diff --git a/Daten/Vorhersagen/WIP_complete_BE.xlsx b/Daten/Vorhersagen/WIP_complete_BE.xlsx
new file mode 100644
index 0000000000000000000000000000000000000000..2fccd99211ca209864bddc055f445ba5f50ad799
Binary files /dev/null and b/Daten/Vorhersagen/WIP_complete_BE.xlsx differ
diff --git a/Notebooks/Remaining_barcodes_and_metadata.ipynb b/Notebooks/Remaining_barcodes_and_metadata.ipynb
index e02fdf2d42fb069d61a487213878faa018985a69..03970f1add29db284158fb5dfbad7fc8c4447fb7 100644
--- a/Notebooks/Remaining_barcodes_and_metadata.ipynb
+++ b/Notebooks/Remaining_barcodes_and_metadata.ipynb
@@ -48,6 +48,7 @@
     "from sklearn.model_selection import KFold\n",
     "from dotenv import load_dotenv\n",
     "import shutil\n",
+    "from lxml import etree\n",
     "\n",
     "dotenv_path = '../.env'\n",
     "load_dotenv(dotenv_path)\n",
@@ -2911,6 +2912,167 @@
     "most_final_drop_dup.to_csv('data/predictions/all_pred_final.csv', index=False)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 444,
+   "id": "eedf9265-8b9d-451e-b576-eedd5b7dd7a7",
+   "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>identifier</th>\n",
+       "      <th>filename</th>\n",
+       "      <th>prediction</th>\n",
+       "      <th>man_prediction</th>\n",
+       "      <th>p_A</th>\n",
+       "      <th>p_B</th>\n",
+       "      <th>p_C</th>\n",
+       "      <th>p_N</th>\n",
+       "      <th>color</th>\n",
+       "      <th>man_color</th>\n",
+       "      <th>p_blue</th>\n",
+       "      <th>p_red</th>\n",
+       "      <th>p_yellow</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>563988</th>\n",
+       "      <td>Z158720500</td>\n",
+       "      <td>Z158720500_00000001.jpg</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.071688</td>\n",
+       "      <td>0.087697</td>\n",
+       "      <td>0.076388</td>\n",
+       "      <td>0.764227</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>563989</th>\n",
+       "      <td>Z158720500</td>\n",
+       "      <td>Z158720500_00000002.jpg</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.054458</td>\n",
+       "      <td>0.047184</td>\n",
+       "      <td>0.090421</td>\n",
+       "      <td>0.807938</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>563990</th>\n",
+       "      <td>Z158720500</td>\n",
+       "      <td>Z158720500_00000003.jpg</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.044733</td>\n",
+       "      <td>0.039233</td>\n",
+       "      <td>0.076673</td>\n",
+       "      <td>0.839361</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>563991</th>\n",
+       "      <td>Z158720500</td>\n",
+       "      <td>Z158720500_00000004.jpg</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.135032</td>\n",
+       "      <td>0.062550</td>\n",
+       "      <td>0.076818</td>\n",
+       "      <td>0.725600</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>563992</th>\n",
+       "      <td>Z158720500</td>\n",
+       "      <td>Z158720500_00000005.jpg</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.062934</td>\n",
+       "      <td>0.048361</td>\n",
+       "      <td>0.049618</td>\n",
+       "      <td>0.839087</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",
+       "</div>"
+      ],
+      "text/plain": [
+       "        identifier                 filename prediction man_prediction   \n",
+       "563988  Z158720500  Z158720500_00000001.jpg          N            NaN  \\\n",
+       "563989  Z158720500  Z158720500_00000002.jpg          N            NaN   \n",
+       "563990  Z158720500  Z158720500_00000003.jpg          N            NaN   \n",
+       "563991  Z158720500  Z158720500_00000004.jpg          N            NaN   \n",
+       "563992  Z158720500  Z158720500_00000005.jpg          N            NaN   \n",
+       "\n",
+       "             p_A       p_B       p_C       p_N color man_color  p_blue  p_red   \n",
+       "563988  0.071688  0.087697  0.076388  0.764227   NaN       NaN     NaN    NaN  \\\n",
+       "563989  0.054458  0.047184  0.090421  0.807938   NaN       NaN     NaN    NaN   \n",
+       "563990  0.044733  0.039233  0.076673  0.839361   NaN       NaN     NaN    NaN   \n",
+       "563991  0.135032  0.062550  0.076818  0.725600   NaN       NaN     NaN    NaN   \n",
+       "563992  0.062934  0.048361  0.049618  0.839087   NaN       NaN     NaN    NaN   \n",
+       "\n",
+       "        p_yellow  \n",
+       "563988       NaN  \n",
+       "563989       NaN  \n",
+       "563990       NaN  \n",
+       "563991       NaN  \n",
+       "563992       NaN  "
+      ]
+     },
+     "execution_count": 444,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "most_final_drop_dup[most_final_drop_dup['identifier'].str.contains('Z158720500')]"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 71,
@@ -3216,10 +3378,3641 @@
     "final_supralibros.to_csv('data/predictions/supralibros_pred_final.csv', index=False)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "97c9d080-fef4-41a4-b45c-b75785017c48",
+   "metadata": {},
+   "source": [
+    "# Extraktion der Metadaten aus dem Katalog für nicht-BE-Signaturen"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 94,
    "id": "2c090fa7-f6be-474c-9e20-e92b75418183",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "wappen = final_supralibros[final_supralibros['man_prediction'] != 'N']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "e8ea4fe0-dd29-4005-8503-3c3feee93d25",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "BE_df = pd.read_excel('../Daten/Vorhersagen/Katalogauszug, Vorhersagen und hs. Katalogverbindungen.xlsx')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "id": "1faa1f80-d284-4c6f-86a7-a1f230576ea3",
+   "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": 115,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "BE_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "id": "96ae8472-5308-4506-b69f-94650beb5d95",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "BE_wappen = BE_df[BE_df['Wappenklassifizierung'] != 'N']['Gültiger Barcode'].dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "id": "63a33898-5fb0-47b0-8662-f8163131ca3a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "non_BE_wappen = wappen[~wappen['identifier'].isin(BE_wappen)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 226,
+   "id": "b0f03031-5d5f-483f-b7d2-770fdd9f563f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "571770    Z165045809\n",
+       "573009    Z16691330X\n",
+       "574380    Z16907760X\n",
+       "574405    Z169084305\n",
+       "575078    Z169788400\n",
+       "575506    Z170820001\n",
+       "577395    Z175251203\n",
+       "601298    Z251589102\n",
+       "601303    Z251589205\n",
+       "601970    Z252861302\n",
+       "Name: identifier, dtype: object"
+      ]
+     },
+     "execution_count": 226,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "non_BE_barcodes = non_BE_wappen['identifier']\n",
+    "non_BE_barcodes[:10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 213,
+   "id": "bb150371-3990-4a72-8a3c-451478083d54",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "French\n",
+      "French\n",
+      "German\n",
+      "German\n"
+     ]
+    }
+   ],
+   "source": [
+    "lang_data = pd.read_csv('data/iso-639-3.tab', sep='\\t')\n",
+    "\n",
+    "def english_language_from_code(lang_code):\n",
+    "    find_by_Id = lang_data[lang_data['Id'] == lang_code]\n",
+    "    find_by_Part2b = lang_data[lang_data['Part2b'] == lang_code]\n",
+    "    if len(find_by_Id):\n",
+    "        name = find_by_Id['Ref_Name'].values[0]\n",
+    "    elif len(find_by_Part2b):\n",
+    "        name = find_by_Part2b['Ref_Name'].values[0]\n",
+    "    else:\n",
+    "        name = ''\n",
+    "    return name\n",
+    "\n",
+    "print(english_language_from_code('fra'))\n",
+    "print(english_language_from_code('fre'))\n",
+    "print(english_language_from_code('ger'))\n",
+    "print(english_language_from_code('deu'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 282,
+   "id": "7b90d595-ad11-477a-b3a8-8662191ec55e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "610206    rep_131EA36A\n",
+       "Name: identifier, dtype: object"
+      ]
+     },
+     "execution_count": 282,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "non_BE_barcodes[non_BE_barcodes.str.contains('rep')]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 414,
+   "id": "4a2f570d-fca7-49fb-8f84-c6a6a435a9f7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'identifier': 'Z259430205', 'ABO-Barcode': 'Z259430205', 'Signatur': '622174-C', 'Titel': 'La pratique du theatre', 'Autor': \"Aubignac, François-Hédelin <<d'>>\", 'Mitwirkender': '', 'Veröffentlichungsdatum': '1669', 'Veröffentlichungsort': 'Paris', 'Sprache': 'French'}\n",
+      "{'identifier': 'Z260077107', 'ABO-Barcode': 'Z260077107', 'Signatur': '393274-B', 'Titel': 'Abrahami Ortelii Antverpiani Synonymia Geographica, Sive: Popvlorvm, Regionvm, Insularvm, Vrbium, Oppidorum, Montium ... appellationes & nomina', 'Autor': 'Ortelius, Abraham', 'Mitwirkender': '', 'Veröffentlichungsdatum': '1578', 'Veröffentlichungsort': 'Antverpiae', 'Sprache': 'Latin'}\n",
+      "{'identifier': 'Z204965809', 'ABO-Barcode': '', 'Signatur': 'MF 5495; BE.2.E.4.(Vol.1)', 'Titel': 'Conciliorum (Concilia) collectio regia maxima ad Philippi Labbei et Gabrielis Cossartii labores haud modica accessione Facta et emendationibus plurimis additis ... Studio Joannis Harduini. Tomis duodecim', 'Autor': '', 'Mitwirkender': 'Hardouin, Jean', 'Veröffentlichungsdatum': '1715', 'Veröffentlichungsort': 'Parisiis', 'Sprache': 'Latin'}\n",
+      "{'identifier': 'dtl_4968937', 'Titel': 'Les gra[n]des croniques de Bretaigne, nouvellement imprimees a Paris ... de puis le roy Brutus ... jusques au temps de Cadualadrus dernier roy breton', 'Autor': 'Bouchard, Alain [VerfasserIn]', 'Mitwirkender': '', 'Veröffentlichungsort': 'Paris', 'Veröffentlichungsdatum': '1514', 'Signatur': 'BE.4.L.38', 'Sprache': 'French', 'Barcode': 'Z18422390X'}\n",
+      "{'identifier': 'dtl_6529095', 'Titel': 'Theriaca et Alexipharmaca cum scholiis, interprete Johanne Lonicero', 'Autor': \"<a href='http://d-nb.info/gnd/https://d-nb.info/gnd/118734873'>Nicander, Colophonius, ca. v2. Jh. [VerfasserIn]</a>\", 'Mitwirkender': '', 'Veröffentlichungsort': 'Coloniae, Köln', 'Veröffentlichungsdatum': '1531', 'Signatur': 'BE.5.N.37', 'Sprache': 'Latin', 'Barcode': 'Z173254304'}\n",
+      "{'identifier': 'rep_131EA36A', 'ABO-Barcode': '', 'Signatur': 'BE.8.P.19.20.(Vol.2)', 'Titel': \"Histoire Vniverselle Des Gverres Dv Tvrc, Depvis L'An 1565 Ivsqves A La Trefve, faicte l'annee 1606\", 'Autor': 'Montreux, Nicolas <<de>>', 'Mitwirkender': \"Heinrich; Mousson, Pierre; Orléans, Louis <<d'>>; Rosset, François <<de>>; Sieur de la Vallee; Argenten, N. Christianus; Fouet, Robert\", 'Veröffentlichungsdatum': 'MDCVIII', 'Veröffentlichungsort': 'A Paris', 'Sprache': 'French; Latin'}\n"
+     ]
+    }
+   ],
+   "source": [
+    "ns = {\n",
+    "    'srw': 'http://www.loc.gov/zing/srw/',\n",
+    "    'marc': 'http://www.loc.gov/MARC21/slim'\n",
+    "}\n",
+    "sample_bcs = [\n",
+    "    'Z259430205',\n",
+    "    'Z260077107',\n",
+    "    'Z204965809',\n",
+    "    'dtl_4968937',\n",
+    "    'dtl_6529095',\n",
+    "    'rep_131EA36A'\n",
+    "]\n",
+    "\n",
+    "rep_id_to_BC = {\n",
+    "    'rep_131EA36A': 'Z202834207'\n",
+    "}\n",
+    "\n",
+    "def extract_catalog_data_from_identifier(idf):\n",
+    "    metadata = {\n",
+    "        'identifier': idf\n",
+    "    }\n",
+    "    \n",
+    "    if idf in rep_id_to_BC:\n",
+    "        idf = rep_id_to_BC[idf]\n",
+    "\n",
+    "    abo_re = re.compile('Z[0-9X]+')\n",
+    "    abo_match = re.search(abo_re, idf)\n",
+    "    dtl_re = re.compile('dtl_([0-9]+)')\n",
+    "    dtl_match = re.search(dtl_re, idf)\n",
+    "    rep_re = re.compile('rep_([0-9A-Z]+)')\n",
+    "    rep_match = re.search(rep_re, idf)\n",
+    "    \n",
+    "    if abo_match:\n",
+    "        sru = f'https://obv-at-oenb.alma.exlibrisgroup.com/view/sru/43ACC_ONB?version=1.2&query=alma.barcode%3D{idf}&startRecord=0&maximumRecords=3&operation=searchRetrieve&recordSchema=marcxml'\n",
+    "        sru_request = requests.get(sru)\n",
+    "        marcxml = sru_request.content\n",
+    "        tree = etree.fromstring(marcxml)\n",
+    "        marc_paths = {\n",
+    "            'ABO-Barcode': './/marc:datafield[@tag=\"856\" and @ind1=\"4\" and @ind2=\"0\"]/marc:subfield[@code=\"u\"]',\n",
+    "            'Signatur': './/marc:datafield[@tag=\"AVA\"]/marc:subfield[@code=\"d\"]',\n",
+    "            'Titel': './/marc:datafield[@tag=\"245\"]/marc:subfield[@code=\"a\"]',\n",
+    "            'Autor': './/marc:datafield[@tag=\"100\"]/marc:subfield[@code=\"a\"]',\n",
+    "            'Mitwirkender': './/marc:datafield[@tag=\"700\"]/marc:subfield[@code=\"a\"]',\n",
+    "            'Veröffentlichungsdatum': './/marc:datafield[@tag=\"264\"]/marc:subfield[@code=\"c\"]',\n",
+    "            'Veröffentlichungsort': './/marc:datafield[@tag=\"264\"]/marc:subfield[@code=\"a\"]',\n",
+    "            'Sprache': './/marc:datafield[@tag=\"041\"]/marc:subfield[@code=\"a\"]'\n",
+    "        }\n",
+    "\n",
+    "\n",
+    "        for key, path in marc_paths.items():\n",
+    "            values = [elm.text for elm in tree.xpath(path, namespaces=ns)]\n",
+    "            if key == 'ABO-Barcode':\n",
+    "                values = [val.split('/')[-1].replace('%2B', '') for val in values]\n",
+    "            elif key == 'Sprache':\n",
+    "                values = [english_language_from_code(val) for val in values]\n",
+    "\n",
+    "            metadata[key] = '; '.join(values)\n",
+    "    elif dtl_match:\n",
+    "        dtl_id = dtl_match[1]\n",
+    "        iiif_url = f'https://iiif.onb.ac.at/presentation/REPO/{dtl_id}/manifest'\n",
+    "        manifest_metadata = json.loads(requests.get(iiif_url).content)['metadata']\n",
+    "        for dic in manifest_metadata:\n",
+    "            for key, val in dic.items():\n",
+    "                if val ==  [{'@value': 'Title', '@language': 'en'}, {'@value': 'Titel', '@language': 'ger'}]:\n",
+    "                    metadata['Titel'] = dic['value']\n",
+    "                if val == [{'@value': 'Contributor', '@language': 'en'}, {'@value': 'Mitwirkender', '@language': 'ger'}]:\n",
+    "                    if '[VerfasserIn]' in dic['value']:\n",
+    "                        metadata['Autor'] = dic['value']\n",
+    "                        metadata['Mitwirkender'] = ''\n",
+    "                    else:\n",
+    "                        metadata['Autor'] = ''\n",
+    "                        metadata['Mitwirkender'] = dic['value']\n",
+    "                if val == 'Barcode':\n",
+    "                    metadata['Barcode'] = dic['value'].replace('+', '')\n",
+    "                if val == [{'@value': 'Place', '@language': 'en'}, {'@value': 'Erscheinungsort', '@language': 'ger'}]:\n",
+    "                    metadata['Veröffentlichungsort'] = dic['value']\n",
+    "                if val == [{'@value': 'Date Issued', '@language': 'en'}, {'@value': 'Erscheinungsdatum', '@language': 'ger'}]:\n",
+    "                    metadata['Veröffentlichungsdatum'] = dic['value']\n",
+    "                if val == [{'@value': 'Location', '@language': 'en'}, {'@value': 'Ort', '@language': 'ger'}]:\n",
+    "                    sign_re = re.compile('\\w+ \\w+ ([A-Z0-9\\.\\-\\(Vol\\)]+)')\n",
+    "                    sign_match = re.search(sign_re, dic['value'])\n",
+    "                    metadata['Signatur'] = sign_match[1]\n",
+    "                if val == [{'@value': 'Languages', '@language': 'en'}, {'@value': 'Sprachen', '@language': 'ger'}]:\n",
+    "                    metadata['Sprache'] = english_language_from_code(dic['value'])\n",
+    "    elif rep_match:\n",
+    "        print('REPO Ids not implemented for id', idf)\n",
+    "    else:\n",
+    "        print('no match found for', idf)\n",
+    "    return metadata\n",
+    "\n",
+    "for bc in sample_bcs:\n",
+    "    print(extract_catalog_data_from_identifier(bc))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 415,
+   "id": "6f6d2e5e-c056-4d72-b890-7247fb42b7f1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3619fbbb5b6349cdbb02ca667bb19359",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "  0%|          | 0/804 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "non_BE_metadata = []\n",
+    "\n",
+    "for idf in tqdm(non_BE_barcodes):\n",
+    "    non_BE_metadata.append(extract_catalog_data_from_identifier(idf))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 416,
+   "id": "94f3695b-1e69-4501-bf7a-bdc392f34b9e",
+   "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>identifier</th>\n",
+       "      <th>filename</th>\n",
+       "      <th>prediction</th>\n",
+       "      <th>man_prediction</th>\n",
+       "      <th>p_A</th>\n",
+       "      <th>p_B</th>\n",
+       "      <th>p_C</th>\n",
+       "      <th>p_N</th>\n",
+       "      <th>color</th>\n",
+       "      <th>man_color</th>\n",
+       "      <th>...</th>\n",
+       "      <th>p_yellow</th>\n",
