diff --git a/Daten/Vorhersagen/Complete_BE.xlsx b/Daten/Vorhersagen/Complete_BE.xlsx
index a559b5b4f3e0c8c6f9d07a7cc2c58f4e208502a3..bcb86b3127f0d6bcef2c0a4e84981b6d18f1675b 100644
Binary files a/Daten/Vorhersagen/Complete_BE.xlsx and b/Daten/Vorhersagen/Complete_BE.xlsx differ
diff --git a/Notebooks/Remaining_barcodes_and_metadata.ipynb b/Notebooks/Remaining_barcodes_and_metadata.ipynb
index 5ff5eb3e1dad5ba2f548725a6544abebdd762390..4fbe68ec9e6c5dd497be56663d93bbf30bb8c74c 100644
--- a/Notebooks/Remaining_barcodes_and_metadata.ipynb
+++ b/Notebooks/Remaining_barcodes_and_metadata.ipynb
@@ -11,7 +11,7 @@
     {
      "data": {
       "text/plain": [
-       "<contextlib.ExitStack at 0x7f790a6b5ba0>"
+       "<contextlib.ExitStack at 0x7f531bc16590>"
       ]
      },
      "execution_count": 1,
@@ -3378,6 +3378,296 @@
     "final_supralibros.to_csv('data/predictions/supralibros_pred_final.csv', index=False)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "563e1571-ba77-49e1-a886-c5b4537d3231",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "final_supralibros = pd.read_csv('data/predictions/supralibros_pred_final.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "50313913-feb6-428e-af42-5c7f677269af",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
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+       "      <th>p_N</th>\n",
+       "      <th>color</th>\n",
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+       "    </tr>\n",
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+       "      <td>NaN</td>\n",
+       "    </tr>\n",
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+       "      <td>Z155916602_00000001.jpg</td>\n",
+       "      <td>C</td>\n",
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+       "      <td>0.002850</td>\n",
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+       "      <td>0.934370</td>\n",
+       "      <td>0.061763</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>B</td>\n",
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+       "    </tr>\n",
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+       "      <td>Z43165504_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B</td>\n",
+       "      <td>0.000670</td>\n",
+       "      <td>0.998324</td>\n",
+       "      <td>0.000560</td>\n",
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+       "      <td>red</td>\n",
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+       "    </tr>\n",
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+       "      <th>6212</th>\n",
+       "      <td>Z43169509</td>\n",
+       "      <td>Z43169509_00000001.jpg</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
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+       "      <td>0.000941</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>0.000120</td>\n",
+       "      <td>0.999710</td>\n",
+       "      <td>0.000170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6213</th>\n",
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+       "      <td>Z43173306_00000001.jpg</td>\n",
+       "      <td>B</td>\n",
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+       "      <td>0.998986</td>\n",
+       "      <td>0.000175</td>\n",
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+       "      <td>red</td>\n",
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+       "      <td>0.000969</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>Z95576003</td>\n",
+       "      <td>Z95576003_00000001.jpg</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
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+       "      <td>0.009923</td>\n",
+       "      <td>0.989663</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>6215 rows × 13 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      identifier                 filename prediction man_prediction       p_A   \n",
+       "0      Z10520809   Z10520809_00000004.jpg          C              N  0.150160  \\\n",
+       "1     Z152357407  Z152357407_00000003.jpg          C              N  0.002158   \n",
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+       "3     Z155078001  Z155078001_00000002.jpg          A              N  0.638692   \n",
+       "4     Z155916602  Z155916602_00000001.jpg          C              N  0.002850   \n",
+       "...          ...                      ...        ...            ...       ...   \n",
+       "6210   Z43163301   Z43163301_00000001.jpg          B              B  0.000872   \n",
+       "6211   Z43165504   Z43165504_00000001.jpg          B              B  0.000670   \n",
+       "6212   Z43169509   Z43169509_00000001.jpg          A              A  0.995156   \n",
+       "6213   Z43173306   Z43173306_00000001.jpg          B              B  0.000573   \n",
+       "6214   Z95576003   Z95576003_00000001.jpg          A              A  0.997559   \n",
+       "\n",
+       "           p_B       p_C       p_N   color man_color    p_blue     p_red   \n",
+       "0     0.135397  0.362168  0.352275     NaN       NaN       NaN       NaN  \\\n",
+       "1     0.001710  0.781663  0.214469     NaN       NaN       NaN       NaN   \n",
+       "2     0.019239  0.582193  0.376145     NaN       NaN       NaN       NaN   \n",
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+       "4     0.001018  0.934370  0.061763     NaN       NaN       NaN       NaN   \n",
