spaCy/spaCy_networkx.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1ffa5701-4f2e-4f65-b4dd-47b3ad95b974",
   "metadata": {},
   "source": [
    "# spaCy and networkx\n",
    "\n",
    "Date: 2023/11/24-2023/12/09, 2023/12/14\n",
    "\n",
    "Reference: https://youtu.be/fAHkJ_Dhr50\n",
    "\n",
    "ドイツに住んでいた頃、バッハの音楽を聴きながら生活したので、バッハの本を選んだ。\n",
    "\n",
    "Free book \"Johann Sebastian Bach: His Life, Art, and Work\" from Project Gutenberg: https://www.gutenberg.org/ebooks/35041"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "799436bf-46cb-4d23-a39c-745759db3144",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "10e249f1-5891-4ddc-8be2-fdd9814737dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CHAPTER I. THE FAMILY OF BACH\n",
      "\n",
      "\n",
      "If there is such a thing as inherited aptitude for art it certainly showed\n",
      "itself in the family of Bach. For six successive generations scarcely two\n",
      "or three of its members are found whom nature had not endowed with\n",
      "remarkable musical talent, and who did not make music their\n",
      "profession.\n",
      "\n",
      "Veit Bach, ancestor of this famous family, gained a livelihood as a\n",
      "baker at Pressburg in Hungary.  When the religious troubles of the\n",
      "sixteenth century broke out he was driven to seek another place of abode,\n",
      "and having got together as much of his small property as he could, retired\n",
      "with it to Thuringia, hoping to find peace and security there.  He settled\n",
      "at Wechmar, a village near Gotha, where he continued to ply his trade\n",
      "as a baker and miller. In his leisure hours he was wont to amuse\n",
      "himself with the lute, playing it amid the noise and clatter of the\n",
      "mill.  His taste for music descended to his two sons and their\n",
      "children, and in time the Bachs grew to be a very numerous family of\n",
      "professional musicians, Cantors, Organists, and Town Musicians,\n",
      "throughout  Thuringia.\n",
      "\n",
      "Not all the Bachs, however, were great musicians. But every generation\n",
      "boasted some of them who were more than usually distinguished.  In the\n",
      "first quarter of the seventeenth century three of Veit Bach's\n",
      "grandchildren showed such exceptional talent that the Count of\n",
      "Schwarzburg-Arnstadt thought it worth while to send them at his expense to\n",
      "Italy, then the chief school of music, to perfect themselves in the\n",
      "art.\n",
      "\n",
      "We do not know whether they rewarded the expectations of their patron, for\n",
      "none of their works has survived. The fourth generation of the family\n",
      "produced musicians of exceptional distinction, and several of their\n",
      "compositions, thanks to Johann Sebastian Bach's regard for them, have come\n",
      "down to us. The most notable of these Bachs are:\n",
      "\n",
      "   1. Johann Christoph Bach, Court and Town Organist at Eisenach. He\n",
      "      was particularly happy in his beautiful melodies and in setting\n",
      "      words to music. In the Archives of the Bachs, which was in\n",
      "      Carl Philipp Emmanuel's possession at Hamburg, there is a Motet by\n",
      "      Johann Christoph in which he boldly uses the augmented sixth, a\n",
      "      proceeding considered extremely daring in his day. He was also\n",
      "      an uncommon master of harmony, as may be inferred from a Cantata\n",
      "      composed by him for Michaelmas, to the words \"Es erhub sich ein\n",
      "      Streit,\" etc., which has twenty-two obbligato parts in correct\n",
      "      harmony. Yet another proof of his rare skill is in the alleged\n",
      "      fact that he never played the Organ or Clavier in less than five\n",
      "      parts. Carl Philipp Emmanuel had a particularly warm regard for\n",
      "      him. I remember the old man playing some of his compositions to\n",
      "      me on the Clavier at Hamburg, and how quizzically he looked at me\n",
      "      when one of these daring passages occurred.\n",
      "   2. Johann Michael Bach, Organist and Town Clerk at Gehren. He was\n",
      "      the younger brother of Johann Christoph,\n"
     ]
    }
   ],
   "source": [
    "with open('../data/pg35041_.txt') as f:\n",
    "    text_ = f.read()\n",
    "\n",
    "text = re.sub(r'_*\\(\\d+\\)|_', '', text_)\n",
    "print(text[:3000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0297c5d7-4792-4086-9556-88c72df109ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!python3 -m spacy download en_core_web_md"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "994501e7-0b99-498b-961c-f22c535d3e8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "from spacy import displacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b7dcaf25-74af-4185-b5cc-033e9e7e6297",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
      "  warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'NoneType' object has no attribute 'cadam32bit_grad_fp32'\n"
     ]
    }
   ],
   "source": [
    "nlp = spacy.load('en_core_web_trf')\n",
    "doc = nlp(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cba54217-bc0c-4322-9958-d6785d10349f",
   "metadata": {},
   "outputs": [
    {
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       " \n",
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       "    Bach\n",
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       " was appointed Director of Music</br>and Cantor to \n",
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       "    St. Thomas' School\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
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       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", a position which he</br>occupied until his death.  Prince \n",
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       "    Leopold\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
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       " of \n",
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       "    Anhalt\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       "-Cöthen had great</br>regard for him and \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " left his service with regret. But he saw the</br>finger of Providence in the event; for the Prince died shortly</br>afterwards. The loss of his patron affected him deeply, and moved him</br>to compose a funeral Cantata containing remarkably fine double choruses</br>which he himself conducted at \n",
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       "    Cöthen\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ". While he was at \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Thomas'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " he</br>was appointed honorary Kapellmeister to the Duke of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Weissenfels\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " and,</br>in the following year , received the title of Court Composer to the</br>King-Elector of Poland-Saxony. The \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " compliments are not of great</br>consequence, and the \n",
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       "    second\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " was to some degree corollary to \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s</br>position as Cantor of \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Thomas' School\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ".</br></br>\n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Carl Philipp Emmanuel\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    second\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " son, entered the service of \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Frederick\n",
       "the Great\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Prussia\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1740\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".  So widely was \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s skill recognised by</br>this time that the King, who often heard him praised, was curious to meet</br>so great an artist.  More than once he hinted to \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Carl Philipp Emmanuel\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "</br>that it would be agreeable to welcome his father to \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Potsdam\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", and as \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "</br>did not appear, desired to know the reason.  \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Carl Philipp\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " did not fail to</br>acquaint his father with the King's interest.  But for some time \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " was</br>too occupied with his duties to accede to the invitation.  However, as</br>\n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Carl Philipp\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " continued to urge him, he set out for \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Potsdam\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    towards the end\n",
       "of 1747\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", in company with his eldest son, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Wilhelm Friedemann\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ". It was</br>the King's custom to hold a private concert \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every evening\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", and to take</br>part on the flute in a \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Concerto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " or \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    One evening\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", when he had got</br>out his flute and the musicians were at their desks, an official brought</br>him a list of the strangers newly arrived at \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Potsdam\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ".  Flute in hand the</br>King ran through the names, and suddenly turning to the waiting musicians,</br>said with considerable excitement, &quot;Gentlemen, Old \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " has arrived.&quot;  The</br>flute was put away for the \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    evening\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", and \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", who had alighted at his</br>son's lodging, was summoned immediately to the \n",
       "<mark class=\"entity\" style=\"background: #9cc9cc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Palace\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n",
       "</mark>\n",
       ".  \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Wilhelm\n",
       "Friedemann\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", who accompanied his father, often told me the story.  Nor am I</br>likely to forget the racy manner in which he related it.  The courtesy of</br>\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    those days\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " demanded rather prolix compliments, and the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    first\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " introduction</br>of \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " to so illustrious a monarch, into whose presence he had hurried</br>without being allowed time to change his travelling dress for a \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantor\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s</br>black gown, obviously invited ceremonial speeches on both sides.  I will</br>not dwell on them; \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Wilhelm Friedemann\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " related a lengthy and formal</br>conversation between the King and the \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantor\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ".</br></br>More worthy of record is the fact that the King gave up his concert for</br>\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    that evening\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " and invited \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", already known as &quot;Old \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ",&quot; to try the</br>\n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Silbermann\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " pianofortes which stood in various parts of \n",
       "<mark class=\"entity\" style=\"background: #9cc9cc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the\n",
       "Palace\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n",
       "</mark>\n",
       ". Accompanied from room to room by the King and the musicians,</br>\n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " tried the instruments and improvised upon them before his illustrious</br>companion.  After some time he asked the King to give him a subject for a</br>Fugue, that he might treat it extempore.  The King did so, and expressed</br>his astonishment at \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s profound skill in developing it.  Anxious to</br>see to what lengths the art could be carried, the King desired \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " to</br>improvise a \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    six\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       "-part \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Fugue\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ".  But as every subject is not suitable for</br>polyphonic treatment, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " himself chose a theme and, to the astonishment</br>of all who were present, developed it with the skill and distinction he</br>had shown in treating the King's subject.  His Majesty expressed a wish to</br>hear him on the Organ also. Accordingly, \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    next day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " inspected all the</br>Organs in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Potsdam\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", as \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the evening\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " before he had tried the \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Silbermann\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "</br>pianofortes. On his return to \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Leipzig\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " he developed the King's theme in</br>\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    three\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " and \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    six\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " parts, added Canones diversi upon it, engraved the whole</br>under the title \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Musikalisches Opfer\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " and dedicated it to the royal author</br>of the theme.</br></br>His visit to \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Potsdam\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " was \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s last journey.  The indefatigable diligence</br>he had shown all his life, and particularly in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    his younger years\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", when</br>successive days and \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    nights\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " were given to study, seriously affected his</br>eye-sight.  The weakness grew with age and became very distressing in</br>character.  On the advice of friends who placed great confidence in the</br>skill of a \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    London\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " oculist lately come to \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Leipzig\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " submitted to</br>an operation, which twice failed.  