diff --git a/Daten/Vorhersagen/WIP_final_BE_4.xlsx b/Daten/Vorhersagen/WIP_final_BE_4.xlsx
index 924f96a707e2989dc1a5073c0fc333ea351b3cb8..5f52703952a91115560bb9f3a53243529d2541b8 100644
Binary files a/Daten/Vorhersagen/WIP_final_BE_4.xlsx and b/Daten/Vorhersagen/WIP_final_BE_4.xlsx differ
diff --git a/Notebooks/Completing_BE_data.ipynb b/Notebooks/Completing_BE_data.ipynb
index 5258ed79b43b8bf322fddbf7435f0a8ccd817c3a..8a66ccc2ff3e08ab034d3609bb7dd5330c2d2c35 100644
--- a/Notebooks/Completing_BE_data.ipynb
+++ b/Notebooks/Completing_BE_data.ipynb
@@ -859,7 +859,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 244,
+   "execution_count": 260,
+   "id": "927de1ce-4152-4983-ad07-17d45de2cf47",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "hs. Katalog Konfidenz\n",
+       "sicher                               8339\n",
+       "sicher | sicher                       190\n",
+       "sicher | unsicher                      83\n",
+       "unsicher                               26\n",
+       "unsicher | unsicher                    19\n",
+       "sicher | sicher | sicher                3\n",
+       "sicher | sicher | sicher | sicher       1\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 260,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "BE_with_Ink_df['hs. Katalog Konfidenz'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 271,
    "id": "06fbcb36-61b6-44d9-bb5c-79df81e02f89",
    "metadata": {},
    "outputs": [
@@ -876,7 +907,7 @@
    ],
    "source": [
     "def complex_classify(BE_row):\n",
-    "    if (BE_row['Wappenklassifizierung'] in ['A', 'B', 'C']) or (BE_row['hs. Katalog Konfidenz'] == 'sicher'):\n",
+    "    if (BE_row['Wappenklassifizierung'] in ['A', 'B', 'C']) or (not pd.isna(BE_row['hs. Katalog Konfidenz']) and not (BE_row['hs. Katalog Konfidenz'] == 'unsicher') and not (BE_row['hs. Katalog Konfidenz'] == 'unsicher | unsicher')):\n",
     "        return 2\n",
     "    elif (BE_row['hs. Katalog Konfidenz'] == 'unsicher') or (BE_row['Anfang Veröffentlichungsdatum'] <= 1736):\n",
     "        return 1\n",
@@ -894,7 +925,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 256,
+   "execution_count": 272,
    "id": "b9ee6630-7122-44d9-9d2f-c8113e5a8e97",
    "metadata": {
     "tags": []
@@ -909,7 +940,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 256,
+     "execution_count": 272,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -920,7 +951,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 255,
+   "execution_count": 273,
    "id": "175c1147-0063-45e4-8498-39ee390ea7a0",
    "metadata": {
     "tags": []
@@ -930,13 +961,13 @@
      "data": {
       "text/plain": [
        "Komplexe Klassifizierung\n",
-       "0    10131\n",
-       "2     9568\n",
-       "1     3175\n",
+       "0    10114\n",
+       "2     9761\n",
+       "1     2999\n",
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 255,
+     "execution_count": 273,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -947,13 +978,83 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 275,
    "id": "9ecc028b-9b46-4bf8-ae24-2aa9c58366bb",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [],
    "source": [
-    "BE_with_Ink_df.to_excel('../Daten/Vorhersagen/WIP_final_BE_4.xlsx', "
+    "BE_with_Ink_df.to_excel('../Daten/Vorhersagen/WIP_final_BE_4.xlsx')"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 274,
+   "id": "dea71f92-ee6d-474c-b655-6936a86a4586",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Signatur                                                                                                                                                                                                                                                        BE.1.A.14\n",
+       "Barcode                                                                                                                                                                                                                                                           B998501\n",
+       "Titel                                                                                                                                                                                                                   Columna Cochlis M. Aurelio Antonio Augusto dicata\n",
+       "Autor                                                                                                                                                                                                                                            Bellori, Giovanni Pietro\n",
+       "Mitwirkender                                                                                                                                                                                                                                                          NaN\n",
+       "Anfang Veröffentlichungsdatum                                                                                                                                                                                                                                      1704.0\n",
+       "Ende Veröffentlichungsdatum                                                                                                                                                                                                                                           NaN\n",
+       "Veröffentlichungsdatum                                                                                                                                                                                                                                               1704\n",
+       "Veröffentlichungsort                                                                                                                                                                                                                                                 Roma\n",
+       "Veröffentlichungsort (normiert)                                                                                                                                                                                                                                       Rom\n",
+       "Sprache                                                                                                                                                                                                                                                           Italian\n",
+       "Dateiname                                                                                                                                                                                                                                                             NaN\n",
+       "Wappenklassifizierung                                                                                                                                                                                                                                                 NaN\n",