+       "...        ...       ...       ...     ...       ...       ...       ...   \n",
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+       "6214  0.001285  0.000620  0.000536  yellow    yellow  0.000414  0.009923   \n",
+       "\n",
+       "      p_yellow  \n",
+       "0          NaN  \n",
+       "1          NaN  \n",
+       "2          NaN  \n",
+       "3          NaN  \n",
+       "4          NaN  \n",
+       "...        ...  \n",
+       "6210  0.001197  \n",
+       "6211  0.002438  \n",
+       "6212  0.000170  \n",
+       "6213  0.000969  \n",
+       "6214  0.989663  \n",
+       "\n",
+       "[6215 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_supralibros"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "97c9d080-fef4-41a4-b45c-b75785017c48",
@@ -3388,7 +3678,7 @@
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@@ -3400,7 +3690,7 @@
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@@ -3412,7 +3702,7 @@
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@@ -3435,7 +3725,7 @@
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@@ -3446,7 +3736,7 @@
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@@ -3458,7 +3748,7 @@
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@@ -3470,7 +3760,7 @@
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@@ -3479,20 +3769,20 @@
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        "Name: identifier, dtype: object"
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@@ -3504,7 +3794,7 @@
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@@ -3543,7 +3833,7 @@
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@@ -3552,11 +3842,11 @@
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@@ -3567,7 +3857,7 @@
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@@ -3683,7 +3973,7 @@
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@@ -3692,7 +3982,7 @@
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@@ -3713,7 +4003,7 @@
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@@ -4128,7 +4418,7 @@
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@@ -4142,7 +4432,7 @@
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@@ -4464,7 +4754,7 @@
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@@ -4475,7 +4765,7 @@
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@@ -4527,7 +4817,7 @@
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@@ -4550,7 +4840,7 @@
        "Name: clean_signature, Length: 252, dtype: object"
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@@ -4561,7 +4851,7 @@
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@@ -4573,7 +4863,7 @@
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@@ -4585,7 +4875,7 @@
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@@ -4606,7 +4896,7 @@
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    "cell_type": "code",
-   "execution_count": 353,
+   "execution_count": 24,
    "id": "af90c6f4-0aec-4b5d-80f6-03bdc3b38bd9",
    "metadata": {
     "tags": []
@@ -4654,7 +4944,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 354,
+   "execution_count": 25,
    "id": "a1b09796-5790-48e4-a752-dbff8f074ee5",
    "metadata": {
     "tags": []
@@ -4663,7 +4953,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "72b341b99a294462addeb5a872149658",
+       "model_id": "c070bc33faef43b98bf05ab2f5426f56",
        "version_major": 2,
        "version_minor": 0
       },
@@ -4684,7 +4974,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 406,
+   "execution_count": 26,
    "id": "36f0635b-e495-43cc-b821-495d0f89080f",
    "metadata": {
     "tags": []
@@ -4696,7 +4986,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 395,
+   "execution_count": 27,
    "id": "11c58f53-2958-4669-9210-949bcaba6bcf",
    "metadata": {
     "tags": []
@@ -4717,7 +5007,7 @@
        "dtype: object"
       ]
      },
-     "execution_count": 395,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4728,7 +5018,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 407,
+   "execution_count": 28,
    "id": "70262b42-b0a8-442f-8d42-74e3013c2d22",
    "metadata": {
     "tags": []
@@ -4752,7 +5042,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 460,
+   "execution_count": 29,
    "id": "b7753144-b97d-4263-990c-997845300859",
    "metadata": {
     "tags": []
@@ -4960,7 +5250,7 @@
        "[225 rows x 7 columns]"
       ]
      },
-     "execution_count": 460,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4974,7 +5264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 463,
+   "execution_count": 30,
    "id": "584cedc1-0eb7-45d6-9535-e79867f4249b",
    "metadata": {
     "tags": []
@@ -5182,7 +5472,7 @@
        "[232 rows x 7 columns]"
       ]
      },
-     "execution_count": 463,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5201,7 +5491,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 465,
+   "execution_count": 31,
    "id": "f048ed87-4541-4613-9683-227a820d7321",
    "metadata": {
     "tags": []
@@ -5523,7 +5813,7 @@
        "[8 rows x 22 columns]"
       ]
      },
-     "execution_count": 465,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5534,7 +5824,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 468,
+   "execution_count": 32,
    "id": "b02e6456-5bf7-4f14-8e53-04e71c701159",
    "metadata": {
     "tags": []
@@ -5694,15 +5984,15 @@
        "      <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>14.376</td>\n",