+       "      <th>ABO-Barcode</th>\n",
+       "      <th>Signatur</th>\n",
+       "      <th>Titel</th>\n",
+       "      <th>Autor</th>\n",
+       "      <th>Mitwirkender</th>\n",
+       "      <th>Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsort</th>\n",
+       "      <th>Sprache</th>\n",
+       "      <th>Barcode</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Z165045809</td>\n",
+       "      <td>Z165045809_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.002351</td>\n",
+       "      <td>0.992441</td>\n",
+       "      <td>0.001475</td>\n",
+       "      <td>0.003733</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.063229</td>\n",
+       "      <td>Z165045809</td>\n",
+       "      <td>43.R.10</td>\n",
+       "      <td>Les armes et blasons des chevaliers de l'ordre...</td>\n",
+       "      <td>Morin de la Masserie, Jacques</td>\n",
+       "      <td></td>\n",
+       "      <td>[ohne Jahresangabe]</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>French</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Z16691330X</td>\n",
+       "      <td>Z16691330X_00000001.jpg</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>0.989787</td>\n",
+       "      <td>0.002023</td>\n",
+       "      <td>0.003616</td>\n",
+       "      <td>0.004575</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.013185</td>\n",
+       "      <td>Z16691330X</td>\n",
+       "      <td>56.F.25</td>\n",
+       "      <td>Memorial historico, juridico, politico de la S...</td>\n",
+       "      <td>Calderon, Juan Alonso</td>\n",
+       "      <td></td>\n",
+       "      <td>[ohne Jahresangabe]</td>\n",
+       "      <td>o.O.</td>\n",
+       "      <td>Spanish</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Z16907760X</td>\n",
+       "      <td>Z16907760X_00000001.jpg</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>0.998806</td>\n",
+       "      <td>0.000339</td>\n",
+       "      <td>0.000304</td>\n",
+       "      <td>0.000550</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.013297</td>\n",
+       "      <td>Z16907760X</td>\n",
+       "      <td>66.E.20</td>\n",
+       "      <td>Teatro della gloria, consagrato a S. Felice Sa...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>[ohne Jahresangabe]</td>\n",
+       "      <td>o.O.</td>\n",
+       "      <td>Italian</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Z169084305</td>\n",
+       "      <td>Z169084305_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.002039</td>\n",
+       "      <td>0.992877</td>\n",
+       "      <td>0.001886</td>\n",
+       "      <td>0.003197</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.094729</td>\n",
+       "      <td>Z169084305</td>\n",
+       "      <td>66.E.45</td>\n",
+       "      <td>Les vigilles de la mort du roi Charles VII a 9...</td>\n",
+       "      <td>Martial d'Auvergne</td>\n",
+       "      <td></td>\n",
+       "      <td>[ohne Jahresangabe]</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>French</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Z169788400</td>\n",
+       "      <td>Z169788400_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.001686</td>\n",
+       "      <td>0.993389</td>\n",
+       "      <td>0.002714</td>\n",
+       "      <td>0.002212</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.006627</td>\n",
+       "      <td>Z169788400</td>\n",
+       "      <td>62.E.12</td>\n",
+       "      <td>Historiæ Flandriæ Christianæ</td>\n",
+       "      <td>Vredius, Olivarius</td>\n",
+       "      <td></td>\n",
+       "      <td>[ohne Jahresangabe]</td>\n",
+       "      <td>Brugis Flandrorum</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <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>799</th>\n",
+       "      <td>Z259430205</td>\n",
+       "      <td>Z259430205_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.001476</td>\n",
+       "      <td>0.992015</td>\n",
+       "      <td>0.002137</td>\n",
+       "      <td>0.004372</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.009999</td>\n",
+       "      <td>Z259430205</td>\n",
+       "      <td>622174-C</td>\n",
+       "      <td>La pratique du theatre</td>\n",
+       "      <td>Aubignac, François-Hédelin &lt;&lt;d'&gt;&gt;</td>\n",
+       "      <td></td>\n",
+       "      <td>1669</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>French</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>800</th>\n",
+       "      <td>Z259431209</td>\n",
+       "      <td>Z259431209_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.001245</td>\n",
+       "      <td>0.995359</td>\n",
+       "      <td>0.002507</td>\n",
+       "      <td>0.000890</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007521</td>\n",
+       "      <td>Z259431209</td>\n",
+       "      <td>622186-C</td>\n",
+       "      <td>Le nozze degli dei. Favola rappresentata in mu...</td>\n",
+       "      <td>Coppola, Giovanni-Carlo</td>\n",
+       "      <td>Massi, Amador</td>\n",
+       "      <td>1637</td>\n",
+       "      <td>Firenze</td>\n",
+       "      <td>Italian</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>801</th>\n",
+       "      <td>Z260077107</td>\n",
+       "      <td>Z260077107_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.000248</td>\n",
+       "      <td>0.998484</td>\n",
+       "      <td>0.000442</td>\n",
+       "      <td>0.000827</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.005469</td>\n",
+       "      <td>Z260077107</td>\n",
+       "      <td>393274-B</td>\n",
+       "      <td>Abrahami Ortelii Antverpiani Synonymia Geograp...</td>\n",
+       "      <td>Ortelius, Abraham</td>\n",
+       "      <td></td>\n",
+       "      <td>1578</td>\n",
+       "      <td>Antverpiae</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>802</th>\n",
+       "      <td>Z43163301</td>\n",
+       "      <td>Z43163301_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.000872</td>\n",
+       "      <td>0.998139</td>\n",
+       "      <td>0.000583</td>\n",
+       "      <td>0.000406</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.001197</td>\n",
+       "      <td>Z43163404; Z43163301</td>\n",
+       "      <td>22.N.27.(Vol.2); 22.N.26.(Vol.2); 22.N.26.(Vol...</td>\n",
+       "      <td>Poetae Christiani Veteres</td>\n",
+       "      <td></td>\n",
+       "      <td>Sedulius; Manuzio, Aldo Pio; Clarius, Daniel; ...</td>\n",
+       "      <td>1501 [1502]</td>\n",
+       "      <td>Venetiis</td>\n",
+       "      <td>Latin; Ancient Greek (to 1453)</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>803</th>\n",
+       "      <td>Z43169509</td>\n",
+       "      <td>Z43169509_00000001.jpg</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>0.995156</td>\n",
+       "      <td>0.001711</td>\n",
+       "      <td>0.002191</td>\n",
+       "      <td>0.000941</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000170</td>\n",
+       "      <td>Z43169509</td>\n",
+       "      <td>22.M.5</td>\n",
+       "      <td>Continentvr hoc volvmine Georgii Trapezuntii R...</td>\n",
+       "      <td>Georgius</td>\n",
+       "      <td>Fortunatianus, Consultus; Rutilius Lupus, Publ...</td>\n",
+       "      <td>Mense Aprili 1523</td>\n",
+       "      <td>Venetiis</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>804 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     identifier                 filename prediction man_prediction       p_A   \n",
+       "0    Z165045809  Z165045809_00000001.jpg          B              B  0.002351  \\\n",
+       "1    Z16691330X  Z16691330X_00000001.jpg          A              A  0.989787   \n",
+       "2    Z16907760X  Z16907760X_00000001.jpg          A              A  0.998806   \n",
+       "3    Z169084305  Z169084305_00000001.jpg          B              B  0.002039   \n",
+       "4    Z169788400  Z169788400_00000001.jpg          B              B  0.001686   \n",
+       "..          ...                      ...        ...            ...       ...   \n",
+       "799  Z259430205  Z259430205_00000001.jpg          B              B  0.001476   \n",
+       "800  Z259431209  Z259431209_00000001.jpg          B              B  0.001245   \n",
+       "801  Z260077107  Z260077107_00000001.jpg          B              B  0.000248   \n",
+       "802   Z43163301   Z43163301_00000001.jpg          B              B  0.000872   \n",
+       "803   Z43169509   Z43169509_00000001.jpg          A              A  0.995156   \n",
+       "\n",
+       "          p_B       p_C       p_N color man_color  ...  p_yellow   \n",
+       "0    0.992441  0.001475  0.003733   red       red  ...  0.063229  \\\n",
+       "1    0.002023  0.003616  0.004575   red       red  ...  0.013185   \n",
+       "2    0.000339  0.000304  0.000550   red       red  ...  0.013297   \n",
+       "3    0.992877  0.001886  0.003197   red       red  ...  0.094729   \n",
+       "4    0.993389  0.002714  0.002212   red       red  ...  0.006627   \n",
+       "..        ...       ...       ...   ...       ...  ...       ...   \n",
+       "799  0.992015  0.002137  0.004372   red       red  ...  0.009999   \n",
+       "800  0.995359  0.002507  0.000890   red       red  ...  0.007521   \n",
+       "801  0.998484  0.000442  0.000827   red       red  ...  0.005469   \n",
+       "802  0.998139  0.000583  0.000406   red       red  ...  0.001197   \n",
+       "803  0.001711  0.002191  0.000941   red       red  ...  0.000170   \n",
+       "\n",
+       "              ABO-Barcode                                           Signatur   \n",
+       "0              Z165045809                                            43.R.10  \\\n",
+       "1              Z16691330X                                            56.F.25   \n",
+       "2              Z16907760X                                            66.E.20   \n",
+       "3              Z169084305                                            66.E.45   \n",
+       "4              Z169788400                                            62.E.12   \n",
+       "..                    ...                                                ...   \n",
+       "799            Z259430205                                           622174-C   \n",
+       "800            Z259431209                                           622186-C   \n",
+       "801            Z260077107                                           393274-B   \n",
+       "802  Z43163404; Z43163301  22.N.27.(Vol.2); 22.N.26.(Vol.2); 22.N.26.(Vol...   \n",
+       "803             Z43169509                                             22.M.5   \n",
+       "\n",
+       "                                                 Titel   \n",
+       "0    Les armes et blasons des chevaliers de l'ordre...  \\\n",
+       "1    Memorial historico, juridico, politico de la S...   \n",
+       "2    Teatro della gloria, consagrato a S. Felice Sa...   \n",
+       "3    Les vigilles de la mort du roi Charles VII a 9...   \n",
+       "4                         Historiæ Flandriæ Christianæ   \n",
+       "..                                                 ...   \n",
+       "799                             La pratique du theatre   \n",
+       "800  Le nozze degli dei. Favola rappresentata in mu...   \n",
+       "801  Abrahami Ortelii Antverpiani Synonymia Geograp...   \n",
+       "802                          Poetae Christiani Veteres   \n",
+       "803  Continentvr hoc volvmine Georgii Trapezuntii R...   \n",
+       "\n",
+       "                                 Autor   \n",
+       "0        Morin de la Masserie, Jacques  \\\n",
+       "1                Calderon, Juan Alonso   \n",
+       "2                                        \n",
+       "3                   Martial d'Auvergne   \n",
+       "4                   Vredius, Olivarius   \n",
+       "..                                 ...   \n",
+       "799  Aubignac, François-Hédelin <<d'>>   \n",
+       "800            Coppola, Giovanni-Carlo   \n",
+       "801                  Ortelius, Abraham   \n",
+       "802                                      \n",
+       "803                           Georgius   \n",
+       "\n",
+       "                                          Mitwirkender Veröffentlichungsdatum   \n",
+       "0                                                         [ohne Jahresangabe]  \\\n",
+       "1                                                         [ohne Jahresangabe]   \n",
+       "2                                                         [ohne Jahresangabe]   \n",
+       "3                                                         [ohne Jahresangabe]   \n",
+       "4                                                         [ohne Jahresangabe]   \n",
+       "..                                                 ...                    ...   \n",
+       "799                                                                      1669   \n",
+       "800                                      Massi, Amador                   1637   \n",
+       "801                                                                      1578   \n",
+       "802  Sedulius; Manuzio, Aldo Pio; Clarius, Daniel; ...            1501 [1502]   \n",
+       "803  Fortunatianus, Consultus; Rutilius Lupus, Publ...      Mense Aprili 1523   \n",
+       "\n",
+       "    Veröffentlichungsort                         Sprache Barcode  \n",
+       "0                  Paris                          French     NaN  \n",
+       "1                   o.O.                         Spanish     NaN  \n",
+       "2                   o.O.                         Italian     NaN  \n",
+       "3                  Paris                          French     NaN  \n",
+       "4      Brugis Flandrorum                           Latin     NaN  \n",
+       "..                   ...                             ...     ...  \n",
+       "799                Paris                          French     NaN  \n",
+       "800              Firenze                         Italian     NaN  \n",
+       "801           Antverpiae                           Latin     NaN  \n",
+       "802             Venetiis  Latin; Ancient Greek (to 1453)     NaN  \n",
+       "803             Venetiis                           Latin     NaN  \n",
+       "\n",
+       "[804 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 416,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "non_BE_metadata_df = pd.DataFrame(non_BE_metadata)\n",
+    "non_BE_merged = non_BE_wappen.merge(non_BE_metadata_df, on='identifier')\n",
+    "\n",
+    "non_BE_merged"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 417,
+   "id": "8f74b754-71ef-4386-b398-da991d47c44c",
+   "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>identifier</th>\n",
+       "      <th>filename</th>\n",
+       "      <th>prediction</th>\n",
+       "      <th>man_prediction</th>\n",
+       "      <th>p_A</th>\n",
+       "      <th>p_B</th>\n",
+       "      <th>p_C</th>\n",
+       "      <th>p_N</th>\n",
+       "      <th>color</th>\n",
+       "      <th>man_color</th>\n",
+       "      <th>...</th>\n",
+       "      <th>p_yellow</th>\n",
+       "      <th>ABO-Barcode</th>\n",
+       "      <th>Signatur</th>\n",
+       "      <th>Titel</th>\n",
+       "      <th>Autor</th>\n",
+       "      <th>Mitwirkender</th>\n",
+       "      <th>Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsort</th>\n",
+       "      <th>Sprache</th>\n",
+       "      <th>Barcode</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>dtl_4968937</td>\n",
+       "      <td>dtl_4968937_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.003326</td>\n",
+       "      <td>0.988503</td>\n",
+       "      <td>0.002707</td>\n",
+       "      <td>0.005464</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.988632</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.4.L.38</td>\n",
+       "      <td>Les gra[n]des croniques de Bretaigne, nouvelle...</td>\n",
+       "      <td>Bouchard, Alain [VerfasserIn]</td>\n",
+       "      <td></td>\n",
+       "      <td>1514</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>French</td>\n",
+       "      <td>Z18422390X</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>dtl_6528437</td>\n",
+       "      <td>dtl_6528437_00000001.jpg</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>0.817014</td>\n",
+       "      <td>0.057543</td>\n",
+       "      <td>0.012296</td>\n",
+       "      <td>0.113147</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.321906</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>58.B.8</td>\n",
+       "      <td>Carte generale de la monarchie francaise conte...</td>\n",
+       "      <td>Le-Mau de la Jaisse, Pierre [VerfasserIn]</td>\n",
+       "      <td></td>\n",
+       "      <td>1733</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>French</td>\n",
+       "      <td>Z173240007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>dtl_6529055</td>\n",
+       "      <td>dtl_6529055_00000001.jpg</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>0.980400</td>\n",
+       "      <td>0.004496</td>\n",
+       "      <td>0.003595</td>\n",
+       "      <td>0.011509</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.098123</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.2.E.4.(Vol.1)</td>\n",
+       "      <td>Conciliorum (Concilia) collectio regia maxima ...</td>\n",
+       "      <td></td>\n",
+       "      <td>&lt;a href='http://d-nb.info/gnd/122664485'&gt;Hardo...</td>\n",
+       "      <td>1715</td>\n",
+       "      <td>Parisiis, Paris</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>Z204965809</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>dtl_6529095</td>\n",
+       "      <td>dtl_6529095_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.000172</td>\n",
+       "      <td>0.997073</td>\n",
+       "      <td>0.000432</td>\n",
+       "      <td>0.002323</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.5.N.37</td>\n",
+       "      <td>Theriaca et Alexipharmaca cum scholiis, interp...</td>\n",
+       "      <td>&lt;a href='http://d-nb.info/gnd/https://d-nb.inf...</td>\n",
+       "      <td></td>\n",
+       "      <td>1531</td>\n",
+       "      <td>Coloniae, Köln</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>Z173254304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>dtl_6529123</td>\n",
+       "      <td>dtl_6529123_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.000388</td>\n",
+       "      <td>0.993625</td>\n",
+       "      <td>0.000676</td>\n",
+       "      <td>0.005310</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>blue</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.975191</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.8.S.34</td>\n",
+       "      <td>Dialogi IV, de praedestinatione, de electione,...</td>\n",
+       "      <td>Chateillon, Sebastianus [VerfasserIn]</td>\n",
+       "      <td></td>\n",
+       "      <td>1578</td>\n",
+       "      <td>Aresdorffij, Basileae, Basel</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>Z173255205</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>dtl_6529127</td>\n",
+       "      <td>dtl_6529127_00000001.jpg</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>0.000580</td>\n",
+       "      <td>0.000518</td>\n",
+       "      <td>0.997957</td>\n",
+       "      <td>0.000944</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.8.S.53</td>\n",
+       "      <td>Entretiens de Maxime et de Themiste, ou repons...</td>\n",
+       "      <td>Bayle, Pierre [VerfasserIn]</td>\n",
+       "      <td></td>\n",
+       "      <td>1707</td>\n",
+       "      <td>Rotterdam</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Z173255102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>dtl_6529135</td>\n",
+       "      <td>dtl_6529135_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.000330</td>\n",
+       "      <td>0.998438</td>\n",
+       "      <td>0.000712</td>\n",
+       "      <td>0.000520</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.999965</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.9.V.41</td>\n",
+       "      <td>La Loy Salique, liuret de la premiere humaine ...</td>\n",
+       "      <td>Postel, Guillaume [VerfasserIn]</td>\n",
+       "      <td></td>\n",
+       "      <td>1552</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>French</td>\n",
+       "      <td>Z173256209</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>dtl_6529147</td>\n",
+       "      <td>dtl_6529147_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.002273</td>\n",
+       "      <td>0.994277</td>\n",
+       "      <td>0.001091</td>\n",
+       "      <td>0.002358</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>blue</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.668259</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.10.O.3</td>\n",
+       "      <td>De vita et moribus sacerdotum opusculum: singu...</td>\n",
+       "      <td>&lt;a href='http://d-nb.info/gnd/https://d-nb.inf...</td>\n",
+       "      <td></td>\n",
+       "      <td>1520</td>\n",
+       "      <td>Parisiis, Paris</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>Z173252605</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     identifier                  filename prediction man_prediction       p_A   \n",
+       "15  dtl_4968937  dtl_4968937_00000001.jpg          B              B  0.003326  \\\n",
+       "16  dtl_6528437  dtl_6528437_00000001.jpg          A              A  0.817014   \n",
+       "17  dtl_6529055  dtl_6529055_00000001.jpg          A              A  0.980400   \n",
+       "18  dtl_6529095  dtl_6529095_00000001.jpg          B              B  0.000172   \n",
+       "19  dtl_6529123  dtl_6529123_00000001.jpg          B              B  0.000388   \n",
+       "20  dtl_6529127  dtl_6529127_00000001.jpg          C              C  0.000580   \n",
+       "21  dtl_6529135  dtl_6529135_00000001.jpg          B              B  0.000330   \n",
+       "22  dtl_6529147  dtl_6529147_00000001.jpg          B              B  0.002273   \n",
+       "\n",
+       "         p_B       p_C       p_N   color man_color  ...  p_yellow   \n",
+       "15  0.988503  0.002707  0.005464  yellow       red  ...  0.988632  \\\n",
+       "16  0.057543  0.012296  0.113147     red       red  ...  0.321906   \n",
+       "17  0.004496  0.003595  0.011509     red       red  ...  0.098123   \n",
+       "18  0.997073  0.000432  0.002323  yellow    yellow  ...  1.000000   \n",
+       "19  0.993625  0.000676  0.005310  yellow      blue  ...  0.975191   \n",
+       "20  0.000518  0.997957  0.000944  yellow    yellow  ...  1.000000   \n",
+       "21  0.998438  0.000712  0.000520  yellow       red  ...  0.999965   \n",
+       "22  0.994277  0.001091  0.002358  yellow      blue  ...  0.668259   \n",
+       "\n",
+       "    ABO-Barcode          Signatur   \n",
+       "15          NaN         BE.4.L.38  \\\n",
+       "16          NaN            58.B.8   \n",
+       "17          NaN  BE.2.E.4.(Vol.1)   \n",
+       "18          NaN         BE.5.N.37   \n",
+       "19          NaN         BE.8.S.34   \n",
+       "20          NaN         BE.8.S.53   \n",
+       "21          NaN         BE.9.V.41   \n",
+       "22          NaN         BE.10.O.3   \n",
+       "\n",
+       "                                                Titel   \n",
+       "15  Les gra[n]des croniques de Bretaigne, nouvelle...  \\\n",
+       "16  Carte generale de la monarchie francaise conte...   \n",
+       "17  Conciliorum (Concilia) collectio regia maxima ...   \n",
+       "18  Theriaca et Alexipharmaca cum scholiis, interp...   \n",
+       "19  Dialogi IV, de praedestinatione, de electione,...   \n",
+       "20  Entretiens de Maxime et de Themiste, ou repons...   \n",
+       "21  La Loy Salique, liuret de la premiere humaine ...   \n",
+       "22  De vita et moribus sacerdotum opusculum: singu...   \n",
+       "\n",
+       "                                                Autor   \n",
+       "15                      Bouchard, Alain [VerfasserIn]  \\\n",
+       "16          Le-Mau de la Jaisse, Pierre [VerfasserIn]   \n",
+       "17                                                      \n",
+       "18  <a href='http://d-nb.info/gnd/https://d-nb.inf...   \n",
+       "19              Chateillon, Sebastianus [VerfasserIn]   \n",
+       "20                        Bayle, Pierre [VerfasserIn]   \n",
+       "21                    Postel, Guillaume [VerfasserIn]   \n",
+       "22  <a href='http://d-nb.info/gnd/https://d-nb.inf...   \n",
+       "\n",
+       "                                         Mitwirkender Veröffentlichungsdatum   \n",
+       "15                                                                      1514  \\\n",
+       "16                                                                      1733   \n",
+       "17  <a href='http://d-nb.info/gnd/122664485'>Hardo...                   1715   \n",
+       "18                                                                      1531   \n",
+       "19                                                                      1578   \n",
+       "20                                                                      1707   \n",
+       "21                                                                      1552   \n",
+       "22                                                                      1520   \n",
+       "\n",
+       "            Veröffentlichungsort Sprache     Barcode  \n",
+       "15                         Paris  French  Z18422390X  \n",
+       "16                         Paris  French  Z173240007  \n",
+       "17               Parisiis, Paris   Latin  Z204965809  \n",
+       "18                Coloniae, Köln   Latin  Z173254304  \n",
+       "19  Aresdorffij, Basileae, Basel   Latin  Z173255205  \n",
+       "20                     Rotterdam     NaN  Z173255102  \n",
+       "21                         Paris  French  Z173256209  \n",
+       "22               Parisiis, Paris   Latin  Z173252605  \n",
+       "\n",
+       "[8 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 417,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "non_BE_merged[~non_BE_merged['Barcode'].isna()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 433,
+   "id": "03f93d26-69ba-4576-a9d5-eab1658db033",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "15               BE.4.L.38\n",
+       "17        BE.2.E.4.(Vol.1)\n",
+       "18               BE.5.N.37\n",
+       "19               BE.8.S.34\n",
+       "20               BE.8.S.53\n",
+       "21               BE.9.V.41\n",
+       "22               BE.10.O.3\n",
+       "23    BE.8.P.19.20.(Vol.2)\n",
+       "Name: Signatur, dtype: object"
+      ]
+     },
+     "execution_count": 433,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "non_BE_merged[non_BE_merged['Signatur'].str.contains('BE')]['Signatur']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "113212c8-1c52-4146-b283-953086855d00",
+   "metadata": {},
+   "source": [
+    "# Extraktion der Metadaten aus dem Katalog für Inkunabeln"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "id": "d9d94a3c-03c2-4ab3-a36e-71de47d95563",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "inkunabeln = pd.read_excel('../Daten/Katalog/Eugeniana_Inkunabeln.xlsx')\n",
+    "inkunabeln['clean_signature'] = inkunabeln['Signatur'].apply(lambda x: x.replace('.', '').replace(' ', ''))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "id": "5b39cc07-2906-4841-ac30-9df293ab2fba",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0      Ink5B12\n",
+       "1       Ink3C8\n",
+       "2       Ink3E4\n",
+       "3      Ink7E28\n",
+       "4       Ink4D3\n",
+       "        ...   \n",
+       "247    Ink5E23\n",
+       "248     Ink4E4\n",
+       "249    Ink5H38\n",
+       "250    Ink8F35\n",
+       "251    Ink3E15\n",
+       "Name: clean_signature, Length: 252, dtype: object"
+      ]
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "inkunabeln['clean_signature']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "id": "a0f1db41-696c-4716-a006-cef7e4e1b2fb",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "BE_df['clean_signature'] = BE_df['Signatur'].apply(lambda x: x.replace('.', '').replace(' ', ''))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 307,
+   "id": "44e1ca58-6466-43e0-b6f0-68513718477e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "new_inkunabeln = inkunabeln[~inkunabeln['clean_signature'].isin(BE_df['clean_signature'])]['Signatur']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 333,
+   "id": "e9f62a92-5ccd-4b2e-916a-0bd3430b0867",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def clean_ink_signature(sig):\n",
+    "    ink_re = re.compile('Ink\\. ?(\\d+\\.[A-Z]\\. ?\\d+)')\n",
+    "    ink_match = re.search(ink_re, sig)\n",
+    "    if ink_match:\n",
+    "        new_sig = 'Ink ' + ink_match[1].replace(' ', '')\n",
+    "    else:\n",
+    "        new_sig = ''\n",
+    "    return new_sig\n",
+    "\n",
+    "clean_ink_signatures = [clean_ink_signature(sig) for sig in new_inkunabeln]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 353,
+   "id": "af90c6f4-0aec-4b5d-80f6-03bdc3b38bd9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'Signatur': 'Ink 5.B.12', 'Titel': 'De civitate dei', 'Autor': 'Augustinus, Aurelius', 'Mitwirkender': '', 'Veröffentlichungsdatum': '1470', 'Veröffentlichungsort': 'Rom', 'Sprache': 'Latin'}\n"
+     ]
+    }
+   ],
+   "source": [
+    "def extract_catalog_data_from_signature(sig):\n",
+    "    metadata = {}\n",
+    "    sru = f'https://obv-at-oenb.alma.exlibrisgroup.com/view/sru/43ACC_ONB?version=1.2&query=alma.accessionNumber%3D%22{sig}%22&operation=searchRetrieve'\n",
+    "    sru_request = requests.get(sru)\n",
+    "    marcxml = sru_request.content\n",
+    "    tree = etree.fromstring(marcxml)\n",
+    "    marc_paths = {\n",
+    "        'Signatur': './/marc:datafield[@tag=\"AVA\"]/marc:subfield[@code=\"d\"]',\n",
+    "        'Titel': './/marc:datafield[@tag=\"245\"]/marc:subfield[@code=\"a\"]',\n",
+    "        'Autor': './/marc:datafield[@tag=\"100\"]/marc:subfield[@code=\"a\"]',\n",
+    "        'Mitwirkender': './/marc:datafield[@tag=\"700\"]/marc:subfield[@code=\"a\"]',\n",
+    "        'Veröffentlichungsdatum': './/marc:datafield[@tag=\"264\"]/marc:subfield[@code=\"c\"]',\n",
+    "        'Veröffentlichungsort': './/marc:datafield[@tag=\"264\"]/marc:subfield[@code=\"a\"]',\n",
+    "        'Sprache': './/marc:datafield[@tag=\"041\"]/marc:subfield[@code=\"a\"]'\n",
+    "    }\n",
+    "\n",
+    "    for key, path in marc_paths.items():\n",
+    "        values = [elm.text for elm in tree.xpath(path, namespaces=ns)]\n",
+    "        # if key == 'ABO-Barcode':\n",
+    "        #     values = [val.split('/')[-1].replace('%2B', '') for val in values]\n",
+    "        if key == 'Sprache':\n",
+    "            values = [english_language_from_code(val) for val in values]\n",
+    "\n",
+    "        metadata[key] = '; '.join(values)\n",
+    "        if metadata['Signatur'] == '':\n",
+    "            metadata['Signatur'] = sig\n",
+    "    return metadata\n",
+    "\n",
+    "print(extract_catalog_data_from_signature('Ink. 5.B.12'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 354,
+   "id": "a1b09796-5790-48e4-a752-dbff8f074ee5",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "72b341b99a294462addeb5a872149658",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "  0%|          | 0/232 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "inkunabel_metadata = []\n",
+    "\n",
+    "for sig in tqdm(clean_ink_signatures):\n",
+    "    inkunabel_metadata.append(extract_catalog_data_from_signature(sig))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 406,
+   "id": "36f0635b-e495-43cc-b821-495d0f89080f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "inkunabel_metadata_df = pd.DataFrame(inkunabel_metadata)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 395,
+   "id": "11c58f53-2958-4669-9210-949bcaba6bcf",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "23      Ink 3.H.55\n",
+       "24       Ink 4.E.1\n",
+       "25      Ink 9.E.21\n",
+       "26       Ink 3.H.2\n",
+       "27       Ink 6.F.9\n",
+       "28     Ink 25.H.93\n",
+       "171     Ink 4.H.15\n",
+       "182    Ink 12.F.23\n",
+       "196     Ink 3.F.39\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 395,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.Series(clean_ink_signatures).loc[inkunabel_metadata_df[inkunabel_metadata_df['Titel'] == ''].index]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 407,
+   "id": "70262b42-b0a8-442f-8d42-74e3013c2d22",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "corrections = [\n",
+    "    {'Signatur': 'Ink 3.H.55', 'Titel': '', 'Autor': '', 'Mitwirkender': '', 'Veröffentlichungsdatum': '', 'Veröffentlichungsort': '', 'Sprache': ''},\n",
+    "    {'Signatur': 'Ink 4.E.1', 'Titel': '', 'Autor': '', 'Mitwirkender': '', 'Veröffentlichungsdatum': '', 'Veröffentlichungsort': '', 'Sprache': ''},\n",
+    "    {'Signatur': 'Ink 9.E.21', 'Titel': '', 'Autor': '', 'Mitwirkender': '', 'Veröffentlichungsdatum': '', 'Veröffentlichungsort': '', 'Sprache': ''},\n",
+    "    {'Signatur': 'Ink 3.H.2', 'Titel': 'Les renards traversant les perilleuses voies des folles fiances du monde : Composees par Sebastien brand (etc.)', 'Autor': 'Bouchet, Jean, 1476-1557 [VerfasserIn]', 'Mitwirkender': 'Brant, Sebastian, 1458-1521 [HerausgeberIn]', 'Veröffentlichungsdatum': '[ohne Jahresangabe]', 'Veröffentlichungsort': 'Paris', 'Sprache': 'French'},\n",
+    "    {'Signatur': 'Ink 6.F.9', 'Titel': '', 'Autor': '', 'Mitwirkender': '', 'Veröffentlichungsdatum': '', 'Veröffentlichungsort': '', 'Sprache': ''},\n",
+    "    {'Signatur': 'Ink 25.H.93', 'Titel': '', 'Autor': '', 'Mitwirkender': '', 'Veröffentlichungsdatum': '', 'Veröffentlichungsort': '', 'Sprache': ''},\n",
+    "    {'Signatur': 'Ink 4.H.15', 'Titel': 'Epistolae [Italian] (Tr: Bartholomaeus Fontius, from the Latin version of Franciscus Griffolinus (Aretinus))', 'Autor': 'Phalaris [VerfasserIn]', 'Mitwirkender': 'Laurentius Canozius, de Lendenaria] [DruckerIn]', 'Veröffentlichungsdatum': '1471', 'Veröffentlichungsort': 'Padua', 'Sprache': 'Italian'},\n",