+       "p_A                                                                                                                                                                                                                                                                   NaN\n",
+       "p_B                                                                                                                                                                                                                                                                   NaN\n",
+       "p_C                                                                                                                                                                                                                                                                   NaN\n",
+       "p_N                                                                                                                                                                                                                                                                   NaN\n",
+       "Farbklassifizierung                                                                                                                                                                                                                                                   NaN\n",
+       "p_blue                                                                                                                                                                                                                                                                NaN\n",
+       "p_red                                                                                                                                                                                                                                                                 NaN\n",
+       "p_yellow                                                                                                                                                                                                                                                              NaN\n",
+       "IIIF Manifest                                                                                                                                                                                                                                                         NaN\n",
+       "hs. Katalog                                                                                                                                                                                                                                                           1.0\n",
+       "hs. Katalog Konfidenz                                                                                                                                                                                                                                     sicher | sicher\n",
+       "hs. Katalogband                                                                                                                                                                                                                                           14.378 | 14.378\n",
+       "hs. Katalogseite Digitalisat                                                                                                                                                                                                                                    371 | 560\n",
+       "Wissensklasse                                                                                                                                                                                                                    Paralipomena Historica | Imagines Incisæ\n",
+       "Wissensunterklasse                                                                                                               Antiquitatis Monumenta, seu Ædificia, Amphitheatri, Obelisci, Statuæ, Gemmæ, Lucernæ, Vasa, &c | Imaginum Romæ in æs incisarum Collectio\n",
+       "Formatangabe                                                                                                                                                                                                                                                     Folio | \n",
+       "hs. Katalogseite Handschrift                                                                                                                                                                                                                                  1203 | 1380\n",
+       "hs. Katalogeintrag ID                                                                                                                                                                                                                       14.378_371_01 | 14.378_560_03\n",
+       "hs. Katalogeintrag                 2342 Columna Cochlis seu Antoniana; vide Imagines Romæ | CLXXIX Columna Cochlis seu Antoniana a Petro S. Bartholo in æs incisa cum I. Petri Bellorij notis. in fol.° chartâ magnâ, formâ oblongâ. Romæ. 1704. Domin. de Rubeis n. 886.\n",
+       "hs. Katalog Image URL                                                                                           https://iiif.onb.ac.at/images/DOD/51219/00000371.jp2/full/full/0/native.jpg | https://iiif.onb.ac.at/images/DOD/51219/00000560.jp2/full/full/0/native.jpg\n",
+       "dup_title                                                                                                                                                                                                                                                           False\n",
+       "copy_from                                                                                                                                                                                                                                                            -1.0\n",
+       "Einfache Klassifizierung                                                                                                                                                                                                                                             True\n",
+       "Komplexe Klassifizierung                                                                                                                                                                                                                                                2\n",
+       "Name: 6, dtype: object"
+      ]
+     },
+     "execution_count": 274,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "BE_with_Ink_df.loc[6]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bd73ed76-756a-4a6e-b8f6-183ebfe33ae4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {