diff --git a/Daten/Vorhersagen/Complete_BE.xlsx b/Daten/Vorhersagen/Complete_BE.xlsx
new file mode 100644
index 0000000000000000000000000000000000000000..a559b5b4f3e0c8c6f9d07a7cc2c58f4e208502a3
Binary files /dev/null and b/Daten/Vorhersagen/Complete_BE.xlsx differ
diff --git a/Notebooks/String_matching.ipynb b/Notebooks/String_matching.ipynb
index 7c64e57ce488d313fbfd87cd1b04dbef179b0183..de64d01ac66adc779773a85a94bdd23fedcd44a8 100644
--- a/Notebooks/String_matching.ipynb
+++ b/Notebooks/String_matching.ipynb
@@ -1279,7 +1279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 108,
    "id": "836d1b5e-ef2f-4ff8-9c03-298b029f73b2",
    "metadata": {
     "tags": []
@@ -1291,7 +1291,8 @@
      "text": [
       "5778 out of 8756 BE signatures from the appropriate time period were matched\n",
       "For 4564 matches the first one was correct\n",
-      "For 5072 matches one of the five given ones in the table was correct\n"
+      "For 5072 matches one of the five given ones in the table was correct\n",
+      "124 matches have two or more mentions in the handrwitten catalog\n"
      ]
     }
    ],
@@ -1306,7 +1307,10 @@
     "                                    or num_in_lis(x['id_3'], x['control']) \n",
     "                                    or num_in_lis(x['id_4'], x['control']) \n",
     "                                    or num_in_lis(x['id_5'], x['control']), axis=1))\n",
-    "print('For', any_matches, 'matches one of the five given ones in the table was correct')"
+    "print('For', any_matches, 'matches one of the five given ones in the table was correct')\n",
+    "\n",
+    "double_matches = man_matches['control'].str.contains(',').sum()\n",
+    "print(double_matches, 'matches have two or more mentions in the handrwitten catalog')"
    ]
   },
   {
@@ -1364,410 +1368,77 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 111,
    "id": "25fcabf9-fb1c-4fe7-838a-8b595f0a2673",
    "metadata": {
     "tags": []
    },
+   "outputs": [],
+   "source": [
+    "no_matches_df = entry_df.loc[entry_df.index.difference(unique_matches_int)]\n",
+    "matches_df = entry_df.loc[unique_matches_int]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "id": "24bb9a74-0e99-4760-a3d5-05f8df71f85a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'Historia Nova Europæ': 0.48382838283828383, 'Poëtica': 0.5410273515677118, 'Paralipomena Historica': 0.5508870214752568, 'Theologia': 0.7555555555555555, 'Philologia': 0.596694214876033, 'Historia Naturalis': 0.6634615384615384, 'Historia Ecclesiastica': 0.689119170984456, 'Artes': 0.5623342175066313, 'Philosophia': 0.6542857142857142, 'Historia Antiqua': 0.3862928348909657, 'Codices Manuscripti': 0.0034129692832764505, 'Imagines Incisæ': 0.04330708661417323, 'Geographia': 0.5317460317460317, 'Iurisprudentia': 0.6715686274509803, 'Historia Nova extra Europam': 0.5577889447236181, 'Rhetorica': 0.5864197530864198, 'Mathematica': 0.7559055118110236, 'Grammatica': 0.5819672131147541, 'Medicina': 0.6330275229357798, 'Chronologia': 0.5612244897959183, 'Miscellanea Historica': 0.3877551020408163, 'Imagines Variæ Incisæ': 0.0851063829787234, 'Effigierum Incisarum Collectio': 0.0, 'Imaginum Delineatarum Collectio': 0.0}\n"
+     ]
+    }
+   ],
+   "source": [
+    "all_counts = entry_df['category'].value_counts()\n",
+    "match_counts = matches_df['category'].value_counts()\n",
+    "no_match_counts = no_matches_df['category'].value_counts()\n",
+    "\n",
+    "ratios = {}\n",
+    "for cat, count in all_counts.items():\n",
+    "    matched = 0\n",
+    "    if cat in match_counts.index:\n",
+    "        matched = match_counts[cat]\n",
+    "    ratios[cat] = matched / count\n",
+    "\n",
+    "print(ratios)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "id": "6c952698-2bc7-4511-a688-3bcd30ed8196",
+   "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>volume</th>\n",
-       "      <th>page number</th>\n",
-       "      <th>category</th>\n",
-       "      <th>subcategory</th>\n",
-       "      <th>format</th>\n",
-       "      <th>handwritten page number</th>\n",
-       "      <th>entry_ID</th>\n",
-       "      <th>entry</th>\n",
-       "      <th>cleaned entry</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>816</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>159</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>127</td>\n",
-       "      <td>14.376_159_06</td>\n",
-       "      <td>212 de Dominis (Marci Ant.) de Republicâ Ecclesiasticâ Libri X. 3 Vol. Heidelberg. 1818. I. Lancelottus. n. 834.</td>\n",
-       "      <td>de Dominis Marci Ant de Republica Ecclesiastica Libri X 3 Vol Heidelberg 1818 I Lancelottus n 834</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>818</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>160</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>128</td>\n",
-       "      <td>14.376_160_01</td>\n",
-       "      <td>214 de Ockam (Guill.) Dialogus de Rebus Ecclesiasticis, seu Canonicis, Ejusdem compendium Errorum Ioannis Papæ XXII; Ejusdem Summaria Operis nonaginta Dierum accedunt Epistolæ Michaelis de Lezena eodem Ockam¬ editore. Lugduni. 1495. I. Trechsel. n. 2261.</td>\n",