+    "    {'Signatur': 'Ink 12.F.23', 'Titel': 'Miscellaneorum centuria prima', 'Autor': 'Politianus, Angelus [VerfasserIn]', 'Mitwirkender': 'Antonio di Bartolommeo Miscomini [DruckerIn]', 'Veröffentlichungsdatum': '19 Sept. 1489', 'Veröffentlichungsort': 'Florence', 'Sprache': 'Latin'},\n",
+    "    {'Signatur': 'Ink 3.F.39', 'Titel': '', 'Autor': '', 'Mitwirkender': '', 'Veröffentlichungsdatum': '', 'Veröffentlichungsort': '', 'Sprache': ''}\n",
+    "]\n",
+    "\n",
+    "corrections_df = pd.DataFrame(corrections)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 460,
+   "id": "b7753144-b97d-4263-990c-997845300859",
+   "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>Titel</th>\n",
+       "      <th>Autor</th>\n",
+       "      <th>Mitwirkender</th>\n",
+       "      <th>Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsort</th>\n",
+       "      <th>Sprache</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ink 5.B.12</td>\n",
+       "      <td>De civitate dei</td>\n",
+       "      <td>Augustinus, Aurelius</td>\n",
+       "      <td></td>\n",
+       "      <td>1470</td>\n",
+       "      <td>Rom</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ink 24.B.8; Ink 3.C.8</td>\n",
+       "      <td>De trinitate</td>\n",
+       "      <td>Augustinus, Aurelius</td>\n",
+       "      <td>Reyser, Georg</td>\n",
+       "      <td>[nicht nach 1471]</td>\n",
+       "      <td>[Straßburg]</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Ink 3.E.4; Ink 31-45; Ink 24.F.30</td>\n",
+       "      <td>Summa de ecclesiastica potestate</td>\n",
+       "      <td>Augustinus</td>\n",
+       "      <td>Hongre, Pierre</td>\n",
+       "      <td>[nicht nach 1480]</td>\n",
+       "      <td>[Lyon]</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Ink 7.E.28</td>\n",
+       "      <td>Opera</td>\n",
+       "      <td>Ausonius, Decimus Magnus</td>\n",
+       "      <td>Ferrarius, Julius Aemilius</td>\n",
+       "      <td>11. Aug. 1494; [1494.08.11]</td>\n",
+       "      <td>Venedig</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Ink 4.D.3</td>\n",
+       "      <td>De proprietatibus rerum (französ.) Le propriet...</td>\n",
+       "      <td>Bartholomaeus</td>\n",
+       "      <td></td>\n",
+       "      <td>7. Apr. 1487; [1487.04.07]</td>\n",
+       "      <td>Lyon</td>\n",
+       "      <td>French</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>227</th>\n",
+       "      <td>Ink 4.D.15</td>\n",
+       "      <td>Facta et dicta memorabilia</td>\n",
+       "      <td>Valerius</td>\n",
+       "      <td></td>\n",
+       "      <td>1471</td>\n",
+       "      <td>[Venice]</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>228</th>\n",
+       "      <td>Ink 5.E.23</td>\n",
+       "      <td>Facta et dicta memorabilia</td>\n",
+       "      <td>Valerius Maximus, Gaius</td>\n",
+       "      <td></td>\n",
+       "      <td>24 Dec. 1476</td>\n",
+       "      <td>Bologna</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>229</th>\n",
+       "      <td>Ink 5.H.38</td>\n",
+       "      <td>De viris illustribus</td>\n",
+       "      <td>Aurelius Victor, Sextus (Pseudo-)</td>\n",
+       "      <td></td>\n",
+       "      <td>5. Juni 1477; [1477.06.05]</td>\n",
+       "      <td>Venedig</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>230</th>\n",
+       "      <td>Ink 8.F.35</td>\n",
+       "      <td>Opera [Bucolica, Georgica, Aeneis, with argume...</td>\n",
+       "      <td>Vergilius Maro, Publius</td>\n",
+       "      <td></td>\n",
+       "      <td>Sept. 1478</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>231</th>\n",
+       "      <td>Ink 3.E.15</td>\n",
+       "      <td>Opera</td>\n",
+       "      <td>Xenophon</td>\n",
+       "      <td></td>\n",
+       "      <td>about 1501-02]</td>\n",
+       "      <td>[Milan</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>225 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              Signatur   \n",
+       "0                           Ink 5.B.12  \\\n",
+       "1                Ink 24.B.8; Ink 3.C.8   \n",
+       "2    Ink 3.E.4; Ink 31-45; Ink 24.F.30   \n",
+       "3                           Ink 7.E.28   \n",
+       "4                            Ink 4.D.3   \n",
+       "..                                 ...   \n",
+       "227                         Ink 4.D.15   \n",
+       "228                         Ink 5.E.23   \n",
+       "229                         Ink 5.H.38   \n",
+       "230                         Ink 8.F.35   \n",
+       "231                         Ink 3.E.15   \n",
+       "\n",
+       "                                                 Titel   \n",
+       "0                                      De civitate dei  \\\n",
+       "1                                         De trinitate   \n",
+       "2                     Summa de ecclesiastica potestate   \n",
+       "3                                                Opera   \n",
+       "4    De proprietatibus rerum (französ.) Le propriet...   \n",
+       "..                                                 ...   \n",
+       "227                         Facta et dicta memorabilia   \n",
+       "228                         Facta et dicta memorabilia   \n",
+       "229                               De viris illustribus   \n",
+       "230  Opera [Bucolica, Georgica, Aeneis, with argume...   \n",
+       "231                                              Opera   \n",
+       "\n",
+       "                                 Autor                Mitwirkender   \n",
+       "0                 Augustinus, Aurelius                              \\\n",
+       "1                 Augustinus, Aurelius               Reyser, Georg   \n",
+       "2                           Augustinus              Hongre, Pierre   \n",
+       "3             Ausonius, Decimus Magnus  Ferrarius, Julius Aemilius   \n",
+       "4                        Bartholomaeus                               \n",
+       "..                                 ...                         ...   \n",
+       "227                           Valerius                               \n",
+       "228            Valerius Maximus, Gaius                               \n",
+       "229  Aurelius Victor, Sextus (Pseudo-)                               \n",
+       "230            Vergilius Maro, Publius                               \n",
+       "231                           Xenophon                               \n",
+       "\n",
+       "          Veröffentlichungsdatum Veröffentlichungsort Sprache  \n",
+       "0                           1470                  Rom   Latin  \n",
+       "1              [nicht nach 1471]          [Straßburg]   Latin  \n",
+       "2              [nicht nach 1480]               [Lyon]   Latin  \n",
+       "3    11. Aug. 1494; [1494.08.11]              Venedig   Latin  \n",
+       "4     7. Apr. 1487; [1487.04.07]                 Lyon  French  \n",
+       "..                           ...                  ...     ...  \n",
+       "227                         1471             [Venice]   Latin  \n",
+       "228                 24 Dec. 1476              Bologna   Latin  \n",
+       "229   5. Juni 1477; [1477.06.05]              Venedig   Latin  \n",
+       "230                   Sept. 1478                Paris   Latin  \n",
+       "231               about 1501-02]               [Milan   Latin  \n",
+       "\n",
+       "[225 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 460,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ink_to_be_dropped = [23, 24, 25, 26, 27, 28, 196]\n",
+    "\n",
+    "inkunabeln_reduced = inkunabel_metadata_df.drop(ink_to_be_dropped)\n",
+    "inkunabeln_reduced"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 463,
+   "id": "584cedc1-0eb7-45d6-9535-e79867f4249b",
+   "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>Titel</th>\n",
+       "      <th>Autor</th>\n",
+       "      <th>Mitwirkender</th>\n",
+       "      <th>Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsort</th>\n",
+       "      <th>Sprache</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ink 5.B.12</td>\n",
+       "      <td>De civitate dei</td>\n",
+       "      <td>Augustinus, Aurelius</td>\n",
+       "      <td></td>\n",
+       "      <td>1470</td>\n",
+       "      <td>Rom</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ink 24.B.8; Ink 3.C.8</td>\n",
+       "      <td>De trinitate</td>\n",
+       "      <td>Augustinus, Aurelius</td>\n",
+       "      <td>Reyser, Georg</td>\n",
+       "      <td>[nicht nach 1471]</td>\n",
+       "      <td>[Straßburg]</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Ink 3.E.4; Ink 31-45; Ink 24.F.30</td>\n",
+       "      <td>Summa de ecclesiastica potestate</td>\n",
+       "      <td>Augustinus</td>\n",
+       "      <td>Hongre, Pierre</td>\n",
+       "      <td>[nicht nach 1480]</td>\n",
+       "      <td>[Lyon]</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Ink 7.E.28</td>\n",
+       "      <td>Opera</td>\n",
+       "      <td>Ausonius, Decimus Magnus</td>\n",
+       "      <td>Ferrarius, Julius Aemilius</td>\n",
+       "      <td>11. Aug. 1494; [1494.08.11]</td>\n",
+       "      <td>Venedig</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Ink 4.D.3</td>\n",
+       "      <td>De proprietatibus rerum (französ.) Le propriet...</td>\n",
+       "      <td>Bartholomaeus</td>\n",
+       "      <td></td>\n",
+       "      <td>7. Apr. 1487; [1487.04.07]</td>\n",
+       "      <td>Lyon</td>\n",
+       "      <td>French</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>227</th>\n",
+       "      <td>Ink 4.D.15</td>\n",
+       "      <td>Facta et dicta memorabilia</td>\n",
+       "      <td>Valerius</td>\n",
+       "      <td></td>\n",
+       "      <td>1471</td>\n",
+       "      <td>[Venice]</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>228</th>\n",
+       "      <td>Ink 5.E.23</td>\n",
+       "      <td>Facta et dicta memorabilia</td>\n",
+       "      <td>Valerius Maximus, Gaius</td>\n",
+       "      <td></td>\n",
+       "      <td>24 Dec. 1476</td>\n",
+       "      <td>Bologna</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>229</th>\n",
+       "      <td>Ink 5.H.38</td>\n",
+       "      <td>De viris illustribus</td>\n",
+       "      <td>Aurelius Victor, Sextus (Pseudo-)</td>\n",
+       "      <td></td>\n",
+       "      <td>5. Juni 1477; [1477.06.05]</td>\n",
+       "      <td>Venedig</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>230</th>\n",
+       "      <td>Ink 8.F.35</td>\n",
+       "      <td>Opera [Bucolica, Georgica, Aeneis, with argume...</td>\n",
+       "      <td>Vergilius Maro, Publius</td>\n",
+       "      <td></td>\n",
+       "      <td>Sept. 1478</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>231</th>\n",
+       "      <td>Ink 3.E.15</td>\n",
+       "      <td>Opera</td>\n",
+       "      <td>Xenophon</td>\n",
+       "      <td></td>\n",
+       "      <td>about 1501-02]</td>\n",
+       "      <td>[Milan</td>\n",
+       "      <td>Latin</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>232 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              Signatur   \n",
+       "0                           Ink 5.B.12  \\\n",
+       "1                Ink 24.B.8; Ink 3.C.8   \n",
+       "2    Ink 3.E.4; Ink 31-45; Ink 24.F.30   \n",
+       "3                           Ink 7.E.28   \n",
+       "4                            Ink 4.D.3   \n",
+       "..                                 ...   \n",
+       "227                         Ink 4.D.15   \n",
+       "228                         Ink 5.E.23   \n",
+       "229                         Ink 5.H.38   \n",
+       "230                         Ink 8.F.35   \n",
+       "231                         Ink 3.E.15   \n",
+       "\n",
+       "                                                 Titel   \n",
+       "0                                      De civitate dei  \\\n",
+       "1                                         De trinitate   \n",
+       "2                     Summa de ecclesiastica potestate   \n",
+       "3                                                Opera   \n",
+       "4    De proprietatibus rerum (französ.) Le propriet...   \n",
+       "..                                                 ...   \n",
+       "227                         Facta et dicta memorabilia   \n",
+       "228                         Facta et dicta memorabilia   \n",
+       "229                               De viris illustribus   \n",
+       "230  Opera [Bucolica, Georgica, Aeneis, with argume...   \n",
+       "231                                              Opera   \n",
+       "\n",
+       "                                 Autor                Mitwirkender   \n",
+       "0                 Augustinus, Aurelius                              \\\n",
+       "1                 Augustinus, Aurelius               Reyser, Georg   \n",
+       "2                           Augustinus              Hongre, Pierre   \n",
+       "3             Ausonius, Decimus Magnus  Ferrarius, Julius Aemilius   \n",
+       "4                        Bartholomaeus                               \n",
+       "..                                 ...                         ...   \n",
+       "227                           Valerius                               \n",
+       "228            Valerius Maximus, Gaius                               \n",
+       "229  Aurelius Victor, Sextus (Pseudo-)                               \n",
+       "230            Vergilius Maro, Publius                               \n",
+       "231                           Xenophon                               \n",
+       "\n",
+       "          Veröffentlichungsdatum Veröffentlichungsort Sprache  \n",
+       "0                           1470                  Rom   Latin  \n",
+       "1              [nicht nach 1471]          [Straßburg]   Latin  \n",
+       "2              [nicht nach 1480]               [Lyon]   Latin  \n",
+       "3    11. Aug. 1494; [1494.08.11]              Venedig   Latin  \n",
+       "4     7. Apr. 1487; [1487.04.07]                 Lyon  French  \n",
+       "..                           ...                  ...     ...  \n",
+       "227                         1471             [Venice]   Latin  \n",
+       "228                 24 Dec. 1476              Bologna   Latin  \n",
+       "229   5. Juni 1477; [1477.06.05]              Venedig   Latin  \n",
+       "230                   Sept. 1478                Paris   Latin  \n",
+       "231               about 1501-02]               [Milan   Latin  \n",
+       "\n",
+       "[232 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 463,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "inkunabel_metadata_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "83e84987-b664-433e-9260-92413037164a",
+   "metadata": {},
+   "source": [
+    "# Anreichern der Tabelle mit neuen Metadaten"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 465,
+   "id": "f048ed87-4541-4613-9683-227a820d7321",
+   "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>identifier</th>\n",
+       "      <th>filename</th>\n",
+       "      <th>prediction</th>\n",
+       "      <th>man_prediction</th>\n",
+       "      <th>p_A</th>\n",
+       "      <th>p_B</th>\n",
+       "      <th>p_C</th>\n",
+       "      <th>p_N</th>\n",
+       "      <th>color</th>\n",
+       "      <th>man_color</th>\n",
+       "      <th>...</th>\n",
+       "      <th>p_yellow</th>\n",
+       "      <th>ABO-Barcode</th>\n",
+       "      <th>Signatur</th>\n",
+       "      <th>Titel</th>\n",
+       "      <th>Autor</th>\n",
+       "      <th>Mitwirkender</th>\n",
+       "      <th>Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsort</th>\n",
+       "      <th>Sprache</th>\n",
+       "      <th>Barcode</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>dtl_4968937</td>\n",
+       "      <td>dtl_4968937_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.003326</td>\n",
+       "      <td>0.988503</td>\n",
+       "      <td>0.002707</td>\n",
+       "      <td>0.005464</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.988632</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.4.L.38</td>\n",
+       "      <td>Les gra[n]des croniques de Bretaigne, nouvelle...</td>\n",
+       "      <td>Bouchard, Alain [VerfasserIn]</td>\n",
+       "      <td></td>\n",
+       "      <td>1514</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>French</td>\n",
+       "      <td>Z18422390X</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>dtl_6529055</td>\n",
+       "      <td>dtl_6529055_00000001.jpg</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>0.980400</td>\n",
+       "      <td>0.004496</td>\n",
+       "      <td>0.003595</td>\n",
+       "      <td>0.011509</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.098123</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.2.E.4.(Vol.1)</td>\n",
+       "      <td>Conciliorum (Concilia) collectio regia maxima ...</td>\n",
+       "      <td></td>\n",
+       "      <td>&lt;a href='http://d-nb.info/gnd/122664485'&gt;Hardo...</td>\n",
