641</th>\n",
-       "      <td>Ink 9.F.22</td>\n",
-       "      <td>+Z96101306</td>\n",
-       "      <td>Comoediae ; Francesco Petrarca: Vita Terentii</td>\n",
-       "      <td>Terentius Afer, Publius v195-v159</td>\n",
-       "      <td>Zarotto, Antonio</td>\n",
-       "      <td>1476.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>23. Feb. 1476; [1476.02.23]</td>\n",
-       "      <td>Mailand</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22642</th>\n",
-       "      <td>Ink 9.F.5</td>\n",
-       "      <td>1460328-10</td>\n",
-       "      <td>Biblia ; Interpretationes Hebraicorum nominum</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Wild, Leonhard</td>\n",
-       "      <td>1481.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1481</td>\n",
-       "      <td>Venedig</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>22641 rows × 27 columns</p>\n",
-       "</div>"
-      ],
       "text/plain": [
-       "         Signatur      Barcode   \n",
-       "0        BE.1.A.1   3537581-20  \\\n",
-       "1       BE.1.C.10     B1711164   \n",
-       "2       BE.1.A.10     B1214205   \n",
-       "3       BE.1.A.11     B1475984   \n",
-       "4       BE.1.A.12     B1771764   \n",
-       "...           ...          ...   \n",
-       "22638   Ink 7.E.1   1566517-10   \n",
-       "22639  Ink 8.E.26  +Z158726101   \n",
-       "22640   Ink 9.D.5   +Z35095803   \n",
-       "22641  Ink 9.F.22   +Z96101306   \n",
-       "22642   Ink 9.F.5   1460328-10   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                          Titel   \n",
-       "0                                                                                                                                                                                                                                               Flora Napolitana, ossia descrizione delle piante indigene del regno di Napoli e delle piu rare Specie di piante esotiche (etc.)  \\\n",
-       "1                                                                                                                                                                                                                                               Flora Napolitana, ossia descrizione delle piante indigene del regno di Napoli e delle piu rare Specie di piante esotiche (etc.)   \n",
-       "2                                                                                                                                                                                                                                                                 Antiquites du Bosphore Cimmerien conservees au Musee Imperial de l'Ermitage = Drevnosti Bosfora Kimmerijskago   \n",
-       "3                                                                                                                                                                                                                                        Musee des antiques dessine et grave par P. Bouillon avec des notices explicatives par Jacques-Maximilien-Benjamin Bins de Saint-Victor   \n",
-       "4                                                                                                                                                              Divers works of early masters in christian decoration: with an introduction containing the biography, journal of travel ... of Albert Durer, notices of his master Wohlgemuth and his friend Pirckheymer. (etc.)   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                         ...   \n",
-       "22638                                                                 Biblia Mit Postilla litteralis von Nicolaus de Lyra, Expositiones prologorum von Guilelmus Brito, Additiones ad Postillam Nicolai de Lyra von Paulus Burgensis und Replicae contra Burgensem von Matthias Doering ; Nicolaus de Lyra: Contra perfidiam Judaeorum; Probatio incarnationis divinae personae   \n",
-       "22639                                                                                                                                                                                                            La nef des fols du monde Aus dem Lat. des Jakob Locher übers. von Pierre Rivière. Mit Vorreden des Übersetzers und von Jakob Locher sowie metrischem \"Prolude\"   \n",
-       "22640  Thesaurus Cornu copiae et Horti Adonidis <griech.> Mit lat. und griech. Brief an Guarinus Favorinus von Angelus Politianus bzw. von Scipione Fortiguerra. Mit griech. Gedichten von Angelus Politianus, Aristobulos Apostolides, Scipione Fortiguerra und Aldus Manutius. Mit lat. Brief an die Gelehrten hrsg. von Aldus Manutius unter Mitarbeit von Urbanus Bolzanius   \n",
-       "22641                                                                                                                                                                                                                                                                                                                             Comoediae ; Francesco Petrarca: Vita Terentii   \n",
-       "22642                                                                                                                                                                                                                                                                                                                             Biblia ; Interpretationes Hebraicorum nominum   \n",
-       "\n",
-       "                                   Autor   \n",
-       "0                        Tenore, Michele  \\\n",
-       "1                        Tenore, Michele   \n",
-       "2                                    NaN   \n",
-       "3                       Bouillon, Pierre   \n",
-       "4                            Weale, John   \n",
-       "...                                  ...   \n",
-       "22638                                NaN   \n",
-       "22639         Brant, Sebastian 1458-1521   \n",
-       "22640                                NaN   \n",
-       "22641  Terentius Afer, Publius v195-v159   \n",
-       "22642                                NaN   \n",
-       "\n",
-       "                                                                     Mitwirkender   \n",
-       "0                                                                             NaN  \\\n",
-       "1                                                                             NaN   \n",
-       "2                                                         Gosudarstvennyj Ėrmitaž   \n",
-       "3                               Saint-Victor, Jacques Maximilien Renjamin Bins de   \n",
-       "4                                                                             NaN   \n",
-       "...                                                                           ...   \n",
-       "22638                                                             Koberger, Anton   \n",
-       "22639                                         Jean Lambert; Rivière, Pierre -1499   \n",
-       "22640  Manuzio, Aldo Pio; Bolzanio, Urbano 1443-1524; Manuzio, Aldo Pio 1450-1515   \n",
-       "22641                                                            Zarotto, Antonio   \n",
-       "22642                                                              Wild, Leonhard   \n",
-       "\n",
-       "       Anfang Veröffentlichungsdatum  Ende Veröffentlichungsdatum   \n",
-       "0                             1811.0                       1836.0  \\\n",
-       "1                             1811.0                       1836.0   \n",
-       "2                                NaN                          NaN   \n",
-       "3                             1811.0                       1827.0   \n",
-       "4                             1846.0                          NaN   \n",
-       "...                              ...                          ...   \n",
-       "22638                         1485.0                          NaN   \n",
-       "22639                         1497.0                          NaN   \n",
-       "22640                         1496.0                          NaN   \n",
-       "22641                         1476.0                          NaN   \n",
-       "22642                         1481.0                          NaN   \n",
-       "\n",
-       "            Veröffentlichungsdatum Veröffentlichungsort   \n",
-       "0                          1811-36               Napoli  \\\n",
-       "1                          1811-36               Napoli   \n",
-       "2                              NaN       St. Petersburg   \n",
-       "3                        1811-1827                Paris   \n",
-       "4                             1846               London   \n",
-       "...                            ...                  ...   \n",
-       "22638    7. Mai 1485; [1485.05.07]             Nürnberg   \n",
-       "22639        [nicht vor Dez.] 1497                Paris   \n",
-       "22640         Aug. 1496; [1496.08]              Venedig   \n",
-       "22641  23. Feb. 1476; [1476.02.23]              Mailand   \n",
-       "22642                         1481              Venedig   \n",
-       "\n",
-       "      Veröffentlichungsort (normiert)  ... Dateiname Wappenklassifizierung   \n",
-       "0                                 NaN  ...       NaN                   NaN  \\\n",
-       "1                                 NaN  ...       NaN                   NaN   \n",
-       "2                                 NaN  ...       NaN                   NaN   \n",
-       "3                                 NaN  ...       NaN                   NaN   \n",
-       "4                                 NaN  ...       NaN                   NaN   \n",
-       "...                               ...  ...       ...                   ...   \n",
-       "22638                             NaN  ...       NaN                   NaN   \n",
-       "22639                             NaN  ...       NaN                   NaN   \n",
-       "22640                             NaN  ...       NaN                   NaN   \n",
-       "22641                             NaN  ...       NaN                   NaN   \n",
-       "22642                             NaN  ...       NaN                   NaN   \n",
-       "\n",
-       "      p_A p_B p_C p_N Farbklassifizierung p_blue p_red  p_yellow  \n",
-       "0     NaN NaN NaN NaN                 NaN    NaN   NaN       NaN  \n",
-       "1     NaN NaN NaN NaN                 NaN    NaN   NaN       NaN  \n",
-       "2     NaN NaN NaN NaN                 NaN    NaN   NaN       NaN  \n",
-       "3     NaN NaN NaN NaN                 NaN    NaN   NaN       NaN  \n",
-       "4     NaN NaN NaN NaN                 NaN    NaN   NaN       NaN  \n",
-       "...    ..  ..  ..  ..                 ...    ...   ...       ...  \n",
-       "22638 NaN NaN NaN NaN                 NaN    NaN   NaN       NaN  \n",
-       "22639 NaN NaN NaN NaN                 NaN    NaN   NaN       NaN  \n",
-       "22640 NaN NaN NaN NaN                 NaN    NaN   NaN       NaN  \n",
-       "22641 NaN NaN NaN NaN                 NaN    NaN   NaN       NaN  \n",
-       "22642 NaN NaN NaN NaN                 NaN    NaN   NaN       NaN  \n",
-       "\n",
-       "[22641 rows x 27 columns]"
+       "array([['BE.5.E.17-18.(Vol.1)', '+Z197056902',\n",
+       "        'Perspectiva pictorum et architectorum',\n",
+       "        'Pozzo, Andrea 1642-1709',\n",
+       "        'Rossi, Antonio <<de>>; Bernardino, Paulino; Zaulis, Domenico <<de>> 1638-1722; González de Santalla, Tirso 1624-1705; Leopold I. Heiliges Römisches Reich, Kaiser 1640-1705',\n",
+       "        1702.0, nan, '1702', 'Romæ', nan, 'Latin', nan, nan, nan, nan,\n",
+       "        nan, 'Z197056902', 'Z197056902_00000001.jpg', 'A',\n",
+       "        0.4312658011913299, 0.0944466441869735, 0.0951459780335426,\n",
+       "        0.379141628742218, 'red', 0.0084064733237028, 0.9608317613601683,\n",
+       "        0.0307618118822574]], dtype=object)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "BE_df"
+    "BE_manual[BE_manual['Signatur'].str.contains('BE.5.E.17')].values"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "885422e7-c2a9-4461-bde4-73c3a593d4b8",
+   "execution_count": 11,
+   "id": "c0f4a42a-7e21-41e8-833c-2dd2f9d1985e",
    "metadata": {
     "tags": []
    },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "24\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -548,317 +162,430 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
+       "      <th>1420</th>\n",
        "      <td>14.376</td>\n",
-       "      <td>25</td>\n",
-       "      <td>Theologia</td>\n",
-       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14.376_025_00</td>\n",
-       "      <td>1 Biblia Sacra Polyglotta curis Cardinalis Ximenij¬ edita, cum Vocabulario Hebraïco &amp; Chaldaïco veteris Testamenti. 56 Vol. Compluti. 1515. &amp; annis Seqq. Guill. de Brocario. n. 84. Integra biblia sunt V. volumini= bus comprehensa. deest Vocabularium, quod pro sexto numeratur.</td>\n",
-       "      <td>Biblia Sacra Polyglotta curis Cardinalis Ximenij edita cum Vocabulario Hebraico &amp; Chaldaico veteris Testamenti 56 Vol Compluti 1515 &amp; annis Seqq Guill de Brocario n 84 Integra biblia sunt V voluminibus comprehensa deest Vocabularium quod pro sexto numeratur</td>\n",
+       "      <td>249</td>\n",
+       "      <td>Historia Naturalis</td>\n",
+       "      <td>Tractatus Vniversales Historiæ Naturalis cum Miscellaneis</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>211</td>\n",
+       "      <td>14.376_249_08</td>\n",
+       "      <td>Recueil de curiosités de la nature &amp; de l'art compose de quantité de beaux secrets dont quelquesuns ont etc. tirés du cabinet du Marquis de l'Hôpital, eprouves par Louis Lemery. Leyde. 1685. P. van der Aa.</td>\n",
+       "      <td>Recueil de curiosites de la nature &amp; de l'art compose de quantite de beaux secrets dont quelquesuns ont etc tires du cabinet du Marquis de l'Hopital eprouves par Louis Lemery Leyde 1685 P van der Aa</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>1436</th>\n",
        "      <td>14.376</td>\n",
-       "      <td>25</td>\n",
-       "      <td>Theologia</td>\n",
-       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>253</td>\n",
+       "      <td>Historia Naturalis</td>\n",
+       "      <td>Metallorum, Fossilium, Gemmarum, Lapidum, Aquarum, Conchiliorum, &amp;c. Historia</td>\n",
        "      <td>Folio</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14.376_025_01</td>\n",
-       "      <td>2 Biblia Sacra Polyglotta Philippi II. Regis Cathol. pietate, ac # Studio ad Sacro- Sanctæ Ecclesiæ usum edita, cum Apparatu &amp; Lexico. 8 Vol. Antuerp. 1572. Plantin. n. 9.</td>\n",
-       "      <td>Biblia Sacra Polyglotta Philippi II Regis Cathol pietate ac Studio ad Sacro- Sanctae Ecclesiae usum edita cum Apparatu &amp; Lexico 8 Vol Antuerp 1572 Plantin n 9</td>\n",
+       "      <td>215</td>\n",
+       "      <td>14.376_253_02</td>\n",
+       "      <td>370 xRumphij (Georg. Everhardi) Thesaurus Imagium¬ Testaceorum, Cochlearum, &amp; Conchiliorum, denique Mineralium, Lugd. Batavor. 1711. P. van der Aa. n. 275.</td>\n",
+       "      <td>xRumphij Georg Everhardi Thesaurus Imagium Testaceorum Cochlearum &amp; Conchiliorum denique Mineralium Lugd Batavor 1711 P van der Aa n 275</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>1578</th>\n",
        "      <td>14.376</td>\n",
-       "      <td>25</td>\n",
-       "      <td>Theologia</td>\n",
-       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>276</td>\n",
+       "      <td>Historia Naturalis</td>\n",
+       "      <td>Plantarum, Arborum, Fruticum &amp; Florum</td>\n",
        "      <td>Folio</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14.376_025_02</td>\n",
-       "      <td>3 Biblia Sacra Polyglotta Studio &amp; curâ Briani Waltoni edita. 6 Vol. chartâ Magnâ. Londini. 1637. Roycroft. accedit n. 36. Lexicon Heptaglotton ad eadem Biblia Polyglotta autore Edmundo Castello. 2 Vol. chartâ M. Londini. 1669. Roycroft. N. 36.</td>\n",
-       "      <td>Biblia Sacra Polyglotta Studio &amp; cura Briani Waltoni edita 6 Vol charta Magna Londini 1637 Roycroft accedit n 36 Lexicon Heptaglotton ad eadem Biblia Polyglotta autore Edmundo Castello 2 Vol charta M Londini 1669 Roycroft N 36</td>\n",
+       "      <td>236</td>\n",
+       "      <td>14.376_276_03</td>\n",
+       "      <td>409 Muntingij (Abrah.) Plantarum Historia hollandicé scripta cum Iconibus. 2 Vol. chartâ M. Lugd. Batav. 1696. Petrus van der Aa. n. 249.</td>\n",
+       "      <td>Muntingij Abrah Plantarum Historia hollandice scripta cum Iconibus 2 Vol charta M Lugd Batav 1696 Petrus van der Aa n 249</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>1743</th>\n",
        "      <td>14.376</td>\n",
-       "      <td>25</td>\n",
-       "      <td>Theologia</td>\n",
-       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14.376_025_03</td>\n",
-       "      <td>4 Biblia Sacra Latina Moguntina dicta, prima omnium editio in Membranis. 2 Vol. Moguntiæ. 1462.¬ Ioan. Fust, &amp; Petr. Schoiffer de Gerneshem. n. 2088. II.O.5.</td>\n",
-       "      <td>Biblia Sacra Latina Moguntina dicta prima omnium editio in Membranis 2 Vol Moguntiae 1462 Ioan Fust &amp; Petr Schoiffer de Gerneshem n 2088 IIO5</td>\n",
+       "      <td>294</td>\n",
+       "      <td>Historia Naturalis</td>\n",
+       "      <td>Plantarum, Arborum, Fruticum &amp; Florum</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>254</td>\n",
+       "      <td>14.376_294_08</td>\n",
+       "      <td>Hermanni (Pauli) Paradisus Batavus, cum Iconibus. Lugduni Batavorum. 1705. Petrus van der Aa. n. 891.</td>\n",
+       "      <td>Hermanni Pauli Paradisus Batavus cum Iconibus Lugduni Batavorum 1705 Petrus van der Aa n 891</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>1967</th>\n",
        "      <td>14.376</td>\n",
-       "      <td>25</td>\n",
-       "      <td>Theologia</td>\n",
-       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>331</td>\n",
+       "      <td>Medicina</td>\n",
+       "      <td>Medicina, Chirurgia, Anatomia, Pharmacia &amp; Chimia</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>289</td>\n",
+       "      <td>14.376_331_04</td>\n",
+       "      <td>xNuck (ant.) de ductu Salivali novo, Salivâ, ductibus Oculorum aquosis, &amp; humori oculorum aqueo tractatus. Lugd. Batavor. 1685. P. van der Aa. n. 681.</td>\n",
+       "      <td>xNuck ant de ductu Salivali novo Saliva ductibus Oculorum aquosis &amp; humori oculorum aqueo tractatus Lugd Batavor 1685 P van der Aa n 681</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2920</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>37</td>\n",
+       "      <td>Poëtica</td>\n",
+       "      <td>Poëtæ Latini Antiqui</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>445</td>\n",
+       "      <td>14.377_037_09</td>\n",
+       "      <td>...........Ejusdem opera cum Dion. Lambini, oberti Gifanij, Tanaq. Fabri, Thom. Creech, I. B. Pij, &amp; aliorum notis; curâ Sigeb. Havercampi qui suas &amp; Abrah. Preigeri notas adjecit edita. 2 Vol. Lugd. Batavor. 1725. Ianss. van der Aa. n. 1112.</td>\n",
+       "      <td>Ejusdem opera cum Dion Lambini oberti Gifanij Tanaq Fabri Thom Creech I B Pij &amp; aliorum notis cura Sigeb Havercampi qui suas &amp; Abrah Preigeri notas adjecit edita 2 Vol Lugd Batavor 1725 Ianss van der Aa n 1112</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4339</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>184</td>\n",
+       "      <td>Philologia</td>\n",
+       "      <td>Operum Latinorum varij Argumenti Collectiones</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>580</td>\n",
+       "      <td>14.377_184_08</td>\n",
+       "      <td>1013 Erasmi (Desiderij) opera omnia emendatiora &amp; auctiora cum doctissimorum virorum notis. 10 Vol. in XI. Tom. chartâ M. Lugd. Bat. 1703. P. van der Aa.¬ n. 657.</td>\n",
+       "      <td>Erasmi Desiderij opera omnia emendatiora &amp; auctiora cum doctissimorum virorum notis 10 Vol in XI Tom charta M Lugd Bat 1703 P van der Aa n 657</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4918</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>281</td>\n",
+       "      <td>Geographia</td>\n",
+       "      <td>Geographi veteres &amp; novi</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>675</td>\n",
+       "      <td>14.377_281_04</td>\n",
+       "      <td>La Geographie moderne, naturelle, historique &amp; politique dans une methode nouvelle &amp; aisée, avec les Cartes generales &amp; particulieres par Abraham du Bois,¬ 4 Vol. Leyde. 1729. P. van der Aa. en To. 3. n. 1336.</td>\n",
+       "      <td>La Geographie moderne naturelle historique &amp; politique dans une methode nouvelle &amp; aisee avec les Cartes generales &amp; particulieres par Abraham du Bois 4 Vol Leyde 1729 P van der Aa en To 3 n 1336</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4980</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>291</td>\n",
+       "      <td>Geographia</td>\n",
+       "      <td>Descriptiones &amp; Tabulæ Geographicæ, Chorographicæ, ac Topographicæ</td>\n",
        "      <td>Folio</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14.376_025_04</td>\n",
-       "      <td>5 Biblia Sacra Latina Moguntina, editio altera 2 Vol. chartâ Magnâ. Moguntiæ. 1472. Petr. Schoiffer. II.O.7. de Gerneshem. n. 2089.</td>\n",
-       "      <td>Biblia Sacra Latina Moguntina editio altera 2 Vol charta Magna Moguntiae 1472 Petr Schoiffer IIO7 de Gerneshem n 2089</td>\n",
+       "      <td>685</td>\n",
+       "      <td>14.377_291_02</td>\n",
+       "      <td>1141 Carte nouvelle &amp; la plus exacte de l'Empire &amp; de toute l'Allemagne dressée sur les Lieux &amp; rectifice sur les nouvelles observations de L'Academie des SCiences, &amp; des plus habiles Geographes. grand Pap. Leyde. van der Aa. n. CCXLVII.</td>\n",
+       "      <td>Carte nouvelle &amp; la plus exacte de l'Empire &amp; de toute l'Allemagne dressee sur les Lieux &amp; rectifice sur les nouvelles observations de L'Academie des SCiences &amp; des plus habiles Geographes grand Pap Leyde van der Aa n CCXLVII</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",
+       "      <th>4987</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>292</td>\n",
+       "      <td>Geographia</td>\n",
+       "      <td>Descriptiones &amp; Tabulæ Geographicæ, Chorographicæ, ac Topographicæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>686</td>\n",
+       "      <td>14.377_292_00</td>\n",
+       "      <td>1147 La Gallerie agreable du monde contenant des Tables¬ Geographiques, Chorographiques, &amp; Topographiques, avec d'autres figures de Choses curieuses des IV. Parties¬ du Monde, &amp; une courte explication. 66 Vol. en 25 Tomes. Leyde. Sans l'année. P. van der Aa. n. 737.</td>\n",
+       "      <td>La Gallerie agreable du monde contenant des Tables Geographiques Chorographiques &amp; Topographiques avec d'autres figures de Choses curieuses des IV Parties du Monde &amp; une courte explication 66 Vol en 25 Tomes Leyde Sans l'annee P van der Aa n 737</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5013</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>297</td>\n",
