diff --git a/Daten/Vorhersagen/BE_final.xlsx b/Daten/Vorhersagen/BE_final.xlsx
new file mode 100644
index 0000000000000000000000000000000000000000..d9db3718bfecc713720c8615353b068e2a5eb420
Binary files /dev/null and b/Daten/Vorhersagen/BE_final.xlsx differ
diff --git a/Daten/Vorhersagen/Complete_BE.xlsx b/Daten/Vorhersagen/Complete_BE.xlsx
deleted file mode 100644
index 3b9acd1d3aaf0e3ac2b33f7fe96155a45ace5e38..0000000000000000000000000000000000000000
Binary files a/Daten/Vorhersagen/Complete_BE.xlsx and /dev/null differ
diff --git a/Daten/Vorhersagen/Complete_BE_Years.xlsx b/Daten/Vorhersagen/Complete_BE_Years.xlsx
deleted file mode 100644
index c8878cbf852d9de05ae899f25836c6e04acd2113..0000000000000000000000000000000000000000
Binary files a/Daten/Vorhersagen/Complete_BE_Years.xlsx and /dev/null differ
diff --git a/Daten/Vorhersagen/Complete_BE_Years_Places.xlsx b/Daten/Vorhersagen/Complete_BE_Years_Places.xlsx
deleted file mode 100644
index 53d6ad84f33f4ad36672f82cab2b9131433d1bf5..0000000000000000000000000000000000000000
Binary files a/Daten/Vorhersagen/Complete_BE_Years_Places.xlsx and /dev/null differ
diff --git a/Daten/Vorhersagen/WIP_complete_BE.xlsx b/Daten/Vorhersagen/WIP_complete_BE.xlsx
deleted file mode 100644
index 2fccd99211ca209864bddc055f445ba5f50ad799..0000000000000000000000000000000000000000
Binary files a/Daten/Vorhersagen/WIP_complete_BE.xlsx and /dev/null differ
diff --git a/Daten/Vorhersagen/WIP_final_BE.xlsx b/Daten/Vorhersagen/WIP_final_BE.xlsx
deleted file mode 100644
index b3e7112058821332c99f6a681a7d29eeaf5ddff7..0000000000000000000000000000000000000000
Binary files a/Daten/Vorhersagen/WIP_final_BE.xlsx and /dev/null differ
diff --git a/Daten/Vorhersagen/WIP_final_BE_2.xlsx b/Daten/Vorhersagen/WIP_final_BE_2.xlsx
deleted file mode 100644
index e8c2c9b921daf437aeefea071a327fd37fbc9a2c..0000000000000000000000000000000000000000
Binary files a/Daten/Vorhersagen/WIP_final_BE_2.xlsx and /dev/null differ
diff --git a/Daten/Vorhersagen/WIP_final_BE_3.xlsx b/Daten/Vorhersagen/WIP_final_BE_3.xlsx
deleted file mode 100644
index 1052487927814fa10aae0202113c456fd09eed02..0000000000000000000000000000000000000000
Binary files a/Daten/Vorhersagen/WIP_final_BE_3.xlsx and /dev/null differ
diff --git a/Daten/Vorhersagen/WIP_final_BE_4.xlsx b/Daten/Vorhersagen/WIP_final_BE_4.xlsx
deleted file mode 100644
index 5f52703952a91115560bb9f3a53243529d2541b8..0000000000000000000000000000000000000000
Binary files a/Daten/Vorhersagen/WIP_final_BE_4.xlsx and /dev/null differ
diff --git a/Daten/Vorhersagen/hw_entries_final.xlsx b/Daten/Vorhersagen/hw_entries_final.xlsx
new file mode 100644
index 0000000000000000000000000000000000000000..b07c247e7079769424f0c292b1783a82d7b9382b
Binary files /dev/null and b/Daten/Vorhersagen/hw_entries_final.xlsx differ
diff --git a/Notebooks/XML_Aufbereitung.ipynb b/Notebooks/XML_Aufbereitung.ipynb
index d3a2c7e13250cc9822f9756641a3fe90be643968..d49832591909af3da576b62201533ab4df1278c1 100644
--- a/Notebooks/XML_Aufbereitung.ipynb
+++ b/Notebooks/XML_Aufbereitung.ipynb
@@ -2596,6 +2596,287 @@
     "print(repl)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 295,
+   "id": "10e58748-acb8-48c7-b4c7-a1953f2a70a4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "final_BE_df = BE_df.drop(['dup_title', 'copy_from'], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 306,
+   "id": "ee4e5056-d53d-4288-ba06-41af7e6cd3d4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "final_BE_df.to_excel('../Daten/Vorhersagen/BE_final.xlsx')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 311,
+   "id": "32fc7d42-2093-4a54-9003-00b4a03e9558",
+   "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",
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+       "      <th></th>\n",
+       "      <th>volume</th>\n",
+       "      <th>page number</th>\n",
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+       "      <th>subcategory</th>\n",
+       "      <th>format</th>\n",
+       "      <th>handwritten page number</th>\n",
+       "      <th>entry_ID</th>\n",
+       "      <th>entry</th>\n",
+       "      <th>AC numbers</th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
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+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>1 Biblia Sacra Polyglotta curis Cardinalis Xim...</td>\n",
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+       "    </tr>\n",
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+       "      <td>Folio</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14.376_025_01</td>\n",
+       "      <td>2 Biblia Sacra Polyglotta Philippi II. Regis C...</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
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+       "      <td>14.376_025_02</td>\n",
+       "      <td>3 Biblia Sacra Polyglotta Studio &amp; curâ Briani...</td>\n",
+       "      <td>[(AC09762517, sicher)]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14.376_025_03</td>\n",
+       "      <td>4 Biblia Sacra Latina Moguntina dicta, prima o...</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14.376_025_04</td>\n",
+       "      <td>5 Biblia Sacra Latina Moguntina, editio altera...</td>\n",
+       "      <td>[(AC07081950, sicher)]</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9398</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>582</td>\n",
+       "      <td>Imaginum Delineatarum Collectio</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>14.378_582_00</td>\n",