He lost his sight completely in</br>consequence, and his hitherto vigorous constitution was undermined by the</br>drugs administered to him.  He sank gradually for full \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    half a year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", and</br>expired on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the evening of July 30, 1760\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the sixty-sixth year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " of his</br>age. \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ten days\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " before his death he was suddenly able to see again</br>and to bear the light.  \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    A few hours later\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " he was seized by an apoplexy and</br>inflammatory fever, and notwithstanding all possible medical aid, his</br>weakened frame succumbed to the attack.</br></br>Such was the career of this remarkable man.  I will only add that he was</br>\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    twice\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " married, and that he had by his \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    first\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " wife \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    seven\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ", and by his \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    second\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       "</br>wife \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    thirteen\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " children; in all, \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    eleven\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " sons and \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    nine\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " daughters. All</br>of his sons had an admirable talent for music, but only the elder ones</br>fully developed it.</br></br>         [\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    The Church and School of St. Thomas\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Leipzig\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1723\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".]</br></br>          \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    The Church and School of St. Thomas\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Leipzig\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1723\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".</br></br></br></br></br></br>CHAPTER \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    IIA. BACH\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " AT \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    LEIPZIG\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1723-1750\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       "</br></br></br>\n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " was inducted into his office as Cantor of \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Thomas' School\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " at \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    nine\n",
       "o'clock on the morning\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " of \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Monday, May 31, 1723\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".  He died in his official</br>residence there at \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    a quarter to nine on the evening of Tuesday, July 28,\n",
       "1750\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ".  He was buried \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    early on the morning\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " of \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Friday, July 31\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", in the</br>churchyard of \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. John's\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Leipzig\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ".</br></br>The announcement of his death, made from the pulpit of \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Thomas'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the\n",
       "day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " of his funeral, described him as &quot;Court Composer to His Majesty the</br>King of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Poland\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " and Electoral and Serene Highness of Saxony, Kapellmeister</br>to His Highness the Prince of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Anhalt-Cothen\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", and Cantor to \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Thomas'\n",
       "School of this town\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ".&quot;  \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " usually designated himself &quot;Director Chori</br>Musici Lipsiensis,&quot; or shortly, &quot;Director Musices.&quot;  Circumstances led him</br>to emphasise a title which asserted a musical prerogative not confined to</br>the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    School\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " and the churches it served.</br></br>The Cantor of \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Thomas'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " was charged formerly with the musical direction</br>of \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    four\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Leipzig\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " churches: \n",
       "<mark class=\"entity\" style=\"background: #9cc9cc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Thomas'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #9cc9cc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Nicolas'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Peter's\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", and \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the\n",
       "New Church\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ".  He was also responsible for the music in \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the University\n",
       "Church of St. Paul\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", the so-called &quot;old service,&quot; held originally on \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the\n",
       "Festivals of Easter\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Whit\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Christmas\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", and the Reformation, and once during</br>\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    each University quarter\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ". On \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    high days\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " music also had to be provided at \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St.\n",
       "John's Church\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ".</br></br>\n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", as Cantor, succeeded to a more restricted responsibility, which</br>dated from \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the early years of the eighteenth century\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".  The New Church,</br>originally \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the Church of the Franciscans\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", had been restored to use in</br>\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1699\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".  In \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1704\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Georg Philipp Telemann\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", who came to \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Leipzig\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " as a law</br>student \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    three years before\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", was appointed Organist there. He also founded</br>\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the Collegium Musicum\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", or \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    University Musical Society\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", a farther slight</br>upon the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantor\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "'s position.  Not until \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1729\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " did the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Society\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " pass under</br>\n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s direction and its members become available as auxiliaries in the</br>church choirs under his charge.  Notwithstanding that \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s predecessor</br>\n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Kuhnau\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " had protested against \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Telemann\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s independence, the direction of \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the\n",
       "New Church's\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " music passed out of the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantor\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "'s control, though the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    School\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "</br>continued to provide the choristers.  \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Six years later\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the University\n",
       "Church of St. Paul\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " also began an independent course.  In \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1710\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " the</br>authorities resolved to hold a \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    University\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " service in the church \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every\n",
       "Sunday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ". \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Kuhnau\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " asserted his prerogative as \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantor\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ". But he was only able to</br>maintain it by offering to provide the music for the &quot;new service&quot; as well</br>as for the &quot;old service&quot; at the fee of \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    twelve\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " thalers which the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    University\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "</br>so far had paid for the latter.  After his death the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    University\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " appointed</br>(\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    April 3, 1723\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ") \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Johann Gottlieb Görner\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", already Organist of \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Nicolas'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "</br>since \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1721\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", to control the music both of the &quot;old&quot; and &quot;new&quot; services, for</br>which the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    University\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " provided the choir.  Not until after a direct appeal</br>to the King did \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " succeed, in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1726\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", in compelling the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    University\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " to</br>restore to the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantor\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " his emoluments in regard to the &quot;old service,&quot; the</br>conduct of which had been restored to him on his appointment as Cantor.</br>The &quot;new service&quot; remained under \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Görner\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s direction.  As to \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Peter's\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ",</br>its services, which had entirely ceased, were revived in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1711\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ". The music,</br>however, was simple, and consisted only of hymns.</br></br>Thus \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", as Cantor, was responsible for the music in the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " principal</br>churches, \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Thomas'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " and \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Nicolas'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ".  The \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    School\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " also provided the</br>choir for \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Peter's\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " and \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the New Church\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ".  The junior and least competent</br>singers sang at \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Peter's\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ".  The rest were pretty equally distributed</br>between the other \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    three\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " churches.  At \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the New Church\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " the music was</br>performed under the direction of a Chorpräfect.  At \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Thomas'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " and \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St.\n",