+       "      <td>Geographia</td>\n",
+       "      <td>Descriptiones &amp; Tabulæ Geographicæ, Chorographicæ, ac Topographicæ</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>691</td>\n",
+       "      <td>14.377_297_02</td>\n",
+       "      <td>Les Delices, ou description Topograph. de L'Italie avec fig. par le S.r Rogissart. 12.° 3 Vol. Leyde. 1706. P. van der Aa. n. 1767.</td>\n",
+       "      <td>Les Delices ou description Topograph de L'Italie avec fig par le Sr Rogissart 12° 3 Vol Leyde 1706 P van der Aa n 1767</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5014</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>298</td>\n",
+       "      <td>Geographia</td>\n",
+       "      <td>Descriptiones &amp; Tabulæ Geographicæ, Chorographicæ, ac Topographicæ</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>692</td>\n",
+       "      <td>14.377_298_00</td>\n",
+       "      <td>Delices, ou description topographique de l'Espagne, &amp; du Portugal avec fig. par Juan Alvarez de Colmenar. 12.° 5 Vol. Leyde. 1707. P. van der Aa. n. 1768.</td>\n",
+       "      <td>Delices ou description topographique de l'Espagne &amp; du Portugal avec fig par Juan Alvarez de Colmenar 12° 5 Vol Leyde 1707 P van der Aa n 1768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5015</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>298</td>\n",
+       "      <td>Geographia</td>\n",
+       "      <td>Descriptiones &amp; Tabulæ Geographicæ, Chorographicæ, ac Topographicæ</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>692</td>\n",
+       "      <td>14.377_298_01</td>\n",
+       "      <td>Delices, ou description topographique de l'Angleterre, de l'Ecoste &amp; de l'Irlande. avec fig. par Iames Beeverell. 9 Vol. Leyde. 1707. P. van der Aa. en. 6. n. 1769.</td>\n",
+       "      <td>Delices ou description topographique de l'Angleterre de l'Ecoste &amp; de l'Irlande avec fig par Iames Beeverell 9 Vol Leyde 1707 P van der Aa en 6 n 1769</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5030</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>301</td>\n",
+       "      <td>Geographia</td>\n",
+       "      <td>Peregrinationes, Navigationes, &amp; Itinera</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>695</td>\n",
+       "      <td>14.377_301_00</td>\n",
+       "      <td>1164 Voyages d'Adam Olearius en Moscovie, en Tartarie, &amp; en Perse traduits de l'original &amp; augmentés par le S.r de Wicquefort, avec grand nombre de fig. gr. Pap. Leyde. 1719. Pierre van der Aa. n. 740.</td>\n",
+       "      <td>Voyages d'Adam Olearius en Moscovie en Tartarie &amp; en Perse traduits de l'original &amp; augmentes par le Sr de Wicquefort avec grand nombre de fig gr Pap Leyde 1719 Pierre van der Aa n 740</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9398</th>\n",
+       "      <th>5031</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>301</td>\n",
+       "      <td>Geographia</td>\n",
+       "      <td>Peregrinationes, Navigationes, &amp; Itinera</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>695</td>\n",
+       "      <td>14.377_301_01</td>\n",
+       "      <td>1165. Voyages de Jean Albert de Mandelslo aux Indes Orient. traduits de l'Original &amp; augmentés par le S.r de Wicquefort, avec grand nombre de figures. gr. Pap. Leyde. 1719. Pierre van der Aa. n. 741.</td>\n",
+       "      <td>Voyages de Jean Albert de Mandelslo aux Indes Orient traduits de l'Original &amp; augmentes par le Sr de Wicquefort avec grand nombre de figures gr Pap Leyde 1719 Pierre van der Aa n 741</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5200</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>330</td>\n",
+       "      <td>Chronologia</td>\n",
+       "      <td>Chronographi, Seu Chronica, &amp; Historiæ Universales</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>722</td>\n",
+       "      <td>14.377_330_03</td>\n",
+       "      <td>1213 Le Grand Theatre historique, ou nouv. Histoire univers. tant Sacrée que profane depuis la Creation du Monde jusqu'au commencement du 18.e Siecle, recueillie des plus Excellens autheurs anciens &amp; Modernes, avec grand nombre de figures. 5 Vol. Leyde. 1703. van der Aa. n. 998.</td>\n",
+       "      <td>Le Grand Theatre historique ou nouv Histoire univers tant Sacree que profane depuis la Creation du Monde jusqu'au commencement du 18e Siecle recueillie des plus Excellens autheurs anciens &amp; Modernes avec grand nombre de figures 5 Vol Leyde 1703 van der Aa n 998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5840</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>446</td>\n",
+       "      <td>Historia Antiqua</td>\n",
+       "      <td>Historia Romana Sæculorum aliquot, præsertim Imperatorum temporibus</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>834</td>\n",
+       "      <td>14.377_446_07</td>\n",
+       "      <td>Ammiani Marcellini Historiæ Rom. a Constantino Magno ad Imperatorem Gratianum cum emendationibus ac observat. Frider. Lindenbrogij, &amp; Henr. Adrianiq. Valesiorum; accedunt excerpta vetera de Constantini &amp; Regum Italiæ gestis, omnia recognita cum notis a Iac. Gronovio.¬ Lugd. Batav. 1693. P. van der Aa. n. 2006.</td>\n",
+       "      <td>Ammiani Marcellini Historiae Rom a Constantino Magno ad Imperatorem Gratianum cum emendationibus ac observat Frider Lindenbrogij &amp; Henr Adrianiq Valesiorum accedunt excerpta vetera de Constantini &amp; Regum Italiae gestis omnia recognita cum notis a Iac Gronovio Lugd Batav 1693 P van der Aa n 2006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5956</th>\n",
        "      <td>14.378</td>\n",
-       "      <td>582</td>\n",
-       "      <td>Imaginum Delineatarum Collectio</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1402</td>\n",
-       "      <td>14.378_582_00</td>\n",
-       "      <td>CCCXXXI Vn Portefeüilles contenant des Desseins de plusieurs Villes d'Espagne par Ant. Van-den-Wingarde. dont il n'y a pas de Catalogue. n. 990.</td>\n",
-       "      <td>Vn Portefeüilles contenant des Desseins de plusieurs Villes d'Espagne par Ant Van-den-Wingarde dont il n'y a pas de Catalogue n 990</td>\n",
+       "      <td>17</td>\n",
+       "      <td>Historia Nova Europæ</td>\n",
+       "      <td>Italiæ Universæ Historia &amp; Notitia</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>857</td>\n",
+       "      <td>14.378_017_03</td>\n",
+       "      <td>1505 Thesaurus Historiarum &amp; Antiquitatum Italicarum a I. Georg. Grævio inchoatus &amp; a Petro Burmanno continuatus ac editus, quo continentur optimi quique Scriptores qui Regionum ac Civitatum Italiæ res¬ antiquas aliasque vario tempore gestas prodiderunt cum figuris. 45 Vol. chartâ magnâ. Lugd. Batav. 1704. &amp; annis Seqq. Petr. van der Aa</td>\n",
+       "      <td>Thesaurus Historiarum &amp; Antiquitatum Italicarum a I Georg Graevio inchoatus &amp; a Petro Burmanno continuatus ac editus quo continentur optimi quique Scriptores qui Regionum ac Civitatum Italiae res antiquas aliasque vario tempore gestas prodiderunt cum figuris 45 Vol charta magna Lugd Batav 1704 &amp; annis Seqq Petr van der Aa</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9399</th>\n",
+       "      <th>6058</th>\n",
        "      <td>14.378</td>\n",
-       "      <td>582</td>\n",
-       "      <td>Imaginum Delineatarum Collectio</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1402</td>\n",
-       "      <td>14.378_582_01</td>\n",
-       "      <td>CCCXXXII  Vn Recueil des Portraits peints en miniature sur velain au nombre de 34. dont le Premier est celuy de Philippe le Hardy. n. CCIV.</td>\n",
-       "      <td>Vn Recueil des Portraits peints en miniature sur velain au nombre de 34 dont le Premier est celuy de Philippe le Hardy n CCIV</td>\n",
+       "      <td>37</td>\n",
+       "      <td>Historia Nova Europæ</td>\n",
+       "      <td>Historia Neapolitana generalis &amp; Singularis Historia Sicula generalis &amp; Singularis</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>877</td>\n",
+       "      <td>14.378_037_00</td>\n",
+       "      <td>1544 Sicilia Numismatica Philip. Parutæ ac Leonardi Augustini nunc primum additis Huberti Goltzi aliorumque Siciliæ descriptione &amp; in singula Numismata explicationibus, cum Sigeb. Havercampi commentario, &amp; Georg. Gualtheri Siciliæ ac Insular. adjacentium Tabulis antiquis &amp; animadversionibus. 3 Vol. chartâ M. Lugd. Bat. 1724. P. van der Aa. n. 1504.</td>\n",
+       "      <td>Sicilia Numismatica Philip Parutae ac Leonardi Augustini nunc primum additis Huberti Goltzi aliorumque Siciliae descriptione &amp; in singula Numismata explicationibus cum Sigeb Havercampi commentario &amp; Georg Gualtheri Siciliae ac Insular adjacentium Tabulis antiquis &amp; animadversionibus 3 Vol charta M Lugd Bat 1724 P van der Aa n 1504</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9400</th>\n",
+       "      <th>7816</th>\n",
        "      <td>14.378</td>\n",
-       "      <td>582</td>\n",
-       "      <td>Imaginum Delineatarum Collectio</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1402</td>\n",
-       "      <td>14.378_582_02</td>\n",
-       "      <td>CCCXXXIII  Dix Vol. de Plantes peintes en miniature par Nicol. Robert. vide. Hist. Plantarum</td>\n",
-       "      <td>Dix Vol de Plantes peintes en miniature par Nicol Robert vide Hist Plantarum</td>\n",
+       "      <td>349</td>\n",
+       "      <td>Paralipomena Historica</td>\n",
+       "      <td>Antiquitatum collectiones cum Museis</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1181</td>\n",
+       "      <td>14.378_349_00</td>\n",
+       "      <td>2292 Græcarum Antiquitatum Thesaurus a Iac. Gronovio collectus &amp; explicatus cum figuris. XIV. Vol. chartâ magnâ. Lugd. Batavor. 1697. &amp; Seqq. Annis van der Aa. n 856.</td>\n",
+       "      <td>Graecarum Antiquitatum Thesaurus a Iac Gronovio collectus &amp; explicatus cum figuris XIV Vol charta magna Lugd Batavor 1697 &amp; Seqq Annis van der Aa n 856</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9401</th>\n",
+       "      <th>7817</th>\n",
        "      <td>14.378</td>\n",
-       "      <td>582</td>\n",
-       "      <td>Imaginum Delineatarum Collectio</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1402</td>\n",
-       "      <td>14.378_582_03</td>\n",
-       "      <td>CCCXXXIV  Cinq Vol. d'Oiseaux peints en Miniature par Nic. Robert. vide. Histor. Animalium.</td>\n",
-       "      <td>Cinq Vol d'Oiseaux peints en Miniature par Nic Robert vide Histor Animalium</td>\n",
+       "      <td>349</td>\n",
+       "      <td>Paralipomena Historica</td>\n",
+       "      <td>Antiquitatum collectiones cum Museis</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1181</td>\n",
+       "      <td>14.378_349_01</td>\n",
+       "      <td>2293 Romanarum Antiquitatum Thesaurus a I. Georgio Grævio congestus &amp; explicatus cum figur. XII. Vol. chartâ magnâ Lugd. Batavor. 1694. &amp; Seqq. Annis van der Aa. n. 858.</td>\n",
+       "      <td>Romanarum Antiquitatum Thesaurus a I Georgio Graevio congestus &amp; explicatus cum figur XII Vol charta magna Lugd Batavor 1694 &amp; Seqq Annis van der Aa n 858</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9402</th>\n",
+       "      <th>7820</th>\n",
        "      <td>14.378</td>\n",
-       "      <td>582</td>\n",
-       "      <td>Imaginum Delineatarum Collectio</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1402</td>\n",
-       "      <td>14.378_582_04</td>\n",
-       "      <td>CCCXXXV Divers Portraits, Ceremonies, Marches &amp;c. des Turcs &amp; d'autres nations du Levant, peints en miniature n. CCLXX.</td>\n",
-       "      <td>Divers Portraits Ceremonies Marches &amp;c des Turcs &amp; d'autres nations du Levant peints en miniature n CCLXX</td>\n",
+       "      <td>349</td>\n",
+       "      <td>Paralipomena Historica</td>\n",
+       "      <td>Antiquitatum collectiones cum Museis</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1181</td>\n",
+       "      <td>14.378_349_04</td>\n",
+       "      <td>2296 Italicarum Antiquitatum Thesaurus a I. Georgio Grævio coeptus, nunc a Petro Burmanno continuatus ac editus cum figuris. 45 Vol. chartâ magnâ. Lugd. Batavor. 1704. &amp; Seqq. Annis. van der Aa. n. 860.</td>\n",
+       "      <td>Italicarum Antiquitatum Thesaurus a I Georgio Graevio coeptus nunc a Petro Burmanno continuatus ac editus cum figuris 45 Vol charta magna Lugd Batavor 1704 &amp; Seqq Annis van der Aa n 860</td>\n",
        "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>9403 rows × 9 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      volume  page number                         category   \n",
-       "0     14.376           25                        Theologia  \\\n",
-       "1     14.376           25                        Theologia   \n",
-       "2     14.376           25                        Theologia   \n",
-       "3     14.376           25                        Theologia   \n",
-       "4     14.376           25                        Theologia   \n",
-       "...      ...          ...                              ...   \n",
-       "9398  14.378          582  Imaginum Delineatarum Collectio   \n",
-       "9399  14.378          582  Imaginum Delineatarum Collectio   \n",
-       "9400  14.378          582  Imaginum Delineatarum Collectio   \n",
-       "9401  14.378          582  Imaginum Delineatarum Collectio   \n",
-       "9402  14.378          582  Imaginum Delineatarum Collectio   \n",
-       "\n",
-       "                             subcategory format handwritten page number   \n",
-       "0     Textus & Versiones Sacræ Scripturæ  Folio                       1  \\\n",
-       "1     Textus & Versiones Sacræ Scripturæ  Folio                       1   \n",
-       "2     Textus & Versiones Sacræ Scripturæ  Folio                       1   \n",
-       "3     Textus & Versiones Sacræ Scripturæ  Folio                       1   \n",
-       "4     Textus & Versiones Sacræ Scripturæ  Folio                       1   \n",
-       "...                                  ...    ...                     ...   \n",
-       "9398                                 NaN    NaN                    1402   \n",
-       "9399                                 NaN    NaN                    1402   \n",
-       "9400                                 NaN    NaN                    1402   \n",
-       "9401                                 NaN    NaN                    1402   \n",
-       "9402                                 NaN    NaN                    1402   \n",
-       "\n",
-       "           entry_ID   \n",
-       "0     14.376_025_00  \\\n",
-       "1     14.376_025_01   \n",
-       "2     14.376_025_02   \n",
-       "3     14.376_025_03   \n",
-       "4     14.376_025_04   \n",
-       "...             ...   \n",
-       "9398  14.378_582_00   \n",
-       "9399  14.378_582_01   \n",
-       "9400  14.378_582_02   \n",
-       "9401  14.378_582_03   \n",
-       "9402  14.378_582_04   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                     entry   \n",
-       "0     1 Biblia Sacra Polyglotta curis Cardinalis Ximenij¬ edita, cum Vocabulario Hebraïco & Chaldaïco veteris Testamenti. 56 Vol. Compluti. 1515. & annis Seqq. Guill. de Brocario. n. 84. Integra biblia sunt V. volumini= bus comprehensa. deest Vocabularium, quod pro sexto numeratur.  \\\n",
-       "1                                                                                                              2 Biblia Sacra Polyglotta Philippi II. Regis Cathol. pietate, ac # Studio ad Sacro- Sanctæ Ecclesiæ usum edita, cum Apparatu & Lexico. 8 Vol. Antuerp. 1572. Plantin. n. 9.   \n",
-       "2                                     3 Biblia Sacra Polyglotta Studio & curâ Briani Waltoni edita. 6 Vol. chartâ Magnâ. Londini. 1637. Roycroft. accedit n. 36. Lexicon Heptaglotton ad eadem Biblia Polyglotta autore Edmundo Castello. 2 Vol. chartâ M. Londini. 1669. Roycroft. N. 36.   \n",
-       "3                                                                                                                            4 Biblia Sacra Latina Moguntina dicta, prima omnium editio in Membranis. 2 Vol. Moguntiæ. 1462.¬ Ioan. Fust, & Petr. Schoiffer de Gerneshem. n. 2088. II.O.5.   \n",
-       "4                                                                                                                                                      5 Biblia Sacra Latina Moguntina, editio altera 2 Vol. chartâ Magnâ. Moguntiæ. 1472. Petr. Schoiffer. II.O.7. de Gerneshem. n. 2089.   \n",
-       "...                                                                                                                                                                                                                                                                                    ...   \n",
-       "9398                                                                                                                                      CCCXXXI Vn Portefeüilles contenant des Desseins de plusieurs Villes d'Espagne par Ant. Van-den-Wingarde. dont il n'y a pas de Catalogue. n. 990.   \n",
-       "9399                                                                                                                                           CCCXXXII  Vn Recueil des Portraits peints en miniature sur velain au nombre de 34. dont le Premier est celuy de Philippe le Hardy. n. CCIV.   \n",
-       "9400                                                                                                                                                                                          CCCXXXIII  Dix Vol. de Plantes peintes en miniature par Nicol. Robert. vide. Hist. Plantarum   \n",
-       "9401                                                                                                                                                                                           CCCXXXIV  Cinq Vol. d'Oiseaux peints en Miniature par Nic. Robert. vide. Histor. Animalium.   \n",
-       "9402                                                                                                                                                               CCCXXXV Divers Portraits, Ceremonies, Marches &c. des Turcs & d'autres nations du Levant, peints en miniature n. CCLXX.   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                          cleaned entry  \n",
-       "0     Biblia Sacra Polyglotta curis Cardinalis Ximenij edita cum Vocabulario Hebraico & Chaldaico veteris Testamenti 56 Vol Compluti 1515 & annis Seqq Guill de Brocario n 84 Integra biblia sunt V voluminibus comprehensa deest Vocabularium quod pro sexto numeratur  \n",
-       "1                                                                                                        Biblia Sacra Polyglotta Philippi II Regis Cathol pietate ac Studio ad Sacro- Sanctae Ecclesiae usum edita cum Apparatu & Lexico 8 Vol Antuerp 1572 Plantin n 9  \n",
-       "2                                    Biblia Sacra Polyglotta Studio & cura Briani Waltoni edita 6 Vol charta Magna Londini 1637 Roycroft accedit n 36 Lexicon Heptaglotton ad eadem Biblia Polyglotta autore Edmundo Castello 2 Vol charta M Londini 1669 Roycroft N 36  \n",
-       "3                                                                                                                         Biblia Sacra Latina Moguntina dicta prima omnium editio in Membranis 2 Vol Moguntiae 1462 Ioan Fust & Petr Schoiffer de Gerneshem n 2088 IIO5  \n",
-       "4                                                                                                                                                 Biblia Sacra Latina Moguntina editio altera 2 Vol charta Magna Moguntiae 1472 Petr Schoiffer IIO7 de Gerneshem n 2089  \n",
-       "...                                                                                                                                                                                                                                                                 ...  \n",
-       "9398                                                                                                                                Vn Portefeüilles contenant des Desseins de plusieurs Villes d'Espagne par Ant Van-den-Wingarde dont il n'y a pas de Catalogue n 990  \n",
-       "9399                                                                                                                                      Vn Recueil des Portraits peints en miniature sur velain au nombre de 34 dont le Premier est celuy de Philippe le Hardy n CCIV  \n",
-       "9400                                                                                                                                                                                       Dix Vol de Plantes peintes en miniature par Nicol Robert vide Hist Plantarum  \n",
-       "9401                                                                                                                                                                                        Cinq Vol d'Oiseaux peints en Miniature par Nic Robert vide Histor Animalium  \n",
-       "9402                                                                                                                                                          Divers Portraits Ceremonies Marches &c des Turcs & d'autres nations du Levant peints en miniature n CCLXX  \n",
-       "\n",
-       "[9403 rows x 9 columns]"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
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-    "entry_df"
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-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "990dfeee-1141-4acb-8a3d-a7af0573f5be",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "BE_early = BE_df[BE_df['Anfang Veröffentlichungsdatum'] < 1736]\n",
-    "BE_early_no_dup = BE_early.drop_duplicates('Titel')\n",
-    "BE_no_year = BE_df[BE_df['Anfang Veröffentlichungsdatum'].isna()].drop_duplicates('Titel')\n",
-    "BE_manual = BE_df.loc[BE_early_no_dup.index.union(BE_no_year.index)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "c0f4a42a-7e21-41e8-833c-2dd2f9d1985e",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1\n"
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-    {
-     "data": {
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>volume</th>\n",
-       "      <th>page number</th>\n",
-       "      <th>category</th>\n",
-       "      <th>subcategory</th>\n",
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-       "      <th>entry_ID</th>\n",
-       "      <th>entry</th>\n",
-       "      <th>cleaned entry</th>\n",
+       "    <tr>\n",
+       "      <th>7986</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>376</td>\n",
+       "      <td>Paralipomena Historica</td>\n",
+       "      <td>Antiquitatis Monumenta, seu Ædificia, Amphitheatri, Obelisci, Statuæ, Gemmæ, Lucernæ, Vasa, &amp;c</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>1208</td>\n",
+       "      <td>14.378_376_02</td>\n",