+       "      <td>327.0</td>\n",
+       "      <td>Medicina</td>\n",
+       "      <td>Medicina, Chirurgia, Anatomia, Pharmacia &amp; Chimia</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>285</td>\n",
+       "      <td>14.376_327_06</td>\n",
+       "      <td>Nicandri Theriaca &amp; Alexipharmaca cum Scholiis...</td>\n",
+       "      <td>https://iiif.onb.ac.at/images/DOD/51202/000003...</td>\n",
        "      <td>BE5N37</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -5742,15 +6032,15 @@
        "      <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>14.376</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Theologi Scholastici</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>75</td>\n",
+       "      <td>14.376_099_04</td>\n",
+       "      <td>Castellionis (Seb.) dialogi IV. de Prædestinat...</td>\n",
+       "      <td>https://iiif.onb.ac.at/images/DOD/51202/000000...</td>\n",
        "      <td>BE8S34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -5766,15 +6056,15 @@
        "      <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>14.377</td>\n",
+       "      <td>272.0</td>\n",
+       "      <td>Philologia</td>\n",
+       "      <td>Dialogi, &amp; Colloquia</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>668</td>\n",
+       "      <td>14.377_272_04</td>\n",
+       "      <td>Entretiens de Maxime &amp; de Themiste, ou reponse...</td>\n",
+       "      <td>https://iiif.onb.ac.at/images/DOD/51184/000002...</td>\n",
        "      <td>BE8S53</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -5790,15 +6080,15 @@
        "      <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>14.378</td>\n",
+       "      <td>122.0</td>\n",
+       "      <td>Historia Nova Europæ</td>\n",
+       "      <td>Historia Franciæ Singularum vel aliquot tempor...</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>962</td>\n",
+       "      <td>14.378_122_04</td>\n",
+       "      <td>Traité de la Loy Salique, ou les origines &amp; au...</td>\n",
+       "      <td>https://iiif.onb.ac.at/images/DOD/51219/000001...</td>\n",
        "      <td>BE9V41</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -5878,71 +6168,71 @@
        "7325                            Paris  ...             NaN   \n",
        "7326                            Paris  ...             NaN   \n",
        "11419                             NaN  ...          14.378   \n",
-       "13416                            Köln  ...             NaN   \n",
+       "13416                            Köln  ...          14.376   \n",
        "19481                           Paris  ...             NaN   \n",
-       "19851                           Basel  ...             NaN   \n",
-       "19873                             NaN  ...             NaN   \n",
-       "21991                             NaN  ...             NaN   \n",
+       "19851                           Basel  ...          14.376   \n",
+       "19873                             NaN  ...          14.377   \n",
+       "21991                             NaN  ...          14.378   \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",
+       "13416                        327.0              Medicina   \n",
        "19481                          NaN                   NaN   \n",
-       "19851                          NaN                   NaN   \n",
-       "19873                          NaN                   NaN   \n",
-       "21991                          NaN                   NaN   \n",
+       "19851                         99.0             Theologia   \n",
+       "19873                        272.0            Philologia   \n",
+       "21991                        122.0  Historia Nova Europæ   \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",
+       "                                      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  Medicina, Chirurgia, Anatomia, Pharmacia & Chimia              Quarto   \n",
+       "19481                                                NaN                 NaN   \n",
+       "19851                               Theologi Scholastici  Octavo und kleiner   \n",
+       "19873                               Dialogi, & Colloquia  Octavo und kleiner   \n",
+       "21991  Historia Franciæ Singularum vel aliquot tempor...  Octavo und kleiner   \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",
+       "13416                          285         14.376_327_06   \n",
        "19481                          NaN                   NaN   \n",
-       "19851                          NaN                   NaN   \n",
-       "19873                          NaN                   NaN   \n",
-       "21991                          NaN                   NaN   \n",
+       "19851                           75         14.376_099_04   \n",
+       "19873                          668         14.377_272_04   \n",
+       "21991                          962         14.378_122_04   \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",
+       "13416  Nicandri Theriaca & Alexipharmaca cum Scholiis...   \n",
        "19481                                                NaN   \n",
-       "19851                                                NaN   \n",
-       "19873                                                NaN   \n",
-       "21991                                                NaN   \n",