       "Nicolas'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " personally directed the concerted music.  On ordinary</br>\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sundays\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " a \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantata\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " or \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Motet\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " was performed in each church alternately.  At</br>the great \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Festivals\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    New Year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Epiphany\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ascension Day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Trinity Sunday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ",</br>and the Annunciation, \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantatas\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " were sung at both churches, the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " choirs</br>singing at \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Vespers\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       " in the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    second\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " church the \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantata\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " performed by them in</br>\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the morning\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " at the other church.  On these occasions the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    second\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " choir was</br>conducted by a Chorpräfect. The principal \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sunday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " service in both churches</br>began at \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    seven in the morning\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", ended at \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    eleven\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", and observed the following</br>order:</br></br>      1. Organ Prelude.</br>      2. Motet, related to \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the Gospel for the Day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       "; (omitted in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lent\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " and</br>      replaced by the \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Benedictus\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ").</br>      3. Introit.</br>      4. \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Kyrie\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", sung alternately, in \n",
       "<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    German\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LANGUAGE</span>\n",
       "</mark>\n",
       " and \n",
       "<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Latin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LANGUAGE</span>\n",
       "</mark>\n",
       ".</br>      5. \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    The Lord's Prayer\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", intoned at the altar.</br>      6. \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Gloria\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", intoned at the altar and answered either by the Choir's</br>      Et in terra pax hominibus, or by the congregation with the Hymn,</br>      Allein Gott in der Höh' sei Ehr, the \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    German\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " version of the \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Gloria\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ".</br>      7. \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Collect\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", intoned in \n",
       "<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Latin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LANGUAGE</span>\n",
       "</mark>\n",
       "; preceded by the preces Dominus</br>      vobiscum and Et cum spiritu tuo.</br>      8. Epistle.</br>      9. Litany, in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Advent\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " and \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lent\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " only; intoned by \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    four\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " boys, the Choir</br>      responding.</br>      10. Hymn, appropriate to the Gospel.</br>      \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    11\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". Gospel.</br>      \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    12\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". Credo, intoned; (in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lent\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    last three Sundays\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " of Advent, and</br>      Festivals of Apostles, \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the Nicene Creed\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", sung in \n",
       "<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Latin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LANGUAGE</span>\n",
       "</mark>\n",
       ").</br>      \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    13\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". Prelude, followed by a Cantata, lasting \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    about twenty minutes\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       "; on</br>      alternate \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sundays\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " in each church.</br>      \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    14\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". The Creed in \n",
       "<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    German\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LANGUAGE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Wir glauben all' an einen Gott\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", sung by the</br>      congregation.</br>      15. Sermon, lasting \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    one hour\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    8-9 A.M.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ").</br>      \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    16\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". Hymn, Herr \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Jesu Christ\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", dich zu uns wend, followed by the</br>      reading of the Gospel, on which the \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sermon\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " had been based.</br>      \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    17\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". General Confession, prayers, and Lord's Prayer.</br>      \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    18\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". Blessing.</br>      \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    19\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". Hymn.</br>      \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    20\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". Communion Service; Hymns and Organ extemporisation.</br>      \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    21\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ". Benediction.</br></br>Vespers began at \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    a quarter past one\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " and was a comparatively simple</br>service; the music consisted of \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Hymns\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", a \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Motet\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", and the \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Magnificat\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ". On \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the\n",
       "last three Sundays\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Advent\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " and throughout \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lent\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " neither \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantatas\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " nor</br>\n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Motets\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " were sung. The \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Organ\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " was silent. On the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    three\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " great \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Festivals\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       " the</br>appointed Hymn for the season was sung at the beginning of the principal</br>service, before the Organ Prelude: at \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Christmas\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Puer natus\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bethlehem\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ";</br>at \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Easter\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Heut\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "' triumphiret \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Gottes Sohn\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "; at \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Whitsuntide\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #9cc9cc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Spiritus Sancti\n",
       "gratia\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n",
       "</mark>\n",
       ".  During the Communion service the \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sanctus\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " and concerted music were</br>sung.  A festal hymn followed the \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Benediction\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ".  The \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    three\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " great \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Festivals\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       "</br>were each observed for \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    three consecutive days\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", on the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    first\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " and \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    second\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " of</br>which \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantatas\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " were sung at both churches.  On \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the third day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " concerted</br>music was sung at \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    only one\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " of the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " churches.</br></br>The other \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    week-day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " Festivals for which \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantatas\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " were provided were \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the\n",
       "Feast of the Circumcision\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    New Year's Day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       "), \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Epiphany\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ascension Day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ",</br>\n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Purification of the B.V.M.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Annunciation of the B.V.M.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Visitation of the\n",
       "B.V.M.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Feast of St. John Baptist\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Midsummer Day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       "), \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Feast of St. Michael\n",
       "the Archangel\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ". \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    The Reformation Festival\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       " was kept on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    October 31\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", or if that</br>date was a \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Saturday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " or \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Monday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the previous or following Sunday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".</br></br>On \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Good Friday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " the \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Passion\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " was performed in the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " principal churches</br>alternately. \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Leipzig\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " adopted no official Hymn-book.  The compilation from</br>which the \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Hymns\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " were chosen by \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " was the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    eight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       "-volumed \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Gesangbuch\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " of</br>Paul Wagner, published at \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Leipzig\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " for \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Dresden\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " use in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1697\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".  It contained</br>\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    over five thousand\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " Hymns but no music, merely the name of the tune being</br>stated above the \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Hymn\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ".  For the most part the \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Hymns\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " for special, and even</br>for ordinary, occasions were prescribed by custom. Otherwise the power of</br>selection was in the hands of the \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantor\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", and \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bach\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s exercise of it caused</br>some friction with the clergy in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1728\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".</br></br>The provision and direction of the music at weddings and funerals was in</br>the \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantor\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "'s hands. He arranged the choirs and the music sung at the</br>scholars' \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    annual\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " processions and perambulations of the town, which took</br>place at \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Michaelmas\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    New Year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       ", and on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St. Martin's and St. Gregory's Days\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".</br></br>Augmenting the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    School\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "'s choristers, the Town Musicians took part in the</br>\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Church\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " services and were under the Cantor's direction. Their numbers and</br>efficiency were inadequate.</br></br>Upon the staff of the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    School\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " the \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cantor\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " ranked \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    third\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " after the Rector and</br>Sub-Rector, </div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "displacy.render(doc[3000:6000], style=\"ent\", jupyter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "48185eff-dd46-4ba1-b7d4-83d895f0beec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'AGRICOLA',\n",