+       "      <td>57. Gorlæi (Abrah.) Dactyliotheca, sive de Sigillariis tam Græcorum quam Romanorum Annulis Promptuarij cum Iac. Gronovij explicat. 2 Vol. Lugd. Bat. 1695. van der Aa n. 2078.</td>\n",
+       "      <td>Gorlaei Abrah Dactyliotheca sive de Sigillariis tam Graecorum quam Romanorum Annulis Promptuarij cum Iac Gronovij explicat 2 Vol Lugd Bat 1695 van der Aa n 2078</td>\n",
        "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2005</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>338</td>\n",
-       "      <td>Mathematica</td>\n",
-       "      <td>Tractatus generales; Arithmetica, Geometria &amp; Musica</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>294</td>\n",
-       "      <td>14.376_338_03</td>\n",
-       "      <td>545 Rircheri (Athan.) Musurgia vniversalis sive Ars¬ magna Consoni &amp; Dissoni. 2 Vol. Rom. 1650. Corbiletti. n. 537.</td>\n",
-       "      <td>Rircheri Athan Musurgia vniversalis sive Ars magna Consoni &amp; Dissoni 2 Vol Rom 1650 Corbiletti n 537</td>\n",
+       "      <th>8079</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>391</td>\n",
+       "      <td>Paralipomena Historica</td>\n",
+       "      <td>Historia de Numismatibus &amp; Re Monetariâ</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>1223</td>\n",
+       "      <td>14.378_391_03</td>\n",
+       "      <td>94 Landi (Constantij) Selectiorum Numismatum &amp; præcipuè Romanorum expositiones. Lugd. Batav. 1695. Balduinus van der Aa. n. 2100.</td>\n",
+       "      <td>Landi Constantij Selectiorum Numismatum &amp; praecipue Romanorum expositiones Lugd Batav 1695 Balduinus van der Aa n 2100</td>\n",
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-       "      volume  page number     category  \\\n",
-       "2005  14.376          338  Mathematica   \n",
-       "\n",
-       "                                               subcategory format  \\\n",
-       "2005  Tractatus generales; Arithmetica, Geometria & Musica  Folio   \n",
-       "\n",
-       "     handwritten page number       entry_ID  \\\n",
-       "2005                     294  14.376_338_03   \n",
-       "\n",
-       "                                                                                                                    entry  \\\n",
-       "2005  545 Rircheri (Athan.) Musurgia vniversalis sive Ars¬ magna Consoni & Dissoni. 2 Vol. Rom. 1650. Corbiletti. n. 537.   \n",
-       "\n",
-       "                                                                                             cleaned entry  \n",
-       "2005  Rircheri Athan Musurgia vniversalis sive Ars magna Consoni & Dissoni 2 Vol Rom 1650 Corbiletti n 537  "
+       "      volume  page number                category   \n",
+       "1420  14.376          249      Historia Naturalis  \\\n",
+       "1436  14.376          253      Historia Naturalis   \n",
+       "1578  14.376          276      Historia Naturalis   \n",
+       "1743  14.376          294      Historia Naturalis   \n",
+       "1967  14.376          331                Medicina   \n",
+       "2920  14.377           37                 Poëtica   \n",
+       "4339  14.377          184              Philologia   \n",
+       "4918  14.377          281              Geographia   \n",
+       "4980  14.377          291              Geographia   \n",
+       "4987  14.377          292              Geographia   \n",
+       "5013  14.377          297              Geographia   \n",
+       "5014  14.377          298              Geographia   \n",
+       "5015  14.377          298              Geographia   \n",
+       "5030  14.377          301              Geographia   \n",
+       "5031  14.377          301              Geographia   \n",
+       "5200  14.377          330             Chronologia   \n",
+       "5840  14.377          446        Historia Antiqua   \n",
+       "5956  14.378           17    Historia Nova Europæ   \n",
+       "6058  14.378           37    Historia Nova Europæ   \n",
+       "7816  14.378          349  Paralipomena Historica   \n",
+       "7817  14.378          349  Paralipomena Historica   \n",
+       "7820  14.378          349  Paralipomena Historica   \n",
+       "7986  14.378          376  Paralipomena Historica   \n",
+       "8079  14.378          391  Paralipomena Historica   \n",
+       "\n",
+       "                                                                                         subcategory   \n",
+       "1420                                       Tractatus Vniversales Historiæ Naturalis cum Miscellaneis  \\\n",
+       "1436                   Metallorum, Fossilium, Gemmarum, Lapidum, Aquarum, Conchiliorum, &c. Historia   \n",
+       "1578                                                           Plantarum, Arborum, Fruticum & Florum   \n",
+       "1743                                                           Plantarum, Arborum, Fruticum & Florum   \n",
+       "1967                                               Medicina, Chirurgia, Anatomia, Pharmacia & Chimia   \n",
+       "2920                                                                            Poëtæ Latini Antiqui   \n",
+       "4339                                                   Operum Latinorum varij Argumenti Collectiones   \n",
+       "4918                                                                        Geographi veteres & novi   \n",
+       "4980                              Descriptiones & Tabulæ Geographicæ, Chorographicæ, ac Topographicæ   \n",
+       "4987                              Descriptiones & Tabulæ Geographicæ, Chorographicæ, ac Topographicæ   \n",
+       "5013                              Descriptiones & Tabulæ Geographicæ, Chorographicæ, ac Topographicæ   \n",
+       "5014                              Descriptiones & Tabulæ Geographicæ, Chorographicæ, ac Topographicæ   \n",
+       "5015                              Descriptiones & Tabulæ Geographicæ, Chorographicæ, ac Topographicæ   \n",
+       "5030                                                        Peregrinationes, Navigationes, & Itinera   \n",
+       "5031                                                        Peregrinationes, Navigationes, & Itinera   \n",
+       "5200                                              Chronographi, Seu Chronica, & Historiæ Universales   \n",
+       "5840                             Historia Romana Sæculorum aliquot, præsertim Imperatorum temporibus   \n",
+       "5956                                                              Italiæ Universæ Historia & Notitia   \n",
+       "6058              Historia Neapolitana generalis & Singularis Historia Sicula generalis & Singularis   \n",
+       "7816                                                            Antiquitatum collectiones cum Museis   \n",
+       "7817                                                            Antiquitatum collectiones cum Museis   \n",
+       "7820                                                            Antiquitatum collectiones cum Museis   \n",
+       "7986  Antiquitatis Monumenta, seu Ædificia, Amphitheatri, Obelisci, Statuæ, Gemmæ, Lucernæ, Vasa, &c   \n",
+       "8079                                                         Historia de Numismatibus & Re Monetariâ   \n",
+       "\n",
+       "                  format handwritten page number       entry_ID   \n",
+       "1420  Octavo und kleiner                     211  14.376_249_08  \\\n",
+       "1436               Folio                     215  14.376_253_02   \n",
+       "1578               Folio                     236  14.376_276_03   \n",
+       "1743              Quarto                     254  14.376_294_08   \n",
+       "1967  Octavo und kleiner                     289  14.376_331_04   \n",
+       "2920              Quarto                     445  14.377_037_09   \n",
+       "4339               Folio                     580  14.377_184_08   \n",
+       "4918              Quarto                     675  14.377_281_04   \n",
+       "4980               Folio                     685  14.377_291_02   \n",
+       "4987               Folio                     686  14.377_292_00   \n",
+       "5013  Octavo und kleiner                     691  14.377_297_02   \n",
+       "5014  Octavo und kleiner                     692  14.377_298_00   \n",
+       "5015  Octavo und kleiner                     692  14.377_298_01   \n",
+       "5030               Folio                     695  14.377_301_00   \n",
+       "5031               Folio                     695  14.377_301_01   \n",
+       "5200               Folio                     722  14.377_330_03   \n",
+       "5840              Quarto                     834  14.377_446_07   \n",
+       "5956               Folio                     857  14.378_017_03   \n",
+       "6058               Folio                     877  14.378_037_00   \n",
+       "7816               Folio                    1181  14.378_349_00   \n",
+       "7817               Folio                    1181  14.378_349_01   \n",
+       "7820               Folio                    1181  14.378_349_04   \n",
+       "7986              Quarto                    1208  14.378_376_02   \n",
+       "8079              Quarto                    1223  14.378_391_03   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                               entry   \n",
+       "1420                                                                                                                                                   Recueil de curiosités de la nature & de l'art compose de quantité de beaux secrets dont quelquesuns ont etc. tirés du cabinet du Marquis de l'Hôpital, eprouves par Louis Lemery. Leyde. 1685. P. van der Aa.  \\\n",
+       "1436                                                                                                                                                                                                     370 xRumphij (Georg. Everhardi) Thesaurus Imagium¬ Testaceorum, Cochlearum, & Conchiliorum, denique Mineralium, Lugd. Batavor. 1711. P. van der Aa. n. 275.   \n",
+       "1578                                                                                                                                                                                                                       409 Muntingij (Abrah.) Plantarum Historia hollandicé scripta cum Iconibus. 2 Vol. chartâ M. Lugd. Batav. 1696. Petrus van der Aa. n. 249.   \n",
+       "1743                                                                                                                                                                                                                                                           Hermanni (Pauli) Paradisus Batavus, cum Iconibus. Lugduni Batavorum. 1705. Petrus van der Aa. n. 891.   \n",
+       "1967                                                                                                                                                                                                          xNuck (ant.) de ductu Salivali novo, Salivâ, ductibus Oculorum aquosis, & humori oculorum aqueo tractatus. Lugd. Batavor. 1685. P. van der Aa. n. 681.   \n",
+       "2920                                                                                                              ...........Ejusdem opera cum Dion. Lambini, oberti Gifanij, Tanaq. Fabri, Thom. Creech, I. B. Pij, & aliorum notis; curâ Sigeb. Havercampi qui suas & Abrah. Preigeri notas adjecit edita. 2 Vol. Lugd. Batavor. 1725. Ianss. van der Aa. n. 1112.   \n",
+       "4339                                                                                                                                                                                              1013 Erasmi (Desiderij) opera omnia emendatiora & auctiora cum doctissimorum virorum notis. 10 Vol. in XI. Tom. chartâ M. Lugd. Bat. 1703. P. van der Aa.¬ n. 657.   \n",
+       "4918                                                                                                                                               La Geographie moderne, naturelle, historique & politique dans une methode nouvelle & aisée, avec les Cartes generales & particulieres par Abraham du Bois,¬ 4 Vol. Leyde. 1729. P. van der Aa. en To. 3. n. 1336.   \n",
+       "4980                                                                                                                   1141 Carte nouvelle & la plus exacte de l'Empire & de toute l'Allemagne dressée sur les Lieux & rectifice sur les nouvelles observations de L'Academie des SCiences, & des plus habiles Geographes. grand Pap. Leyde. van der Aa. n. CCXLVII.   \n",
+       "4987                                                                                      1147 La Gallerie agreable du monde contenant des Tables¬ Geographiques, Chorographiques, & Topographiques, avec d'autres figures de Choses curieuses des IV. Parties¬ du Monde, & une courte explication. 66 Vol. en 25 Tomes. Leyde. Sans l'année. P. van der Aa. n. 737.   \n",
+       "5013                                                                                                                                                                                                                             Les Delices, ou description Topograph. de L'Italie avec fig. par le S.r Rogissart. 12.° 3 Vol. Leyde. 1706. P. van der Aa. n. 1767.   \n",
+       "5014                                                                                                                                                                                                      Delices, ou description topographique de l'Espagne, & du Portugal avec fig. par Juan Alvarez de Colmenar. 12.° 5 Vol. Leyde. 1707. P. van der Aa. n. 1768.   \n",
+       "5015                                                                                                                                                                                            Delices, ou description topographique de l'Angleterre, de l'Ecoste & de l'Irlande. avec fig. par Iames Beeverell. 9 Vol. Leyde. 1707. P. van der Aa. en. 6. n. 1769.   \n",
+       "5030                                                                                                                                                       1164 Voyages d'Adam Olearius en Moscovie, en Tartarie, & en Perse traduits de l'original & augmentés par le S.r de Wicquefort, avec grand nombre de fig. gr. Pap. Leyde. 1719. Pierre van der Aa. n. 740.   \n",
+       "5031                                                                                                                                                         1165. Voyages de Jean Albert de Mandelslo aux Indes Orient. traduits de l'Original & augmentés par le S.r de Wicquefort, avec grand nombre de figures. gr. Pap. Leyde. 1719. Pierre van der Aa. n. 741.   \n",
+       "5200                                                                         1213 Le Grand Theatre historique, ou nouv. Histoire univers. tant Sacrée que profane depuis la Creation du Monde jusqu'au commencement du 18.e Siecle, recueillie des plus Excellens autheurs anciens & Modernes, avec grand nombre de figures. 5 Vol. Leyde. 1703. van der Aa. n. 998.   \n",
+       "5840                                         Ammiani Marcellini Historiæ Rom. a Constantino Magno ad Imperatorem Gratianum cum emendationibus ac observat. Frider. Lindenbrogij, & Henr. Adrianiq. Valesiorum; accedunt excerpta vetera de Constantini & Regum Italiæ gestis, omnia recognita cum notis a Iac. Gronovio.¬ Lugd. Batav. 1693. P. van der Aa. n. 2006.   \n",
+       "5956              1505 Thesaurus Historiarum & Antiquitatum Italicarum a I. Georg. Grævio inchoatus & a Petro Burmanno continuatus ac editus, quo continentur optimi quique Scriptores qui Regionum ac Civitatum Italiæ res¬ antiquas aliasque vario tempore gestas prodiderunt cum figuris. 45 Vol. chartâ magnâ. Lugd. Batav. 1704. & annis Seqq. Petr. van der Aa   \n",
+       "6058  1544 Sicilia Numismatica Philip. Parutæ ac Leonardi Augustini nunc primum additis Huberti Goltzi aliorumque Siciliæ descriptione & in singula Numismata explicationibus, cum Sigeb. Havercampi commentario, & Georg. Gualtheri Siciliæ ac Insular. adjacentium Tabulis antiquis & animadversionibus. 3 Vol. chartâ M. Lugd. Bat. 1724. P. van der Aa. n. 1504.   \n",
+       "7816                                                                                                                                                                                          2292 Græcarum Antiquitatum Thesaurus a Iac. Gronovio collectus & explicatus cum figuris. XIV. Vol. chartâ magnâ. Lugd. Batavor. 1697. & Seqq. Annis van der Aa. n 856.   \n",
+       "7817                                                                                                                                                                                       2293 Romanarum Antiquitatum Thesaurus a I. Georgio Grævio congestus & explicatus cum figur. XII. Vol. chartâ magnâ Lugd. Batavor. 1694. & Seqq. Annis van der Aa. n. 858.   \n",
+       "7820                                                                                                                                                      2296 Italicarum Antiquitatum Thesaurus a I. Georgio Grævio coeptus, nunc a Petro Burmanno continuatus ac editus cum figuris. 45 Vol. chartâ magnâ. Lugd. Batavor. 1704. & Seqq. Annis. van der Aa. n. 860.   \n",
+       "7986                                                                                                                                                                                  57. Gorlæi (Abrah.) Dactyliotheca, sive de Sigillariis tam Græcorum quam Romanorum Annulis Promptuarij cum Iac. Gronovij explicat. 2 Vol. Lugd. Bat. 1695. van der Aa n. 2078.   \n",
+       "8079                                                                                                                                                                                                                               94 Landi (Constantij) Selectiorum Numismatum & præcipuè Romanorum expositiones. Lugd. Batav. 1695. Balduinus van der Aa. n. 2100.   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                     cleaned entry  \n",
+       "1420                                                                                                                                        Recueil de curiosites de la nature & de l'art compose de quantite de beaux secrets dont quelquesuns ont etc tires du cabinet du Marquis de l'Hopital eprouves par Louis Lemery Leyde 1685 P van der Aa  \n",
+       "1436                                                                                                                                                                                                      xRumphij Georg Everhardi Thesaurus Imagium Testaceorum Cochlearum & Conchiliorum denique Mineralium Lugd Batavor 1711 P van der Aa n 275  \n",
+       "1578                                                                                                                                                                                                                     Muntingij Abrah Plantarum Historia hollandice scripta cum Iconibus 2 Vol charta M Lugd Batav 1696 Petrus van der Aa n 249  \n",
+       "1743                                                                                                                                                                                                                                                  Hermanni Pauli Paradisus Batavus cum Iconibus Lugduni Batavorum 1705 Petrus van der Aa n 891  \n",
+       "1967                                                                                                                                                                                                      xNuck ant de ductu Salivali novo Saliva ductibus Oculorum aquosis & humori oculorum aqueo tractatus Lugd Batavor 1685 P van der Aa n 681  \n",
+       "2920                                                                                                                             Ejusdem opera cum Dion Lambini oberti Gifanij Tanaq Fabri Thom Creech I B Pij & aliorum notis cura Sigeb Havercampi qui suas & Abrah Preigeri notas adjecit edita 2 Vol Lugd Batavor 1725 Ianss van der Aa n 1112  \n",
+       "4339                                                                                                                                                                                                Erasmi Desiderij opera omnia emendatiora & auctiora cum doctissimorum virorum notis 10 Vol in XI Tom charta M Lugd Bat 1703 P van der Aa n 657  \n",
+       "4918                                                                                                                                           La Geographie moderne naturelle historique & politique dans une methode nouvelle & aisee avec les Cartes generales & particulieres par Abraham du Bois 4 Vol Leyde 1729 P van der Aa en To 3 n 1336  \n",
+       "4980                                                                                                             Carte nouvelle & la plus exacte de l'Empire & de toute l'Allemagne dressee sur les Lieux & rectifice sur les nouvelles observations de L'Academie des SCiences & des plus habiles Geographes grand Pap Leyde van der Aa n CCXLVII  \n",
+       "4987                                                                                         La Gallerie agreable du monde contenant des Tables Geographiques Chorographiques & Topographiques avec d'autres figures de Choses curieuses des IV Parties du Monde & une courte explication 66 Vol en 25 Tomes Leyde Sans l'annee P van der Aa n 737  \n",
+       "5013                                                                                                                                                                                                                        Les Delices ou description Topograph de L'Italie avec fig par le Sr Rogissart 12° 3 Vol Leyde 1706 P van der Aa n 1767  \n",
+       "5014                                                                                                                                                                                                Delices ou description topographique de l'Espagne & du Portugal avec fig par Juan Alvarez de Colmenar 12° 5 Vol Leyde 1707 P van der Aa n 1768  \n",
+       "5015                                                                                                                                                                                        Delices ou description topographique de l'Angleterre de l'Ecoste & de l'Irlande avec fig par Iames Beeverell 9 Vol Leyde 1707 P van der Aa en 6 n 1769  \n",
+       "5030                                                                                                                                                      Voyages d'Adam Olearius en Moscovie en Tartarie & en Perse traduits de l'original & augmentes par le Sr de Wicquefort avec grand nombre de fig gr Pap Leyde 1719 Pierre van der Aa n 740  \n",