-       "      <td>de Ockam Guill Dialogus de Rebus Ecclesiasticis seu Canonicis Ejusdem compendium Errorum Ioannis Papae XXII Ejusdem Summaria Operis nonaginta Dierum accedunt Epistolae Michaelis de Lezena eodem Ockam editore Lugduni 1495 I Trechsel n 2261</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>819</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>160</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>128</td>\n",
-       "      <td>14.376_160_02</td>\n",
-       "      <td>215 Decretalium Libri. 3 Vol. Mss. in membranis</td>\n",
-       "      <td>Decretalium Libri 3 Vol Mss in membranis</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>820</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>160</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>128</td>\n",
-       "      <td>14.376_160_03</td>\n",
-       "      <td>216 Decretum Gratiani cum Rubricis. Moguntiæ. 1472. Schoiffer de Gernsheim. fol.° magno in membranis. Vol. 2¬ n. 2092.</td>\n",
-       "      <td>Decretum Gratiani cum Rubricis Moguntiae 1472 Schoiffer de Gernsheim fol° magno in membranis Vol 2 n 2092</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>826</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>161</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Quarto</td>\n",
-       "      <td>129</td>\n",
-       "      <td>14.376_161_03</td>\n",
-       "      <td>Pseudo-Isidorus &amp; Turrianus vapulantes; seu Epistolarum quas Pontificibus Rom. a B. Clemente ad Siricium¬ Isidorus Mercator supposuit, &amp; Fr. Turrianus propugnavit Editio &amp; censura, cum Davidis Blondelli notis. Genevæ. 1628. P. Chouet. n. 137.</td>\n",
-       "      <td>Pseudo-Isidorus &amp; Turrianus vapulantes seu Epistolarum quas Pontificibus Rom a B Clemente ad Siricium Isidorus Mercator supposuit &amp; Fr Turrianus propugnavit Editio &amp; censura cum Davidis Blondelli notis Genevae 1628 P Chouet n 137</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>833</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>162</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Quarto</td>\n",
-       "      <td>130</td>\n",
-       "      <td>14.376_162_05</td>\n",
-       "      <td>Hemmerlin seu Malleoli (felicis) variæ oblectationis opuscula. Basil. 1497. n. 2275. 7.° in folo XXIV. M. 36.</td>\n",
-       "      <td>Hemmerlin seu Malleoli felicis variae oblectationis opuscula Basil 1497 n 2275 7° in folo XXIV M 36</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>834</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>162</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Quarto</td>\n",
-       "      <td>130</td>\n",
-       "      <td>14.376_162_06</td>\n",
-       "      <td>de Vero &amp; perfecto Clerico ab alberto Trotto de Ferraria editum opus. Ferrariæ. 1475. Severinus Ferrariens. n. 2414 in fol.</td>\n",
-       "      <td>de Vero &amp; perfecto Clerico ab alberto Trotto de Ferraria editum opus Ferrariae 1475 Severinus Ferrariens n 2414 in fol</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>836</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>163</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Quarto</td>\n",
-       "      <td>131</td>\n",
-       "      <td>14.376_163_00</td>\n",
-       "      <td>Erasti (Thomæ) gravistimæ quæstionis explicatio¬ vtrum Excommunicatio, quatenus Religionem intelligentes &amp; amplexantes a Sacramentorum vsu, propter admissum facinus arcet, mandato nitatur divino, an excogitata sit hominibus; ad calcem operis adjectæ sunt clarissim. aliquot Theologorum de eâdem re Epistolæ. Fesclavij. 1689. Baocius Sultaceterus. n. 130.</td>\n",
-       "      <td>Erasti Thomae gravistimae quaestionis explicatio vtrum Excommunicatio quatenus Religionem intelligentes &amp; amplexantes a Sacramentorum vsu propter admissum facinus arcet mandato nitatur divino an excogitata sit hominibus ad calcem operis adjectae sunt clarissim aliquot Theologorum de eadem re Epistolae Fesclavij 1689 Baocius Sultaceterus n 130</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>838</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>163</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Quarto</td>\n",
-       "      <td>131</td>\n",
-       "      <td>14.376_163_02</td>\n",
-       "      <td>Gerbais (Ioan.) dissertatio de Causis majoribus ad caput concordator: de Causis, cum appendice quatuor monumentor. quibus Ecclesiæ Gallicanæ libertas, in retinendâ veteri Episcopalium Iudiciorum formâ, confirmatur. Lugduni 1685. Iac. Canier. n. 126.</td>\n",
-       "      <td>Gerbais Ioan dissertatio de Causis majoribus ad caput concordator de Causis cum appendice quatuor monumentor quibus Ecclesiae Gallicanae libertas in retinenda veteri Episcopalium Iudiciorum forma confirmatur Lugduni 1685 Iac Canier n 126</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>844</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>164</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Quarto</td>\n",
-       "      <td>132</td>\n",
-       "      <td>14.376_164_02</td>\n",
-       "      <td>Pragmatica Sanctio, Seu Decreta Basiliensia &amp; Bituricens cum glossis Cosmæ Guymier. Lugd. 1497. de Vingle. n. 2422. in f</td>\n",