       " 'ALTNIKOL',\n",
       " 'Allemandes',\n",
       " 'Altnikol',\n",
       " 'Amalia',\n",
       " 'Anna Magdalena',\n",
       " 'August Friedrich Müller',\n",
       " 'Augustus II.',\n",
       " 'Augustus III',\n",
       " 'B A C H. Bach',\n",
       " 'BACH',\n",
       " 'Bach',\n",
       " 'Bachs',\n",
       " 'Balthasar Schmidt',\n",
       " 'Bass',\n",
       " 'Beethoven',\n",
       " 'Benda',\n",
       " 'Benedictus',\n",
       " 'Berardi',\n",
       " 'Bruhns',\n",
       " 'Buononcini',\n",
       " 'Buxtehude',\n",
       " 'Böhm',\n",
       " 'CARL PHILIPP EMMANUEL BACH',\n",
       " 'CLAVIER',\n",
       " 'Caldara',\n",
       " 'Cantor',\n",
       " 'Carl Philipp',\n",
       " 'Carl Philipp\\nEmmanuel',\n",
       " 'Carl Philipp Emmanuel',\n",
       " \"Carl Philipp Emmanuel Bach's\",\n",
       " \"Carl Philipp's\",\n",
       " 'Charles',\n",
       " 'Charles III.',\n",
       " 'Christian',\n",
       " 'Christian\\nWeiss',\n",
       " 'Christiana Eberhardine',\n",
       " 'Christopher Weigel,',\n",
       " 'Clavichord',\n",
       " 'Clavier',\n",
       " 'Contrabasso',\n",
       " 'Count',\n",
       " 'Couperin',\n",
       " 'Courantes',\n",
       " 'Dietrich Buxtehude',\n",
       " 'Dresden',\n",
       " 'Elias Gottlieb Haussmann',\n",
       " 'Erdmann',\n",
       " 'Ernesti',\n",
       " 'Ernst\\nAugust',\n",
       " 'Fagotti',\n",
       " 'Faustina',\n",
       " 'Fischer',\n",
       " 'Flemming',\n",
       " 'Flutes',\n",
       " 'Frederick\\nthe Great',\n",
       " 'Frederick II.',\n",
       " 'Frescobaldi',\n",
       " 'Friedemann',\n",
       " 'Fritz',\n",
       " 'Fritz Volbach',\n",
       " 'Froberger',\n",
       " 'Fux',\n",
       " 'GOLDBERG',\n",
       " 'Georg Philipp Telemann',\n",
       " 'Gesner',\n",
       " 'Goldberg',\n",
       " 'Gottes Sohn',\n",
       " 'Gottlieb Kortte',\n",
       " 'Grauns',\n",
       " 'Görner',\n",
       " 'HOMILIUS',\n",
       " 'Handel',\n",
       " 'Hasse',\n",
       " 'Haussmann',\n",
       " 'Herrn',\n",
       " 'Hoffmeister',\n",
       " 'Hurlebusch',\n",
       " 'Hymn',\n",
       " 'IIA. BACH',\n",
       " 'J. C. Gottsched',\n",
       " 'JOHANN CASPAR VOGLER',\n",
       " 'JOHANN CHRISTIAN BACH',\n",
       " 'JOHANN CHRISTOPH FRIEDRICH BACH',\n",
       " 'Jesu',\n",
       " 'Jesu Christ',\n",
       " 'Johann\\nAmbrosius',\n",
       " 'Johann\\nCaspar Kerl',\n",
       " 'Johann\\nSebastian Bach',\n",
       " 'Johann Abraham Birnbaum',\n",
       " 'Johann Adam\\nReinken',\n",
       " 'Johann Ambrosius Bach',\n",
       " 'Johann August\\nErnesti',\n",
       " 'Johann Bernhard Bach',\n",
       " 'Johann Christian Hoffmann',\n",
       " 'Johann Christoph',\n",
       " 'Johann Christoph Bach',\n",
       " \"Johann Christoph Friedrich's\",\n",
       " 'Johann G. Schübler',\n",
       " 'Johann Gottlieb Görner',\n",
       " 'Johann Heinrich Ernesti',\n",
       " 'Johann Matthias Gesner',\n",
       " 'Johann Michael Bach',\n",
       " 'Johann Sebastian',\n",
       " 'Johann Sebastian Bach',\n",
       " \"Johann Sebastian Bach's\",\n",
       " 'KIRNBERGER',\n",
       " 'KITTEL',\n",
       " 'KREBS',\n",
       " 'Kaiserling',\n",
       " 'Kapellmeister',\n",
       " 'Kerl',\n",
       " 'Kirchhoff',\n",
       " 'Kirnberger',\n",
       " 'Kittel',\n",
       " 'Komm',\n",
       " 'Kuhnau',\n",
       " 'Kühnel',\n",
       " 'Leopold',\n",
       " 'Marchand',\n",
       " 'Maria Amalia',\n",
       " 'Marianne von Ziegler',\n",
       " 'Marpurg',\n",
       " 'Michaelmas',\n",
       " 'Mizler',\n",
       " 'Motet',\n",
       " 'MÜTHEL',\n",
       " 'Müller',\n",
       " 'Nimm',\n",
       " 'Nürnberg',\n",
       " 'Oboe',\n",
       " 'Oboi',\n",
       " 'Ohrdruf',\n",
       " 'Organ',\n",
       " 'Osanna',\n",
       " 'Pachelbel',\n",
       " 'Peters',\n",
       " 'Picander',\n",
       " 'Professoriate',\n",
       " 'Quantz',\n",
       " 'Quartet',\n",
       " 'Quodlibet',\n",
       " 'Regine Susanna',\n",
       " 'Reinhard Keiser',\n",
       " 'Reinken',\n",
       " 'SCHUBART',\n",
       " 'Sarabandes',\n",
       " 'Scheibe',\n",
       " 'Schiller',\n",
       " 'Silbermann',\n",
       " 'Sorge',\n",
       " 'Strungk',\n",
       " 'TRANSCHEL',\n",
       " 'Taille',\n",
       " 'Telemann',\n",
       " 'Timpani',\n",
       " 'Tosi',\n",
       " 'Tromba',\n",
       " 'Trombe',\n",
       " 'VOIGT',\n",
       " 'Veit Bach',\n",
       " \"Veit Bach's\",\n",
       " 'Viola',\n",
       " 'Violas',\n",
       " 'Violin',\n",
       " 'Violins',\n",
       " 'Violoncelli',\n",
       " 'Violoncello',\n",
       " 'Vivaldi',\n",
       " 'Volbach',\n",
       " 'Volumier',\n",
       " 'WILHELM FRIEDEMANN BACH',\n",
       " 'Weissenfels',\n",
       " 'Wilhelm\\nFriedemann',\n",
       " 'Wilhelm Friedemann',\n",
       " 'Winkler',\n",
       " 'Zachau',\n",
       " 'Zelenka',\n",
       " 'Zella',\n",
       " 'gewünschte Stunde',\n",
       " 'groschen',\n",
       " 'komm',\n",
       " 'old Reinken',\n",
       " 'the Electoral\\nPrince',\n",
       " 'us'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "characters = set()\n",
    "for ent in doc.ents:\n",
    "    if ent.label_ == 'PERSON':\n",
    "        characters.add(ent.text)\n",
    "characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f481d580-901c-47f0-bea6-96d1558d061a",
   "metadata": {},
   "outputs": [],
   "source": [
    "cleaned_names ={'Anna Magdalena',\n",
    " 'Bach',\n",
    " 'Beethoven',\n",
    " 'Böhm',\n",
    " 'Carl Philipp',\n",
    " 'Carl Philipp Emmanuel',\n",
    " 'Caspar Kerl',\n",
    " 'Charles III',\n",
    " 'Charles of Sicily',\n",
    " 'Christopher Weigel',\n",
    " 'Count Kaiserling',\n",
    " 'Couperin',\n",
    " 'Duke Christian of Weissenfels',\n",
    " 'Duke Ernst',\n",
    " 'Elias Gottlieb Haussmann',\n",
    " 'Emmanuel Bach',\n",
    " 'Fischer',\n",
    " 'Frederick II',\n",
    " 'Frescobaldi',\n",
    " 'Friedemann',\n",
    " 'Friedrich Müller',\n",
    " 'Fritz',\n",
    " 'Fritz Volbach',\n",
    " 'Froberger',\n",
    " 'Görner',\n",
    " 'Handel',\n",
    " 'Hasse',\n",
    " 'Haussmann',\n",
    " 'Hence Bach',\n",
    " 'Herein Bach',\n",
    " 'J. C. Gottsched',\n",
    " 'Johann Ambrosius',\n",
    " 'Johann Abraham Birnbaum',\n",
    " 'Johann Adam Reinken',\n",
    " 'Johann Ambrosius Bach',\n",
    " 'Johann Bernhard Bach',\n",
    " 'Johann Christian Hoffmann',\n",
    " 'Johann Christoph',\n",
    " 'Johann Christoph Bach',\n",
    " \"Johann Christoph Friedrich's\",\n",
    " 'Johann G. Schübler',\n",
    " 'Johann Gottlieb Görner',\n",
    " 'Johann Heinrich Ernesti',\n",
    " 'Johann Matthias Gesner',\n",
    " 'Johann Michael Bach',\n",
    " 'Johann Sebastian',\n",
    " 'Johann Sebastian Bach',\n",
    " 'Kerl',\n",
    " 'Maria Amalia',\n",
    " 'Marianne von Ziegler',\n",
    " 'Müller',\n",
    " 'Nicolas',\n",
    " 'Pachelbel',\n",
    " 'Paul Wagner',\n",
    " 'Peters',\n",
    " 'Philipp Telemann',\n",
    " 'Regine Susanna',\n",
    " 'Reinhard Keiser',\n",
    " 'Sebastian Bach',\n",
    " 'Veit Bach',\n",
    " 'Vereinigte Zwietracht',\n",
    " 'Vierstimmige Choralgesänge',\n",
    " 'Vivaldi',\n",
    " 'Vom Himmel',\n",
    " 'Wahre Grundsätze',\n",
    " 'Wasserflüssen Babylon',\n",
    " 'Wilhelm Friedemann'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a7370ff4-72f5-49d8-be55-d74d39d3ca9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sent_entity_df = []\n",
    "\n",
    "for sent in doc.sents:\n",
    "    entity_list = [ent.text for ent in sent.ents]\n",
    "    sent_entity_df.append({'sentence': sent, 'entities': entity_list})\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "sent_entity_df = pd.DataFrame(sent_entity_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "468a85dc-0515-4ee7-b9a1-718c44c31575",
   "metadata": {
    "scrolled": true
   },
   "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>sentence</th>\n",
       "      <th>entities</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>( , If, he, wished, to, express, deep, emotion...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>(Therein, he, was, \\n, right, .)</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>(True, emotion, is, not, suggested, by, hammer...</td>\n",
       "      <td>[Clavier]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>(All, that, \\n, results, is, that, the, notes,...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>(\\n\\n\\n\\n\\n\\n, CHAPTER, IV, .,  , BACH, THE, O...</td>\n",
       "      <td>[IV, BACH]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>(What, has, been, said, regarding, Bach, 's, a...</td>\n",
       "      <td>[Bach, Clavier]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>( , The, Clavier, and, Organ, have, points, \\n...</td>\n",
       "      <td>[Clavier, Organ]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>( , What, sounds, well, on, the, Clavier, is, ...</td>\n",
       "      <td>[Clavier, Organ]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>( , The, most, accomplished, Clavier, player, ...</td>\n",
       "      <td>[Clavier, two, only two, Bach, Wilhelm Friedem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>(\\n, Melody, ,, harmony, ,, and, pace, were, c...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>( , When, Wilhelm, Friedemann, \\n, played, the...</td>\n",
       "      <td>[Wilhelm Friedemann, Clavier]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>( , When, he, \\n, played, the, Organ, he, insp...</td>\n",
       "      <td>[Organ]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>(On, the, one, he, was, \\n, charming, .)</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>(On, the, other, he, was, solemn, ,, impressiv...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>(So, also, was, his, father, ,, \\n, and, to, a...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>( , Wilhelm, Friedemann, was, a, mere, child, ...</td>\n",
       "      <td>[Wilhelm Friedemann]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>(The, music, that, \\n, extraordinary, man, wro...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>( , His, improvisation, was, even, \\n, more, i...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>( , What, is, \\n, the, essence, of, this, art, ?)</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>(Let, me, ,, though, imperfectly, ,, attempt, ...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>(\\n\\n, When, we, compare, Bach, 's, Clavier, c...</td>\n",
       "      <td>[Bach, Clavier]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>( , Hence, we, conclude, that, a, good, organi...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>( , Its, great, body, of, tone, renders, the, ...</td>\n",
       "      <td>[Organ]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>( , Its, echoes, must, have, liberty, to, rise...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>( , Occasionally, and, exceptionally, a, solo,...</td>\n",
       "      <td>[Organ]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>( , The, composer, therefore, must, \\n, not, w...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>(It, must, therefore, be, banished, from, the,...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>(\\n, How, clearly, Bach, grasped, that, fact, !)</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>( , Even, his, secular, music, disdained, \\n, ...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>( , Much, more, so, his, Organ, music, ,, in, ...</td>\n",
       "      <td>[Organ]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>(\\n\\n, Of, the, means, by, which, Bach, attain...</td>\n",
       "      <td>[Bach, Church]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>( , The, \\n, remoteness, of, the, ecclesiastic...</td>\n",
       "      <td>[twenty-four]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>( , Any, one, who, looks, at, Bach, 's, simple...</td>\n",
       "      <td>[Bach, four, Hymn]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>( , But, no, one, can, \\n, realise, how, the, ...</td>\n",
       "      <td>[Organ]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>( , It, becomes, a, choir, of, four, or, five,...</td>\n",
       "      <td>[four, five]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>(Compare, the, following, chords, in, divided,...</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>(We, realise, instantly, the, \\n, effect, when...</td>\n",
       "      <td>[four]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>(Bach, \\n, always, played, the, Organ, so, ,, ...</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>(He, employed, it, not, only, to, sound, the, ...</td>\n",
       "      <td>[five]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>(\\n\\n, To, these, qualities, must, be, added, ...</td>\n",
       "      <td>[Bach, Organ]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>(His, registration, frequently, astonished, \\n...</td>\n",
       "      <td>[Organ, first, Organ]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>(\\n\\n, Bach, 's, peculiar, registration, was, ...</td>\n",
       "      <td>[Bach, Organ]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>(Very, early, in, his, \\n, career, he, made, a...</td>\n",
       "      <td>[Organ]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              sentence  \\\n",
       "500  ( , If, he, wished, to, express, deep, emotion...   \n",
       "501                                                ( )   \n",
       "502                   (Therein, he, was, \\n, right, .)   \n",
       "503  (True, emotion, is, not, suggested, by, hammer...   \n",
       "504  (All, that, \\n, results, is, that, the, notes,...   \n",
       "505  (\\n\\n\\n\\n\\n\\n, CHAPTER, IV, .,  , BACH, THE, O...   \n",
       "506  (What, has, been, said, regarding, Bach, 's, a...   \n",
       "507  ( , The, Clavier, and, Organ, have, points, \\n...   \n",
       "508  ( , What, sounds, well, on, the, Clavier, is, ...   \n",
       "509  ( , The, most, accomplished, Clavier, player, ...   \n",
       "510  (\\n, Melody, ,, harmony, ,, and, pace, were, c...   \n",
       "511  ( , When, Wilhelm, Friedemann, \\n, played, the...   \n",
       "512  ( , When, he, \\n, played, the, Organ, he, insp...   \n",
       "513           (On, the, one, he, was, \\n, charming, .)   \n",
       "514                                                ( )   \n",
       "515  (On, the, other, he, was, solemn, ,, impressiv...   \n",
       "516  (So, also, was, his, father, ,, \\n, and, to, a...   \n",
       "517  ( , Wilhelm, Friedemann, was, a, mere, child, ...   \n",
       "518  (The, music, that, \\n, extraordinary, man, wro...   \n",
       "519  ( , His, improvisation, was, even, \\n, more, i...   \n",
       "520  ( , What, is, \\n, the, essence, of, this, art, ?)   \n",
       "521  (Let, me, ,, though, imperfectly, ,, attempt, ...   \n",
       "522  (\\n\\n, When, we, compare, Bach, 's, Clavier, c...   \n",
       "523  ( , Hence, we, conclude, that, a, good, organi...   \n",
       "524  ( , Its, great, body, of, tone, renders, the, ...   \n",
       "525  ( , Its, echoes, must, have, liberty, to, rise...   \n",
       "526  ( , Occasionally, and, exceptionally, a, solo,...   \n",
       "527  ( , The, composer, therefore, must, \\n, not, w...   \n",
       "528                                                ( )   \n",
       "529  (It, must, therefore, be, banished, from, the,...   \n",
       "530   (\\n, How, clearly, Bach, grasped, that, fact, !)   \n",
       "531  ( , Even, his, secular, music, disdained, \\n, ...   \n",
       "532  ( , Much, more, so, his, Organ, music, ,, in, ...   \n",
       "533  (\\n\\n, Of, the, means, by, which, Bach, attain...   \n",
       "534  ( , The, \\n, remoteness, of, the, ecclesiastic...   \n",
       "535  ( , Any, one, who, looks, at, Bach, 's, simple...   \n",
       "536  ( , But, no, one, can, \\n, realise, how, the, ...   \n",
       "537  ( , It, becomes, a, choir, of, four, or, five,...   \n",
       "538                                                ( )   \n",
       "539  (Compare, the, following, chords, in, divided,...   \n",
       "540  (We, realise, instantly, the, \\n, effect, when...   \n",
       "541  (Bach, \\n, always, played, the, Organ, so, ,, ...   \n",
       "542                                                ( )   \n",
       "543  (He, employed, it, not, only, to, sound, the, ...   \n",
       "544  (\\n\\n, To, these, qualities, must, be, added, ...   \n",
       "545                                                ( )   \n",
       "546  (His, registration, frequently, astonished, \\n...   \n",
       "547  (\\n\\n, Bach, 's, peculiar, registration, was, ...   \n",
       "548                                                ( )   \n",
       "549  (Very, early, in, his, \\n, career, he, made, a...   \n",
       "\n",
       "                                              entities  \n",
       "500                                                 []  \n",
       "501                                                 []  \n",
       "502                                                 []  \n",
       "503                                          [Clavier]  \n",
       "504                                                 []  \n",
       "505                                         [IV, BACH]  \n",
       "506                                    [Bach, Clavier]  \n",
       "507                                   [Clavier, Organ]  \n",
       "508                                   [Clavier, Organ]  \n",
       "509  [Clavier, two, only two, Bach, Wilhelm Friedem...  \n",
       "510                                                 []  \n",
       "511                      [Wilhelm Friedemann, Clavier]  \n",
       "512                                            [Organ]  \n",
       "513                                                 []  \n",
       "514                                                 []  \n",
       "515                                                 []  \n",
       "516                                                 []  \n",
       "517                               [Wilhelm Friedemann]  \n",
       "518                                                 []  \n",
       "519                                                 []  \n",
       "520                                                 []  \n",
       "521                                                 []  \n",
       "522                                    [Bach, Clavier]  \n",
       "523                                                 []  \n",
       "524                                            [Organ]  \n",
       "525                                                 []  \n",
       "526                                            [Organ]  \n",
       "527                                                 []  \n",
       "528                                                 []  \n",
       "529                                                 []  \n",
       "530                                             [Bach]  \n",
       "531                                                 []  \n",
       "532                                            [Organ]  \n",
       "533                                     [Bach, Church]  \n",
       "534                                      [twenty-four]  \n",
       "535                                 [Bach, four, Hymn]  \n",
       "536                                            [Organ]  \n",
       "537                                       [four, five]  \n",
       "538                                                 []  \n",
       "539                                             [Bach]  \n",
       "540                                             [four]  \n",
       "541                                             [Bach]  \n",
       "542                                                 []  \n",
       "543                                             [five]  \n",
       "544                                      [Bach, Organ]  \n",
       "545                                                 []  \n",
       "546                              [Organ, first, Organ]  \n",
       "547                                      [Bach, Organ]  \n",
       "548                                                 []  \n",
       "549                                            [Organ]  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sent_entity_df[500:550]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8ca1f88f-af47-42fd-91a4-bf41d0d40bce",
   "metadata": {},
   "outputs": [],
   "source": [
    "def filter_entity(ent_list):\n",
    "    return [ent for ent in ent_list if ent in cleaned_names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "58a29a30-bf1d-4cf7-8a3c-62b7866a738e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sent_entity_df['character_entities'] = sent_entity_df['entities'].apply(filter_entity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7b7aa0dc-81ea-45e2-8921-9edda66673dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sentence</th>\n",
       "      <th>entities</th>\n",
       "      <th>character_entities</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>( , If, he, wished, to, express, deep, emotion...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>(Therein, he, was, \\n, right, .)</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>(True, emotion, is, not, suggested, by, hammer...</td>\n",
       "      <td>[Clavier]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>(All, that, \\n, results, is, that, the, notes,...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>(\\n\\n\\n\\n\\n\\n, CHAPTER, IV, .,  , BACH, THE, O...</td>\n",
       "      <td>[IV, BACH]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>(What, has, been, said, regarding, Bach, 's, a...</td>\n",
       "      <td>[Bach, Clavier]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>( , The, Clavier, and, Organ, have, points, \\n...</td>\n",
       "      <td>[Clavier, Organ]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>( , What, sounds, well, on, the, Clavier, is, ...</td>\n",
       "      <td>[Clavier, Organ]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>( , The, most, accomplished, Clavier, player, ...</td>\n",
       "      <td>[Clavier, two, only two, Bach, Wilhelm Friedem...</td>\n",
       "      <td>[Bach, Wilhelm Friedemann]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>(\\n, Melody, ,, harmony, ,, and, pace, were, c...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>( , When, Wilhelm, Friedemann, \\n, played, the...</td>\n",
       "      <td>[Wilhelm Friedemann, Clavier]</td>\n",
       "      <td>[Wilhelm Friedemann]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>( , When, he, \\n, played, the, Organ, he, insp...</td>\n",
       "      <td>[Organ]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>(On, the, one, he, was, \\n, charming, .)</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>(On, the, other, he, was, solemn, ,, impressiv...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>(So, also, was, his, father, ,, \\n, and, to, a...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>( , Wilhelm, Friedemann, was, a, mere, child, ...</td>\n",
       "      <td>[Wilhelm Friedemann]</td>\n",
       "      <td>[Wilhelm Friedemann]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>(The, music, that, \\n, extraordinary, man, wro...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>( , His, improvisation, was, even, \\n, more, i...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>( , What, is, \\n, the, essence, of, this, art, ?)</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>(Let, me, ,, though, imperfectly, ,, attempt, ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>(\\n\\n, When, we, compare, Bach, 's, Clavier, c...</td>\n",
       "      <td>[Bach, Clavier]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>( , Hence, we, conclude, that, a, good, organi...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>( , Its, great, body, of, tone, renders, the, ...</td>\n",
       "      <td>[Organ]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>( , Its, echoes, must, have, liberty, to, rise...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>( , Occasionally, and, exceptionally, a, solo,...</td>\n",
       "      <td>[Organ]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>( , The, composer, therefore, must, \\n, not, w...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>(It, must, therefore, be, banished, from, the,...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>(\\n, How, clearly, Bach, grasped, that, fact, !)</td>\n",
       "      <td>[Bach]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>( , Even, his, secular, music, disdained, \\n, ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>( , Much, more, so, his, Organ, music, ,, in, ...</td>\n",
       "      <td>[Organ]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>(\\n\\n, Of, the, means, by, which, Bach, attain...</td>\n",
       "      <td>[Bach, Church]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>( , The, \\n, remoteness, of, the, ecclesiastic...</td>\n",
       "      <td>[twenty-four]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>( , Any, one, who, looks, at, Bach, 's, simple...</td>\n",
       "      <td>[Bach, four, Hymn]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>( , But, no, one, can, \\n, realise, how, the, ...</td>\n",
       "      <td>[Organ]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>( , It, becomes, a, choir, of, four, or, five,...</td>\n",
       "      <td>[four, five]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>(Compare, the, following, chords, in, divided,...</td>\n",
       "      <td>[Bach]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>(We, realise, instantly, the, \\n, effect, when...</td>\n",
       "      <td>[four]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>(Bach, \\n, always, played, the, Organ, so, ,, ...</td>\n",
       "      <td>[Bach]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>(He, employed, it, not, only, to, sound, the, ...</td>\n",
       "      <td>[five]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>(\\n\\n, To, these, qualities, must, be, added, ...</td>\n",
       "      <td>[Bach, Organ]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>(His, registration, frequently, astonished, \\n...</td>\n",
       "      <td>[Organ, first, Organ]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>(\\n\\n, Bach, 's, peculiar, registration, was, ...</td>\n",
       "      <td>[Bach, Organ]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>( )</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>(Very, early, in, his, \\n, career, he, made, a...</td>\n",
       "      <td>[Organ]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              sentence  \\\n",
       "500  ( , If, he, wished, to, express, deep, emotion...   \n",
       "501                                                ( )   \n",
       "502                   (Therein, he, was, \\n, right, .)   \n",
       "503  (True, emotion, is, not, suggested, by, hammer...   \n",
       "504  (All, that, \\n, results, is, that, the, notes,...   \n",
       "505  (\\n\\n\\n\\n\\n\\n, CHAPTER, IV, .,  , BACH, THE, O...   \n",
       "506  (What, has, been, said, regarding, Bach, 's, a...   \n",
       "507  ( , The, Clavier, and, Organ, have, points, \\n...   \n",
       "508  ( , What, sounds, well, on, the, Clavier, is, ...   \n",
       "509  ( , The, most, accomplished, Clavier, player, ...   \n",
       "510  (\\n, Melody, ,, harmony, ,, and, pace, were, c...   \n",
       "511  ( , When, Wilhelm, Friedemann, \\n, played, the...   \n",
       "512  ( , When, he, \\n, played, the, Organ, he, insp...   \n",
       "513           (On, the, one, he, was, \\n, charming, .)   \n",
       "514                                                ( )   \n",
       "515  (On, the, other, he, was, solemn, ,, impressiv...   \n",
       "516  (So, also, was, his, father, ,, \\n, and, to, a...   \n",
       "517  ( , Wilhelm, Friedemann, was, a, mere, child, ...   \n",
       "518  (The, music, that, \\n, extraordinary, man, wro...   \n",
       "519  ( , His, improvisation, was, even, \\n, more, i...   \n",
       "520  ( , What, is, \\n, the, essence, of, this, art, ?)   \n",
       "521  (Let, me, ,, though, imperfectly, ,, attempt, ...   \n",
       "522  (\\n\\n, When, we, compare, Bach, 's, Clavier, c...   \n",
       "523  ( , Hence, we, conclude, that, a, good, organi...   \n",
       "524  ( , Its, great, body, of, tone, renders, the, ...   \n",
       "525  ( , Its, echoes, must, have, liberty, to, rise...   \n",
       "526  ( , Occasionally, and, exceptionally, a, solo,...   \n",
       "527  ( , The, composer, therefore, must, \\n, not, w...   \n",
       "528                                                ( )   \n",
       "529  (It, must, therefore, be, banished, from, the,...   \n",
       "530   (\\n, How, clearly, Bach, grasped, that, fact, !)   \n",
       "531  ( , Even, his, secular, music, disdained, \\n, ...   \n",
       "532  ( , Much, more, so, his, Organ, music, ,, in, ...   \n",
       "533  (\\n\\n, Of, the, means, by, which, Bach, attain...   \n",
       "534  ( , The, \\n, remoteness, of, the, ecclesiastic...   \n",
       "535  ( , Any, one, who, looks, at, Bach, 's, simple...   \n",
       "536  ( , But, no, one, can, \\n, realise, how, the, ...   \n",
       "537  ( , It, becomes, a, choir, of, four, or, five,...   \n",
       "538                                                ( )   \n",
       "539  (Compare, the, following, chords, in, divided,...   \n",
       "540  (We, realise, instantly, the, \\n, effect, when...   \n",
       "541  (Bach, \\n, always, played, the, Organ, so, ,, ...   \n",
       "542                                                ( )   \n",
       "543  (He, employed, it, not, only, to, sound, the, ...   \n",
       "544  (\\n\\n, To, these, qualities, must, be, added, ...   \n",
       "545                                                ( )   \n",
       "546  (His, registration, frequently, astonished, \\n...   \n",
       "547  (\\n\\n, Bach, 's, peculiar, registration, was, ...   \n",
       "548                                                ( )   \n",
       "549  (Very, early, in, his, \\n, career, he, made, a...   \n",
       "\n",
       "                                              entities  \\\n",
       "500                                                 []   \n",
       "501                                                 []   \n",
       "502                                                 []   \n",
       "503                                          [Clavier]   \n",
       "504                                                 []   \n",
       "505                                         [IV, BACH]   \n",
       "506                                    [Bach, Clavier]   \n",
       "507                                   [Clavier, Organ]   \n",
       "508                                   [Clavier, Organ]   \n",
       "509  [Clavier, two, only two, Bach, Wilhelm Friedem...   \n",
       "510                                                 []   \n",
       "511                      [Wilhelm Friedemann, Clavier]   \n",
       "512                                            [Organ]   \n",
       "513                                                 []   \n",
       "514                                                 []   \n",
       "515                                                 []   \n",
       "516                                                 []   \n",
       "517                               [Wilhelm Friedemann]   \n",
       "518                                                 []   \n",
       "519                                                 []   \n",
       "520                                                 []   \n",
       "521                                                 []   \n",
       "522                                    [Bach, Clavier]   \n",
       "523                                                 []   \n",
       "524                                            [Organ]   \n",
       "525                                                 []   \n",
       "526                                            [Organ]   \n",
       "527                                                 []   \n",
       "528                                                 []   \n",
       "529                                                 []   \n",
       "530                                             [Bach]   \n",
       "531                                                 []   \n",
       "532                                            [Organ]   \n",
       "533                                     [Bach, Church]   \n",
       "534                                      [twenty-four]   \n",
       "535                                 [Bach, four, Hymn]   \n",
       "536                                            [Organ]   \n",
       "537                                       [four, five]   \n",
       "538                                                 []   \n",
       "539                                             [Bach]   \n",
       "540                                             [four]   \n",
       "541                                             [Bach]   \n",
       "542                                                 []   \n",
       "543                                             [five]   \n",
       "544                                      [Bach, Organ]   \n",
       "545                                                 []   \n",
       "546                              [Organ, first, Organ]   \n",
       "547                                      [Bach, Organ]   \n",
       "548                                                 []   \n",
       "549                                            [Organ]   \n",
       "\n",
       "             character_entities  \n",
       "500                          []  \n",
       "501                          []  \n",
       "502                          []  \n",
       "503                          []  \n",
       "504                          []  \n",
       "505                          []  \n",
       "506                      [Bach]  \n",
       "507                          []  \n",
       "508                          []  \n",
       "509  [Bach, Wilhelm Friedemann]  \n",
       "510                          []  \n",
       "511        [Wilhelm Friedemann]  \n",
       "512                          []  \n",
       "513                          []  \n",
       "514                          []  \n",
       "515                          []  \n",
       "516                          []  \n",
       "517        [Wilhelm Friedemann]  \n",
       "518                          []  \n",
       "519                          []  \n",
       "520                          []  \n",
       "521                          []  \n",
       "522                      [Bach]  \n",
       "523                          []  \n",
       "524                          []  \n",
       "525                          []  \n",
       "526                          []  \n",
       "527                          []  \n",
       "528                          []  \n",
       "529                          []  \n",
       "530                      [Bach]  \n",
       "531                          []  \n",
       "532                          []  \n",
       "533                      [Bach]  \n",
       "534                          []  \n",
       "535                      [Bach]  \n",
       "536                          []  \n",
       "537                          []  \n",
       "538                          []  \n",
       "539                      [Bach]  \n",
       "540                          []  \n",
       "541                      [Bach]  \n",
       "542                          []  \n",
       "543                          []  \n",
       "544                      [Bach]  \n",
       "545                          []  \n",
       "546                          []  \n",
       "547                      [Bach]  \n",
       "548                          []  \n",
       "549                          []  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sent_entity_df[500:550]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b25f66b2-d7a0-4e89-a418-090f57ed25e2",
   "metadata": {},
   "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>sentence</th>\n",
       "      <th>entities</th>\n",
       "      <th>character_entities</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(If, there, is, such, a, thing, as, inherited,...</td>\n",
       "      <td>[Bach]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(\\n\\n, Veit, Bach, ,, ancestor, of, this, famo...</td>\n",
       "      <td>[Veit Bach, Pressburg, Hungary]</td>\n",
       "      <td>[Veit Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>(The, most, notable, of, these, Bachs, are, :,...</td>\n",
       "      <td>[Bachs, Johann Christoph Bach, Eisenach]</td>\n",
       "      <td>[Johann Christoph Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>(In, the, Archives, of, the, Bachs, ,, which, ...</td>\n",
       "      <td>[the Archives of the Bachs, Carl Philipp Emman...</td>\n",
       "      <td>[Carl Philipp Emmanuel]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>(Carl, Philipp, Emmanuel, had, a, particularly...</td>\n",
       "      <td>[Carl Philipp Emmanuel]</td>\n",
       "      <td>[Carl Philipp Emmanuel]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>( , Bach, held, strongly, that, if, the, stran...</td>\n",
       "      <td>[Bach]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1377</th>\n",
       "      <td>(\\n\\n, To, conclude, :, it, was, the, union, o...</td>\n",
       "      <td>[Bach]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1380</th>\n",
       "      <td>(If, Bach, was, more, successful, ,, if, he, w...</td>\n",
       "      <td>[Bach]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1383</th>\n",
       "      <td>(Let, Germany, be, proud, of, him, !,  , Yes, ...</td>\n",
       "      <td>[Germany, Bach, Leipzig]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>(The, Bach, Statue, at, Leipzig, \\n\\n\\n)</td>\n",
       "      <td>[Bach, Leipzig]</td>\n",
       "      <td>[Bach]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>375 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               sentence  \\\n",
       "2     (If, there, is, such, a, thing, as, inherited,...   \n",
       "4     (\\n\\n, Veit, Bach, ,, ancestor, of, this, famo...   \n",
       "16    (The, most, notable, of, these, Bachs, are, :,...   \n",
       "18    (In, the, Archives, of, the, Bachs, ,, which, ...   \n",
       "21    (Carl, Philipp, Emmanuel, had, a, particularly...   \n",
       "...                                                 ...   \n",
       "1374  ( , Bach, held, strongly, that, if, the, stran...   \n",
       "1377  (\\n\\n, To, conclude, :, it, was, the, union, o...   \n",
       "1380  (If, Bach, was, more, successful, ,, if, he, w...   \n",
       "1383  (Let, Germany, be, proud, of, him, !,  , Yes, ...   \n",
       "1385           (The, Bach, Statue, at, Leipzig, \\n\\n\\n)   \n",
       "\n",
       "                                               entities  \\\n",
       "2                                                [Bach]   \n",
       "4                       [Veit Bach, Pressburg, Hungary]   \n",
       "16             [Bachs, Johann Christoph Bach, Eisenach]   \n",
       "18    [the Archives of the Bachs, Carl Philipp Emman...   \n",
       "21                              [Carl Philipp Emmanuel]   \n",
       "...                                                 ...   \n",
       "1374                                             [Bach]   \n",
       "1377                                             [Bach]   \n",
       "1380                                             [Bach]   \n",
       "1383                           [Germany, Bach, Leipzig]   \n",
       "1385                                    [Bach, Leipzig]   \n",
       "\n",
       "           character_entities  \n",
       "2                      [Bach]  \n",
       "4                 [Veit Bach]  \n",
       "16    [Johann Christoph Bach]  \n",
       "18    [Carl Philipp Emmanuel]  \n",
       "21    [Carl Philipp Emmanuel]  \n",
       "...                       ...  \n",
       "1374                   [Bach]  \n",
       "1377                   [Bach]  \n",
       "1380                   [Bach]  \n",
       "1383                   [Bach]  \n",
       "1385                   [Bach]  \n",
       "\n",
       "[375 rows x 3 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sent_entity_df_filtered = sent_entity_df[sent_entity_df['character_entities'].apply(len) > 0]\n",
    "sent_entity_df_filtered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "838ed543-b575-424c-adbb-0423dc86167c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/_t/6t6dcyn14zb6p4jvvrgprd0m0000gn/T/ipykernel_53501/2032545529.py:27: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  sent_entity_df_filtered.loc[:,'character_entities_'] = sent_entity_df_filtered['character_entities'].apply(align_names)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2           [Johann Sebastian Bach]\n",
       "4                       [Veit Bach]\n",
       "16          [Johann Christoph Bach]\n",
       "18      [Carl Philipp Emanuel Bach]\n",
       "21      [Carl Philipp Emanuel Bach]\n",
       "                   ...             \n",
       "1374        [Johann Sebastian Bach]\n",
       "1377        [Johann Sebastian Bach]\n",
       "1380        [Johann Sebastian Bach]\n",
       "1383        [Johann Sebastian Bach]\n",
       "1385        [Johann Sebastian Bach]\n",
       "Name: character_entities_, Length: 375, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "REPLACE = {'Bach': 'Johann Sebastian Bach',\n",
    "           'Johann Sebastian': 'Johann Sebastian Bach',\n",
    "           'Sebastian Bach': 'Johann Sebastian Bach',\n",
    "           'Carl Philipp': 'Carl Philipp Emanuel Bach',\n",
    "           'Carl Philipp Emanuel': 'Carl Philipp Emanuel Bach',\n",
    "           'Carl Philipp Emmanuel': 'Carl Philipp Emanuel Bach', \n",
    "           'Emmanuel Bach': 'Carl Philipp Emanuel Bach',            \n",
    "           'Wilhelm Friedemann': 'Wilhelm Friedemann Bach',\n",
    "           'Friedemann': 'Wilhelm Friedemann Bach',\n",
    "           'Johann Christoph': 'Johann Christoph Bach',\n",
    "           'Anna Magdalena': 'Anna Magdalena Bach',\n",
    "           'Regine Susanna': 'Regine Susanna Bach',\n",
    "           'Johann Ambrosius': 'Johann Ambrosius Bach'\n",
    "          }\n",
    "\n",
    "def align_names(names):\n",
    "    replaced = []\n",
    "    for name in names:\n",
    "        name = name.replace(\"'s\", \"\")\n",
    "        if name in REPLACE:\n",
    "            replaced.append(REPLACE[name])\n",
    "        else:\n",
    "            replaced.append(name)\n",
    "    return replaced\n",
    "\n",
    "# To avoid SettingWithCopyWarning, use loc[]\n",
    "sent_entity_df_filtered.loc[:,'character_entities_'] = sent_entity_df_filtered['character_entities'].apply(align_names)\n",
    "sent_entity_df_filtered['character_entities_']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d5b8b5e-5cda-48b1-b534-8691cbfae9cc",
   "metadata": {},
   "source": [
    "## Create relationships"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e8062d01-a5ab-4a2c-a166-f519e33791d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "window_size = 5\n",
    "relationships = []\n",
    "\n",
    "end_idx = sent_entity_df_filtered.index[-1]\n",
    "for i in range(end_idx):\n",
    "    end_i = min(i+window_size, end_idx)\n",
    "    char_list = sum((sent_entity_df_filtered.loc[i:end_i].character_entities_), [])\n",
    "    #print(characters)\n",
    "    char_unique = [char_list[i] for i in range(len(char_list)) if i == 0 or char_list[i] != char_list[i-1]]\n",
    "    #char_unique = set()\n",
    "    #for i in range(len(char_list)):\n",
    "    #    char_unique.add(char_list[i])\n",
    "    #print(char_unique)\n",
    "\n",
    "    for idx, a in enumerate(char_unique[:-1]):\n",
    "        b = char_unique[idx+1]\n",
    "        relationships.append({'source': a, 'target': b})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8aeac19e-820b-4c08-8b5f-bd404bd3007c",
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>target</th>\n",
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       "      <td>Anna Magdalena Bach</td>\n",
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       "      <td>Anna Magdalena Bach</td>\n",
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       "      <td>Anna Magdalena Bach</td>\n",
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       "      <td>Anna Magdalena Bach</td>\n",
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       "      <td>Anna Magdalena Bach</td>\n",
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       "      <th>151</th>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
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       "      <th>164</th>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
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       "      <th>166</th>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
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       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
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       "      <th>280</th>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
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       "      <th>284</th>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
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       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
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       "      <th>289</th>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
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       "      <th>295</th>\n",
       "      <td>Beethoven</td>\n",
       "      <td>Regine Susanna Bach</td>\n",
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       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Beethoven</td>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Beethoven</td>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Beethoven</td>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Beethoven</td>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Böhm</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Böhm</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>Böhm</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Böhm</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
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       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Böhm</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
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       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Böhm</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
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       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Böhm</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Böhm</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
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       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Elias Gottlieb Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Michael Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Michael Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Michael Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Michael Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Elias Gottlieb Haussmann</td>\n",
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       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
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       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