+       "5031                                                                                                                                                        Voyages de Jean Albert de Mandelslo aux Indes Orient traduits de l'Original & augmentes par le Sr de Wicquefort avec grand nombre de figures gr Pap Leyde 1719 Pierre van der Aa n 741  \n",
+       "5200                                                                         Le Grand Theatre historique ou nouv Histoire univers tant Sacree que profane depuis la Creation du Monde jusqu'au commencement du 18e Siecle recueillie des plus Excellens autheurs anciens & Modernes avec grand nombre de figures 5 Vol Leyde 1703 van der Aa n 998  \n",
+       "5840                                       Ammiani Marcellini Historiae Rom a Constantino Magno ad Imperatorem Gratianum cum emendationibus ac observat Frider Lindenbrogij & Henr Adrianiq Valesiorum accedunt excerpta vetera de Constantini & Regum Italiae gestis omnia recognita cum notis a Iac Gronovio Lugd Batav 1693 P van der Aa n 2006  \n",
+       "5956           Thesaurus Historiarum & Antiquitatum Italicarum a I Georg Graevio inchoatus & a Petro Burmanno continuatus ac editus quo continentur optimi quique Scriptores qui Regionum ac Civitatum Italiae res antiquas aliasque vario tempore gestas prodiderunt cum figuris 45 Vol charta magna Lugd Batav 1704 & annis Seqq Petr van der Aa  \n",
+       "6058  Sicilia Numismatica Philip Parutae ac Leonardi Augustini nunc primum additis Huberti Goltzi aliorumque Siciliae descriptione & in singula Numismata explicationibus cum Sigeb Havercampi commentario & Georg Gualtheri Siciliae ac Insular adjacentium Tabulis antiquis & animadversionibus 3 Vol charta M Lugd Bat 1724 P van der Aa n 1504  \n",
+       "7816                                                                                                                                                                                       Graecarum Antiquitatum Thesaurus a Iac Gronovio collectus & explicatus cum figuris XIV Vol charta magna Lugd Batavor 1697 & Seqq Annis van der Aa n 856  \n",
+       "7817                                                                                                                                                                                    Romanarum Antiquitatum Thesaurus a I Georgio Graevio congestus & explicatus cum figur XII Vol charta magna Lugd Batavor 1694 & Seqq Annis van der Aa n 858  \n",
+       "7820                                                                                                                                                     Italicarum Antiquitatum Thesaurus a I Georgio Graevio coeptus nunc a Petro Burmanno continuatus ac editus cum figuris 45 Vol charta magna Lugd Batavor 1704 & Seqq Annis van der Aa n 860  \n",
+       "7986                                                                                                                                                                              Gorlaei Abrah Dactyliotheca sive de Sigillariis tam Graecorum quam Romanorum Annulis Promptuarij cum Iac Gronovij explicat 2 Vol Lugd Bat 1695 van der Aa n 2078  \n",
+       "8079                                                                                                                                                                                                                        Landi Constantij Selectiorum Numismatum & praecipue Romanorum expositiones Lugd Batav 1695 Balduinus van der Aa n 2100  "
       ]
      },
-     "execution_count": 31,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -867,14 +594,14 @@
     "def search_in_entry(df, string):\n",
     "    return df[df['cleaned entry'].str.contains(string)]\n",
     "\n",
-    "info = search_in_entry(search_in_entry(entry_df, 'Musurgia'), '')\n",
+    "info = search_in_entry(search_in_entry(entry_df, 'van der Aa'), '')\n",
     "print(len(info))\n",
     "info"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 68,
    "id": "99bf3f99-a6b0-471a-bdf6-0c8ddfa2824a",
    "metadata": {
     "tags": []
@@ -883,716 +610,116 @@
     {
      "data": {
       "text/plain": [
-       "volume                                                                                                                                                                                             14.376\n",
-       "page number                                                                                                                                                                                           176\n",
-       "category                                                                                                                                                                                   Iurisprudentia\n",
-       "subcategory                                                                                        De Potestate Spirituali & Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico\n",
-       "format                                                                                                                                                                                 Octavo und kleiner\n",
-       "handwritten page number                                                                                                                                                                               144\n",
-       "entry_ID                                                                                                                                                                                    14.376_176_06\n",
-       "entry                      Philippiques contre les Bulles & autres pratiques dela faction d'Espagne, pour Henry le Grand Roy de France. par F. D. C. 12.° Tours. 1692. Iamet Mettayer. n. 316. Et n. 2311\n",
-       "cleaned entry                          Philippiques contre les Bulles & autres pratiques dela faction d'Espagne pour Henry le Grand Roy de France par F D C 12° Tours 1692 Iamet Mettayer n 316 Et n 2311\n",
-       "Name: 912, dtype: object"
+       "volume                                                                                                                       14.378\n",
+       "page number                                                                                                                     125\n",
+       "category                                                                                                       Historia Nova Europæ\n",
+       "subcategory                       Historia Franciæ Singularum vel aliquot temporum; Vitæ Regum, & aliæ; Libelli Memoriales; aliaque\n",
+       "format                                                                                                           Octavo und kleiner\n",
+       "handwritten page number                                                                                                         965\n",
+       "entry_ID                                                                                                              14.378_125_06\n",
+       "entry                      Le Mercure françois contenant ce qui s'est passé depuis¬ 1605 jusqu'en 1644. 25 Vol. Paris. 1609. Richer\n",
+       "cleaned entry                   Le Mercure françois contenant ce qui s'est passe depuis 1605 jusqu'en 1644 25 Vol Paris 1609 Richer\n",
+       "Name: 6585, dtype: object"
       ]
      },
-     "execution_count": 110,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "entry_df.loc[912]"
+    "entry_df.loc[6585]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 134,
-   "id": "20facf5d-d609-498e-9907-7ebdffc09e15",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "BE.11.R.43\n",
-      "+Z221175009\n",
-      "Epistole D'Ovidio Di Remigio Fiorentino Divise In Dve Libri. Con Le Dichiarationi In margine delle Fauole, e dell'Historie. Et con la tauola delle cose notabili\n",
-      "Ovidius Naso, Publius v43-17\n",
-      "In Vinegia\n",
-      "1560\n",
-      "N\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Signatur                                                                                                                                                                                 BE.11.R.43\n",
-       "Barcode                                                                                                                                                                                 +Z221175009\n",
-       "Titel                              Epistole D'Ovidio Di Remigio Fiorentino Divise In Dve Libri. Con Le Dichiarationi In margine delle Fauole, e dell'Historie. Et con la tauola delle cose notabili\n",
-       "Autor                                                                                                                                                                  Ovidius Naso, Publius v43-17\n",
-       "Mitwirkender                                                                                                                                                                       Nannini, Remigio\n",
-       "Anfang Veröffentlichungsdatum                                                                                                                                                                1560.0\n",
-       "Ende Veröffentlichungsdatum                                                                                                                                                                     NaN\n",
-       "Veröffentlichungsdatum                                                                                                                                                                         1560\n",
-       "Veröffentlichungsort                                                                                                                                                                     In Vinegia\n",
-       "Veröffentlichungsort (normiert)                                                                                                                                                             Venedig\n",
-       "Sprache                                                                                                                                                                                     Italian\n",
-       "Schlagwörter                                                                                                                                                                 Gedicht; Lyrik; Latein\n",
-       "Schlagwörter (mit GND)                                                                                                      Lyrik$Ds--(DE-588)4036774-5;Latein$Ds--(DE-588)4114364-4;AT-OBV--ONB-AK\n",
-       "Vorbesitzer                                                                                                                                                                                     NaN\n",
-       "Typ                                                                                                                                                                                Gedicht--bellobv\n",
-       "Bemerkungen                                                                                                                                                                                     NaN\n",
-       "Gültiger Barcode                                                                                                                                                                         Z221175009\n",
-       "Dateiname                                                                                                                                                                   Z221175009_00000001.jpg\n",
-       "Wappenklassifizierung                                                                                                                                                                             N\n",
-       "p_A                                                                                                                                                                                        0.004878\n",
-       "p_B                                                                                                                                                                                        0.001676\n",
-       "p_C                                                                                                                                                                                        0.002021\n",
-       "p_N                                                                                                                                                                                        0.991425\n",
-       "Farbklassifizierung                                                                                                                                                                             NaN\n",
-       "p_blue                                                                                                                                                                                          NaN\n",
-       "p_red                                                                                                                                                                                           NaN\n",
-       "p_yellow                                                                                                                                                                                        NaN\n",
-       "Name: 4959, dtype: object"
-      ]
-     },
-     "execution_count": 134,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "BE_entry = BE_manual.loc[4959]\n",
-    "print(BE_entry['Signatur'])\n",
-    "print(BE_entry['Barcode'])\n",
-    "print(BE_entry['Titel'])\n",
-    "print(BE_entry['Autor'])\n",
-    "print(BE_entry['Veröffentlichungsort'])\n",
-    "print(BE_entry['Veröffentlichungsdatum'])\n",
-    "print(BE_entry['Wappenklassifizierung'])\n",
-    "BE_entry"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 320,
-   "id": "bad7db8d-f5f1-4f26-8df5-0298cca11243",
-   "metadata": {
-    "tags": []
-   },
-   "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>Signatur</th>\n",
-       "      <th>Barcode</th>\n",
-       "      <th>Titel</th>\n",
-       "      <th>Autor</th>\n",
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-       "      <th>2275</th>\n",
-       "      <td>BE.10.J.30.31.(Vol.1)</td>\n",
-       "      <td>+Z204501507</td>\n",
-       "      <td>Dell'Istoria della sacra religione et illma. militia di San Giovanni Gierosolimitano di Iacomo Bosio</td>\n",
-       "      <td>Bosio, Giacomo 1544-1627</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1594.0</td>\n",
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-       "      <td>Rom</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Z204501507_00000001.jpg</td>\n",
-       "      <td>N</td>\n",
-       "      <td>0.000271</td>\n",
-       "      <td>0.000148</td>\n",
-       "      <td>0.000096</td>\n",
-       "      <td>0.999485</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
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-       "      <th>2276</th>\n",
-       "      <td>BE.10.J.30.31.(Vol.2)</td>\n",
-       "      <td>+Z20450160X</td>\n",
-       "      <td>Dell'Istoria della sacra religione et illma. militia di San Giovanni Gierosolimitano di Iacomo Bosio</td>\n",
-       "      <td>Bosio, Giacomo 1544-1627</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1594.0</td>\n",
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-       "      <td>0.000092</td>\n",
-       "      <td>0.999616</td>\n",
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-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
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-       "      <th>2277</th>\n",
-       "      <td>BE.10.J.30.31.(Vol.3)</td>\n",
-       "      <td>+Z204501702</td>\n",
-       "      <td>Dell'Istoria della sacra religione et illma. militia di San Giovanni Gierosolimitano di Iacomo Bosio</td>\n",
-       "      <td>Bosio, Giacomo 1544-1627</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1602.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1602</td>\n",
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-       "      <td>Rom</td>\n",
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-       "      <td>Z204501702_00000001.jpg</td>\n",
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-       "      <td>0.003556</td>\n",
-       "      <td>0.990430</td>\n",
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-       "                   Signatur      Barcode   \n",
-       "2275  BE.10.J.30.31.(Vol.1)  +Z204501507  \\\n",
-       "2276  BE.10.J.30.31.(Vol.2)  +Z20450160X   \n",
-       "2277  BE.10.J.30.31.(Vol.3)  +Z204501702   \n",
-       "\n",
-       "                                                                                                     Titel   \n",
-       "2275  Dell'Istoria della sacra religione et illma. militia di San Giovanni Gierosolimitano di Iacomo Bosio  \\\n",
-       "2276  Dell'Istoria della sacra religione et illma. militia di San Giovanni Gierosolimitano di Iacomo Bosio   \n",
-       "2277  Dell'Istoria della sacra religione et illma. militia di San Giovanni Gierosolimitano di Iacomo Bosio   \n",
-       "\n",
-       "                         Autor Mitwirkender  Anfang Veröffentlichungsdatum   \n",
-       "2275  Bosio, Giacomo 1544-1627          NaN                         1594.0  \\\n",
-       "2276  Bosio, Giacomo 1544-1627          NaN                         1594.0   \n",
-       "2277  Bosio, Giacomo 1544-1627          NaN                         1602.0   \n",
-       "\n",
-       "      Ende Veröffentlichungsdatum Veröffentlichungsdatum Veröffentlichungsort   \n",
-       "2275                          NaN                   1594                 Roma  \\\n",
-       "2276                          NaN                   1594                 Roma   \n",
-       "2277                          NaN                   1602                 Roma   \n",
-       "\n",
-       "     Veröffentlichungsort (normiert)  ...                Dateiname   \n",
-       "2275                             Rom  ...  Z204501507_00000001.jpg  \\\n",
-       "2276                             Rom  ...  Z20450160X_00000001.jpg   \n",
-       "2277                             Rom  ...  Z204501702_00000001.jpg   \n",
-       "\n",
-       "     Wappenklassifizierung       p_A       p_B       p_C       p_N   \n",
-       "2275                     N  0.000271  0.000148  0.000096  0.999485  \\\n",
-       "2276                     N  0.000150  0.000142  0.000092  0.999616   \n",
-       "2277                     N  0.001956  0.004057  0.003556  0.990430   \n",
-       "\n",
-       "     Farbklassifizierung p_blue p_red  p_yellow  \n",
-       "2275                 NaN    NaN   NaN       NaN  \n",
-       "2276                 NaN    NaN   NaN       NaN  \n",
-       "2277                 NaN    NaN   NaN       NaN  \n",
-       "\n",
-       "[3 rows x 27 columns]"
-      ]
-     },
-     "execution_count": 320,
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-     "output_type": "execute_result"
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-    "BE_df[BE_df['Titel'] == BE_df.loc[2277]['Titel']]"
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-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Gosudarstvennyj Antiquites du Bosphore Cimmerien conservees au Musee Imperial de l'Ermitage Drevnosti Bosfora Kimmerijskago St. Petersburg</td>\n",
-       "      <td>Conferences de Charles le Brun sur l'Expression generale &amp; particulieres des Passions avec des figures gravees par Picart 12° Amsterd 1713 Bern Picart</td>\n",
-       "      <td>48</td>\n",
-       "      <td>2282</td>\n",
-       "      <td>Thresor des Antiquites Gauloises &amp; Françoises &amp; de beaucoup de mots de la Langue Thyoise ou Theut franq par P Borel Paris 1655 aug Courbe n 1058</td>\n",
-       "      <td>47</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>Les Cesars de l'Empereur Iulien trad du grec par Spanheim avec des remarques &amp; des preuves illustrees par les Medailles &amp; autres Anc Monumens Paris 1683 Thierry n 1425</td>\n",
-       "      <td>47</td>\n",
-       "      <td>4697</td>\n",
-       "      <td>Le Cabinet de la Bibliotheque de Ste Genevieve de Paris contenant plusieurs Antiquites &amp; choses curicus avec l'Explication par le P Claude du Molinet grand Pap Paris 1692 Dezallier n 913</td>\n",
-       "      <td>47</td>\n",
-       "      <td>7836</td>\n",
-       "      <td>de Groot Antoine Description des rejouissances faites a la Haye a l'occasion du couronnement de sa Majeste Imperiale François 1 a la Haye 1747 CCXX*</td>\n",
-       "      <td>47</td>\n",
-       "      <td>8213</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Bellori Columna Cochlis M Aurelio Antonio Augusto dicata Roma 1704</td>\n",
-       "      <td>Columna Cochlis seu Antoniana vide Imagines Romae</td>\n",
-       "      <td>57</td>\n",
-       "      <td>7950</td>\n",
-       "      <td>Historia destructionis Trojae Guid de Columna autore Argentorati 1486 n 2347 LIII O 11*</td>\n",
-       "      <td>53</td>\n",
-       "      <td>5644</td>\n",
-       "      <td>Breviarium Romanum antiquum cum Hymnario 2 Ms in 8 n CCXXII</td>\n",
-       "      <td>51</td>\n",
-       "      <td>9047</td>\n",
-       "      <td>Le opere di Nicolo Machiavelli in V Parti divise in Roma 1550 antonio de Blado n 1283</td>\n",
-       "      <td>50</td>\n",
-       "      <td>1126</td>\n",
-       "      <td>Variorum autorum Commentarij de Rebus a Carolo V Caesare Augusto in Africa gestis Antuerpiae 1554 Ioan Bellerus</td>\n",
-       "      <td>50</td>\n",
-       "      <td>7590</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Maffei Raccolta Di Statve Antiche E Moderne Data In Lvce Sotto I Gloriosi Avspicj Della Santita Di NS Papa Clemente XI Roma 1704</td>\n",
-       "      <td>Raccolta di Statue antiche e moderne date in luce da Domenico de Rossi colla Sposizione a ciascuna Imagine da Paolo Aless Maffei in fol carta grande in Rom 1704 n CCLII</td>\n",
-       "      <td>64</td>\n",
-       "      <td>9260</td>\n",
-       "      <td>I Vestigi dell'antichita di Roma raccolti &amp; ritratti in perspettiva da Stefano du Perrac oblong in Roma 1575 Lorenzo della Vacheria</td>\n",
-       "      <td>59</td>\n",
-       "      <td>7933</td>\n",
-       "      <td>Raccolta di Statue antiche vide Imagines Romae</td>\n",
-       "      <td>58</td>\n",
-       "      <td>7959</td>\n",
-       "      <td>Iscrizioni Antiche trovate e raccolte tra le Rovine delle IV principali Colonie Romane della Transilvania dal Conte Gios Ariosti e condotte in Vienna l'anno 1723 Ms n CLXXXIII</td>\n",
-       "      <td>58</td>\n",
-       "      <td>8990</td>\n",
-       "      <td>Le Antichita della Citta di Roma raccolte da diversi antichi e moderni Scrittori da Bernardo Gamucci di S Gimignano in Vinegia 1588 Giov Varisco n 2173</td>\n",
-       "      <td>58</td>\n",
-       "      <td>7849</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Lothar Hof-Burgtheater 1848-1898 Wien</td>\n",