+       "      <td>CCCXXXI Vn Portefeüilles contenant des Dessein...</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9399</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>582</td>\n",
+       "      <td>Imaginum Delineatarum Collectio</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>14.378_582_01</td>\n",
+       "      <td>CCCXXXII  Vn Recueil des Portraits peints en m...</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9400</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>582</td>\n",
+       "      <td>Imaginum Delineatarum Collectio</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>14.378_582_02</td>\n",
+       "      <td>CCCXXXIII  Dix Vol. de Plantes peintes en mini...</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9401</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>582</td>\n",
+       "      <td>Imaginum Delineatarum Collectio</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>14.378_582_03</td>\n",
+       "      <td>CCCXXXIV  Cinq Vol. d'Oiseaux peints en Miniat...</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9402</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>582</td>\n",
+       "      <td>Imaginum Delineatarum Collectio</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>14.378_582_04</td>\n",
+       "      <td>CCCXXXV Divers Portraits, Ceremonies, Marches ...</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9403 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      volume  page number                         category   \n",
+       "0     14.376           25                        Theologia  \\\n",
+       "1     14.376           25                        Theologia   \n",
+       "2     14.376           25                        Theologia   \n",
+       "3     14.376           25                        Theologia   \n",
+       "4     14.376           25                        Theologia   \n",
+       "...      ...          ...                              ...   \n",
+       "9398  14.378          582  Imaginum Delineatarum Collectio   \n",
+       "9399  14.378          582  Imaginum Delineatarum Collectio   \n",
+       "9400  14.378          582  Imaginum Delineatarum Collectio   \n",
+       "9401  14.378          582  Imaginum Delineatarum Collectio   \n",
+       "9402  14.378          582  Imaginum Delineatarum Collectio   \n",
+       "\n",
+       "                             subcategory format handwritten page number   \n",
+       "0     Textus & Versiones Sacræ Scripturæ  Folio                       1  \\\n",
+       "1     Textus & Versiones Sacræ Scripturæ  Folio                       1   \n",
+       "2     Textus & Versiones Sacræ Scripturæ  Folio                       1   \n",
+       "3     Textus & Versiones Sacræ Scripturæ  Folio                       1   \n",
+       "4     Textus & Versiones Sacræ Scripturæ  Folio                       1   \n",
+       "...                                  ...    ...                     ...   \n",
+       "9398                                 NaN    NaN                    1402   \n",
+       "9399                                 NaN    NaN                    1402   \n",
+       "9400                                 NaN    NaN                    1402   \n",
+       "9401                                 NaN    NaN                    1402   \n",
+       "9402                                 NaN    NaN                    1402   \n",
+       "\n",
+       "           entry_ID                                              entry   \n",
+       "0     14.376_025_00  1 Biblia Sacra Polyglotta curis Cardinalis Xim...  \\\n",
+       "1     14.376_025_01  2 Biblia Sacra Polyglotta Philippi II. Regis C...   \n",
+       "2     14.376_025_02  3 Biblia Sacra Polyglotta Studio & curâ Briani...   \n",
+       "3     14.376_025_03  4 Biblia Sacra Latina Moguntina dicta, prima o...   \n",
+       "4     14.376_025_04  5 Biblia Sacra Latina Moguntina, editio altera...   \n",
+       "...             ...                                                ...   \n",
+       "9398  14.378_582_00  CCCXXXI Vn Portefeüilles contenant des Dessein...   \n",
+       "9399  14.378_582_01  CCCXXXII  Vn Recueil des Portraits peints en m...   \n",
+       "9400  14.378_582_02  CCCXXXIII  Dix Vol. de Plantes peintes en mini...   \n",
+       "9401  14.378_582_03  CCCXXXIV  Cinq Vol. d'Oiseaux peints en Miniat...   \n",
+       "9402  14.378_582_04  CCCXXXV Divers Portraits, Ceremonies, Marches ...   \n",
+       "\n",
+       "                  AC numbers  \n",
+       "0                         -1  \n",
+       "1                         -1  \n",
+       "2     [(AC09762517, sicher)]  \n",
+       "3                         -1  \n",
+       "4     [(AC07081950, sicher)]  \n",
+       "...                      ...  \n",
+       "9398                      -1  \n",
+       "9399                      -1  \n",
+       "9400                      -1  \n",
+       "9401                      -1  \n",
+       "9402                      -1  \n",
+       "\n",
+       "[9403 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 311,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_entry_df = entry_df.drop(['AC number', 'AC cert', 'AC comb', 'AC comb set len'], axis=1)\n",
+    "final_entry_df.rename(columns={'AC comb set': 'AC numbers'}, inplace=True)\n",
+    "final_entry_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 312,
+   "id": "83c0b002-6cf5-4677-8b84-a39d8815daa1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "final_entry_df.to_excel('../Daten/Vorhersagen/hw_entries_final.xlsx')"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 253,