-       "      <td>Pragmatica Sanctio Seu Decreta Basiliensia &amp; Bituricens cum glossis Cosmae Guymier Lugd 1497 de Vingle n 2422 in f</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>851</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>165</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Octavo und kleiner</td>\n",
-       "      <td>133</td>\n",
-       "      <td>14.376_165_06</td>\n",
-       "      <td>Histoire de l'origine des Dixmes, des Benefices, &amp; des autres biens temporels de l'Eglise. 12.° Paris. 1688. Dan. Hortemels. n. 522.</td>\n",
-       "      <td>Histoire de l'origine des Dixmes des Benefices &amp; des autres biens temporels de l'Eglise 12° Paris 1688 Dan Hortemels n 522</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>852</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>165</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>Canonum collectores &amp; Canonistæ; Epistolæ decretales &amp; Bullæ; necnon de Hierarchiâ &amp; Rebus Ecclesiasticis</td>\n",
-       "      <td>Octavo und kleiner</td>\n",
-       "      <td>133</td>\n",
-       "      <td>14.376_165_07</td>\n",
-       "      <td>Histoire des Perruques, ou lon fait voir leurs origine, leurs vsage, leurs forme, &amp; l'Irregularité de celles des Ecclesiast. par I. B. Thiers. 12.° Paris. 1690. n. 264.</td>\n",
-       "      <td>Histoire des Perruques ou lon fait voir leurs origine leurs vsage leurs forme &amp; l'Irregularite de celles des Ecclesiast par I B Thiers 12° Paris 1690 n 264</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>872</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>169</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>De Potestate Spirituali &amp; Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>137</td>\n",
-       "      <td>14.376_169_00</td>\n",
-       "      <td>219 de Ancona (Aug.) Summa de Potestate Ecclesiasticâ editio perantiqua sine loco &amp; anno. n 2258. XIX. B. 25.</td>\n",
-       "      <td>de Ancona Aug Summa de Potestate Ecclesiastica editio perantiqua sine loco &amp; anno n 2258 XIX B 25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>876</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>169</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>De Potestate Spirituali &amp; Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>137</td>\n",
-       "      <td>14.376_169_04</td>\n",
-       "      <td>223......... Le même imprimé en caracteres gothiques par le Petit Laurent pour Jean Petit. Paris. sans datte. n 2278.</td>\n",
-       "      <td>Le meme imprime en caracteres gothiques par le Petit Laurent pour Jean Petit Paris sans datte n 2278</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>877</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>169</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>De Potestate Spirituali &amp; Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>137</td>\n",
-       "      <td>14.376_169_05</td>\n",
-       "      <td>224 Histoire du different d'entre le Pape Boniface VIII. &amp; Philippe le Bel Roy de France, ou lon voit ce qui se pasta dans cetté affaire depuis l'an 1296. jusqu'en 1311. sous les Pontificats de Boniface VIII. Benoit XI. &amp; Clement V. ensemble le procez criminel fait a¬ Bernard Evêque de Pamiers. Paris. 1675. Seb. Cramoisy. n.1262.</td>\n",
-       "      <td>Histoire du different d'entre le Pape Boniface VIII &amp; Philippe le Bel Roy de France ou lon voit ce qui se pasta dans cette affaire depuis l'an 1296 jusqu'en 1311 sous les Pontificats de Boniface VIII Benoit XI &amp; Clement V ensemble le procez criminel fait a Bernard Eveque de Pamiers Paris 1675 Seb Cramoisy n1262</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>878</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>169</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>De Potestate Spirituali &amp; Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>137</td>\n",
-       "      <td>14.376_169_06</td>\n",
-       "      <td>225 La Historia del dominio temporale della S. Sede apostolica nel Ducato di Parma e Piacenza¬ giustificata con li autori originali, co'l diritto delle Genti, e con gli atti publici (dall'abbate Giusto Fontanini) in Roma. 1720.</td>\n",
-       "      <td>La Historia del dominio temporale della S Sede apostolica nel Ducato di Parma e Piacenza giustificata con li autori originali co'l diritto delle Genti e con gli atti publici dall'abbate Giusto Fontanini in Roma 1720</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>879</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>170</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>De Potestate Spirituali &amp; Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>138</td>\n",
-       "      <td>14.376_170_00</td>\n",
-       "      <td>226 Ragionamenti familiari Sopra'l Dominio e Sovranità nel Ducato di Parma e Piacenza, dove si esamina l'Historia del dominio temporale della Sede apostol. nel Ducato di Parma &amp; Piacenza publicata in Roma dall'abbate Giusto Fontanïni, e la dissertazione historie Politica e legale sopra la natura e qualità di Parma e Piacenza d'un autore Anonimo. senza'l luogo e l'anno. n. 1331</td>\n",
-       "      <td>Ragionamenti familiari Sopra'l Dominio e Sovranita nel Ducato di Parma e Piacenza dove si esamina l'Historia del dominio temporale della Sede apostol nel Ducato di Parma &amp; Piacenza publicata in Roma dall'abbate Giusto Fontanini e la dissertazione historie Politica e legale sopra la natura e qualita di Parma e Piacenza d'un autore Anonimo senza'l luogo e l'anno n 1331</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>880</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>170</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>De Potestate Spirituali &amp; Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>138</td>\n",
-       "      <td>14.376_170_01</td>\n",
-       "      <td>227 de Marca (Petri) Dissertationes de concordia Sacerdotij &amp; Imperij, seu de Libertatibus Ecclesiæ Gallicanæ.¬ chartâ M. Parisiis. 1714. n. 79.</td>\n",
-       "      <td>de Marca Petri Dissertationes de concordia Sacerdotij &amp; Imperij seu de Libertatibus Ecclesiae Gallicanae charta M Parisiis 1714 n 79</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>881</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>170</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>De Potestate Spirituali &amp; Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>138</td>\n",
-       "      <td>14.376_170_02</td>\n",
-       "      <td>228 Marsilij Patavini Defensor Pacis, sive advers. Romani Pontif. vsurpatam Iurisdictionem pro Ludovïco IV.¬ Imperatore Apologia. 1522. absque loco Editionis. n. 197.</td>\n",
-       "      <td>Marsilij Patavini Defensor Pacis sive advers Romani Pontif vsurpatam Iurisdictionem pro Ludovico IV Imperatore Apologia 1522 absque loco Editionis n 197</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>882</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>170</td>\n",
-       "      <td>Iurisprudentia</td>\n",
-       "      <td>De Potestate Spirituali &amp; Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>138</td>\n",
-       "      <td>14.376_170_03</td>\n",
-       "      <td>229 Syntagma tractatuum de Imperiali Iurisdictione,¬ authoritate, ac Præeminentia; necnon de Potestate¬ Ecclesiasticâ, Iuribusque Regni &amp; Imperij, ex variis¬ autoribus collectum. Argentorati. 1609. Laz. Zetznerus</td>\n",
-       "      <td>Syntagma tractatuum de Imperiali Iurisdictione authoritate ac Praeeminentia necnon de Potestate Ecclesiastica Iuribusque Regni &amp; Imperij ex variis autoribus collectum Argentorati 1609 Laz Zetznerus</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
+      "image/png": "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",
       "text/plain": [
-       "     volume  page number        category   \n",
-       "816  14.376          159  Iurisprudentia  \\\n",
-       "818  14.376          160  Iurisprudentia   \n",
-       "819  14.376          160  Iurisprudentia   \n",
-       "820  14.376          160  Iurisprudentia   \n",
-       "826  14.376          161  Iurisprudentia   \n",
-       "833  14.376          162  Iurisprudentia   \n",
-       "834  14.376          162  Iurisprudentia   \n",
-       "836  14.376          163  Iurisprudentia   \n",
-       "838  14.376          163  Iurisprudentia   \n",
-       "844  14.376          164  Iurisprudentia   \n",
-       "851  14.376          165  Iurisprudentia   \n",
-       "852  14.376          165  Iurisprudentia   \n",
-       "872  14.376          169  Iurisprudentia   \n",
-       "876  14.376          169  Iurisprudentia   \n",
-       "877  14.376          169  Iurisprudentia   \n",
-       "878  14.376          169  Iurisprudentia   \n",
-       "879  14.376          170  Iurisprudentia   \n",
-       "880  14.376          170  Iurisprudentia   \n",
-       "881  14.376          170  Iurisprudentia   \n",
-       "882  14.376          170  Iurisprudentia   \n",
-       "\n",
-       "                                                                                                   subcategory   \n",
-       "816  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis  \\\n",
-       "818  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "819  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "820  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "826  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "833  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "834  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "836  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "838  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "844  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "851  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "852  Canonum collectores & Canonistæ; Epistolæ decretales & Bullæ; necnon de Hierarchiâ & Rebus Ecclesiasticis   \n",
-       "872     De Potestate Spirituali & Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico   \n",
-       "876     De Potestate Spirituali & Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico   \n",
-       "877     De Potestate Spirituali & Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico   \n",
-       "878     De Potestate Spirituali & Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico   \n",
-       "879     De Potestate Spirituali & Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico   \n",
-       "880     De Potestate Spirituali & Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico   \n",
-       "881     De Potestate Spirituali & Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico   \n",
-       "882     De Potestate Spirituali & Temporali Pontificis Maximi; ac de Potestate Regiâ in Regimine Ecclesiastico   \n",
-       "\n",
-       "                 format handwritten page number       entry_ID   \n",
-       "816               Folio                     127  14.376_159_06  \\\n",
-       "818               Folio                     128  14.376_160_01   \n",
-       "819               Folio                     128  14.376_160_02   \n",
-       "820               Folio                     128  14.376_160_03   \n",
-       "826              Quarto                     129  14.376_161_03   \n",
-       "833              Quarto                     130  14.376_162_05   \n",
-       "834              Quarto                     130  14.376_162_06   \n",
-       "836              Quarto                     131  14.376_163_00   \n",
-       "838              Quarto                     131  14.376_163_02   \n",
-       "844              Quarto                     132  14.376_164_02   \n",
-       "851  Octavo und kleiner                     133  14.376_165_06   \n",
-       "852  Octavo und kleiner                     133  14.376_165_07   \n",
-       "872               Folio                     137  14.376_169_00   \n",
-       "876               Folio                     137  14.376_169_04   \n",
-       "877               Folio                     137  14.376_169_05   \n",
-       "878               Folio                     137  14.376_169_06   \n",
-       "879               Folio                     138  14.376_170_00   \n",
-       "880               Folio                     138  14.376_170_01   \n",
-       "881               Folio                     138  14.376_170_02   \n",
-       "882               Folio                     138  14.376_170_03   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                           entry   \n",
-       "816                                                                                                                                                                                                                                                                             212 de Dominis (Marci Ant.) de Republicâ Ecclesiasticâ Libri X. 3 Vol. Heidelberg. 1818. I. Lancelottus. n. 834.  \\\n",
-       "818                                                                                                                               214 de Ockam (Guill.) Dialogus de Rebus Ecclesiasticis, seu Canonicis, Ejusdem compendium Errorum Ioannis Papæ XXII; Ejusdem Summaria Operis nonaginta Dierum accedunt Epistolæ Michaelis de Lezena eodem Ockam¬ editore. Lugduni. 1495. I. Trechsel. n. 2261.   \n",
-       "819                                                                                                                                                                                                                                                                                                                                              215 Decretalium Libri. 3 Vol. Mss. in membranis   \n",
-       "820                                                                                                                                                                                                                                                                       216 Decretum Gratiani cum Rubricis. Moguntiæ. 1472. Schoiffer de Gernsheim. fol.° magno in membranis. Vol. 2¬ n. 2092.   \n",
-       "826                                                                                                                                           Pseudo-Isidorus & Turrianus vapulantes; seu Epistolarum quas Pontificibus Rom. a B. Clemente ad Siricium¬ Isidorus Mercator supposuit, & Fr. Turrianus propugnavit Editio & censura, cum Davidis Blondelli notis. Genevæ. 1628. P. Chouet. n. 137.   \n",
-       "833                                                                                                                                                                                                                                                                                Hemmerlin seu Malleoli (felicis) variæ oblectationis opuscula. Basil. 1497. n. 2275. 7.° in folo XXIV. M. 36.   \n",
-       "834                                                                                                                                                                                                                                                                  de Vero & perfecto Clerico ab alberto Trotto de Ferraria editum opus. Ferrariæ. 1475. Severinus Ferrariens. n. 2414 in fol.   \n",
-       "836                           Erasti (Thomæ) gravistimæ quæstionis explicatio¬ vtrum Excommunicatio, quatenus Religionem intelligentes & amplexantes a Sacramentorum vsu, propter admissum facinus arcet, mandato nitatur divino, an excogitata sit hominibus; ad calcem operis adjectæ sunt clarissim. aliquot Theologorum de eâdem re Epistolæ. Fesclavij. 1689. Baocius Sultaceterus. n. 130.   \n",
-       "838                                                                                                                                    Gerbais (Ioan.) dissertatio de Causis majoribus ad caput concordator: de Causis, cum appendice quatuor monumentor. quibus Ecclesiæ Gallicanæ libertas, in retinendâ veteri Episcopalium Iudiciorum formâ, confirmatur. Lugduni 1685. Iac. Canier. n. 126.   \n",
-       "844                                                                                                                                                                                                                                                                     Pragmatica Sanctio, Seu Decreta Basiliensia & Bituricens cum glossis Cosmæ Guymier. Lugd. 1497. de Vingle. n. 2422. in f   \n",
-       "851                                                                                                                                                                                                                                                         Histoire de l'origine des Dixmes, des Benefices, & des autres biens temporels de l'Eglise. 12.° Paris. 1688. Dan. Hortemels. n. 522.   \n",
-       "852                                                                                                                                                                                                                     Histoire des Perruques, ou lon fait voir leurs origine, leurs vsage, leurs forme, & l'Irregularité de celles des Ecclesiast. par I. B. Thiers. 12.° Paris. 1690. n. 264.   \n",
-       "872                                                                                                                                                                                                                                                                                219 de Ancona (Aug.) Summa de Potestate Ecclesiasticâ editio perantiqua sine loco & anno. n 2258. XIX. B. 25.   \n",
-       "876                                                                                                                                                                                                                                                                        223......... Le même imprimé en caracteres gothiques par le Petit Laurent pour Jean Petit. Paris. sans datte. n 2278.   \n",
-       "877                                                  224 Histoire du different d'entre le Pape Boniface VIII. & Philippe le Bel Roy de France, ou lon voit ce qui se pasta dans cetté affaire depuis l'an 1296. jusqu'en 1311. sous les Pontificats de Boniface VIII. Benoit XI. & Clement V. ensemble le procez criminel fait a¬ Bernard Evêque de Pamiers. Paris. 1675. Seb. Cramoisy. n.1262.   \n",
-       "878                                                                                                                                                          225 La Historia del dominio temporale della S. Sede apostolica nel Ducato di Parma e Piacenza¬ giustificata con li autori originali, co'l diritto delle Genti, e con gli atti publici (dall'abbate Giusto Fontanini) in Roma. 1720.   \n",
-       "879  226 Ragionamenti familiari Sopra'l Dominio e Sovranità nel Ducato di Parma e Piacenza, dove si esamina l'Historia del dominio temporale della Sede apostol. nel Ducato di Parma & Piacenza publicata in Roma dall'abbate Giusto Fontanïni, e la dissertazione historie Politica e legale sopra la natura e qualità di Parma e Piacenza d'un autore Anonimo. senza'l luogo e l'anno. n. 1331   \n",
-       "880                                                                                                                                                                                                                                             227 de Marca (Petri) Dissertationes de concordia Sacerdotij & Imperij, seu de Libertatibus Ecclesiæ Gallicanæ.¬ chartâ M. Parisiis. 1714. n. 79.   \n",
-       "881                                                                                                                                                                                                                       228 Marsilij Patavini Defensor Pacis, sive advers. Romani Pontif. vsurpatam Iurisdictionem pro Ludovïco IV.¬ Imperatore Apologia. 1522. absque loco Editionis. n. 197.   \n",
-       "882                                                                                                                                                                         229 Syntagma tractatuum de Imperiali Iurisdictione,¬ authoritate, ac Præeminentia; necnon de Potestate¬ Ecclesiasticâ, Iuribusque Regni & Imperij, ex variis¬ autoribus collectum. Argentorati. 1609. Laz. Zetznerus   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                         cleaned entry  \n",