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       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
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       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>Couperin</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Elias Gottlieb Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Elias Gottlieb Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Elias Gottlieb Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Elias Gottlieb Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Elias Gottlieb Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Fischer</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Frescobaldi</td>\n",
       "      <td>Froberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Frescobaldi</td>\n",
       "      <td>Froberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Frescobaldi</td>\n",
       "      <td>Froberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Frescobaldi</td>\n",
       "      <td>Froberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Frescobaldi</td>\n",
       "      <td>Froberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Frescobaldi</td>\n",
       "      <td>Froberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Fritz</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>Fritz</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>Fritz</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Fritz</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>Fritz</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>Fritz</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Fritz Volbach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Fritz Volbach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Fritz Volbach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Fritz Volbach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Fritz Volbach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Kerl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Kerl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Kerl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Kerl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Kerl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Kerl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Froberger</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Reinhard Keiser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Reinhard Keiser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Reinhard Keiser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Reinhard Keiser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Reinhard Keiser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Reinhard Keiser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>Handel</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>Hasse</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Haussmann</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>J. C. Gottsched</td>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>J. C. Gottsched</td>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>J. C. Gottsched</td>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>J. C. Gottsched</td>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>J. C. Gottsched</td>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>J. C. Gottsched</td>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Johann Abraham Birnbaum</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Johann Bernhard Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Johann Bernhard Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Johann Bernhard Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Johann Christian Hoffmann</td>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Johann Christian Hoffmann</td>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Johann Christian Hoffmann</td>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Johann Christian Hoffmann</td>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Johann Christian Hoffmann</td>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Johann Christian Hoffmann</td>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Froberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Froberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Bernhard Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Bernhard Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Bernhard Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Johann Christoph Friedrich</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Johann Christoph Friedrich</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Johann Christoph Friedrich</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Johann Christoph Friedrich</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>Johann G. Schübler</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>Johann G. Schübler</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>Johann G. Schübler</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>Johann G. Schübler</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Johann Gottlieb Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Johann Gottlieb Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Johann Gottlieb Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Johann Gottlieb Görner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Johann Heinrich Ernesti</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Johann Heinrich Ernesti</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Johann Heinrich Ernesti</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Johann Matthias Gesner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Johann Matthias Gesner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Johann Matthias Gesner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Johann Matthias Gesner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Johann Matthias Gesner</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Johann Michael Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Johann Michael Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Johann Michael Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Johann Michael Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Johann Michael Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Vivaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Vivaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Vivaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Vivaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Vivaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Vivaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Frescobaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Vivaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Frescobaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Vivaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Frescobaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Veit Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz Volbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Gottlieb Görner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz Volbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz Volbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Görner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Görner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Peters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Görner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Peters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Görner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz Volbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Peters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christoph Friedrich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Fritz Volbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Görner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christian Hoffmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Matthias Gesner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Maria Amalia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Matthias Gesner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Maria Amalia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Matthias Gesner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Maria Amalia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Matthias Gesner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Matthias Gesner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Görner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Görner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Müller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Görner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Müller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Görner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Müller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Maria Amalia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Peters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Maria Amalia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Heinrich Ernesti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Peters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Heinrich Ernesti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christian Hoffmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Heinrich Ernesti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christian Hoffmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Maria Amalia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Heinrich Ernesti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Heinrich Ernesti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christian Hoffmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Anna Magdalena Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christoph Friedrich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Müller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Veit Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Veit Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Ambrosius Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christoph Friedrich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christoph Friedrich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christoph Friedrich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Haussmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Müller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Couperin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Kerl</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Kerl</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Kerl</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Kerl</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Kerl</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Kerl</td>\n",
       "      <td>Pachelbel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Maria Amalia</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Maria Amalia</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Maria Amalia</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Maria Amalia</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Maria Amalia</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "      <td>J. C. Gottsched</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "      <td>J. C. Gottsched</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "      <td>J. C. Gottsched</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "      <td>J. C. Gottsched</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "      <td>J. C. Gottsched</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Marianne von Ziegler</td>\n",
       "      <td>J. C. Gottsched</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Müller</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Müller</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Müller</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Müller</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Müller</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Fischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Pachelbel</td>\n",
       "      <td>Böhm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Peters</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Peters</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Peters</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Peters</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Peters</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Peters</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Beethoven</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Beethoven</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Beethoven</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Beethoven</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Beethoven</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>Reinhard Keiser</td>\n",
       "      <td>Hasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>Vivaldi</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>Vivaldi</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Vivaldi</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Vivaldi</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Vivaldi</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>Vivaldi</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Handel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Wilhelm Friedemann Bach</td>\n",
       "      <td>Regine Susanna Bach</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         source                      target\n",
       "155         Anna Magdalena Bach       Johann Sebastian Bach\n",
       "157         Anna Magdalena Bach       Johann Sebastian Bach\n",
       "159         Anna Magdalena Bach       Johann Sebastian Bach\n",
       "161         Anna Magdalena Bach       Johann Sebastian Bach\n",
       "162         Anna Magdalena Bach       Johann Sebastian Bach\n",
       "153         Anna Magdalena Bach       Johann Sebastian Bach\n",
       "151         Anna Magdalena Bach       Johann Sebastian Bach\n",
       "164         Anna Magdalena Bach       Johann Sebastian Bach\n",
       "166         Anna Magdalena Bach       Johann Sebastian Bach\n",
       "168         Anna Magdalena Bach       Johann Sebastian Bach\n",
       "280         Anna Magdalena Bach   Carl Philipp Emanuel Bach\n",
       "284         Anna Magdalena Bach   Carl Philipp Emanuel Bach\n",
       "275         Anna Magdalena Bach   Carl Philipp Emanuel Bach\n",
       "287         Anna Magdalena Bach   Carl Philipp Emanuel Bach\n",
       "289         Anna Magdalena Bach   Carl Philipp Emanuel Bach\n",
       "295                   Beethoven         Regine Susanna Bach\n",
       "298                   Beethoven         Regine Susanna Bach\n",
       "302                   Beethoven         Regine Susanna Bach\n",
       "306                   Beethoven         Regine Susanna Bach\n",
       "310                   Beethoven         Regine Susanna Bach\n",
       "56                         Böhm       Johann Christoph Bach\n",
       "61                         Böhm       Johann Christoph Bach\n",
       "461                        Böhm       Johann Sebastian Bach\n",
       "51                         Böhm       Johann Christoph Bach\n",
       "455                        Böhm       Johann Sebastian Bach\n",
       "449                        Böhm       Johann Sebastian Bach\n",
       "66                         Böhm       Johann Christoph Bach\n",
       "46                         Böhm       Johann Christoph Bach\n",