+       "      <td>1715</td>\n",
+       "      <td>Parisiis, Paris</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>Z204965809</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>dtl_6529095</td>\n",
+       "      <td>dtl_6529095_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.000172</td>\n",
+       "      <td>0.997073</td>\n",
+       "      <td>0.000432</td>\n",
+       "      <td>0.002323</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.5.N.37</td>\n",
+       "      <td>Theriaca et Alexipharmaca cum scholiis, interp...</td>\n",
+       "      <td>&lt;a href='http://d-nb.info/gnd/https://d-nb.inf...</td>\n",
+       "      <td></td>\n",
+       "      <td>1531</td>\n",
+       "      <td>Coloniae, Köln</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>Z173254304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>dtl_6529123</td>\n",
+       "      <td>dtl_6529123_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.000388</td>\n",
+       "      <td>0.993625</td>\n",
+       "      <td>0.000676</td>\n",
+       "      <td>0.005310</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>blue</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.975191</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.8.S.34</td>\n",
+       "      <td>Dialogi IV, de praedestinatione, de electione,...</td>\n",
+       "      <td>Chateillon, Sebastianus [VerfasserIn]</td>\n",
+       "      <td></td>\n",
+       "      <td>1578</td>\n",
+       "      <td>Aresdorffij, Basileae, Basel</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>Z173255205</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>dtl_6529127</td>\n",
+       "      <td>dtl_6529127_00000001.jpg</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>0.000580</td>\n",
+       "      <td>0.000518</td>\n",
+       "      <td>0.997957</td>\n",
+       "      <td>0.000944</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.8.S.53</td>\n",
+       "      <td>Entretiens de Maxime et de Themiste, ou repons...</td>\n",
+       "      <td>Bayle, Pierre [VerfasserIn]</td>\n",
+       "      <td></td>\n",
+       "      <td>1707</td>\n",
+       "      <td>Rotterdam</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Z173255102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>dtl_6529135</td>\n",
+       "      <td>dtl_6529135_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.000330</td>\n",
+       "      <td>0.998438</td>\n",
+       "      <td>0.000712</td>\n",
+       "      <td>0.000520</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.999965</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.9.V.41</td>\n",
+       "      <td>La Loy Salique, liuret de la premiere humaine ...</td>\n",
+       "      <td>Postel, Guillaume [VerfasserIn]</td>\n",
+       "      <td></td>\n",
+       "      <td>1552</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>French</td>\n",
+       "      <td>Z173256209</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>dtl_6529147</td>\n",
+       "      <td>dtl_6529147_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.002273</td>\n",
+       "      <td>0.994277</td>\n",
+       "      <td>0.001091</td>\n",
+       "      <td>0.002358</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>blue</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.668259</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>BE.10.O.3</td>\n",
+       "      <td>De vita et moribus sacerdotum opusculum: singu...</td>\n",
+       "      <td>&lt;a href='http://d-nb.info/gnd/https://d-nb.inf...</td>\n",
+       "      <td></td>\n",
+       "      <td>1520</td>\n",
+       "      <td>Parisiis, Paris</td>\n",
+       "      <td>Latin</td>\n",
+       "      <td>Z173252605</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>rep_131EA36A</td>\n",
+       "      <td>rep_131EA36A_00000002.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.004050</td>\n",
+       "      <td>0.985952</td>\n",
+       "      <td>0.005281</td>\n",
+       "      <td>0.004717</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.861824</td>\n",
+       "      <td></td>\n",
+       "      <td>BE.8.P.19.20.(Vol.2)</td>\n",
+       "      <td>Histoire Vniverselle Des Gverres Dv Tvrc, Depv...</td>\n",
+       "      <td>Montreux, Nicolas &lt;&lt;de&gt;&gt;</td>\n",
+       "      <td>Heinrich; Mousson, Pierre; Orléans, Louis &lt;&lt;d'...</td>\n",
+       "      <td>MDCVIII</td>\n",
+       "      <td>A Paris</td>\n",
+       "      <td>French; Latin</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      identifier                   filename prediction man_prediction   \n",
+       "15   dtl_4968937   dtl_4968937_00000001.jpg          B              B  \\\n",
+       "17   dtl_6529055   dtl_6529055_00000001.jpg          A              A   \n",
+       "18   dtl_6529095   dtl_6529095_00000001.jpg          B              B   \n",
+       "19   dtl_6529123   dtl_6529123_00000001.jpg          B              B   \n",
+       "20   dtl_6529127   dtl_6529127_00000001.jpg          C              C   \n",
+       "21   dtl_6529135   dtl_6529135_00000001.jpg          B              B   \n",
+       "22   dtl_6529147   dtl_6529147_00000001.jpg          B              B   \n",
+       "23  rep_131EA36A  rep_131EA36A_00000002.jpg          B              B   \n",
+       "\n",
+       "         p_A       p_B       p_C       p_N   color man_color  ...  p_yellow   \n",
+       "15  0.003326  0.988503  0.002707  0.005464  yellow       red  ...  0.988632  \\\n",
+       "17  0.980400  0.004496  0.003595  0.011509     red       red  ...  0.098123   \n",
+       "18  0.000172  0.997073  0.000432  0.002323  yellow    yellow  ...  1.000000   \n",
+       "19  0.000388  0.993625  0.000676  0.005310  yellow      blue  ...  0.975191   \n",
+       "20  0.000580  0.000518  0.997957  0.000944  yellow    yellow  ...  1.000000   \n",
+       "21  0.000330  0.998438  0.000712  0.000520  yellow       red  ...  0.999965   \n",
+       "22  0.002273  0.994277  0.001091  0.002358  yellow      blue  ...  0.668259   \n",
+       "23  0.004050  0.985952  0.005281  0.004717  yellow       red  ...  0.861824   \n",
+       "\n",
+       "    ABO-Barcode              Signatur   \n",
+       "15          NaN             BE.4.L.38  \\\n",
+       "17          NaN      BE.2.E.4.(Vol.1)   \n",
+       "18          NaN             BE.5.N.37   \n",
+       "19          NaN             BE.8.S.34   \n",
+       "20          NaN             BE.8.S.53   \n",
+       "21          NaN             BE.9.V.41   \n",
+       "22          NaN             BE.10.O.3   \n",
+       "23               BE.8.P.19.20.(Vol.2)   \n",
+       "\n",
+       "                                                Titel   \n",
+       "15  Les gra[n]des croniques de Bretaigne, nouvelle...  \\\n",
+       "17  Conciliorum (Concilia) collectio regia maxima ...   \n",
+       "18  Theriaca et Alexipharmaca cum scholiis, interp...   \n",
+       "19  Dialogi IV, de praedestinatione, de electione,...   \n",
+       "20  Entretiens de Maxime et de Themiste, ou repons...   \n",
+       "21  La Loy Salique, liuret de la premiere humaine ...   \n",
+       "22  De vita et moribus sacerdotum opusculum: singu...   \n",
+       "23  Histoire Vniverselle Des Gverres Dv Tvrc, Depv...   \n",
+       "\n",
+       "                                                Autor   \n",
+       "15                      Bouchard, Alain [VerfasserIn]  \\\n",
+       "17                                                      \n",
+       "18  <a href='http://d-nb.info/gnd/https://d-nb.inf...   \n",
+       "19              Chateillon, Sebastianus [VerfasserIn]   \n",
+       "20                        Bayle, Pierre [VerfasserIn]   \n",
+       "21                    Postel, Guillaume [VerfasserIn]   \n",
+       "22  <a href='http://d-nb.info/gnd/https://d-nb.inf...   \n",
+       "23                           Montreux, Nicolas <<de>>   \n",
+       "\n",
+       "                                         Mitwirkender Veröffentlichungsdatum   \n",
+       "15                                                                      1514  \\\n",
+       "17  <a href='http://d-nb.info/gnd/122664485'>Hardo...                   1715   \n",
+       "18                                                                      1531   \n",
+       "19                                                                      1578   \n",
+       "20                                                                      1707   \n",
+       "21                                                                      1552   \n",
+       "22                                                                      1520   \n",
+       "23  Heinrich; Mousson, Pierre; Orléans, Louis <<d'...                MDCVIII   \n",
+       "\n",
+       "            Veröffentlichungsort        Sprache     Barcode  \n",
+       "15                         Paris         French  Z18422390X  \n",
+       "17               Parisiis, Paris          Latin  Z204965809  \n",
+       "18                Coloniae, Köln          Latin  Z173254304  \n",
+       "19  Aresdorffij, Basileae, Basel          Latin  Z173255205  \n",
+       "20                     Rotterdam            NaN  Z173255102  \n",
+       "21                         Paris         French  Z173256209  \n",
+       "22               Parisiis, Paris          Latin  Z173252605  \n",
+       "23                       A Paris  French; Latin         NaN  \n",
+       "\n",
+       "[8 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 465,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "non_BE_merged[non_BE_merged['Signatur'].isin(BE_df['Signatur'])]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 468,
+   "id": "b02e6456-5bf7-4f14-8e53-04e71c701159",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\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",
+       "      <th>Mitwirkender</th>\n",
+       "      <th>Anfang Veröffentlichungsdatum</th>\n",
+       "      <th>Ende Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsort</th>\n",
+       "      <th>Veröffentlichungsort (normiert)</th>\n",
+       "      <th>...</th>\n",
+       "      <th>hs. Katalogband</th>\n",
+       "      <th>hs. Katalogseite Digitalisat</th>\n",
+       "      <th>Wissensklasse</th>\n",
+       "      <th>Wissensunterklasse</th>\n",
+       "      <th>Formatangabe</th>\n",
+       "      <th>hs. Katalogseite Handschrift</th>\n",
+       "      <th>hs. Katalogeintrag ID</th>\n",
+       "      <th>hs. Katalogeintrag</th>\n",
+       "      <th>hs. Katalog Image URL</th>\n",
+       "      <th>clean_signature</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2668</th>\n",
+       "      <td>BE.10.O.3</td>\n",
+       "      <td>+Z173252605</td>\n",
+       "      <td>De vita et moribus sacerdotum opusculum: singu...</td>\n",
+       "      <td>Clicthove, Josse 1472-1543</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1520.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1520</td>\n",
+       "      <td>Parisiis</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14.376</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Theologi Morales, Ascetici, &amp; Parænetici</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>81</td>\n",
+       "      <td>14.376_105_00</td>\n",
+       "      <td>Clichtovei (Iodoci) de vitâ &amp; moribus Sacerdot...</td>\n",
+       "      <td>https://iiif.onb.ac.at/images/DOD/51202/000001...</td>\n",
+       "      <td>BE10O3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7325</th>\n",
+       "      <td>BE.2.E.4.(Vol.1)</td>\n",
+       "      <td>+Z204965809</td>\n",
+       "      <td>Conciliorum (Concilia) collectio regia maxima ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Hardouin, Jean 1646-1729</td>\n",
+       "      <td>1715.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1715</td>\n",
+       "      <td>Parisiis</td>\n",
+       "      <td>Paris</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>BE2E4(Vol1)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7326</th>\n",
+       "      <td>BE.2.E.4.(Vol.1)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Conciliorum (Concilia) collectio regia maxima ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Hardouin, Jean 1646-1729</td>\n",
+       "      <td>1715.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1715</td>\n",
+       "      <td>Parisiis</td>\n",
+       "      <td>Paris</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>BE2E4(Vol1)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11419</th>\n",
+       "      <td>BE.4.L.38</td>\n",
+       "      <td>+Z18422390X</td>\n",
+       "      <td>Les gra[n]des croniques de Bretaigne, nouvelle...</td>\n",
+       "      <td>Bouchard, Alain</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1514.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1514</td>\n",
+       "      <td>Paris</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14.378</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>Historia Nova Europæ</td>\n",
+       "      <td>Historia Provinciarum &amp; Urbium Galliæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>972</td>\n",
+       "      <td>14.378_132_07</td>\n",
+       "      <td>1759 Les grandes Chroniques de Bretagne depuis...</td>\n",
+       "      <td>https://iiif.onb.ac.at/images/DOD/51219/000001...</td>\n",
+       "      <td>BE4L38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13416</th>\n",
+       "      <td>BE.5.N.37</td>\n",
+       "      <td>+Z173254304</td>\n",
+       "      <td>Theriaca et Alexipharmaca cum scholiis, interp...</td>\n",
+       "      <td>Nicander Colophonius ca. v2. Jh.</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1531.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1531</td>\n",
+       "      <td>Coloniae</td>\n",
+       "      <td>Köln</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>BE5N37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19481</th>\n",
+       "      <td>BE.8.P.19.20.(Vol.2)</td>\n",
+       "      <td>+Z202834207</td>\n",
+       "      <td>Histoire Vniverselle Des Gverres Dv Tvrc, Depv...</td>\n",
+       "      <td>Montreux, Nicolas &lt;&lt;de&gt;&gt; 1561-1610</td>\n",
+       "      <td>Fouet, Robert 15XX-1642; Argenten, N. Christia...</td>\n",
+       "      <td>1608.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MDCVIII</td>\n",
+       "      <td>A Paris</td>\n",
+       "      <td>Paris</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>BE8P1920(Vol2)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19851</th>\n",
+       "      <td>BE.8.S.34</td>\n",
+       "      <td>+Z173255205</td>\n",
+       "      <td>Dialogi IV, de praedestinatione, de electione,...</td>\n",
+       "      <td>Chateillon, Sebastianus</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1578.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1578</td>\n",
+       "      <td>Aresdorffij Basileae</td>\n",
+       "      <td>Basel</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>BE8S34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19873</th>\n",
+       "      <td>BE.8.S.53</td>\n",
+       "      <td>+Z173255102</td>\n",
+       "      <td>Entretiens de Maxime et de Themiste, ou repons...</td>\n",
+       "      <td>Bayle, Pierre</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1707.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1707</td>\n",
+       "      <td>Rotterdam</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>BE8S53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21991</th>\n",
+       "      <td>BE.9.V.41</td>\n",
+       "      <td>+Z173256209</td>\n",
+       "      <td>La Loy Salique, liuret de la premiere humaine ...</td>\n",
+       "      <td>Postel, Guillaume</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1552.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1552</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>BE9V41</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9 rows × 39 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   Signatur      Barcode   \n",
+       "2668              BE.10.O.3  +Z173252605  \\\n",
+       "7325       BE.2.E.4.(Vol.1)  +Z204965809   \n",
+       "7326       BE.2.E.4.(Vol.1)          NaN   \n",
+       "11419             BE.4.L.38  +Z18422390X   \n",
+       "13416             BE.5.N.37  +Z173254304   \n",
+       "19481  BE.8.P.19.20.(Vol.2)  +Z202834207   \n",
+       "19851             BE.8.S.34  +Z173255205   \n",
+       "19873             BE.8.S.53  +Z173255102   \n",
+       "21991             BE.9.V.41  +Z173256209   \n",
+       "\n",
+       "                                                   Titel   \n",
+       "2668   De vita et moribus sacerdotum opusculum: singu...  \\\n",
+       "7325   Conciliorum (Concilia) collectio regia maxima ...   \n",
+       "7326   Conciliorum (Concilia) collectio regia maxima ...   \n",
+       "11419  Les gra[n]des croniques de Bretaigne, nouvelle...   \n",
+       "13416  Theriaca et Alexipharmaca cum scholiis, interp...   \n",
+       "19481  Histoire Vniverselle Des Gverres Dv Tvrc, Depv...   \n",