-       "816                                                                                                                                                                                                                                                                                  de Dominis Marci Ant de Republica Ecclesiastica Libri X 3 Vol Heidelberg 1818 I Lancelottus n 834  \n",
-       "818                                                                                                                                     de Ockam Guill Dialogus de Rebus Ecclesiasticis seu Canonicis Ejusdem compendium Errorum Ioannis Papae XXII Ejusdem Summaria Operis nonaginta Dierum accedunt Epistolae Michaelis de Lezena eodem Ockam editore Lugduni 1495 I Trechsel n 2261  \n",
-       "819                                                                                                                                                                                                                                                                                                                                           Decretalium Libri 3 Vol Mss in membranis  \n",
-       "820                                                                                                                                                                                                                                                                          Decretum Gratiani cum Rubricis Moguntiae 1472 Schoiffer de Gernsheim fol° magno in membranis Vol 2 n 2092  \n",
-       "826                                                                                                                                              Pseudo-Isidorus & Turrianus vapulantes seu Epistolarum quas Pontificibus Rom a B Clemente ad Siricium Isidorus Mercator supposuit & Fr Turrianus propugnavit Editio & censura cum Davidis Blondelli notis Genevae 1628 P Chouet n 137  \n",
-       "833                                                                                                                                                                                                                                                                                Hemmerlin seu Malleoli felicis variae oblectationis opuscula Basil 1497 n 2275 7° in folo XXIV M 36  \n",
-       "834                                                                                                                                                                                                                                                             de Vero & perfecto Clerico ab alberto Trotto de Ferraria editum opus Ferrariae 1475 Severinus Ferrariens n 2414 in fol  \n",
-       "836                           Erasti Thomae gravistimae quaestionis explicatio vtrum Excommunicatio quatenus Religionem intelligentes & amplexantes a Sacramentorum vsu propter admissum facinus arcet mandato nitatur divino an excogitata sit hominibus ad calcem operis adjectae sunt clarissim aliquot Theologorum de eadem re Epistolae Fesclavij 1689 Baocius Sultaceterus n 130  \n",
-       "838                                                                                                                                      Gerbais Ioan dissertatio de Causis majoribus ad caput concordator de Causis cum appendice quatuor monumentor quibus Ecclesiae Gallicanae libertas in retinenda veteri Episcopalium Iudiciorum forma confirmatur Lugduni 1685 Iac Canier n 126  \n",
-       "844                                                                                                                                                                                                                                                                 Pragmatica Sanctio Seu Decreta Basiliensia & Bituricens cum glossis Cosmae Guymier Lugd 1497 de Vingle n 2422 in f  \n",
-       "851                                                                                                                                                                                                                                                         Histoire de l'origine des Dixmes des Benefices & des autres biens temporels de l'Eglise 12° Paris 1688 Dan Hortemels n 522  \n",
-       "852                                                                                                                                                                                                                        Histoire des Perruques ou lon fait voir leurs origine leurs vsage leurs forme & l'Irregularite de celles des Ecclesiast par I B Thiers 12° Paris 1690 n 264  \n",
-       "872                                                                                                                                                                                                                                                                                  de Ancona Aug Summa de Potestate Ecclesiastica editio perantiqua sine loco & anno n 2258 XIX B 25  \n",