+       "19851  Castellionis (Seb.) dialogi IV. de Prædestinat...   \n",
+       "19873  Entretiens de Maxime & de Themiste, ou reponse...   \n",
+       "21991  Traité de la Loy Salique, ou les origines & au...   \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",
+       "13416  https://iiif.onb.ac.at/images/DOD/51202/000003...           BE5N37  \n",
        "19481                                                NaN   BE8P1920(Vol2)  \n",
-       "19851                                                NaN           BE8S34  \n",
-       "19873                                                NaN           BE8S53  \n",
-       "21991                                                NaN           BE9V41  \n",
+       "19851  https://iiif.onb.ac.at/images/DOD/51202/000000...           BE8S34  \n",
+       "19873  https://iiif.onb.ac.at/images/DOD/51184/000002...           BE8S53  \n",
+       "21991  https://iiif.onb.ac.at/images/DOD/51219/000001...           BE9V41  \n",
        "\n",
        "[9 rows x 39 columns]"
       ]
      },
-     "execution_count": 468,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5953,7 +6243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 484,
+   "execution_count": 33,
    "id": "79ed2426-daa4-46df-b148-c4773234a853",
    "metadata": {
     "tags": []
@@ -5969,7 +6259,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 484,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5980,7 +6270,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 485,
+   "execution_count": 34,
    "id": "07290446-3cde-417a-8ba0-6f10959ea50e",
    "metadata": {
     "tags": []
@@ -6003,7 +6293,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 485,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6014,7 +6304,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 486,
+   "execution_count": 35,
    "id": "6f42f938-db2b-4854-800a-521c6845d545",
    "metadata": {
     "tags": []
@@ -6468,7 +6758,7 @@
        "[23670 rows x 43 columns]"
       ]
      },
-     "execution_count": 486,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6482,7 +6772,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 487,
+   "execution_count": 36,
    "id": "0c398ac9-cd34-49a2-b6d0-d1d057d33593",
    "metadata": {
     "tags": []
@@ -6936,7 +7226,7 @@
        "[804 rows x 43 columns]"
       ]
      },
-     "execution_count": 487,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6952,7 +7242,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 488,
+   "execution_count": 37,
    "id": "c4a51434-6356-4d5b-9bb4-7737dc26046a",
    "metadata": {
     "tags": []
@@ -6976,7 +7266,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 488,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6987,7 +7277,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 493,
+   "execution_count": 38,
    "id": "d4d83256-5d0d-433f-b3fa-f7ea01ad4ca8",
    "metadata": {
     "tags": []
@@ -6999,19 +7289,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 494,
+   "execution_count": 39,
    "id": "8f4eab54-4475-4b8e-a4f0-1397290d28f1",
    "metadata": {
     "tags": []
    },
    "outputs": [],
    "source": [
-    "to_be_saved.to_excel('../Daten/Vorhersagen/WIP_complete_BE.xlsx', index=False)"
+    "to_be_saved.to_excel('../Daten/Vorhersagen/Complete_BE.xlsx', index=False)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 495,
+   "execution_count": 40,
    "id": "332be4f7-e0e1-4a7c-9aac-a1f42c1df383",
    "metadata": {
     "tags": []
@@ -7107,7 +7397,7 @@
        "[1 rows x 22 columns]"
       ]
      },
-     "execution_count": 495,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7118,7 +7408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 500,
+   "execution_count": 41,
    "id": "ce61797d-72f4-40ee-b69e-d65a463aff6f",
    "metadata": {
     "tags": []
@@ -7142,7 +7432,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 500,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/Notebooks/String_matching.ipynb b/Notebooks/String_matching.ipynb
index de64d01ac66adc779773a85a94bdd23fedcd44a8..52bed3cad30e0b49852d7b33d9a755290c83346f 100644
--- a/Notebooks/String_matching.ipynb
+++ b/Notebooks/String_matching.ipynb
@@ -23,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 176,
    "id": "29ca0dc8-cae7-4f12-bd60-fd74ea6ae5ac",
    "metadata": {
     "tags": []
@@ -1449,18 +1449,6 @@
     "## Add new matching data to existing catalogue data"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 171,
-   "id": "c52f2098-221b-4912-841a-d54e25788143",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "BE_df = pd.read_excel('../Daten/Vorhersagen/WIP_complete_BE.xlsx', index_col=0)"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 172,
@@ -1526,7 +1514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 174,
    "id": "b8d40359-5eba-49e6-b2a6-3bc37786dd4c",
    "metadata": {
     "tags": []
@@ -1565,15 +1553,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 175,
    "id": "4ed3c187-ab7a-419a-8530-386a69143b3d",
    "metadata": {
     "tags": []
    },
    "outputs": [],
    "source": [
-    "# BE_df.to_excel('../Daten/Vorhersagen/Katalogauszug, Vorhersagen und hs. Katalogverbindungen.xlsx', index=False)\n",
-    "BE_df.to_excel('../Daten/Vorhersagen/Complete_BE.xlsx', index=False)"
+    "BE_df.to_excel('../Daten/Vorhersagen/Katalogauszug, Vorhersagen und hs. Katalogverbindungen.xlsx', index=False)"
    ]
   },
   {