+       "19851  Dialogi IV, de praedestinatione, de electione,...   \n",
+       "19873  Entretiens de Maxime et de Themiste, ou repons...   \n",
+       "21991  La Loy Salique, liuret de la premiere humaine ...   \n",
+       "\n",
+       "                                    Autor   \n",
+       "2668           Clicthove, Josse 1472-1543  \\\n",
+       "7325                                  NaN   \n",
+       "7326                                  NaN   \n",
+       "11419                     Bouchard, Alain   \n",
+       "13416    Nicander Colophonius ca. v2. Jh.   \n",
+       "19481  Montreux, Nicolas <<de>> 1561-1610   \n",
+       "19851             Chateillon, Sebastianus   \n",
+       "19873                       Bayle, Pierre   \n",
+       "21991                   Postel, Guillaume   \n",
+       "\n",
+       "                                            Mitwirkender   \n",
+       "2668                                                 NaN  \\\n",
+       "7325                            Hardouin, Jean 1646-1729   \n",
+       "7326                            Hardouin, Jean 1646-1729   \n",
+       "11419                                                NaN   \n",
+       "13416                                                NaN   \n",
+       "19481  Fouet, Robert 15XX-1642; Argenten, N. Christia...   \n",
+       "19851                                                NaN   \n",
+       "19873                                                NaN   \n",
+       "21991                                                NaN   \n",
+       "\n",
+       "       Anfang Veröffentlichungsdatum  Ende Veröffentlichungsdatum   \n",
+       "2668                          1520.0                          NaN  \\\n",
+       "7325                          1715.0                          NaN   \n",
+       "7326                          1715.0                          NaN   \n",
+       "11419                         1514.0                          NaN   \n",
+       "13416                         1531.0                          NaN   \n",
+       "19481                         1608.0                          NaN   \n",
+       "19851                         1578.0                          NaN   \n",
+       "19873                         1707.0                          NaN   \n",
+       "21991                         1552.0                          NaN   \n",
+       "\n",
+       "      Veröffentlichungsdatum  Veröffentlichungsort   \n",
+       "2668                    1520              Parisiis  \\\n",
+       "7325                    1715              Parisiis   \n",
+       "7326                    1715              Parisiis   \n",
+       "11419                   1514                 Paris   \n",
+       "13416                   1531              Coloniae   \n",
+       "19481                MDCVIII               A Paris   \n",
+       "19851                   1578  Aresdorffij Basileae   \n",
+       "19873                   1707             Rotterdam   \n",
+       "21991                   1552                 Paris   \n",
+       "\n",
+       "      Veröffentlichungsort (normiert)  ... hs. Katalogband   \n",
+       "2668                            Paris  ...          14.376  \\\n",
+       "7325                            Paris  ...             NaN   \n",
+       "7326                            Paris  ...             NaN   \n",
+       "11419                             NaN  ...          14.378   \n",
+       "13416                            Köln  ...             NaN   \n",
+       "19481                           Paris  ...             NaN   \n",
+       "19851                           Basel  ...             NaN   \n",
+       "19873                             NaN  ...             NaN   \n",
+       "21991                             NaN  ...             NaN   \n",
+       "\n",
+       "      hs. Katalogseite Digitalisat         Wissensklasse   \n",
+       "2668                         105.0             Theologia  \\\n",
+       "7325                           NaN                   NaN   \n",
+       "7326                           NaN                   NaN   \n",
+       "11419                        132.0  Historia Nova Europæ   \n",
+       "13416                          NaN                   NaN   \n",
+       "19481                          NaN                   NaN   \n",
+       "19851                          NaN                   NaN   \n",
+       "19873                          NaN                   NaN   \n",
+       "21991                          NaN                   NaN   \n",
+       "\n",
+       "                             Wissensunterklasse Formatangabe   \n",
+       "2668   Theologi Morales, Ascetici, & Parænetici       Quarto  \\\n",
+       "7325                                        NaN          NaN   \n",
+       "7326                                        NaN          NaN   \n",
+       "11419     Historia Provinciarum & Urbium Galliæ        Folio   \n",
+       "13416                                       NaN          NaN   \n",
+       "19481                                       NaN          NaN   \n",
+       "19851                                       NaN          NaN   \n",
+       "19873                                       NaN          NaN   \n",
+       "21991                                       NaN          NaN   \n",
+       "\n",
+       "      hs. Katalogseite Handschrift hs. Katalogeintrag ID   \n",
+       "2668                            81         14.376_105_00  \\\n",
+       "7325                           NaN                   NaN   \n",
+       "7326                           NaN                   NaN   \n",
+       "11419                          972         14.378_132_07   \n",
+       "13416                          NaN                   NaN   \n",
+       "19481                          NaN                   NaN   \n",
+       "19851                          NaN                   NaN   \n",
+       "19873                          NaN                   NaN   \n",
+       "21991                          NaN                   NaN   \n",
+       "\n",
+       "                                      hs. Katalogeintrag   \n",
+       "2668   Clichtovei (Iodoci) de vitâ & moribus Sacerdot...  \\\n",
+       "7325                                                 NaN   \n",
+       "7326                                                 NaN   \n",
+       "11419  1759 Les grandes Chroniques de Bretagne depuis...   \n",
+       "13416                                                NaN   \n",
+       "19481                                                NaN   \n",
+       "19851                                                NaN   \n",
+       "19873                                                NaN   \n",
+       "21991                                                NaN   \n",
+       "\n",
+       "                                   hs. Katalog Image URL  clean_signature  \n",
+       "2668   https://iiif.onb.ac.at/images/DOD/51202/000001...           BE10O3  \n",
+       "7325                                                 NaN      BE2E4(Vol1)  \n",
+       "7326                                                 NaN      BE2E4(Vol1)  \n",
+       "11419  https://iiif.onb.ac.at/images/DOD/51219/000001...           BE4L38  \n",
+       "13416                                                NaN           BE5N37  \n",
+       "19481                                                NaN   BE8P1920(Vol2)  \n",
+       "19851                                                NaN           BE8S34  \n",
+       "19873                                                NaN           BE8S53  \n",
+       "21991                                                NaN           BE9V41  \n",
+       "\n",
+       "[9 rows x 39 columns]"
+      ]
+     },
+     "execution_count": 468,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "BE_df[BE_df['Signatur'].isin(non_BE_merged['Signatur'])]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 484,
+   "id": "79ed2426-daa4-46df-b148-c4773234a853",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['identifier', 'filename', 'prediction', 'man_prediction', 'p_A', 'p_B',\n",
+       "       'p_C', 'p_N', 'color', 'man_color', 'p_blue', 'p_red', 'p_yellow',\n",
+       "       'ABO-Barcode', 'Signatur', 'Titel', 'Autor', 'Mitwirkender',\n",
+       "       'Veröffentlichungsdatum', 'Veröffentlichungsort', 'Sprache', 'Barcode'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 484,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "non_BE_merged.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 485,
+   "id": "07290446-3cde-417a-8ba0-6f10959ea50e",
+   "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', 'clean_signature'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 485,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "BE_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 486,
+   "id": "6f42f938-db2b-4854-800a-521c6845d545",
+   "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",
+       "      <th>Mitwirkender</th>\n",
+       "      <th>Anfang Veröffentlichungsdatum</th>\n",
+       "      <th>Ende Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsort</th>\n",
+       "      <th>Veröffentlichungsort (normiert)</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Formatangabe</th>\n",
+       "      <th>hs. Katalogseite Handschrift</th>\n",
+       "      <th>hs. Katalogeintrag ID</th>\n",
+       "      <th>hs. Katalogeintrag</th>\n",
+       "      <th>hs. Katalog Image URL</th>\n",
+       "      <th>clean_signature</th>\n",
+       "      <th>identifier</th>\n",
+       "      <th>prediction</th>\n",
+       "      <th>color</th>\n",
+       "      <th>ABO-Barcode</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <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 pian...</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>BE1A1</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 pian...</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>BE1C10</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...</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>BE1A10</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. Bou...</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>BE1A11</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 dec...</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>BE1A12</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <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>23665</th>\n",
+       "      <td>Ink 4.D.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Facta et dicta memorabilia</td>\n",
+       "      <td>Valerius</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1471</td>\n",
+       "      <td>[Venice]</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>23666</th>\n",
+       "      <td>Ink 5.E.23</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Facta et dicta memorabilia</td>\n",
+       "      <td>Valerius Maximus, Gaius</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>24 Dec. 1476</td>\n",
+       "      <td>Bologna</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>23667</th>\n",
+       "      <td>Ink 5.H.38</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>De viris illustribus</td>\n",
+       "      <td>Aurelius Victor, Sextus (Pseudo-)</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5. Juni 1477; [1477.06.05]</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>23668</th>\n",
+       "      <td>Ink 8.F.35</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Opera [Bucolica, Georgica, Aeneis, with argume...</td>\n",
+       "      <td>Vergilius Maro, Publius</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Sept. 1478</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>23669</th>\n",
+       "      <td>Ink 3.E.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Opera</td>\n",
+       "      <td>Xenophon</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>about 1501-02]</td>\n",
+       "      <td>[Milan</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>23670 rows × 43 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",
+       "23665  Ink 4.D.15         NaN   \n",
+       "23666  Ink 5.E.23         NaN   \n",
+       "23667  Ink 5.H.38         NaN   \n",
+       "23668  Ink 8.F.35         NaN   \n",
+       "23669  Ink 3.E.15         NaN   \n",
+       "\n",
+       "                                                   Titel   \n",
+       "0      Flora Napolitana, ossia descrizione delle pian...  \\\n",
+       "1      Flora Napolitana, ossia descrizione delle pian...   \n",
+       "2      Antiquites du Bosphore Cimmerien conservees au...   \n",
+       "3      Musee des antiques dessine et grave par P. Bou...   \n",
+       "4      Divers works of early masters in christian dec...   \n",
+       "...                                                  ...   \n",
+       "23665                         Facta et dicta memorabilia   \n",
+       "23666                         Facta et dicta memorabilia   \n",
+       "23667                               De viris illustribus   \n",
+       "23668  Opera [Bucolica, Georgica, Aeneis, with argume...   \n",
+       "23669                                              Opera   \n",
+       "\n",
+       "                                   Autor   \n",
+       "0                        Tenore, Michele  \\\n",
+       "1                        Tenore, Michele   \n",
+       "2                                    NaN   \n",
+       "3                       Bouillon, Pierre   \n",
+       "4                            Weale, John   \n",
+       "...                                  ...   \n",
+       "23665                           Valerius   \n",
+       "23666            Valerius Maximus, Gaius   \n",
+       "23667  Aurelius Victor, Sextus (Pseudo-)   \n",
+       "23668            Vergilius Maro, Publius   \n",
+       "23669                           Xenophon   \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",
+       "23665                                                      \n",
+       "23666                                                      \n",
+       "23667                                                      \n",
+       "23668                                                      \n",
+       "23669                                                      \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",
+       "23665                            NaN                          NaN   \n",
+       "23666                            NaN                          NaN   \n",
+       "23667                            NaN                          NaN   \n",
+       "23668                            NaN                          NaN   \n",
+       "23669                            NaN                          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",
+       "23665                        1471             [Venice]   \n",
+       "23666                24 Dec. 1476              Bologna   \n",
+       "23667  5. Juni 1477; [1477.06.05]              Venedig   \n",
+       "23668                  Sept. 1478                Paris   \n",
+       "23669              about 1501-02]               [Milan   \n",
+       "\n",
+       "      Veröffentlichungsort (normiert)  ... Formatangabe   \n",
+       "0                                 NaN  ...          NaN  \\\n",
+       "1                                 NaN  ...          NaN   \n",
+       "2                                 NaN  ...          NaN   \n",
+       "3                                 NaN  ...          NaN   \n",
+       "4                                 NaN  ...          NaN   \n",
+       "...                               ...  ...          ...   \n",
+       "23665                             NaN  ...          NaN   \n",
+       "23666                             NaN  ...          NaN   \n",
+       "23667                             NaN  ...          NaN   \n",
+       "23668                             NaN  ...          NaN   \n",
+       "23669                             NaN  ...          NaN   \n",
+       "\n",
+       "      hs. Katalogseite Handschrift hs. Katalogeintrag ID hs. Katalogeintrag   \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",
+       "23665                          NaN                   NaN                NaN   \n",
+       "23666                          NaN                   NaN                NaN   \n",
+       "23667                          NaN                   NaN                NaN   \n",
+       "23668                          NaN                   NaN                NaN   \n",
+       "23669                          NaN                   NaN                NaN   \n",
+       "\n",
+       "      hs. Katalog Image URL clean_signature identifier prediction color   \n",
+       "0                       NaN           BE1A1        NaN        NaN   NaN  \\\n",
+       "1                       NaN          BE1C10        NaN        NaN   NaN   \n",
+       "2                       NaN          BE1A10        NaN        NaN   NaN   \n",
+       "3                       NaN          BE1A11        NaN        NaN   NaN   \n",
+       "4                       NaN          BE1A12        NaN        NaN   NaN   \n",
+       "...                     ...             ...        ...        ...   ...   \n",
+       "23665                   NaN             NaN        NaN        NaN   NaN   \n",
+       "23666                   NaN             NaN        NaN        NaN   NaN   \n",
+       "23667                   NaN             NaN        NaN        NaN   NaN   \n",
+       "23668                   NaN             NaN        NaN        NaN   NaN   \n",
+       "23669                   NaN             NaN        NaN        NaN   NaN   \n",
+       "\n",
+       "       ABO-Barcode  \n",
+       "0              NaN  \n",
+       "1              NaN  \n",
+       "2              NaN  \n",
+       "3              NaN  \n",
+       "4              NaN  \n",
+       "...            ...  \n",
+       "23665          NaN  \n",
+       "23666          NaN  \n",
+       "23667          NaN  \n",
+       "23668          NaN  \n",
+       "23669          NaN  \n",
+       "\n",
+       "[23670 rows x 43 columns]"
+      ]
+     },
+     "execution_count": 486,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "non_BE_merged_cols_rename = non_BE_merged.rename(columns={'filename': 'Dateiname', 'man_prediction': 'Wappenklassifizierung', 'man_color': 'Farbklassifizierung'})\n",
+    "\n",
+    "complete_BE_df = pd.concat([BE_df, non_BE_merged_cols_rename, inkunabeln_reduced], ignore_index=True)\n",
+    "complete_BE_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 487,
+   "id": "0c398ac9-cd34-49a2-b6d0-d1d057d33593",
+   "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",
+       "      <th>Mitwirkender</th>\n",
+       "      <th>Anfang Veröffentlichungsdatum</th>\n",
+       "      <th>Ende Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsort</th>\n",
+       "      <th>Veröffentlichungsort (normiert)</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Formatangabe</th>\n",
+       "      <th>hs. Katalogseite Handschrift</th>\n",
+       "      <th>hs. Katalogeintrag ID</th>\n",
+       "      <th>hs. Katalogeintrag</th>\n",
+       "      <th>hs. Katalog Image URL</th>\n",
+       "      <th>clean_signature</th>\n",
+       "      <th>identifier</th>\n",
+       "      <th>prediction</th>\n",
+       "      <th>color</th>\n",
+       "      <th>ABO-Barcode</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>22641</th>\n",
+       "      <td>43.R.10</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Les armes et blasons des chevaliers de l'ordre...</td>\n",
+       "      <td>Morin de la Masserie, Jacques</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[ohne Jahresangabe]</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>Z165045809</td>\n",
+       "      <td>B</td>\n",
+       "      <td>red</td>\n",
+       "      <td>Z165045809</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22642</th>\n",
+       "      <td>56.F.25</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Memorial historico, juridico, politico de la S...</td>\n",
+       "      <td>Calderon, Juan Alonso</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[ohne Jahresangabe]</td>\n",
+       "      <td>o.O.</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>Z16691330X</td>\n",
+       "      <td>A</td>\n",
+       "      <td>red</td>\n",
+       "      <td>Z16691330X</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22643</th>\n",
+       "      <td>66.E.20</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Teatro della gloria, consagrato a S. Felice Sa...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[ohne Jahresangabe]</td>\n",
+       "      <td>o.O.</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>Z16907760X</td>\n",
+       "      <td>A</td>\n",
+       "      <td>red</td>\n",
+       "      <td>Z16907760X</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22644</th>\n",
+       "      <td>66.E.45</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Les vigilles de la mort du roi Charles VII a 9...</td>\n",
+       "      <td>Martial d'Auvergne</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[ohne Jahresangabe]</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>Z169084305</td>\n",
+       "      <td>B</td>\n",
+       "      <td>red</td>\n",
+       "      <td>Z169084305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22645</th>\n",
+       "      <td>62.E.12</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Historiæ Flandriæ Christianæ</td>\n",
+       "      <td>Vredius, Olivarius</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[ohne Jahresangabe]</td>\n",
+       "      <td>Brugis Flandrorum</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>Z169788400</td>\n",
+       "      <td>B</td>\n",
+       "      <td>red</td>\n",
+       "      <td>Z169788400</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23440</th>\n",
+       "      <td>622174-C</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>La pratique du theatre</td>\n",
+       "      <td>Aubignac, François-Hédelin &lt;&lt;d'&gt;&gt;</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1669</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>Z259430205</td>\n",
+       "      <td>B</td>\n",
+       "      <td>red</td>\n",
+       "      <td>Z259430205</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23441</th>\n",
+       "      <td>622186-C</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Le nozze degli dei. Favola rappresentata in mu...</td>\n",
+       "      <td>Coppola, Giovanni-Carlo</td>\n",
+       "      <td>Massi, Amador</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1637</td>\n",
+       "      <td>Firenze</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>Z259431209</td>\n",
+       "      <td>B</td>\n",
+       "      <td>red</td>\n",
+       "      <td>Z259431209</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23442</th>\n",
+       "      <td>393274-B</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Abrahami Ortelii Antverpiani Synonymia Geograp...</td>\n",
+       "      <td>Ortelius, Abraham</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1578</td>\n",
+       "      <td>Antverpiae</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>Z260077107</td>\n",
+       "      <td>B</td>\n",
+       "      <td>red</td>\n",
+       "      <td>Z260077107</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23443</th>\n",
+       "      <td>22.N.27.(Vol.2); 22.N.26.(Vol.2); 22.N.26.(Vol...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Poetae Christiani Veteres</td>\n",
+       "      <td></td>\n",
+       "      <td>Sedulius; Manuzio, Aldo Pio; Clarius, Daniel; ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1501 [1502]</td>\n",
+       "      <td>Venetiis</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>Z43163301</td>\n",
+       "      <td>B</td>\n",
+       "      <td>red</td>\n",
+       "      <td>Z43163404; Z43163301</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23444</th>\n",
+       "      <td>22.M.5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Continentvr hoc volvmine Georgii Trapezuntii R...</td>\n",
+       "      <td>Georgius</td>\n",
+       "      <td>Fortunatianus, Consultus; Rutilius Lupus, Publ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Mense Aprili 1523</td>\n",
+       "      <td>Venetiis</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>Z43169509</td>\n",
+       "      <td>A</td>\n",
+       "      <td>red</td>\n",
+       "      <td>Z43169509</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>804 rows × 43 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                Signatur Barcode   \n",
+       "22641                                            43.R.10     NaN  \\\n",
+       "22642                                            56.F.25     NaN   \n",
+       "22643                                            66.E.20     NaN   \n",
+       "22644                                            66.E.45     NaN   \n",
+       "22645                                            62.E.12     NaN   \n",
+       "...                                                  ...     ...   \n",
+       "23440                                           622174-C     NaN   \n",
+       "23441                                           622186-C     NaN   \n",
+       "23442                                           393274-B     NaN   \n",
+       "23443  22.N.27.(Vol.2); 22.N.26.(Vol.2); 22.N.26.(Vol...     NaN   \n",
+       "23444                                             22.M.5     NaN   \n",
+       "\n",
+       "                                                   Titel   \n",
+       "22641  Les armes et blasons des chevaliers de l'ordre...  \\\n",
+       "22642  Memorial historico, juridico, politico de la S...   \n",
+       "22643  Teatro della gloria, consagrato a S. Felice Sa...   \n",
+       "22644  Les vigilles de la mort du roi Charles VII a 9...   \n",
+       "22645                       Historiæ Flandriæ Christianæ   \n",
+       "...                                                  ...   \n",
+       "23440                             La pratique du theatre   \n",
+       "23441  Le nozze degli dei. Favola rappresentata in mu...   \n",
+       "23442  Abrahami Ortelii Antverpiani Synonymia Geograp...   \n",
+       "23443                          Poetae Christiani Veteres   \n",
+       "23444  Continentvr hoc volvmine Georgii Trapezuntii R...   \n",
+       "\n",
+       "                                   Autor   \n",
+       "22641      Morin de la Masserie, Jacques  \\\n",
+       "22642              Calderon, Juan Alonso   \n",
+       "22643                                      \n",
+       "22644                 Martial d'Auvergne   \n",
+       "22645                 Vredius, Olivarius   \n",
+       "...                                  ...   \n",
+       "23440  Aubignac, François-Hédelin <<d'>>   \n",
+       "23441            Coppola, Giovanni-Carlo   \n",
+       "23442                  Ortelius, Abraham   \n",
+       "23443                                      \n",
+       "23444                           Georgius   \n",
+       "\n",
+       "                                            Mitwirkender   \n",
+       "22641                                                     \\\n",
+       "22642                                                      \n",
+       "22643                                                      \n",
+       "22644                                                      \n",
+       "22645                                                      \n",
+       "...                                                  ...   \n",
+       "23440                                                      \n",
+       "23441                                      Massi, Amador   \n",
+       "23442                                                      \n",
+       "23443  Sedulius; Manuzio, Aldo Pio; Clarius, Daniel; ...   \n",
+       "23444  Fortunatianus, Consultus; Rutilius Lupus, Publ...   \n",
+       "\n",
+       "       Anfang Veröffentlichungsdatum  Ende Veröffentlichungsdatum   \n",
+       "22641                            NaN                          NaN  \\\n",
+       "22642                            NaN                          NaN   \n",
+       "22643                            NaN                          NaN   \n",
+       "22644                            NaN                          NaN   \n",
+       "22645                            NaN                          NaN   \n",
+       "...                              ...                          ...   \n",
+       "23440                            NaN                          NaN   \n",
+       "23441                            NaN                          NaN   \n",
+       "23442                            NaN                          NaN   \n",
+       "23443                            NaN                          NaN   \n",
+       "23444                            NaN                          NaN   \n",
+       "\n",
+       "      Veröffentlichungsdatum Veröffentlichungsort   \n",
+       "22641    [ohne Jahresangabe]                Paris  \\\n",
+       "22642    [ohne Jahresangabe]                 o.O.   \n",
+       "22643    [ohne Jahresangabe]                 o.O.   \n",
+       "22644    [ohne Jahresangabe]                Paris   \n",
+       "22645    [ohne Jahresangabe]    Brugis Flandrorum   \n",
+       "...                      ...                  ...   \n",
+       "23440                   1669                Paris   \n",
+       "23441                   1637              Firenze   \n",
+       "23442                   1578           Antverpiae   \n",
+       "23443            1501 [1502]             Venetiis   \n",
+       "23444      Mense Aprili 1523             Venetiis   \n",
+       "\n",
+       "      Veröffentlichungsort (normiert)  ... Formatangabe   \n",
+       "22641                             NaN  ...          NaN  \\\n",
+       "22642                             NaN  ...          NaN   \n",
+       "22643                             NaN  ...          NaN   \n",
+       "22644                             NaN  ...          NaN   \n",
+       "22645                             NaN  ...          NaN   \n",
+       "...                               ...  ...          ...   \n",
+       "23440                             NaN  ...          NaN   \n",
+       "23441                             NaN  ...          NaN   \n",
+       "23442                             NaN  ...          NaN   \n",
+       "23443                             NaN  ...          NaN   \n",
+       "23444                             NaN  ...          NaN   \n",
+       "\n",
+       "      hs. Katalogseite Handschrift hs. Katalogeintrag ID hs. Katalogeintrag   \n",
+       "22641                          NaN                   NaN                NaN  \\\n",
+       "22642                          NaN                   NaN                NaN   \n",
+       "22643                          NaN                   NaN                NaN   \n",
+       "22644                          NaN                   NaN                NaN   \n",
+       "22645                          NaN                   NaN                NaN   \n",
+       "...                            ...                   ...                ...   \n",
+       "23440                          NaN                   NaN                NaN   \n",
+       "23441                          NaN                   NaN                NaN   \n",
+       "23442                          NaN                   NaN                NaN   \n",
+       "23443                          NaN                   NaN                NaN   \n",
+       "23444                          NaN                   NaN                NaN   \n",
+       "\n",
+       "      hs. Katalog Image URL clean_signature  identifier prediction color   \n",
+       "22641                   NaN             NaN  Z165045809          B   red  \\\n",
+       "22642                   NaN             NaN  Z16691330X          A   red   \n",
+       "22643                   NaN             NaN  Z16907760X          A   red   \n",
+       "22644                   NaN             NaN  Z169084305          B   red   \n",
+       "22645                   NaN             NaN  Z169788400          B   red   \n",
+       "...                     ...             ...         ...        ...   ...   \n",
+       "23440                   NaN             NaN  Z259430205          B   red   \n",
+       "23441                   NaN             NaN  Z259431209          B   red   \n",
+       "23442                   NaN             NaN  Z260077107          B   red   \n",
+       "23443                   NaN             NaN   Z43163301          B   red   \n",
+       "23444                   NaN             NaN   Z43169509          A   red   \n",
+       "\n",
+       "                ABO-Barcode  \n",
+       "22641            Z165045809  \n",
+       "22642            Z16691330X  \n",
+       "22643            Z16907760X  \n",
+       "22644            Z169084305  \n",
+       "22645            Z169788400  \n",
+       "...                     ...  \n",
+       "23440            Z259430205  \n",
+       "23441            Z259431209  \n",
+       "23442            Z260077107  \n",
+       "23443  Z43163404; Z43163301  \n",
+       "23444             Z43169509  \n",
+       "\n",
+       "[804 rows x 43 columns]"
+      ]
+     },
+     "execution_count": 487,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# original BE_df\n",
+    "complete_BE_df.loc[0:22640]\n",
+    "# non_BE_merged\n",
+    "complete_BE_df.loc[22641:23444]\n",
+    "# inkunabeln_reduced\n",
+    "# complete_BE_df.loc[23445:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 488,
+   "id": "c4a51434-6356-4d5b-9bb4-7737dc26046a",
+   "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', 'clean_signature',\n",
+       "       'identifier', 'prediction', 'color', 'ABO-Barcode'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 488,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "complete_BE_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 493,