-       "876                                                                                                                                                                                                                                                                               Le meme imprime en caracteres gothiques par le Petit Laurent pour Jean Petit Paris sans datte n 2278  \n",
-       "877                                                           Histoire du different d'entre le Pape Boniface VIII & Philippe le Bel Roy de France ou lon voit ce qui se pasta dans cette affaire depuis l'an 1296 jusqu'en 1311 sous les Pontificats de Boniface VIII Benoit XI & Clement V ensemble le procez criminel fait a Bernard Eveque de Pamiers Paris 1675 Seb Cramoisy n1262  \n",
-       "878                                                                                                                                                            La Historia del dominio temporale della S Sede apostolica nel Ducato di Parma e Piacenza giustificata con li autori originali co'l diritto delle Genti e con gli atti publici dall'abbate Giusto Fontanini in Roma 1720  \n",
-       "879  Ragionamenti familiari Sopra'l Dominio e Sovranita nel Ducato di Parma e Piacenza dove si esamina l'Historia del dominio temporale della Sede apostol nel Ducato di Parma & Piacenza publicata in Roma dall'abbate Giusto Fontanini e la dissertazione historie Politica e legale sopra la natura e qualita di Parma e Piacenza d'un autore Anonimo senza'l luogo e l'anno n 1331  \n",
-       "880                                                                                                                                                                                                                                               de Marca Petri Dissertationes de concordia Sacerdotij & Imperij seu de Libertatibus Ecclesiae Gallicanae charta M Parisiis 1714 n 79  \n",
-       "881                                                                                                                                                                                                                           Marsilij Patavini Defensor Pacis sive advers Romani Pontif vsurpatam Iurisdictionem pro Ludovico IV Imperatore Apologia 1522 absque loco Editionis n 197  \n",
-       "882                                                                                                                                                                              Syntagma tractatuum de Imperiali Iurisdictione authoritate ac Praeeminentia necnon de Potestate Ecclesiastica Iuribusque Regni & Imperij ex variis autoribus collectum Argentorati 1609 Laz Zetznerus  "
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "execution_count": 87,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "no_matches_df = entry_df.loc[entry_df.index.difference(unique_matches_int)]\n",
+    "sorted_ratios = sorted(ratios.items(), key=lambda x: x[1], reverse=True)\n",
+    "n, r = list(zip(*sorted_ratios))\n",
     "\n",
-    "no_matches_df[200:220]"
+    "fix, ax = plt.subplots()\n",
+    "ax.bar(n, [100 * ratio for ratio in r])\n",
+    "plt.xticks(rotation=45, ha='right')\n",
+    "ax.set_ylabel('Vollständigkeit [%]')\n",
+    "ax.set_title('Verbindung von hs. Katalog und mod. Katalog')\n",
+    "plt.show()"
    ]
   },
   {
@@ -1780,7 +1451,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "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,
    "id": "32d281c0-4015-4913-a5ec-da22c6a9c8ad",
    "metadata": {
     "tags": []
@@ -1789,18 +1472,22 @@
     {
      "data": {
       "text/plain": [
-       "Index(['Signatur', 'Barcode', 'Titel', 'Autor', 'Mitwirkender',\n",
+       "Index(['Barcode', 'Titel', 'Autor', 'Mitwirkender',\n",
        "       'Anfang Veröffentlichungsdatum', 'Ende Veröffentlichungsdatum',\n",
        "       'Veröffentlichungsdatum', 'Veröffentlichungsort',\n",
        "       'Veröffentlichungsort (normiert)', 'Sprache', 'Schlagwörter',\n",
        "       'Schlagwörter (mit GND)', 'Vorbesitzer', 'Typ', 'Bemerkungen',\n",
        "       'Gültiger Barcode', 'Dateiname', 'Wappenklassifizierung', 'p_A', 'p_B',\n",
        "       'p_C', 'p_N', 'Farbklassifizierung', 'p_blue', 'p_red', 'p_yellow',\n",
-       "       'hs. Katalog'],\n",
+       "       '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', 'identifier',\n",
+       "       'ABO-Barcode'],\n",
        "      dtype='object')"
       ]
      },
-     "execution_count": 88,
+     "execution_count": 172,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1814,7 +1501,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 173,
    "id": "0ddd0ffe-3546-43fb-90ff-1d7206af138e",
    "metadata": {
     "tags": []
@@ -1828,7 +1515,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 89,
+     "execution_count": 173,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1839,7 +1526,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": null,
    "id": "b8d40359-5eba-49e6-b2a6-3bc37786dd4c",
    "metadata": {
     "tags": []
@@ -1885,7 +1572,8 @@
    },
    "outputs": [],
    "source": [
-    "BE_df.to_excel('../Daten/Vorhersagen/Katalogauszug, Vorhersagen und hs. Katalogverbindungen.xlsx', index=False)"
+    "# 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)"
    ]
   },
   {