-       "      <td>Poesies heroiques du S Tristan l'Hermite Paris 1648 n 1894</td>\n",
-       "      <td>51</td>\n",
-       "      <td>3240</td>\n",
-       "      <td>Idem Franof 1685 n 1488</td>\n",
-       "      <td>50</td>\n",
-       "      <td>5219</td>\n",
-       "      <td>Eadem Historia Londini 1646 n 1911</td>\n",
-       "      <td>48</td>\n",
-       "      <td>7233</td>\n",
-       "      <td>Architectura Leonis Baptistae Alberti Florentiae 1485 n 2329</td>\n",
-       "      <td>47</td>\n",
-       "      <td>2371</td>\n",
-       "      <td>Eorumd Satyrae cum Varior notis 8° L Bat 1658 Hackius n 748</td>\n",
-       "      <td>46</td>\n",
-       "      <td>3083</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Stern Hof-Operntheater 1848-1898</td>\n",
-       "      <td>Idem Franof 1685 n 1488</td>\n",
-       "      <td>47</td>\n",
-       "      <td>5219</td>\n",
-       "      <td>Poesies heroiques du S Tristan l'Hermite Paris 1648 n 1894</td>\n",
-       "      <td>47</td>\n",
-       "      <td>3240</td>\n",
-       "      <td>de Vtino Leon Sermones Spirae 1479 Petr Drach n 2119</td>\n",
-       "      <td>45</td>\n",
-       "      <td>448</td>\n",
-       "      <td>Waltherij pollitische welt=liebe 1725 n 1886</td>\n",
-       "      <td>45</td>\n",
-       "      <td>4276</td>\n",
-       "      <td>Henry Scheurleer n 1669</td>\n",
-       "      <td>44</td>\n",
-       "      <td>4758</td>\n",
-       "      <td></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",
-       "      <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>8751</th>\n",
-       "      <td>Firmicus Manuzio Mathesis Mit Widmungsbrief an Kardinal Ippolito d'Este Ferrara 1497 hrsg von Pescennius Franciscus Niger Mit Brief an Herzog Guidobaldo da Montefeltro Venedig 17101499 von Aldus Manutius  Manilius Marcus Astronomicon Mit Vita des Autors - Germanicus Iulius Caesar Phaenomena Arati cum commento Mit Vita Arati von Aldus Manutius - Cicero Marcus Tullius Aratea - Avienus Rufius Festus Phaenomena Arati - Aratus Phaenomena &lt;griech&gt; Mit griech Kommentar von Theon - Proclus Sphaera &lt;griech lat&gt; Aus dem Griech übers und mit Vorwort an Arthur Prince of Wales von Thomas Linacer Mit Brief an Albertus Pius Venedig 14101499 von Aldus Manutius und an Manutius London 278[1499] von Guilelmus Grocinus Mit Privileg Venedig 1499</td>\n",
-       "      <td>Astronomici Veteres nempe Iulij Firmici Astronom Libri VIII M Manilij Astronom Libri V Arati Phaenomena Germanico Caes interprete cum comment &amp; Imag Arati Phaenomenon Fragmentum M T Cicerone interprete Arati Phaenomena Rufo Festo Avienio paraphraste ac Ejusd Phaenomena graece cum Theonis comment accedit Proeli Diadochi Sphaera graece cum Thomae Linacri interpretatione Venetiis 1499 Aldus n 2296</td>\n",
-       "      <td>53</td>\n",
-       "      <td>2034</td>\n",
-       "      <td>Il Libro chiamato la prima guerra Punica tra' Romani e Cartaginesi composto in lingua latina poi in materna da Leonardo Aretino insieme con altre opere cioe Le Epistole di Phalaride tradotte dal greco dal medesimo Aretino e dal latino in volgare da Bartolomeo Fontio Baptistae de Albertis opus in Amoris remedio utilissimum e gli Amori d'Hyppolito de' Bondalmonti e di Lionora de' Baldi che han fatto l'Vnione di queste due case 1471 Senza'l luogo dell'Impressione n 2319 V in folo LIII F 9*</td>\n",
-       "      <td>49</td>\n",
-       "      <td>5811</td>\n",
-       "      <td>Io Bodini De Rep libri VI latine Paris 1586 du Puis n 357 Gravamina Germanicae Nationis cum remedijs et avisamentis ad Caesaream Majestatem Selestadij 1518 adlig Buschij Herm In acerbum Ioan Murmellij obitum epicedion Colon 1517 v S Ejusdem de Novaquilae Comitis Guilhelmi obitu Vesaliae S A Coccini Mich De Imperij a Graecis ad Germanos translatione opusculum Item de Francorum origine ac de duplici Francia de Corona Imperij Argentor 1506 n 1824 V in 4to</td>\n",
-       "      <td>48</td>\n",
-       "      <td>1097</td>\n",
-       "      <td>Vn Livre de Prieres in 8° Mss sur velain en beaux Caracteres gothiques avec de tres belles miniatures &amp; des Ornemens a chaque Page Il paroit que ce Livre a appartenu a l'Empereur Charles VI y ayant deux Lignes de son Ecriture au bas d'une page Vn Livre de Prieres in 8° Mss sur velain en Caracteres 15 gothiques avec grand nombre de belles miniatures &amp; des Ornemens autour des Pages Ce Livre a appartenu a Made Marguerite Epouse de Philippe le Hardy Vn Livre de Prieres in 8° Ms sur velain en Caracteres 16 gothiques avec des Miniatures &amp; des Ornemens autour des Pages n CCXXVII Vn Livre de Prieres in 8° Ms sur velain intitule Horae 17 B Mariae Virginis in vsum Parisiensem en caract gothiques avec de belles miniatures Vn Livre de Prieres in 8° Ms sur velain intitule 18 Horae B Mariae Virginis ad Vsum Monasterij S Petri Latigniacensis en caracteres gothiques avec des Miniatures</td>\n",
-       "      <td>48</td>\n",
-       "      <td>9055</td>\n",
-       "      <td>Recueil de Poesies de differens Autheurs sur Velain avec des miniatures savoir les trois Contes de Cupido &amp; d'Atropos dont le premier est de Seraphin Poete Italien &amp; les deux autres de Iean le Maire Les Epitaphes d Hector &amp; d'Achile avec le Iugement d'Alexandre le Grand par Georges Chastelain dit L'Avanturier Le Temple de Mars par Jean Molinet avec plusieurs Chants Royaux Ballades Rondeaux Epitres &amp; l'apparition du Marechal de Chabannes par Guill Cretin 8° Paris 1527 Galyot du Pre n 1174</td>\n",
-       "      <td>47</td>\n",
-       "      <td>3327</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8752</th>\n",
-       "      <td>Koberger Biblia Mit Postilla litteralis von Nicolaus de Lyra Expositiones prologorum von Guilelmus Brito Additiones ad Postillam Nicolai de Lyra von Paulus Burgensis und Replicae contra Burgensem von Matthias Doering  Nicolaus de Lyra Contra perfidiam Judaeorum Probatio incarnationis divinae personae Nürnberg 1485</td>\n",
-       "      <td>Biblia Sacra Latina cum Commentar seu Postillis Nicolai de Lyra &amp; cum additionibus Pauli Burgens Episcopi ac Replicis Matthiae Dorinck 4 Volum Norimbergae 1485 Ant Koberger n 2154</td>\n",
-       "      <td>58</td>\n",
-       "      <td>9</td>\n",
-       "      <td>de Lyra Nicolai Tractatus de discrepantia versionis suae ab hebraica Littera Veteris Festamenti anno 1420 completus a Bartholomaeo Politz accedit Ejusdem Nic de Lyra Responsum ad quemdam Iudaeum ex verbis Evangelij Matthaei contra Christum nequiter arguentem Codex Ms in Membranis hactenus ineditus n LIII</td>\n",
-       "      <td>50</td>\n",
-       "      <td>8782</td>\n",
-       "      <td>Guimenij Amadaei Matthaei de Moya S I opusculum Singularia fere universae Theologiae Moralis contin adversus quorumdam expostulationes contra nonnull Iesuitarum opiniones morales 12° Colon 1665 Kinckius n 435</td>\n",
-       "      <td>48</td>\n",
-       "      <td>467</td>\n",
-       "      <td>Francisci assisiatens &amp; Antonij Paduani SS opera cum postillis expositione Mystica in S Scripturam &amp; in Eamd concordia morali a R P Ioanne de la Haye edita charta M Paris 1641 Car Rouillard n 28</td>\n",
-       "      <td>48</td>\n",
-       "      <td>441</td>\n",
-       "      <td>Discurso contra el intitulado Hauberto Hispalense cuyos apocryphos Libros Saco a Luz Gregorio de Argaiz en un Libro que intitulo Problacion Ecclesiast de España y notitia de sus primeras Honras por Andres Garcia de Molina en Madrid 1669 en la Emprenta Real n 257</td>\n",
-       "      <td>48</td>\n",
-       "      <td>7119</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8753</th>\n",
-       "      <td>Brant Jean La nef des fols du monde Aus dem Lat des Jakob Locher übers von Pierre Riviere Mit Vorreden des Übersetzers und von Jakob Locher sowie metrischem \"Prolude\" Paris 1497</td>\n",
-       "      <td>Explication des Prieres &amp; Ceremonies de la Messe par le P Pierre le Brun 8° 4 Vol Paris 1726 la veuve de Laulne n 217</td>\n",
-       "      <td>55</td>\n",
-       "      <td>429</td>\n",
-       "      <td>L'Eneide du meme trad en vers françois par Pierre Perrin avec le Latin a coote des remarques &amp; des figures 2 Vol Paris 1648 &amp; 58 Pierre Moreau &amp; I Paslee n 1118</td>\n",
-       "      <td>54</td>\n",
-       "      <td>2940</td>\n",
-       "      <td>Les Regnars traversans les perilleuses voyes des folles fiances du Monde par Seb Brandt Paris Sans l'annee ant Verard n 2370 V in fol</td>\n",
-       "      <td>54</td>\n",
-       "      <td>3214</td>\n",
-       "      <td>903 La Nef des Fols du monde trad de l'allemand de Sebast Brandt en vers françois avec fig Paris 1497 I Philip man Stener &amp; Geoffroy de Marnef n 2308</td>\n",
-       "      <td>53</td>\n",
-       "      <td>3198</td>\n",
-       "      <td>des Entreprises &amp; Ruses de Guerre par le meme trad de l'Italien par Lancelot du Voesin S de la Popeliniere Paris 1571 Nicol Chesneau n 960</td>\n",
-       "      <td>53</td>\n",
-       "      <td>2156</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8754</th>\n",
-       "      <td>Manuzio Thesaurus Cornu copiae et Horti Adonidis &lt;griech&gt; Mit lat und griech Brief an Guarinus Favorinus von Angelus Politianus bzw von Scipione Fortiguerra Mit griech Gedichten von Angelus Politianus Aristobulos Apostolides Scipione Fortiguerra und Aldus Manutius Mit lat Brief an die Gelehrten hrsg von Aldus Manutius unter Mitarbeit von Urbanus Bolzanius Venedig 1496</td>\n",
-       "      <td>Thesaurus Cornucopiae ac Horti Adonidis graece Venetiis 1496 Aldus n 2179</td>\n",
-       "      <td>65</td>\n",
-       "      <td>2500</td>\n",
-       "      <td>Descriptio historica Constantinopolit Ablegationis ad mandatum Caes Majestatis Caroli VI a Damiano Hugone de Virmonds susceptae cum notitia de Turcarum Relig ac Politica autore Gerardo Cornel de Driesch germanice cum fig Norimb 1723 conrad Monath n 163 et latine n 1752</td>\n",
-       "      <td>49</td>\n",
-       "      <td>1155</td>\n",
-       "      <td>Memoires &amp; Instructions pour les Ambassadeurs par Walsingham avec les maximes Politiques de ce Ministre &amp; des remarques fur les princip Ministres &amp; Favoris de la Reyne Elizabeth trad de l'anglois amsterd 1700 Georg Galet n 154</td>\n",
-       "      <td>48</td>\n",
-       "      <td>1151</td>\n",
-       "      <td>Genealogie des Forestiers &amp; Comtes de Flandres avec leurs Portraits &amp; une brieve Histoire de leurs Vie recueillie des plus anciennes &amp; veritables Chroniques par Corneille Martin Anvers 1612 Plantin n 1344 Idem opus par Pierre Balthasar Anvers 1598 Vrints n 2023</td>\n",
-       "      <td>48</td>\n",
-       "      <td>7779</td>\n",
-       "      <td>Histoire de la decadence de l'Empire Grec &amp; de l'Etablissement de celuy des Turcs par Chalcondyle traduite par Blaise de Vigenere avec la continuat depuis la Ruine du Peloponese jusqu'apresent par Artus Thomas S d'Embry 2 Vol Paris 1620 L'angelier n 1985</td>\n",
-       "      <td>48</td>\n",
-       "      <td>7461</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8755</th>\n",
-       "      <td>Terentius Zarotto Comoediae  Francesco Petrarca Vita Terentii Mailand 1476</td>\n",
-       "      <td>Le Vite de' Pontefici con quelle de gl'Imperatori da Francesco Petrarca in Fiorenza 1476 n 2341</td>\n",
-       "      <td>59</td>\n",
-       "      <td>5399</td>\n",
-       "      <td>Terentij Publ Comoediae 12° Venetiis 1541 Aldus n 721</td>\n",
-       "      <td>54</td>\n",
-       "      <td>2989</td>\n",
-       "      <td>Le opere di Francesco Petrarca 8° antica edizione Senza'l luogo e l'Anno n 761</td>\n",
-       "      <td>54</td>\n",
-       "      <td>3675</td>\n",
-       "      <td>Ejusdem Comoediae Mediolani 1476 An Za n 2336</td>\n",
-       "      <td>53</td>\n",
-       "      <td>2878</td>\n",
-       "      <td>Disinganni overo la vita del Solitario felice di Francesco Bogliano Milano S A n 2736</td>\n",
-       "      <td>52</td>\n",
-       "      <td>4278</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8756 rows × 17 columns</p>\n",
-       "</div>"
-      ],
+   "execution_count": 69,
+   "id": "20facf5d-d609-498e-9907-7ebdffc09e15",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "BE.10.T.5-29.(Vol.1)\n",
+      "+Z206393507\n",
+      "Le Mercure françois ; ou, la suitte de l'histoire de la paix, Commençant l'an M. DC. V. pour suitte du Septenaire du D. Cayer, et finissant au Sacre du Tres-Chrestien Roy de France et de Navarre, Louys XIII\n",
+      "nan\n",
+      "Paris\n",
+      "1611-1648\n",
+      "N\n"
+     ]
+    },
+    {
+     "data": {
       "text/plain": [
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                input   \n",
-       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         Gosudarstvennyj Antiquites du Bosphore Cimmerien conservees au Musee Imperial de l'Ermitage Drevnosti Bosfora Kimmerijskago St. Petersburg   \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 Bellori Columna Cochlis M Aurelio Antonio Augusto dicata Roma 1704    \n",
-       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Maffei Raccolta Di Statve Antiche E Moderne Data In Lvce Sotto I Gloriosi Avspicj Della Santita Di NS Papa Clemente XI Roma 1704    \n",
-       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Lothar Hof-Burgtheater 1848-1898 Wien    \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Stern Hof-Operntheater 1848-1898    \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               ...   \n",
-       "8751  Firmicus Manuzio Mathesis Mit Widmungsbrief an Kardinal Ippolito d'Este Ferrara 1497 hrsg von Pescennius Franciscus Niger Mit Brief an Herzog Guidobaldo da Montefeltro Venedig 17101499 von Aldus Manutius  Manilius Marcus Astronomicon Mit Vita des Autors - Germanicus Iulius Caesar Phaenomena Arati cum commento Mit Vita Arati von Aldus Manutius - Cicero Marcus Tullius Aratea - Avienus Rufius Festus Phaenomena Arati - Aratus Phaenomena <griech> Mit griech Kommentar von Theon - Proclus Sphaera <griech lat> Aus dem Griech übers und mit Vorwort an Arthur Prince of Wales von Thomas Linacer Mit Brief an Albertus Pius Venedig 14101499 von Aldus Manutius und an Manutius London 278[1499] von Guilelmus Grocinus Mit Privileg Venedig 1499    \n",
-       "8752                                                                                                                                                                                                                                                                                                                                                                                                                                     Koberger Biblia Mit Postilla litteralis von Nicolaus de Lyra Expositiones prologorum von Guilelmus Brito Additiones ad Postillam Nicolai de Lyra von Paulus Burgensis und Replicae contra Burgensem von Matthias Doering  Nicolaus de Lyra Contra perfidiam Judaeorum Probatio incarnationis divinae personae Nürnberg 1485    \n",
-       "8753                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Brant Jean La nef des fols du monde Aus dem Lat des Jakob Locher übers von Pierre Riviere Mit Vorreden des Übersetzers und von Jakob Locher sowie metrischem \"Prolude\" Paris 1497    \n",
-       "8754                                                                                                                                                                                                                                                                                                                                                                              Manuzio Thesaurus Cornu copiae et Horti Adonidis <griech> Mit lat und griech Brief an Guarinus Favorinus von Angelus Politianus bzw von Scipione Fortiguerra Mit griech Gedichten von Angelus Politianus Aristobulos Apostolides Scipione Fortiguerra und Aldus Manutius Mit lat Brief an die Gelehrten hrsg von Aldus Manutius unter Mitarbeit von Urbanus Bolzanius Venedig 1496    \n",
-       "8755                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Terentius Zarotto Comoediae  Francesco Petrarca Vita Terentii Mailand 1476    \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                            match_1   \n",
-       "0                                                                                                                                                                                                                                                            Conferences de Charles le Brun sur l'Expression generale & particulieres des Passions avec des figures gravees par Picart 12° Amsterd 1713 Bern Picart  \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                 Columna Cochlis seu Antoniana vide Imagines Romae   \n",
-       "2                                                                                                                                                                                                                                          Raccolta di Statue antiche e moderne date in luce da Domenico de Rossi colla Sposizione a ciascuna Imagine da Paolo Aless Maffei in fol carta grande in Rom 1704 n CCLII   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                        Poesies heroiques du S Tristan l'Hermite Paris 1648 n 1894   \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                           Idem Franof 1685 n 1488   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                             ...   \n",
-       "8751  Astronomici Veteres nempe Iulij Firmici Astronom Libri VIII M Manilij Astronom Libri V Arati Phaenomena Germanico Caes interprete cum comment & Imag Arati Phaenomenon Fragmentum M T Cicerone interprete Arati Phaenomena Rufo Festo Avienio paraphraste ac Ejusd Phaenomena graece cum Theonis comment accedit Proeli Diadochi Sphaera graece cum Thomae Linacri interpretatione Venetiis 1499 Aldus n 2296   \n",
-       "8752                                                                                                                                                                                                                            Biblia Sacra Latina cum Commentar seu Postillis Nicolai de Lyra & cum additionibus Pauli Burgens Episcopi ac Replicis Matthiae Dorinck 4 Volum Norimbergae 1485 Ant Koberger n 2154   \n",
-       "8753                                                                                                                                                                                                                                                                                          Explication des Prieres & Ceremonies de la Messe par le P Pierre le Brun 8° 4 Vol Paris 1726 la veuve de Laulne n 217   \n",
-       "8754                                                                                                                                                                                                                                                                                                                                      Thesaurus Cornucopiae ac Horti Adonidis graece Venetiis 1496 Aldus n 2179   \n",
-       "8755                                                                                                                                                                                                                                                                                                                Le Vite de' Pontefici con quelle de gl'Imperatori da Francesco Petrarca in Fiorenza 1476 n 2341   \n",
-       "\n",
-       "      score_1  id_1   \n",
-       "0          48  2282  \\\n",
-       "1          57  7950   \n",
-       "2          64  9260   \n",
-       "3          51  3240   \n",
-       "4          47  5219   \n",
-       "...       ...   ...   \n",
-       "8751       53  2034   \n",
-       "8752       58     9   \n",
-       "8753       55   429   \n",
-       "8754       65  2500   \n",
-       "8755       59  5399   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          match_2   \n",
-       "0                                                                                                                                                                                                                                                                                                                                                                Thresor des Antiquites Gauloises & Françoises & de beaucoup de mots de la Langue Thyoise ou Theut franq par P Borel Paris 1655 aug Courbe n 1058  \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                                                                         Historia destructionis Trojae Guid de Columna autore Argentorati 1486 n 2347 LIII O 11*   \n",
-       "2                                                                                                                                                                                                                                                                                                                                                                             I Vestigi dell'antichita di Roma raccolti & ritratti in perspettiva da Stefano du Perrac oblong in Roma 1575 Lorenzo della Vacheria   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         Idem Franof 1685 n 1488   \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                      Poesies heroiques du S Tristan l'Hermite Paris 1648 n 1894   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           ...   \n",
-       "8751  Il Libro chiamato la prima guerra Punica tra' Romani e Cartaginesi composto in lingua latina poi in materna da Leonardo Aretino insieme con altre opere cioe Le Epistole di Phalaride tradotte dal greco dal medesimo Aretino e dal latino in volgare da Bartolomeo Fontio Baptistae de Albertis opus in Amoris remedio utilissimum e gli Amori d'Hyppolito de' Bondalmonti e di Lionora de' Baldi che han fatto l'Vnione di queste due case 1471 Senza'l luogo dell'Impressione n 2319 V in folo LIII F 9*   \n",
-       "8752                                                                                                                                                                                            de Lyra Nicolai Tractatus de discrepantia versionis suae ab hebraica Littera Veteris Festamenti anno 1420 completus a Bartholomaeo Politz accedit Ejusdem Nic de Lyra Responsum ad quemdam Iudaeum ex verbis Evangelij Matthaei contra Christum nequiter arguentem Codex Ms in Membranis hactenus ineditus n LIII   \n",
-       "8753                                                                                                                                                                                                                                                                                                                                             L'Eneide du meme trad en vers françois par Pierre Perrin avec le Latin a coote des remarques & des figures 2 Vol Paris 1648 & 58 Pierre Moreau & I Paslee n 1118   \n",
-       "8754                                                                                                                                                                                                                                Descriptio historica Constantinopolit Ablegationis ad mandatum Caes Majestatis Caroli VI a Damiano Hugone de Virmonds susceptae cum notitia de Turcarum Relig ac Politica autore Gerardo Cornel de Driesch germanice cum fig Norimb 1723 conrad Monath n 163 et latine n 1752   \n",
-       "8755                                                                                                                                                                                                                                                                                                                                                                                                                                                        Terentij Publ Comoediae 12° Venetiis 1541 Aldus n 721   \n",
-       "\n",
-       "      score_2  id_2   \n",
-       "0          47  2580  \\\n",
-       "1          53  5644   \n",
-       "2          59  7933   \n",
-       "3          50  5219   \n",
-       "4          47  3240   \n",
-       "...       ...   ...   \n",
-       "8751       49  5811   \n",
-       "8752       50  8782   \n",
-       "8753       54  2940   \n",
-       "8754       49  1155   \n",
-       "8755       54  2989   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                       match_3   \n",
-       "0                                                                                                                                                                                                                                                                                                      Les Cesars de l'Empereur Iulien trad du grec par Spanheim avec des remarques & des preuves illustrees par les Medailles & autres Anc Monumens Paris 1683 Thierry n 1425  \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                                                                  Breviarium Romanum antiquum cum Hymnario 2 Ms in 8 n CCXXII   \n",
-       "2                                                                                                                                                                                                                                                                                                                                                                                                                               Raccolta di Statue antiche vide Imagines Romae   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                                                                                                           Eadem Historia Londini 1646 n 1911   \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                                                         de Vtino Leon Sermones Spirae 1479 Petr Drach n 2119   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                        ...   \n",
-       "8751  Io Bodini De Rep libri VI latine Paris 1586 du Puis n 357 Gravamina Germanicae Nationis cum remedijs et avisamentis ad Caesaream Majestatem Selestadij 1518 adlig Buschij Herm In acerbum Ioan Murmellij obitum epicedion Colon 1517 v S Ejusdem de Novaquilae Comitis Guilhelmi obitu Vesaliae S A Coccini Mich De Imperij a Graecis ad Germanos translatione opusculum Item de Francorum origine ac de duplici Francia de Corona Imperij Argentor 1506 n 1824 V in 4to   \n",
-       "8752                                                                                                                                                                                                                                                          Guimenij Amadaei Matthaei de Moya S I opusculum Singularia fere universae Theologiae Moralis contin adversus quorumdam expostulationes contra nonnull Iesuitarum opiniones morales 12° Colon 1665 Kinckius n 435   \n",
-       "8753                                                                                                                                                                                                                                                                                                                                     Les Regnars traversans les perilleuses voyes des folles fiances du Monde par Seb Brandt Paris Sans l'annee ant Verard n 2370 V in fol   \n",
-       "8754                                                                                                                                                                                                                                        Memoires & Instructions pour les Ambassadeurs par Walsingham avec les maximes Politiques de ce Ministre & des remarques fur les princip Ministres & Favoris de la Reyne Elizabeth trad de l'anglois amsterd 1700 Georg Galet n 154   \n",
-       "8755                                                                                                                                                                                                                                                                                                                                                                                            Le opere di Francesco Petrarca 8° antica edizione Senza'l luogo e l'Anno n 761   \n",
-       "\n",
-       "      score_3  id_3   \n",
-       "0          47  4697  \\\n",
-       "1          51  9047   \n",
-       "2          58  7959   \n",
-       "3          48  7233   \n",
-       "4          45   448   \n",
-       "...       ...   ...   \n",
-       "8751       48  1097   \n",
-       "8752       48   467   \n",
-       "8753       54  3214   \n",
-       "8754       48  1151   \n",
-       "8755       54  3675   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 match_4   \n",
-       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Le Cabinet de la Bibliotheque de Ste Genevieve de Paris contenant plusieurs Antiquites & choses curicus avec l'Explication par le P Claude du Molinet grand Pap Paris 1692 Dezallier n 913  \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Le opere di Nicolo Machiavelli in V Parti divise in Roma 1550 antonio de Blado n 1283   \n",
-       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Iscrizioni Antiche trovate e raccolte tra le Rovine delle IV principali Colonie Romane della Transilvania dal Conte Gios Ariosti e condotte in Vienna l'anno 1723 Ms n CLXXXIII   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Architectura Leonis Baptistae Alberti Florentiae 1485 n 2329   \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Waltherij pollitische welt=liebe 1725 n 1886   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ...   \n",
-       "8751  Vn Livre de Prieres in 8° Mss sur velain en beaux Caracteres gothiques avec de tres belles miniatures & des Ornemens a chaque Page Il paroit que ce Livre a appartenu a l'Empereur Charles VI y ayant deux Lignes de son Ecriture au bas d'une page Vn Livre de Prieres in 8° Mss sur velain en Caracteres 15 gothiques avec grand nombre de belles miniatures & des Ornemens autour des Pages Ce Livre a appartenu a Made Marguerite Epouse de Philippe le Hardy Vn Livre de Prieres in 8° Ms sur velain en Caracteres 16 gothiques avec des Miniatures & des Ornemens autour des Pages n CCXXVII Vn Livre de Prieres in 8° Ms sur velain intitule Horae 17 B Mariae Virginis in vsum Parisiensem en caract gothiques avec de belles miniatures Vn Livre de Prieres in 8° Ms sur velain intitule 18 Horae B Mariae Virginis ad Vsum Monasterij S Petri Latigniacensis en caracteres gothiques avec des Miniatures   \n",
-       "8752                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Francisci assisiatens & Antonij Paduani SS opera cum postillis expositione Mystica in S Scripturam & in Eamd concordia morali a R P Ioanne de la Haye edita charta M Paris 1641 Car Rouillard n 28   \n",
-       "8753                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               903 La Nef des Fols du monde trad de l'allemand de Sebast Brandt en vers françois avec fig Paris 1497 I Philip man Stener & Geoffroy de Marnef n 2308   \n",
-       "8754                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Genealogie des Forestiers & Comtes de Flandres avec leurs Portraits & une brieve Histoire de leurs Vie recueillie des plus anciennes & veritables Chroniques par Corneille Martin Anvers 1612 Plantin n 1344 Idem opus par Pierre Balthasar Anvers 1598 Vrints n 2023   \n",
-       "8755                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Ejusdem Comoediae Mediolani 1476 An Za n 2336   \n",
-       "\n",
-       "      score_4  id_4   \n",
-       "0          47  7836  \\\n",
-       "1          50  1126   \n",
-       "2          58  8990   \n",
-       "3          47  2371   \n",
-       "4          45  4276   \n",
-       "...       ...   ...   \n",
-       "8751       48  9055   \n",
-       "8752       48   441   \n",
-       "8753       53  3198   \n",
-       "8754       48  7779   \n",
-       "8755       53  2878   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           match_5   \n",
-       "0                                                                                                                                                                                                                                                                                                                                                             de Groot Antoine Description des rejouissances faites a la Haye a l'occasion du couronnement de sa Majeste Imperiale François 1 a la Haye 1747 CCXX*  \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                                                  Variorum autorum Commentarij de Rebus a Carolo V Caesare Augusto in Africa gestis Antuerpiae 1554 Ioan Bellerus   \n",
-       "2                                                                                                                                                                                                                                                                                                                                                          Le Antichita della Citta di Roma raccolte da diversi antichi e moderni Scrittori da Bernardo Gamucci di S Gimignano in Vinegia 1588 Giov Varisco n 2173   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                      Eorumd Satyrae cum Varior notis 8° L Bat 1658 Hackius n 748   \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Henry Scheurleer n 1669   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            ...   \n",
-       "8751  Recueil de Poesies de differens Autheurs sur Velain avec des miniatures savoir les trois Contes de Cupido & d'Atropos dont le premier est de Seraphin Poete Italien & les deux autres de Iean le Maire Les Epitaphes d Hector & d'Achile avec le Iugement d'Alexandre le Grand par Georges Chastelain dit L'Avanturier Le Temple de Mars par Jean Molinet avec plusieurs Chants Royaux Ballades Rondeaux Epitres & l'apparition du Marechal de Chabannes par Guill Cretin 8° Paris 1527 Galyot du Pre n 1174   \n",
-       "8752                                                                                                                                                                                                                                        Discurso contra el intitulado Hauberto Hispalense cuyos apocryphos Libros Saco a Luz Gregorio de Argaiz en un Libro que intitulo Problacion Ecclesiast de España y notitia de sus primeras Honras por Andres Garcia de Molina en Madrid 1669 en la Emprenta Real n 257   \n",
-       "8753                                                                                                                                                                                                                                                                                                                                                                    des Entreprises & Ruses de Guerre par le meme trad de l'Italien par Lancelot du Voesin S de la Popeliniere Paris 1571 Nicol Chesneau n 960   \n",
-       "8754                                                                                                                                                                                                                                                Histoire de la decadence de l'Empire Grec & de l'Etablissement de celuy des Turcs par Chalcondyle traduite par Blaise de Vigenere avec la continuat depuis la Ruine du Peloponese jusqu'apresent par Artus Thomas S d'Embry 2 Vol Paris 1620 L'angelier n 1985   \n",
-       "8755                                                                                                                                                                                                                                                                                                                                                                                                                         Disinganni overo la vita del Solitario felice di Francesco Bogliano Milano S A n 2736   \n",
-       "\n",
-       "      score_5  id_5 control  \n",
-       "0          47  8213          \n",
-       "1          50  7590          \n",
-       "2          58  7849          \n",
-       "3          46  3083          \n",
-       "4          44  4758          \n",
-       "...       ...   ...     ...  \n",
-       "8751       47  3327          \n",
-       "8752       48  7119          \n",
-       "8753       53  2156          \n",
-       "8754       48  7461          \n",
-       "8755       52  4278          \n",
-       "\n",
-       "[8756 rows x 17 columns]"
+       "Signatur                                                                                                                                                                                                                                                                           BE.10.T.5-29.(Vol.1)\n",
+       "Barcode                                                                                                                                                                                                                                                                                     +Z206393507\n",
+       "Titel                                                                                    Le Mercure françois ; ou, la suitte de l'histoire de la paix, Commençant l'an M. DC. V. pour suitte du Septenaire du D. Cayer, et finissant au Sacre du Tres-Chrestien Roy de France et de Navarre, Louys XIII\n",
+       "Autor                                                                                                                                                                                                                                                                                               NaN\n",
+       "Mitwirkender                                                                                                                                                                                                                                              Richer, Jean; Renaudot, Théophraste 1586-1653\n",
+       "Anfang Veröffentlichungsdatum                                                                                                                                                                                                                                                                    1611.0\n",
+       "Ende Veröffentlichungsdatum                                                                                                                                                                                                                                                                      1648.0\n",
+       "Veröffentlichungsdatum                                                                                                                                                                                                                                                                        1611-1648\n",
+       "Veröffentlichungsort                                                                                                                                                                                                                                                                              Paris\n",
+       "Veröffentlichungsort (normiert)                                                                                                                                                                                                                                                                     NaN\n",
+       "Sprache                                                                                                                                                                                                                                                                                          French\n",
+       "Schlagwörter                                                                                                                                                                                                                                                    Frankreich; Zeitung; Französisch; Paris\n",
+       "Schlagwörter (mit GND)             Frankreich$Dg--(DE-588)4018145-5;Zeitung$Af;AT-OBV--ONB-AK;Paris$Dg--(DE-588)4044660-8;Zeitung$Af;AT-OBV--ONB-AK;Zeitung$Af;Französisch$Ds--(DE-588)4113615-9;AT-OBV--ONB-AK;Zeitung$Af;Französisch$Ds--(DE-588)4113615-9;Paris$Dg--(DE-588)4044660-8;AT-OBV--ONB-AK\n",
+       "Vorbesitzer                                                                                                                                                                                                                                                                                         NaN\n",
+       "Typ                                                                                                                                                                                                                                                                                                 NaN\n",
+       "Bemerkungen                                                                                                                                                                                                                                                                                         NaN\n",
+       "Gültiger Barcode                                                                                                                                                                                                                                                                             Z206393507\n",
+       "Dateiname                                                                                                                                                                                                                                                                       Z206393507_00000001.jpg\n",
+       "Wappenklassifizierung                                                                                                                                                                                                                                                                                 N\n",
+       "p_A                                                                                                                                                                                                                                                                                            0.011214\n",
+       "p_B                                                                                                                                                                                                                                                                                            0.003444\n",
+       "p_C                                                                                                                                                                                                                                                                                            0.004838\n",
+       "p_N                                                                                                                                                                                                                                                                                            0.980504\n",
+       "Farbklassifizierung                                                                                                                                                                                                                                                                                 NaN\n",
+       "p_blue                                                                                                                                                                                                                                                                                              NaN\n",
+       "p_red                                                                                                                                                                                                                                                                                               NaN\n",
+       "p_yellow                                                                                                                                                                                                                                                                                            NaN\n",
+       "Name: 3132, dtype: object"
       ]
      },
-     "execution_count": 709,
+     "execution_count": 69,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
+   "source": [
+    "BE_entry = BE_manual.loc[3132]\n",
+    "print(BE_entry['Signatur'])\n",
+    "print(BE_entry['Barcode'])\n",
+    "print(BE_entry['Titel'])\n",
+    "print(BE_entry['Autor'])\n",
+    "print(BE_entry['Veröffentlichungsort'])\n",
+    "print(BE_entry['Veröffentlichungsdatum'])\n",
+    "print(BE_entry['Wappenklassifizierung'])\n",
+    "BE_entry"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a499f1aa-20d8-4e5c-9386-abd2b7023974",
+   "metadata": {},
+   "source": [
+    "# Create Matching data\n",
+    "\n",
+    "## Match from existing catalogue data for BE signatures. Combine author (+ printer etc), title, year and place and try to match it with an entry in the handwritten catalogue."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f5388945-7294-420a-a524-c3372e3c761d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
    "source": [
     "better_matches = []\n",
     "scorer = thefuzz.fuzz.token_set_ratio\n",
@@ -1630,395 +757,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 710,
+   "execution_count": null,
    "id": "e0f42259-6df9-4e3b-80e1-1dbe4642545c",
    "metadata": {
     "tags": []
    },
-   "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>input</th>\n",
-       "      <th>input_id</th>\n",
-       "      <th>match_1</th>\n",
-       "      <th>id_1</th>\n",
-       "      <th>match_2</th>\n",
-       "      <th>id_2</th>\n",
-       "      <th>match_3</th>\n",
-       "      <th>id_3</th>\n",
-       "      <th>match_4</th>\n",
-       "      <th>id_4</th>\n",
-       "      <th>match_5</th>\n",
-       "      <th>id_5</th>\n",
-       "      <th>control</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Gosudarstvennyj Antiquites du Bosphore Cimmerien conservees au Musee Imperial de l'Ermitage Drevnosti Bosfora Kimmerijskago St. Petersburg</td>\n",
-       "      <td>2</td>\n",
-       "      <td>Conferences de Charles le Brun sur l'Expression generale &amp; particulieres des Passions avec des figures gravees par Picart 12° Amsterd 1713 Bern Picart</td>\n",
-       "      <td>2282</td>\n",
-       "      <td>Thresor des Antiquites Gauloises &amp; Françoises &amp; de beaucoup de mots de la Langue Thyoise ou Theut franq par P Borel Paris 1655 aug Courbe n 1058</td>\n",
-       "      <td>2580</td>\n",
-       "      <td>Les Cesars de l'Empereur Iulien trad du grec par Spanheim avec des remarques &amp; des preuves illustrees par les Medailles &amp; autres Anc Monumens Paris 1683 Thierry n 1425</td>\n",
-       "      <td>4697</td>\n",
-       "      <td>Le Cabinet de la Bibliotheque de Ste Genevieve de Paris contenant plusieurs Antiquites &amp; choses curicus avec l'Explication par le P Claude du Molinet grand Pap Paris 1692 Dezallier n 913</td>\n",
-       "      <td>7836</td>\n",
-       "      <td>de Groot Antoine Description des rejouissances faites a la Haye a l'occasion du couronnement de sa Majeste Imperiale François 1 a la Haye 1747 CCXX*</td>\n",
-       "      <td>8213</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Bellori Columna Cochlis M Aurelio Antonio Augusto dicata Roma 1704</td>\n",
-       "      <td>6</td>\n",
-       "      <td>Columna Cochlis seu Antoniana vide Imagines Romae</td>\n",
-       "      <td>7950</td>\n",
-       "      <td>Historia destructionis Trojae Guid de Columna autore Argentorati 1486 n 2347 LIII O 11*</td>\n",
-       "      <td>5644</td>\n",
-       "      <td>Breviarium Romanum antiquum cum Hymnario 2 Ms in 8 n CCXXII</td>\n",
-       "      <td>9047</td>\n",
-       "      <td>Le opere di Nicolo Machiavelli in V Parti divise in Roma 1550 antonio de Blado n 1283</td>\n",
-       "      <td>1126</td>\n",
-       "      <td>Variorum autorum Commentarij de Rebus a Carolo V Caesare Augusto in Africa gestis Antuerpiae 1554 Ioan Bellerus</td>\n",
-       "      <td>7590</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Maffei Raccolta Di Statve Antiche E Moderne Data In Lvce Sotto I Gloriosi Avspicj Della Santita Di NS Papa Clemente XI Roma 1704</td>\n",
-       "      <td>8</td>\n",
-       "      <td>Raccolta di Statue antiche e moderne date in luce da Domenico de Rossi colla Sposizione a ciascuna Imagine da Paolo Aless Maffei in fol carta grande in Rom 1704 n CCLII</td>\n",
-       "      <td>9260</td>\n",
-       "      <td>I Vestigi dell'antichita di Roma raccolti &amp; ritratti in perspettiva da Stefano du Perrac oblong in Roma 1575 Lorenzo della Vacheria</td>\n",
-       "      <td>7933</td>\n",
-       "      <td>Raccolta di Statue antiche vide Imagines Romae</td>\n",
-       "      <td>7959</td>\n",
-       "      <td>Iscrizioni Antiche trovate e raccolte tra le Rovine delle IV principali Colonie Romane della Transilvania dal Conte Gios Ariosti e condotte in Vienna l'anno 1723 Ms n CLXXXIII</td>\n",
-       "      <td>8990</td>\n",
-       "      <td>Le Antichita della Citta di Roma raccolte da diversi antichi e moderni Scrittori da Bernardo Gamucci di S Gimignano in Vinegia 1588 Giov Varisco n 2173</td>\n",
-       "      <td>7849</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Lothar Hof-Burgtheater 1848-1898 Wien</td>\n",
-       "      <td>22</td>\n",
-       "      <td>Poesies heroiques du S Tristan l'Hermite Paris 1648 n 1894</td>\n",
-       "      <td>3240</td>\n",
-       "      <td>Idem Franof 1685 n 1488</td>\n",
-       "      <td>5219</td>\n",
-       "      <td>Eadem Historia Londini 1646 n 1911</td>\n",
-       "      <td>7233</td>\n",
-       "      <td>Architectura Leonis Baptistae Alberti Florentiae 1485 n 2329</td>\n",
-       "      <td>2371</td>\n",
-       "      <td>Eorumd Satyrae cum Varior notis 8° L Bat 1658 Hackius n 748</td>\n",
-       "      <td>3083</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Stern Hof-Operntheater 1848-1898</td>\n",
-       "      <td>23</td>\n",
-       "      <td>Idem Franof 1685 n 1488</td>\n",
-       "      <td>5219</td>\n",
-       "      <td>Poesies heroiques du S Tristan l'Hermite Paris 1648 n 1894</td>\n",
-       "      <td>3240</td>\n",
-       "      <td>de Vtino Leon Sermones Spirae 1479 Petr Drach n 2119</td>\n",
-       "      <td>448</td>\n",
-       "      <td>Waltherij pollitische welt=liebe 1725 n 1886</td>\n",
-       "      <td>4276</td>\n",
-       "      <td>Henry Scheurleer n 1669</td>\n",
-       "      <td>4758</td>\n",
-       "      <td></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",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8751</th>\n",
-       "      <td>Firmicus Manuzio Mathesis Mit Widmungsbrief an Kardinal Ippolito d'Este Ferrara 1497 hrsg von Pescennius Franciscus Niger Mit Brief an Herzog Guidobaldo da Montefeltro Venedig 17101499 von Aldus Manutius  Manilius Marcus Astronomicon Mit Vita des Autors - Germanicus Iulius Caesar Phaenomena Arati cum commento Mit Vita Arati von Aldus Manutius - Cicero Marcus Tullius Aratea - Avienus Rufius Festus Phaenomena Arati - Aratus Phaenomena &lt;griech&gt; Mit griech Kommentar von Theon - Proclus Sphaera &lt;griech lat&gt; Aus dem Griech übers und mit Vorwort an Arthur Prince of Wales von Thomas Linacer Mit Brief an Albertus Pius Venedig 14101499 von Aldus Manutius und an Manutius London 278[1499] von Guilelmus Grocinus Mit Privileg Venedig 1499</td>\n",
-       "      <td>22637</td>\n",
-       "      <td>Astronomici Veteres nempe Iulij Firmici Astronom Libri VIII M Manilij Astronom Libri V Arati Phaenomena Germanico Caes interprete cum comment &amp; Imag Arati Phaenomenon Fragmentum M T Cicerone interprete Arati Phaenomena Rufo Festo Avienio paraphraste ac Ejusd Phaenomena graece cum Theonis comment accedit Proeli Diadochi Sphaera graece cum Thomae Linacri interpretatione Venetiis 1499 Aldus n 2296</td>\n",
-       "      <td>2034</td>\n",
-       "      <td>Il Libro chiamato la prima guerra Punica tra' Romani e Cartaginesi composto in lingua latina poi in materna da Leonardo Aretino insieme con altre opere cioe Le Epistole di Phalaride tradotte dal greco dal medesimo Aretino e dal latino in volgare da Bartolomeo Fontio Baptistae de Albertis opus in Amoris remedio utilissimum e gli Amori d'Hyppolito de' Bondalmonti e di Lionora de' Baldi che han fatto l'Vnione di queste due case 1471 Senza'l luogo dell'Impressione n 2319 V in folo LIII F 9*</td>\n",
-       "      <td>5811</td>\n",
-       "      <td>Io Bodini De Rep libri VI latine Paris 1586 du Puis n 357 Gravamina Germanicae Nationis cum remedijs et avisamentis ad Caesaream Majestatem Selestadij 1518 adlig Buschij Herm In acerbum Ioan Murmellij obitum epicedion Colon 1517 v S Ejusdem de Novaquilae Comitis Guilhelmi obitu Vesaliae S A Coccini Mich De Imperij a Graecis ad Germanos translatione opusculum Item de Francorum origine ac de duplici Francia de Corona Imperij Argentor 1506 n 1824 V in 4to</td>\n",
-       "      <td>1097</td>\n",
-       "      <td>Vn Livre de Prieres in 8° Mss sur velain en beaux Caracteres gothiques avec de tres belles miniatures &amp; des Ornemens a chaque Page Il paroit que ce Livre a appartenu a l'Empereur Charles VI y ayant deux Lignes de son Ecriture au bas d'une page Vn Livre de Prieres in 8° Mss sur velain en Caracteres 15 gothiques avec grand nombre de belles miniatures &amp; des Ornemens autour des Pages Ce Livre a appartenu a Made Marguerite Epouse de Philippe le Hardy Vn Livre de Prieres in 8° Ms sur velain en Caracteres 16 gothiques avec des Miniatures &amp; des Ornemens autour des Pages n CCXXVII Vn Livre de Prieres in 8° Ms sur velain intitule Horae 17 B Mariae Virginis in vsum Parisiensem en caract gothiques avec de belles miniatures Vn Livre de Prieres in 8° Ms sur velain intitule 18 Horae B Mariae Virginis ad Vsum Monasterij S Petri Latigniacensis en caracteres gothiques avec des Miniatures</td>\n",
-       "      <td>9055</td>\n",
-       "      <td>Recueil de Poesies de differens Autheurs sur Velain avec des miniatures savoir les trois Contes de Cupido &amp; d'Atropos dont le premier est de Seraphin Poete Italien &amp; les deux autres de Iean le Maire Les Epitaphes d Hector &amp; d'Achile avec le Iugement d'Alexandre le Grand par Georges Chastelain dit L'Avanturier Le Temple de Mars par Jean Molinet avec plusieurs Chants Royaux Ballades Rondeaux Epitres &amp; l'apparition du Marechal de Chabannes par Guill Cretin 8° Paris 1527 Galyot du Pre n 1174</td>\n",
-       "      <td>3327</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8752</th>\n",
-       "      <td>Koberger Biblia Mit Postilla litteralis von Nicolaus de Lyra Expositiones prologorum von Guilelmus Brito Additiones ad Postillam Nicolai de Lyra von Paulus Burgensis und Replicae contra Burgensem von Matthias Doering  Nicolaus de Lyra Contra perfidiam Judaeorum Probatio incarnationis divinae personae Nürnberg 1485</td>\n",
-       "      <td>22638</td>\n",
-       "      <td>Biblia Sacra Latina cum Commentar seu Postillis Nicolai de Lyra &amp; cum additionibus Pauli Burgens Episcopi ac Replicis Matthiae Dorinck 4 Volum Norimbergae 1485 Ant Koberger n 2154</td>\n",
-       "      <td>9</td>\n",
-       "      <td>de Lyra Nicolai Tractatus de discrepantia versionis suae ab hebraica Littera Veteris Festamenti anno 1420 completus a Bartholomaeo Politz accedit Ejusdem Nic de Lyra Responsum ad quemdam Iudaeum ex verbis Evangelij Matthaei contra Christum nequiter arguentem Codex Ms in Membranis hactenus ineditus n LIII</td>\n",
-       "      <td>8782</td>\n",
-       "      <td>Guimenij Amadaei Matthaei de Moya S I opusculum Singularia fere universae Theologiae Moralis contin adversus quorumdam expostulationes contra nonnull Iesuitarum opiniones morales 12° Colon 1665 Kinckius n 435</td>\n",
-       "      <td>467</td>\n",
-       "      <td>Francisci assisiatens &amp; Antonij Paduani SS opera cum postillis expositione Mystica in S Scripturam &amp; in Eamd concordia morali a R P Ioanne de la Haye edita charta M Paris 1641 Car Rouillard n 28</td>\n",
-       "      <td>441</td>\n",
-       "      <td>Discurso contra el intitulado Hauberto Hispalense cuyos apocryphos Libros Saco a Luz Gregorio de Argaiz en un Libro que intitulo Problacion Ecclesiast de España y notitia de sus primeras Honras por Andres Garcia de Molina en Madrid 1669 en la Emprenta Real n 257</td>\n",
-       "      <td>7119</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8753</th>\n",
-       "      <td>Brant Jean La nef des fols du monde Aus dem Lat des Jakob Locher übers von Pierre Riviere Mit Vorreden des Übersetzers und von Jakob Locher sowie metrischem \"Prolude\" Paris 1497</td>\n",
-       "      <td>22639</td>\n",
-       "      <td>Explication des Prieres &amp; Ceremonies de la Messe par le P Pierre le Brun 8° 4 Vol Paris 1726 la veuve de Laulne n 217</td>\n",
-       "      <td>429</td>\n",
-       "      <td>L'Eneide du meme trad en vers françois par Pierre Perrin avec le Latin a coote des remarques &amp; des figures 2 Vol Paris 1648 &amp; 58 Pierre Moreau &amp; I Paslee n 1118</td>\n",
-       "      <td>2940</td>\n",
-       "      <td>Les Regnars traversans les perilleuses voyes des folles fiances du Monde par Seb Brandt Paris Sans l'annee ant Verard n 2370 V in fol</td>\n",
-       "      <td>3214</td>\n",
-       "      <td>903 La Nef des Fols du monde trad de l'allemand de Sebast Brandt en vers françois avec fig Paris 1497 I Philip man Stener &amp; Geoffroy de Marnef n 2308</td>\n",
-       "      <td>3198</td>\n",
-       "      <td>des Entreprises &amp; Ruses de Guerre par le meme trad de l'Italien par Lancelot du Voesin S de la Popeliniere Paris 1571 Nicol Chesneau n 960</td>\n",
-       "      <td>2156</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8754</th>\n",
-       "      <td>Manuzio Thesaurus Cornu copiae et Horti Adonidis &lt;griech&gt; Mit lat und griech Brief an Guarinus Favorinus von Angelus Politianus bzw von Scipione Fortiguerra Mit griech Gedichten von Angelus Politianus Aristobulos Apostolides Scipione Fortiguerra und Aldus Manutius Mit lat Brief an die Gelehrten hrsg von Aldus Manutius unter Mitarbeit von Urbanus Bolzanius Venedig 1496</td>\n",
-       "      <td>22640</td>\n",
-       "      <td>Thesaurus Cornucopiae ac Horti Adonidis graece Venetiis 1496 Aldus n 2179</td>\n",
-       "      <td>2500</td>\n",
-       "      <td>Descriptio historica Constantinopolit Ablegationis ad mandatum Caes Majestatis Caroli VI a Damiano Hugone de Virmonds susceptae cum notitia de Turcarum Relig ac Politica autore Gerardo Cornel de Driesch germanice cum fig Norimb 1723 conrad Monath n 163 et latine n 1752</td>\n",
-       "      <td>1155</td>\n",
-       "      <td>Memoires &amp; Instructions pour les Ambassadeurs par Walsingham avec les maximes Politiques de ce Ministre &amp; des remarques fur les princip Ministres &amp; Favoris de la Reyne Elizabeth trad de l'anglois amsterd 1700 Georg Galet n 154</td>\n",
-       "      <td>1151</td>\n",
-       "      <td>Genealogie des Forestiers &amp; Comtes de Flandres avec leurs Portraits &amp; une brieve Histoire de leurs Vie recueillie des plus anciennes &amp; veritables Chroniques par Corneille Martin Anvers 1612 Plantin n 1344 Idem opus par Pierre Balthasar Anvers 1598 Vrints n 2023</td>\n",
-       "      <td>7779</td>\n",
-       "      <td>Histoire de la decadence de l'Empire Grec &amp; de l'Etablissement de celuy des Turcs par Chalcondyle traduite par Blaise de Vigenere avec la continuat depuis la Ruine du Peloponese jusqu'apresent par Artus Thomas S d'Embry 2 Vol Paris 1620 L'angelier n 1985</td>\n",
-       "      <td>7461</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8755</th>\n",
-       "      <td>Terentius Zarotto Comoediae  Francesco Petrarca Vita Terentii Mailand 1476</td>\n",
-       "      <td>22641</td>\n",
-       "      <td>Le Vite de' Pontefici con quelle de gl'Imperatori da Francesco Petrarca in Fiorenza 1476 n 2341</td>\n",
-       "      <td>5399</td>\n",
-       "      <td>Terentij Publ Comoediae 12° Venetiis 1541 Aldus n 721</td>\n",
-       "      <td>2989</td>\n",
-       "      <td>Le opere di Francesco Petrarca 8° antica edizione Senza'l luogo e l'Anno n 761</td>\n",
-       "      <td>3675</td>\n",
-       "      <td>Ejusdem Comoediae Mediolani 1476 An Za n 2336</td>\n",
-       "      <td>2878</td>\n",
-       "      <td>Disinganni overo la vita del Solitario felice di Francesco Bogliano Milano S A n 2736</td>\n",
-       "      <td>4278</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8756 rows × 13 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                input   \n",
-       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         Gosudarstvennyj Antiquites du Bosphore Cimmerien conservees au Musee Imperial de l'Ermitage Drevnosti Bosfora Kimmerijskago St. Petersburg   \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 Bellori Columna Cochlis M Aurelio Antonio Augusto dicata Roma 1704    \n",
-       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Maffei Raccolta Di Statve Antiche E Moderne Data In Lvce Sotto I Gloriosi Avspicj Della Santita Di NS Papa Clemente XI Roma 1704    \n",
-       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Lothar Hof-Burgtheater 1848-1898 Wien    \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Stern Hof-Operntheater 1848-1898    \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               ...   \n",
-       "8751  Firmicus Manuzio Mathesis Mit Widmungsbrief an Kardinal Ippolito d'Este Ferrara 1497 hrsg von Pescennius Franciscus Niger Mit Brief an Herzog Guidobaldo da Montefeltro Venedig 17101499 von Aldus Manutius  Manilius Marcus Astronomicon Mit Vita des Autors - Germanicus Iulius Caesar Phaenomena Arati cum commento Mit Vita Arati von Aldus Manutius - Cicero Marcus Tullius Aratea - Avienus Rufius Festus Phaenomena Arati - Aratus Phaenomena <griech> Mit griech Kommentar von Theon - Proclus Sphaera <griech lat> Aus dem Griech übers und mit Vorwort an Arthur Prince of Wales von Thomas Linacer Mit Brief an Albertus Pius Venedig 14101499 von Aldus Manutius und an Manutius London 278[1499] von Guilelmus Grocinus Mit Privileg Venedig 1499    \n",
-       "8752                                                                                                                                                                                                                                                                                                                                                                                                                                     Koberger Biblia Mit Postilla litteralis von Nicolaus de Lyra Expositiones prologorum von Guilelmus Brito Additiones ad Postillam Nicolai de Lyra von Paulus Burgensis und Replicae contra Burgensem von Matthias Doering  Nicolaus de Lyra Contra perfidiam Judaeorum Probatio incarnationis divinae personae Nürnberg 1485    \n",
-       "8753                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Brant Jean La nef des fols du monde Aus dem Lat des Jakob Locher übers von Pierre Riviere Mit Vorreden des Übersetzers und von Jakob Locher sowie metrischem \"Prolude\" Paris 1497    \n",
-       "8754                                                                                                                                                                                                                                                                                                                                                                              Manuzio Thesaurus Cornu copiae et Horti Adonidis <griech> Mit lat und griech Brief an Guarinus Favorinus von Angelus Politianus bzw von Scipione Fortiguerra Mit griech Gedichten von Angelus Politianus Aristobulos Apostolides Scipione Fortiguerra und Aldus Manutius Mit lat Brief an die Gelehrten hrsg von Aldus Manutius unter Mitarbeit von Urbanus Bolzanius Venedig 1496    \n",
-       "8755                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Terentius Zarotto Comoediae  Francesco Petrarca Vita Terentii Mailand 1476    \n",
-       "\n",
-       "      input_id   \n",
-       "0            2  \\\n",
-       "1            6   \n",
-       "2            8   \n",
-       "3           22   \n",
-       "4           23   \n",
-       "...        ...   \n",
-       "8751     22637   \n",
-       "8752     22638   \n",
-       "8753     22639   \n",
-       "8754     22640   \n",
-       "8755     22641   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                            match_1   \n",
-       "0                                                                                                                                                                                                                                                            Conferences de Charles le Brun sur l'Expression generale & particulieres des Passions avec des figures gravees par Picart 12° Amsterd 1713 Bern Picart  \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                 Columna Cochlis seu Antoniana vide Imagines Romae   \n",
-       "2                                                                                                                                                                                                                                          Raccolta di Statue antiche e moderne date in luce da Domenico de Rossi colla Sposizione a ciascuna Imagine da Paolo Aless Maffei in fol carta grande in Rom 1704 n CCLII   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                        Poesies heroiques du S Tristan l'Hermite Paris 1648 n 1894   \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                           Idem Franof 1685 n 1488   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                             ...   \n",
-       "8751  Astronomici Veteres nempe Iulij Firmici Astronom Libri VIII M Manilij Astronom Libri V Arati Phaenomena Germanico Caes interprete cum comment & Imag Arati Phaenomenon Fragmentum M T Cicerone interprete Arati Phaenomena Rufo Festo Avienio paraphraste ac Ejusd Phaenomena graece cum Theonis comment accedit Proeli Diadochi Sphaera graece cum Thomae Linacri interpretatione Venetiis 1499 Aldus n 2296   \n",
-       "8752                                                                                                                                                                                                                            Biblia Sacra Latina cum Commentar seu Postillis Nicolai de Lyra & cum additionibus Pauli Burgens Episcopi ac Replicis Matthiae Dorinck 4 Volum Norimbergae 1485 Ant Koberger n 2154   \n",
-       "8753                                                                                                                                                                                                                                                                                          Explication des Prieres & Ceremonies de la Messe par le P Pierre le Brun 8° 4 Vol Paris 1726 la veuve de Laulne n 217   \n",
-       "8754                                                                                                                                                                                                                                                                                                                                      Thesaurus Cornucopiae ac Horti Adonidis graece Venetiis 1496 Aldus n 2179   \n",
-       "8755                                                                                                                                                                                                                                                                                                                Le Vite de' Pontefici con quelle de gl'Imperatori da Francesco Petrarca in Fiorenza 1476 n 2341   \n",
-       "\n",
-       "      id_1   \n",
-       "0     2282  \\\n",
-       "1     7950   \n",
-       "2     9260   \n",
-       "3     3240   \n",
-       "4     5219   \n",
-       "...    ...   \n",
-       "8751  2034   \n",
-       "8752     9   \n",
-       "8753   429   \n",
-       "8754  2500   \n",
-       "8755  5399   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          match_2   \n",
-       "0                                                                                                                                                                                                                                                                                                                                                                Thresor des Antiquites Gauloises & Françoises & de beaucoup de mots de la Langue Thyoise ou Theut franq par P Borel Paris 1655 aug Courbe n 1058  \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                                                                         Historia destructionis Trojae Guid de Columna autore Argentorati 1486 n 2347 LIII O 11*   \n",
-       "2                                                                                                                                                                                                                                                                                                                                                                             I Vestigi dell'antichita di Roma raccolti & ritratti in perspettiva da Stefano du Perrac oblong in Roma 1575 Lorenzo della Vacheria   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         Idem Franof 1685 n 1488   \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                      Poesies heroiques du S Tristan l'Hermite Paris 1648 n 1894   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           ...   \n",
-       "8751  Il Libro chiamato la prima guerra Punica tra' Romani e Cartaginesi composto in lingua latina poi in materna da Leonardo Aretino insieme con altre opere cioe Le Epistole di Phalaride tradotte dal greco dal medesimo Aretino e dal latino in volgare da Bartolomeo Fontio Baptistae de Albertis opus in Amoris remedio utilissimum e gli Amori d'Hyppolito de' Bondalmonti e di Lionora de' Baldi che han fatto l'Vnione di queste due case 1471 Senza'l luogo dell'Impressione n 2319 V in folo LIII F 9*   \n",
-       "8752                                                                                                                                                                                            de Lyra Nicolai Tractatus de discrepantia versionis suae ab hebraica Littera Veteris Festamenti anno 1420 completus a Bartholomaeo Politz accedit Ejusdem Nic de Lyra Responsum ad quemdam Iudaeum ex verbis Evangelij Matthaei contra Christum nequiter arguentem Codex Ms in Membranis hactenus ineditus n LIII   \n",
-       "8753                                                                                                                                                                                                                                                                                                                                             L'Eneide du meme trad en vers françois par Pierre Perrin avec le Latin a coote des remarques & des figures 2 Vol Paris 1648 & 58 Pierre Moreau & I Paslee n 1118   \n",
-       "8754                                                                                                                                                                                                                                Descriptio historica Constantinopolit Ablegationis ad mandatum Caes Majestatis Caroli VI a Damiano Hugone de Virmonds susceptae cum notitia de Turcarum Relig ac Politica autore Gerardo Cornel de Driesch germanice cum fig Norimb 1723 conrad Monath n 163 et latine n 1752   \n",
-       "8755                                                                                                                                                                                                                                                                                                                                                                                                                                                        Terentij Publ Comoediae 12° Venetiis 1541 Aldus n 721   \n",
-       "\n",
-       "      id_2   \n",
-       "0     2580  \\\n",
-       "1     5644   \n",
-       "2     7933   \n",
-       "3     5219   \n",
-       "4     3240   \n",
-       "...    ...   \n",
-       "8751  5811   \n",
-       "8752  8782   \n",
-       "8753  2940   \n",
-       "8754  1155   \n",
-       "8755  2989   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                       match_3   \n",
-       "0                                                                                                                                                                                                                                                                                                      Les Cesars de l'Empereur Iulien trad du grec par Spanheim avec des remarques & des preuves illustrees par les Medailles & autres Anc Monumens Paris 1683 Thierry n 1425  \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                                                                  Breviarium Romanum antiquum cum Hymnario 2 Ms in 8 n CCXXII   \n",
-       "2                                                                                                                                                                                                                                                                                                                                                                                                                               Raccolta di Statue antiche vide Imagines Romae   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                                                                                                           Eadem Historia Londini 1646 n 1911   \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                                                         de Vtino Leon Sermones Spirae 1479 Petr Drach n 2119   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                        ...   \n",
-       "8751  Io Bodini De Rep libri VI latine Paris 1586 du Puis n 357 Gravamina Germanicae Nationis cum remedijs et avisamentis ad Caesaream Majestatem Selestadij 1518 adlig Buschij Herm In acerbum Ioan Murmellij obitum epicedion Colon 1517 v S Ejusdem de Novaquilae Comitis Guilhelmi obitu Vesaliae S A Coccini Mich De Imperij a Graecis ad Germanos translatione opusculum Item de Francorum origine ac de duplici Francia de Corona Imperij Argentor 1506 n 1824 V in 4to   \n",
-       "8752                                                                                                                                                                                                                                                          Guimenij Amadaei Matthaei de Moya S I opusculum Singularia fere universae Theologiae Moralis contin adversus quorumdam expostulationes contra nonnull Iesuitarum opiniones morales 12° Colon 1665 Kinckius n 435   \n",
-       "8753                                                                                                                                                                                                                                                                                                                                     Les Regnars traversans les perilleuses voyes des folles fiances du Monde par Seb Brandt Paris Sans l'annee ant Verard n 2370 V in fol   \n",
-       "8754                                                                                                                                                                                                                                        Memoires & Instructions pour les Ambassadeurs par Walsingham avec les maximes Politiques de ce Ministre & des remarques fur les princip Ministres & Favoris de la Reyne Elizabeth trad de l'anglois amsterd 1700 Georg Galet n 154   \n",
-       "8755                                                                                                                                                                                                                                                                                                                                                                                            Le opere di Francesco Petrarca 8° antica edizione Senza'l luogo e l'Anno n 761   \n",
-       "\n",
-       "      id_3   \n",
-       "0     4697  \\\n",
-       "1     9047   \n",
-       "2     7959   \n",
-       "3     7233   \n",
-       "4      448   \n",
-       "...    ...   \n",
-       "8751  1097   \n",
-       "8752   467   \n",
-       "8753  3214   \n",
-       "8754  1151   \n",
-       "8755  3675   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 match_4   \n",
-       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Le Cabinet de la Bibliotheque de Ste Genevieve de Paris contenant plusieurs Antiquites & choses curicus avec l'Explication par le P Claude du Molinet grand Pap Paris 1692 Dezallier n 913  \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Le opere di Nicolo Machiavelli in V Parti divise in Roma 1550 antonio de Blado n 1283   \n",
-       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Iscrizioni Antiche trovate e raccolte tra le Rovine delle IV principali Colonie Romane della Transilvania dal Conte Gios Ariosti e condotte in Vienna l'anno 1723 Ms n CLXXXIII   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Architectura Leonis Baptistae Alberti Florentiae 1485 n 2329   \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Waltherij pollitische welt=liebe 1725 n 1886   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ...   \n",
-       "8751  Vn Livre de Prieres in 8° Mss sur velain en beaux Caracteres gothiques avec de tres belles miniatures & des Ornemens a chaque Page Il paroit que ce Livre a appartenu a l'Empereur Charles VI y ayant deux Lignes de son Ecriture au bas d'une page Vn Livre de Prieres in 8° Mss sur velain en Caracteres 15 gothiques avec grand nombre de belles miniatures & des Ornemens autour des Pages Ce Livre a appartenu a Made Marguerite Epouse de Philippe le Hardy Vn Livre de Prieres in 8° Ms sur velain en Caracteres 16 gothiques avec des Miniatures & des Ornemens autour des Pages n CCXXVII Vn Livre de Prieres in 8° Ms sur velain intitule Horae 17 B Mariae Virginis in vsum Parisiensem en caract gothiques avec de belles miniatures Vn Livre de Prieres in 8° Ms sur velain intitule 18 Horae B Mariae Virginis ad Vsum Monasterij S Petri Latigniacensis en caracteres gothiques avec des Miniatures   \n",
-       "8752                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Francisci assisiatens & Antonij Paduani SS opera cum postillis expositione Mystica in S Scripturam & in Eamd concordia morali a R P Ioanne de la Haye edita charta M Paris 1641 Car Rouillard n 28   \n",
-       "8753                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               903 La Nef des Fols du monde trad de l'allemand de Sebast Brandt en vers françois avec fig Paris 1497 I Philip man Stener & Geoffroy de Marnef n 2308   \n",
-       "8754                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Genealogie des Forestiers & Comtes de Flandres avec leurs Portraits & une brieve Histoire de leurs Vie recueillie des plus anciennes & veritables Chroniques par Corneille Martin Anvers 1612 Plantin n 1344 Idem opus par Pierre Balthasar Anvers 1598 Vrints n 2023   \n",
-       "8755                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Ejusdem Comoediae Mediolani 1476 An Za n 2336   \n",
-       "\n",
-       "      id_4   \n",
-       "0     7836  \\\n",
-       "1     1126   \n",
-       "2     8990   \n",
-       "3     2371   \n",
-       "4     4276   \n",
-       "...    ...   \n",
-       "8751  9055   \n",
-       "8752   441   \n",
-       "8753  3198   \n",
-       "8754  7779   \n",
-       "8755  2878   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           match_5   \n",
-       "0                                                                                                                                                                                                                                                                                                                                                             de Groot Antoine Description des rejouissances faites a la Haye a l'occasion du couronnement de sa Majeste Imperiale François 1 a la Haye 1747 CCXX*  \\\n",
-       "1                                                                                                                                                                                                                                                                                                                                                                                                  Variorum autorum Commentarij de Rebus a Carolo V Caesare Augusto in Africa gestis Antuerpiae 1554 Ioan Bellerus   \n",
-       "2                                                                                                                                                                                                                                                                                                                                                          Le Antichita della Citta di Roma raccolte da diversi antichi e moderni Scrittori da Bernardo Gamucci di S Gimignano in Vinegia 1588 Giov Varisco n 2173   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                      Eorumd Satyrae cum Varior notis 8° L Bat 1658 Hackius n 748   \n",
-       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Henry Scheurleer n 1669   \n",
-       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            ...   \n",
-       "8751  Recueil de Poesies de differens Autheurs sur Velain avec des miniatures savoir les trois Contes de Cupido & d'Atropos dont le premier est de Seraphin Poete Italien & les deux autres de Iean le Maire Les Epitaphes d Hector & d'Achile avec le Iugement d'Alexandre le Grand par Georges Chastelain dit L'Avanturier Le Temple de Mars par Jean Molinet avec plusieurs Chants Royaux Ballades Rondeaux Epitres & l'apparition du Marechal de Chabannes par Guill Cretin 8° Paris 1527 Galyot du Pre n 1174   \n",
-       "8752                                                                                                                                                                                                                                        Discurso contra el intitulado Hauberto Hispalense cuyos apocryphos Libros Saco a Luz Gregorio de Argaiz en un Libro que intitulo Problacion Ecclesiast de España y notitia de sus primeras Honras por Andres Garcia de Molina en Madrid 1669 en la Emprenta Real n 257   \n",
-       "8753                                                                                                                                                                                                                                                                                                                                                                    des Entreprises & Ruses de Guerre par le meme trad de l'Italien par Lancelot du Voesin S de la Popeliniere Paris 1571 Nicol Chesneau n 960   \n",
-       "8754                                                                                                                                                                                                                                                Histoire de la decadence de l'Empire Grec & de l'Etablissement de celuy des Turcs par Chalcondyle traduite par Blaise de Vigenere avec la continuat depuis la Ruine du Peloponese jusqu'apresent par Artus Thomas S d'Embry 2 Vol Paris 1620 L'angelier n 1985   \n",
-       "8755                                                                                                                                                                                                                                                                                                                                                                                                                         Disinganni overo la vita del Solitario felice di Francesco Bogliano Milano S A n 2736   \n",
-       "\n",
-       "      id_5 control  \n",
-       "0     8213          \n",
-       "1     7590          \n",
-       "2     7849          \n",
-       "3     3083          \n",
-       "4     4758          \n",
-       "...    ...     ...  \n",
-       "8751  3327          \n",
-       "8752  7119          \n",
-       "8753  2156          \n",
-       "8754  7461          \n",
-       "8755  4278          \n",
-       "\n",
-       "[8756 rows x 13 columns]"
-      ]
-     },
-     "execution_count": 710,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "matches_df_no_score = matches_df.drop(['score_1', 'score_2', 'score_3', 'score_4', 'score_5'], axis=1)\n",
     "matches_df_no_score.insert(1, 'input_id', BE_manual.index)\n",
@@ -2832,10 +1576,202 @@
     "keine_BE.to_excel('../Daten/Vorhersagen/Eugeniana aber nicht BE.xlsx', index=None)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "054a6f0d-251d-4cc5-84b9-0d777b7d1f7c",
+   "metadata": {},
+   "source": [
+    "# Analyze manual matching data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "id": "d6efcff5-0393-4835-b673-001e85877f13",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "manual_file_names = [\n",
+    "    'Ausgefüllt_1000.xlsx',\n",
+    "    'Ausgefüllt_2000.xlsx',\n",
+    "    'Ausgefüllt_3000.xlsx',\n",
+    "    'Ausgefüllt_4000.xlsx',\n",
+    "    'Ausgefüllt_5000.xlsx',\n",
+    "    'Ausgefüllt_7000.xlsx',\n",
+    "    'Ausgefüllt_8000.xlsx'\n",
+    "]\n",
+    "\n",
+    "manual_matches_dfs = []\n",
+    "\n",
+    "for fname in manual_file_names:\n",
+    "    df = pd.read_excel(f'../Daten/Katalogabgleich/Ausgefüllt/{fname}')\n",
+    "    manual_matches_dfs.append(df)\n",
+    "\n",
+    "man_matches = pd.concat(manual_matches_dfs, ignore_index=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "id": "7a39c6a7-d81b-4f79-89a0-bafc96411d93",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "has_hw_catalog = man_matches.dropna(subset=['control'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "id": "32d281c0-4015-4913-a5ec-da22c6a9c8ad",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Signatur', 'Barcode', 'Titel', 'Autor', 'Mitwirkender',\n",
+       "       'Anfang Veröffentlichungsdatum', 'Ende Veröffentlichungsdatum',\n",
+       "       'Veröffentlichungsdatum', 'Veröffentlichungsort',\n",
+       "       'Veröffentlichungsort (normiert)', 'Sprache', 'Schlagwörter',\n",
+       "       'Schlagwörter (mit GND)', 'Vorbesitzer', 'Typ', 'Bemerkungen',\n",
+       "       'Gültiger Barcode', 'Dateiname', 'Wappenklassifizierung', 'p_A', 'p_B',\n",
+       "       'p_C', 'p_N', 'Farbklassifizierung', 'p_blue', 'p_red', 'p_yellow',\n",
+       "       'hs. Katalog'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 114,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# volume \tpage number \tcategory \tsubcategory \tformat \thandwritten page number \tentry_ID \tentry \t\n",
+    "BE_df['hs. Katalog'] = 0\n",
+    "\n",
+    "BE_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "id": "0ddd0ffe-3546-43fb-90ff-1d7206af138e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['volume', 'page number', 'category', 'subcategory', 'format',\n",
+       "       'handwritten page number', 'entry_ID', 'entry', 'cleaned entry'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 95,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "entry_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "id": "b8d40359-5eba-49e6-b2a6-3bc37786dd4c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "dod_id = {\n",
+    "    '14.376': 51202, \n",
+    "    '14.377': 51184,\n",
+    "    '14.378': 51219\n",
+    "}\n",
+    "\n",
+    "for i, entry in has_hw_catalog.iterrows():\n",
+    "    man_match = str(entry['control'])\n",
+    "    match_regex = re.compile('\\d{1,4}')\n",
+    "    matches = match_regex.findall(man_match)\n",
+    "    if matches:\n",
+    "        first_match_id = int(matches[0])\n",
+    "        corr_entry = entry_df.loc[first_match_id]\n",
+    "        BE_id = entry['input_id']\n",
+    "        BE_df.at[BE_id, 'hs. Katalog'] = 1\n",
+    "        if '?' not in man_match:\n",
+    "            BE_df.at[BE_id, 'hs. Katalog Konfidenz'] = 'sicher'\n",
+    "        else:\n",
+    "            BE_df.at[BE_id, 'hs. Katalog Konfidenz'] = 'unsicher'\n",
+    "        BE_df.at[BE_id, 'hs. Katalogband'] = str(corr_entry['volume'])\n",
+    "        BE_df.at[BE_id, 'hs. Katalogseite Digitalisat'] = corr_entry['page number']\n",
+    "        BE_df.at[BE_id, 'Wissensklasse'] = corr_entry['category']\n",
+    "        BE_df.at[BE_id, 'Wissensunterklasse'] = corr_entry['subcategory']\n",
+    "        BE_df.at[BE_id, 'Formatangabe'] = corr_entry['format']\n",
+    "        BE_df.at[BE_id, 'hs. Katalogseite Handschrift'] = corr_entry['handwritten page number']\n",
+    "        BE_df.at[BE_id, 'hs. Katalogeintrag ID'] = corr_entry['entry_ID']\n",
+    "        BE_df.at[BE_id, 'hs. Katalogeintrag'] = corr_entry['entry']\n",
+    "        BE_df.at[BE_id, 'hs. Katalog Image URL'] = f\"https://iiif.onb.ac.at/images/DOD/{dod_id[str(corr_entry['volume'])]}/{corr_entry['page number']:08}.jp2/full/full/0/native.jpg\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "4ed3c187-ab7a-419a-8530-386a69143b3d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "BE_df.to_excel('../Daten/Vorhersagen/Katalogauszug, Vorhersagen und hs. Katalogverbindungen.xlsx', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "7f5dabc1-49bf-469a-9abe-c15fa20204ce",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Signatur', 'Barcode', 'Titel', 'Autor', 'Mitwirkender',\n",
+       "       'Anfang Veröffentlichungsdatum', 'Ende Veröffentlichungsdatum',\n",
+       "       'Veröffentlichungsdatum', 'Veröffentlichungsort',\n",
+       "       'Veröffentlichungsort (normiert)', 'Sprache', 'Schlagwörter',\n",
+       "       'Schlagwörter (mit GND)', 'Vorbesitzer', 'Typ', 'Bemerkungen',\n",
+       "       'Gültiger Barcode', 'Dateiname', 'Wappenklassifizierung', 'p_A', 'p_B',\n",
+       "       'p_C', 'p_N', 'Farbklassifizierung', 'p_blue', 'p_red', 'p_yellow',\n",
+       "       'hs. Katalog', 'hs. Katalog Konfidenz', 'hs. Katalogband',\n",
+       "       'hs. Katalogseite Digitalisat', 'Wissensklasse', 'Wissensunterklasse',\n",
+       "       'Formatangabe', 'hs. Katalogseite Handschrift', 'hs. Katalogeintrag ID',\n",
+       "       'hs. Katalogeintrag', 'hs. Katalog Image URL'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 121,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "BE_df.columns"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5ae8a8e9-9dc5-4f8c-b9f3-9144fb85c7ed",
+   "id": "faf71a33-8cbf-4b10-b11d-06a0c170fdee",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -2857,7 +1793,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.10.10"
   }
  },
  "nbformat": 4,