+   "id": "d4d83256-5d0d-433f-b3fa-f7ea01ad4ca8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "to_be_saved = complete_BE_df.drop(['prediction', 'color', 'clean_signature'], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 494,
+   "id": "8f4eab54-4475-4b8e-a4f0-1397290d28f1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "to_be_saved.to_excel('../Daten/Vorhersagen/WIP_complete_BE.xlsx', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "332be4f7-e0e1-4a7c-9aac-a1f42c1df383",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/Notebooks/String_matching.ipynb b/Notebooks/String_matching.ipynb
index 35a997eb2e79d7a627c8013cf6fa7119652140b3..f47ceca69e8e8fc82ae84f54d93fdf1afefaa2d1 100644
--- a/Notebooks/String_matching.ipynb
+++ b/Notebooks/String_matching.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 17,
    "id": "7a3837ac-cced-4e01-bf57-265e40729692",
    "metadata": {
     "tags": []
@@ -23,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 18,
    "id": "29ca0dc8-cae7-4f12-bd60-fd74ea6ae5ac",
    "metadata": {
     "tags": []
@@ -35,7 +35,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 19,
    "id": "c1e1c42a-962f-40bc-bb17-b62e8089feb7",
    "metadata": {
     "tags": []
@@ -47,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 20,
    "id": "50d15898-4687-46b7-b7e0-528d7cf9aec0",
    "metadata": {
     "tags": []
@@ -69,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 21,
    "id": "990dfeee-1141-4acb-8a3d-a7af0573f5be",
    "metadata": {
     "tags": []
@@ -84,7 +84,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 22,
    "id": "bcd301fe-cb80-4b1c-b65f-465fce5ed915",
    "metadata": {
     "tags": []
@@ -104,7 +104,7 @@
        "        0.0307618118822574]], dtype=object)"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -115,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 38,
    "id": "c0f4a42a-7e21-41e8-833c-2dd2f9d1985e",
    "metadata": {
     "tags": []
@@ -125,7 +125,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "5\n"
+      "3\n"
      ]
     },
     {
@@ -162,107 +162,73 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>104</th>\n",
+       "      <th>1824</th>\n",
        "      <td>14.376</td>\n",
-       "      <td>39</td>\n",
-       "      <td>Theologia</td>\n",
-       "      <td>Critici Sacri</td>\n",
+       "      <td>307</td>\n",
+       "      <td>Historia Naturalis</td>\n",
+       "      <td>Animalium Historia</td>\n",
        "      <td>Folio</td>\n",
-       "      <td>15</td>\n",
-       "      <td>14.376_039_05</td>\n",
-       "      <td>51 Lamy (Bernardi) de Tabernaculo foederis, de Sanctâ Civitate Ierusalem, ac de Templo ejus Libri VII. cum fig. chartâ M. Parisiis. 1720. Ioan. Mariette n. 44.</td>\n",
-       "      <td>Lamy Bernardi de Tabernaculo foederis de Sancta Civitate Ierusalem ac de Templo ejus Libri VII cum fig charta M Parisiis 1720 Ioan Mariette n 44</td>\n",
+       "      <td>267</td>\n",
+       "      <td>14.376_307_05</td>\n",
+       "      <td>505 xAlberti Magni Opera de Animalibus, chartâ magnâ, Mantuæ. 1479. Paul. I. de Burschbach. n. 2111. Cotesby (Marc.) Histoire naturelle ele la Ca= roline, la Floride et les Istes Baliama, London 1731. 2. Vol. nro CXCIIX. * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun. peints au naturel depuis l'anneé 1752. fol sur velin. 4 vol -----</td>\n",
+       "      <td>xAlberti Magni Opera de Animalibus charta magna Mantuae 1479 Paul I de Burschbach n 2111 Cotesby Marc Histoire naturelle ele la Caroline la Floride et les Istes Baliama London 1731 2 Vol nro CXCIIX * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun peints au naturel depuis l'annee 1752 fol sur velin 4 vol -----</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>280</th>\n",
+       "      <th>1924</th>\n",
        "      <td>14.376</td>\n",
-       "      <td>76</td>\n",
-       "      <td>Theologia</td>\n",
-       "      <td>Sanctissimi Patres Latini</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>52</td>\n",
-       "      <td>14.376_076_05</td>\n",
-       "      <td>113.......... Ejusdem de Civitate Dei opus. chartâ M. Rom. 1470. Sweynheym &amp; Pannart. n. 2100. XI. P. 10*</td>\n",
-       "      <td>Ejusdem de Civitate Dei opus charta M Rom 1470 Sweynheym &amp; Pannart n 2100 XI P 10*</td>\n",
+       "      <td>326</td>\n",
+       "      <td>Medicina</td>\n",
+       "      <td>Medicina, Chirurgia, Anatomia, Pharmacia &amp; Chimia</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>284</td>\n",
+       "      <td>14.376_326_05</td>\n",
+       "      <td>Alberti Magni Liber Aggregationis, seu Secretorum de virtutibus Herbarum, Lapidum, &amp; Animalium. editio antiqua sine loco &amp; anno. n. 2421.</td>\n",
+       "      <td>Alberti Magni Liber Aggregationis seu Secretorum de virtutibus Herbarum Lapidum &amp; Animalium editio antiqua sine loco &amp; anno n 2421</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>281</th>\n",
+       "      <th>1955</th>\n",
        "      <td>14.376</td>\n",
-       "      <td>76</td>\n",
-       "      <td>Theologia</td>\n",
-       "      <td>Sanctissimi Patres Latini</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>52</td>\n",
-       "      <td>14.376_076_06</td>\n",
-       "      <td>114......... Ejusdem de Civitate Dei opus. in membranis. Venet. 1475. Nic. Ienson. 2225 XI. P. 22.</td>\n",
-       "      <td>Ejusdem de Civitate Dei opus in membranis Venet 1475 Nic Ienson 2225 XI P 22</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4793</th>\n",
-       "      <td>14.377</td>\n",
-       "      <td>256</td>\n",
-       "      <td>Philologia</td>\n",
-       "      <td>Satyræ, Apologiæ, ac dissertationes variæ</td>\n",
+       "      <td>330</td>\n",
+       "      <td>Medicina</td>\n",
+       "      <td>Medicina, Chirurgia, Anatomia, Pharmacia &amp; Chimia</td>\n",
        "      <td>Octavo und kleiner</td>\n",
-       "      <td>652</td>\n",
-       "      <td>14.377_256_05</td>\n",
-       "      <td>Arntzenij Dissertationes binæ quarum prior de Colore ac tincturâ Comarum, postetior vero de Civitate Rom: Pauli Apostoli. 12.° Trajecti ad Rhen. 1725. Kroon. n. 1693</td>\n",
-       "      <td>Arntzenij Dissertationes binae quarum prior de Colore ac tinctura Comarum postetior vero de Civitate Rom Pauli Apostoli 12° Trajecti ad Rhen 1725 Kroon n 1693</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6885</th>\n",
-       "      <td>14.378</td>\n",
-       "      <td>170</td>\n",
-       "      <td>Historia Nova Europæ</td>\n",
-       "      <td>Historia &amp; descriptio Regionum Germaniæ</td>\n",
-       "      <td>Quarto</td>\n",
-       "      <td>1008</td>\n",
-       "      <td>14.378_170_05</td>\n",
-       "      <td>Nullitas Iniquitasque reünionis Alsatiæ; seu revisio Actorum demonstrantium Gallos supremum Imperium territoriale non magis in X Civitates Imperiales¬ unitas, quam in reliquos per utramque Alsatiam, Romano Imperio immediaté Subjectos ordines hactenùs tenuisse. 1707. absque loco Editionis. n. 720.*.</td>\n",
-       "      <td>Nullitas Iniquitasque reünionis Alsatiae seu revisio Actorum demonstrantium Gallos supremum Imperium territoriale non magis in X Civitates Imperiales unitas quam in reliquos per utramque Alsatiam Romano Imperio immediate Subjectos ordines hactenus tenuisse 1707 absque loco Editionis n 720*</td>\n",
+       "      <td>288</td>\n",
+       "      <td>14.376_330_00</td>\n",
+       "      <td>xAlberti Magni Secreta Mulierum ac Virorum, necnon de virtutibus Herbarum, Lapidum, &amp; Animal. Tractat 12°. Editio perantïqua sine loco &amp; anno. n. 680.</td>\n",
+       "      <td>xAlberti Magni Secreta Mulierum ac Virorum necnon de virtutibus Herbarum Lapidum &amp; Animal Tractat 12° Editio perantiqua sine loco &amp; anno n 680</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "      volume  page number              category   \n",
-       "104   14.376           39             Theologia  \\\n",
-       "280   14.376           76             Theologia   \n",
-       "281   14.376           76             Theologia   \n",
-       "4793  14.377          256            Philologia   \n",
-       "6885  14.378          170  Historia Nova Europæ   \n",
+       "      volume  page number            category   \n",
+       "1824  14.376          307  Historia Naturalis  \\\n",
+       "1924  14.376          326            Medicina   \n",
+       "1955  14.376          330            Medicina   \n",
        "\n",
-       "                                    subcategory              format   \n",
-       "104                               Critici Sacri               Folio  \\\n",
-       "280                   Sanctissimi Patres Latini               Folio   \n",
-       "281                   Sanctissimi Patres Latini               Folio   \n",
-       "4793  Satyræ, Apologiæ, ac dissertationes variæ  Octavo und kleiner   \n",
-       "6885    Historia & descriptio Regionum Germaniæ              Quarto   \n",
+       "                                            subcategory              format   \n",
+       "1824                                 Animalium Historia               Folio  \\\n",
+       "1924  Medicina, Chirurgia, Anatomia, Pharmacia & Chimia              Quarto   \n",
+       "1955  Medicina, Chirurgia, Anatomia, Pharmacia & Chimia  Octavo und kleiner   \n",
        "\n",
        "     handwritten page number       entry_ID   \n",
-       "104                       15  14.376_039_05  \\\n",
-       "280                       52  14.376_076_05   \n",
-       "281                       52  14.376_076_06   \n",
-       "4793                     652  14.377_256_05   \n",
-       "6885                    1008  14.378_170_05   \n",
+       "1824                     267  14.376_307_05  \\\n",
+       "1924                     284  14.376_326_05   \n",
+       "1955                     288  14.376_330_00   \n",
        "\n",
-       "                                                                                                                                                                                                                                                                                                            entry   \n",
-       "104                                                                                                                                               51 Lamy (Bernardi) de Tabernaculo foederis, de Sanctâ Civitate Ierusalem, ac de Templo ejus Libri VII. cum fig. chartâ M. Parisiis. 1720. Ioan. Mariette n. 44.  \\\n",
-       "280                                                                                                                                                                                                     113.......... Ejusdem de Civitate Dei opus. chartâ M. Rom. 1470. Sweynheym & Pannart. n. 2100. XI. P. 10*   \n",
-       "281                                                                                                                                                                                                            114......... Ejusdem de Civitate Dei opus. in membranis. Venet. 1475. Nic. Ienson. 2225 XI. P. 22.   \n",
-       "4793                                                                                                                                        Arntzenij Dissertationes binæ quarum prior de Colore ac tincturâ Comarum, postetior vero de Civitate Rom: Pauli Apostoli. 12.° Trajecti ad Rhen. 1725. Kroon. n. 1693   \n",
-       "6885  Nullitas Iniquitasque reünionis Alsatiæ; seu revisio Actorum demonstrantium Gallos supremum Imperium territoriale non magis in X Civitates Imperiales¬ unitas, quam in reliquos per utramque Alsatiam, Romano Imperio immediaté Subjectos ordines hactenùs tenuisse. 1707. absque loco Editionis. n. 720.*.   \n",
+       "                                                                                                                                                                                                                                                                                                                                                                                 entry   \n",
+       "1824  505 xAlberti Magni Opera de Animalibus, chartâ magnâ, Mantuæ. 1479. Paul. I. de Burschbach. n. 2111. Cotesby (Marc.) Histoire naturelle ele la Ca= roline, la Floride et les Istes Baliama, London 1731. 2. Vol. nro CXCIIX. * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun. peints au naturel depuis l'anneé 1752. fol sur velin. 4 vol -----  \\\n",
+       "1924                                                                                                                                                                                                                                         Alberti Magni Liber Aggregationis, seu Secretorum de virtutibus Herbarum, Lapidum, & Animalium. editio antiqua sine loco & anno. n. 2421.   \n",
+       "1955                                                                                                                                                                                                                            xAlberti Magni Secreta Mulierum ac Virorum, necnon de virtutibus Herbarum, Lapidum, & Animal. Tractat 12°. Editio perantïqua sine loco & anno. n. 680.   \n",
        "\n",
-       "                                                                                                                                                                                                                                                                                           cleaned entry  \n",
-       "104                                                                                                                                                     Lamy Bernardi de Tabernaculo foederis de Sancta Civitate Ierusalem ac de Templo ejus Libri VII cum fig charta M Parisiis 1720 Ioan Mariette n 44  \n",
-       "280                                                                                                                                                                                                                   Ejusdem de Civitate Dei opus charta M Rom 1470 Sweynheym & Pannart n 2100 XI P 10*  \n",
-       "281                                                                                                                                                                                                                         Ejusdem de Civitate Dei opus in membranis Venet 1475 Nic Ienson 2225 XI P 22  \n",
-       "4793                                                                                                                                      Arntzenij Dissertationes binae quarum prior de Colore ac tinctura Comarum postetior vero de Civitate Rom Pauli Apostoli 12° Trajecti ad Rhen 1725 Kroon n 1693  \n",
-       "6885  Nullitas Iniquitasque reünionis Alsatiae seu revisio Actorum demonstrantium Gallos supremum Imperium territoriale non magis in X Civitates Imperiales unitas quam in reliquos per utramque Alsatiam Romano Imperio immediate Subjectos ordines hactenus tenuisse 1707 absque loco Editionis n 720*  "
+       "                                                                                                                                                                                                                                                                                                                                               cleaned entry  \n",
+       "1824  xAlberti Magni Opera de Animalibus charta magna Mantuae 1479 Paul I de Burschbach n 2111 Cotesby Marc Histoire naturelle ele la Caroline la Floride et les Istes Baliama London 1731 2 Vol nro CXCIIX * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun peints au naturel depuis l'annee 1752 fol sur velin 4 vol -----  \n",
+       "1924                                                                                                                                                                                                                      Alberti Magni Liber Aggregationis seu Secretorum de virtutibus Herbarum Lapidum & Animalium editio antiqua sine loco & anno n 2421  \n",
+       "1955                                                                                                                                                                                                          xAlberti Magni Secreta Mulierum ac Virorum necnon de virtutibus Herbarum Lapidum & Animal Tractat 12° Editio perantiqua sine loco & anno n 680  "
       ]
      },
-     "execution_count": 32,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -271,17 +237,19 @@
     "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, 'Civitate'), '')\n",
+    "info = search_in_entry(search_in_entry(entry_df, 'Albert'), '')\n",
     "print(len(info))\n",
     "info"
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "2dd8e294-541c-4fb1-9dfe-949db3dbaf39",
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4131e38a-a4cd-4bdf-b39e-8e79ffa3f665",
    "metadata": {
     "tags": []
    },
+   "outputs": [],
    "source": [
     "entry_df.loc[185]"
    ]