       "106   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "93    Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "643   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "117   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "116   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "88    Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "86    Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "114   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "645   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "84    Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "95    Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "82    Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "475   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "477   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "112   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "80    Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "97    Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "110   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "473   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "101   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "476   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "103   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "108   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "104   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "474   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "647   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "478   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "99    Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "121   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "535   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "534   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "532   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "530   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "404   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "253   Carl Philipp Emanuel Bach    Elias Gottlieb Haussmann\n",
       "7     Carl Philipp Emanuel Bach         Johann Michael Bach\n",
       "8     Carl Philipp Emanuel Bach         Johann Michael Bach\n",
       "528   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "10    Carl Philipp Emanuel Bach         Johann Michael Bach\n",
       "398   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "12    Carl Philipp Emanuel Bach         Johann Michael Bach\n",
       "255   Carl Philipp Emanuel Bach    Elias Gottlieb Haussmann\n",
       "119   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "392   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "526   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "515   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "365   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "123   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "91    Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "291   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "290   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "288   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "517   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "641   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "374   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "281   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "512   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "276   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "383   Carl Philipp Emanuel Bach       Johann Sebastian Bach\n",
       "285   Carl Philipp Emanuel Bach     Wilhelm Friedemann Bach\n",
       "345                    Couperin       Johann Sebastian Bach\n",
       "347                    Couperin       Johann Sebastian Bach\n",
       "337                    Couperin       Johann Sebastian Bach\n",
       "343                    Couperin       Johann Sebastian Bach\n",
       "339                    Couperin       Johann Sebastian Bach\n",
       "341                    Couperin       Johann Sebastian Bach\n",
       "349                    Couperin       Johann Sebastian Bach\n",
       "408                    Couperin       Johann Sebastian Bach\n",
       "410                    Couperin       Johann Sebastian Bach\n",
       "412                    Couperin       Johann Sebastian Bach\n",
       "368                    Couperin       Johann Sebastian Bach\n",
       "370                    Couperin       Johann Sebastian Bach\n",
       "372                    Couperin       Johann Sebastian Bach\n",
       "363                    Couperin       Johann Sebastian Bach\n",
       "400                    Couperin       Johann Sebastian Bach\n",
       "377                    Couperin       Johann Sebastian Bach\n",
       "379                    Couperin       Johann Sebastian Bach\n",
       "361                    Couperin       Johann Sebastian Bach\n",
       "381                    Couperin       Johann Sebastian Bach\n",
       "385                    Couperin       Johann Sebastian Bach\n",
       "388                    Couperin       Johann Sebastian Bach\n",
       "406                    Couperin       Johann Sebastian Bach\n",
       "359                    Couperin       Johann Sebastian Bach\n",
       "357                    Couperin       Johann Sebastian Bach\n",
       "396                    Couperin       Johann Sebastian Bach\n",
       "351                    Couperin       Johann Sebastian Bach\n",
       "78                     Couperin       Johann Sebastian Bach\n",
       "390                    Couperin       Johann Sebastian Bach\n",
       "76                     Couperin       Johann Sebastian Bach\n",
       "77                     Couperin       Johann Sebastian Bach\n",
       "74                     Couperin       Johann Sebastian Bach\n",
       "353                    Couperin       Johann Sebastian Bach\n",
       "394                    Couperin       Johann Sebastian Bach\n",
       "355                    Couperin       Johann Sebastian Bach\n",
       "75                     Couperin       Johann Sebastian Bach\n",
       "402                    Couperin       Johann Sebastian Bach\n",
       "266    Elias Gottlieb Haussmann       Johann Sebastian Bach\n",
       "262    Elias Gottlieb Haussmann       Johann Sebastian Bach\n",
       "257    Elias Gottlieb Haussmann       Johann Sebastian Bach\n",
       "259    Elias Gottlieb Haussmann       Johann Sebastian Bach\n",
       "256    Elias Gottlieb Haussmann       Johann Sebastian Bach\n",
       "431                     Fischer                        Böhm\n",
       "437                     Fischer                        Böhm\n",
       "59                      Fischer                   Pachelbel\n",
       "454                     Fischer                        Böhm\n",
       "443                     Fischer                        Böhm\n",
       "49                      Fischer                   Pachelbel\n",
       "64                      Fischer                   Pachelbel\n",
       "44                      Fischer                   Pachelbel\n",
       "40                      Fischer                   Pachelbel\n",
       "448                     Fischer                        Böhm\n",
       "460                     Fischer                        Böhm\n",
       "54                      Fischer                   Pachelbel\n",
       "444                 Frescobaldi                   Froberger\n",
       "433                 Frescobaldi                   Froberger\n",
       "427                 Frescobaldi                   Froberger\n",
       "456                 Frescobaldi                   Froberger\n",
       "439                 Frescobaldi                   Froberger\n",
       "450                 Frescobaldi                   Froberger\n",
       "502                       Fritz       Johann Sebastian Bach\n",
       "500                       Fritz       Johann Sebastian Bach\n",
       "497                       Fritz       Johann Sebastian Bach\n",
       "489                       Fritz       Johann Sebastian Bach\n",
       "494                       Fritz       Johann Sebastian Bach\n",
       "491                       Fritz       Johann Sebastian Bach\n",
       "268               Fritz Volbach                   Haussmann\n",
       "264               Fritz Volbach                   Haussmann\n",
       "261               Fritz Volbach                   Haussmann\n",
       "272               Fritz Volbach                   Haussmann\n",
       "277               Fritz Volbach                   Haussmann\n",
       "457                   Froberger                        Kerl\n",
       "48                    Froberger                     Fischer\n",
       "43                    Froberger                     Fischer\n",
       "428                   Froberger                        Kerl\n",
       "63                    Froberger                     Fischer\n",
       "53                    Froberger                     Fischer\n",
       "451                   Froberger                        Kerl\n",
       "445                   Froberger                        Kerl\n",
       "58                    Froberger                     Fischer\n",
       "434                   Froberger                        Kerl\n",
       "440                   Froberger                        Kerl\n",
       "39                    Froberger                     Fischer\n",
       "185                      Görner       Johann Sebastian Bach\n",
       "189                      Görner       Johann Sebastian Bach\n",
       "191                      Görner       Johann Sebastian Bach\n",
       "192                      Görner       Johann Sebastian Bach\n",
       "193                      Görner       Johann Sebastian Bach\n",
       "187                      Görner       Johann Sebastian Bach\n",
       "146                      Görner       Johann Sebastian Bach\n",
       "147                      Görner       Johann Sebastian Bach\n",
       "471                      Handel       Johann Sebastian Bach\n",
       "566                      Handel     Wilhelm Friedemann Bach\n",
       "564                      Handel       Johann Sebastian Bach\n",
       "560                      Handel       Johann Sebastian Bach\n",
       "554                      Handel             Reinhard Keiser\n",
       "470                      Handel       Johann Sebastian Bach\n",
       "472                      Handel       Johann Sebastian Bach\n",
       "568                      Handel       Johann Sebastian Bach\n",
       "550                      Handel             Reinhard Keiser\n",
       "469                      Handel       Johann Sebastian Bach\n",
       "546                      Handel             Reinhard Keiser\n",
       "543                      Handel             Reinhard Keiser\n",
       "480                      Handel       Johann Sebastian Bach\n",
       "540                      Handel             Reinhard Keiser\n",
       "537                      Handel             Reinhard Keiser\n",
       "482                      Handel       Johann Sebastian Bach\n",
       "484                      Handel       Johann Sebastian Bach\n",
       "485                      Handel       Johann Sebastian Bach\n",
       "486                      Handel       Johann Sebastian Bach\n",
       "487                      Handel       Johann Sebastian Bach\n",
       "468                      Handel       Johann Sebastian Bach\n",
       "570                      Handel       Johann Sebastian Bach\n",
       "562                      Handel       Johann Sebastian Bach\n",
       "614                      Handel                       Hasse\n",
       "611                      Handel                       Hasse\n",
       "583                      Handel       Johann Sebastian Bach\n",
       "607                      Handel                       Hasse\n",
       "591                      Handel                       Hasse\n",
       "605                      Handel       Johann Sebastian Bach\n",
       "581                      Handel       Johann Sebastian Bach\n",
       "603                      Handel     Wilhelm Friedemann Bach\n",
       "585                      Handel       Johann Sebastian Bach\n",
       "579                      Handel     Wilhelm Friedemann Bach\n",
       "601                      Handel       Johann Sebastian Bach\n",
       "587                      Handel     Wilhelm Friedemann Bach\n",
       "599                      Handel                       Hasse\n",
       "597                      Handel       Johann Sebastian Bach\n",
       "577                      Handel       Johann Sebastian Bach\n",
       "609                      Handel       Johann Sebastian Bach\n",
       "589                      Handel       Johann Sebastian Bach\n",
       "575                      Handel       Johann Sebastian Bach\n",
       "72                       Handel       Johann Sebastian Bach\n",
       "71                       Handel       Johann Sebastian Bach\n",
       "70                       Handel       Johann Sebastian Bach\n",
       "69                       Handel       Johann Sebastian Bach\n",
       "73                       Handel       Johann Sebastian Bach\n",
       "574                      Handel       Johann Sebastian Bach\n",
       "593                      Handel       Johann Sebastian Bach\n",
       "595                      Handel     Wilhelm Friedemann Bach\n",
       "572                      Handel     Wilhelm Friedemann Bach\n",
       "548                       Hasse       Johann Sebastian Bach\n",
       "612                       Hasse       Johann Sebastian Bach\n",
       "622                       Hasse       Johann Sebastian Bach\n",
       "556                       Hasse       Johann Sebastian Bach\n",
       "620                       Hasse       Johann Sebastian Bach\n",
       "608                       Hasse       Johann Sebastian Bach\n",
       "552                       Hasse       Johann Sebastian Bach\n",
       "617                       Hasse       Johann Sebastian Bach\n",
       "615                       Hasse       Johann Sebastian Bach\n",
       "600                       Hasse       Johann Sebastian Bach\n",
       "625                       Hasse       Johann Sebastian Bach\n",
       "282                   Haussmann       Johann Sebastian Bach\n",
       "273                   Haussmann       Johann Sebastian Bach\n",
       "265                   Haussmann       Johann Sebastian Bach\n",
       "278                   Haussmann       Johann Sebastian Bach\n",
       "269                   Haussmann       Johann Sebastian Bach\n",
       "323                   Haussmann       Johann Sebastian Bach\n",
       "335                   Haussmann       Johann Sebastian Bach\n",
       "334                   Haussmann       Johann Sebastian Bach\n",
       "332                   Haussmann       Johann Sebastian Bach\n",
       "321                   Haussmann       Johann Sebastian Bach\n",
       "330                   Haussmann       Johann Sebastian Bach\n",
       "326                   Haussmann       Johann Sebastian Bach\n",
       "328                   Haussmann       Johann Sebastian Bach\n",
       "241             J. C. Gottsched     Johann Abraham Birnbaum\n",
       "237             J. C. Gottsched     Johann Abraham Birnbaum\n",
       "233             J. C. Gottsched     Johann Abraham Birnbaum\n",
       "214             J. C. Gottsched     Johann Abraham Birnbaum\n",
       "228             J. C. Gottsched     Johann Abraham Birnbaum\n",
       "221             J. C. Gottsched     Johann Abraham Birnbaum\n",
       "215     Johann Abraham Birnbaum       Johann Sebastian Bach\n",
       "234     Johann Abraham Birnbaum       Johann Sebastian Bach\n",
       "242     Johann Abraham Birnbaum       Johann Sebastian Bach\n",
       "229     Johann Abraham Birnbaum       Johann Sebastian Bach\n",
       "238     Johann Abraham Birnbaum       Johann Sebastian Bach\n",
       "222     Johann Abraham Birnbaum       Johann Sebastian Bach\n",
       "26        Johann Ambrosius Bach       Johann Christoph Bach\n",
       "28        Johann Ambrosius Bach       Johann Christoph Bach\n",
       "30        Johann Ambrosius Bach       Johann Christoph Bach\n",
       "32        Johann Ambrosius Bach       Johann Christoph Bach\n",
       "24        Johann Ambrosius Bach       Johann Christoph Bach\n",
       "21         Johann Bernhard Bach       Johann Sebastian Bach\n",
       "20         Johann Bernhard Bach       Johann Sebastian Bach\n",
       "19         Johann Bernhard Bach       Johann Sebastian Bach\n",
       "212   Johann Christian Hoffmann        Marianne von Ziegler\n",
       "235   Johann Christian Hoffmann        Marianne von Ziegler\n",
       "219   Johann Christian Hoffmann        Marianne von Ziegler\n",
       "239   Johann Christian Hoffmann        Marianne von Ziegler\n",
       "231   Johann Christian Hoffmann        Marianne von Ziegler\n",
       "226   Johann Christian Hoffmann        Marianne von Ziegler\n",
       "38        Johann Christoph Bach                   Froberger\n",
       "47        Johann Christoph Bach       Johann Sebastian Bach\n",
       "52        Johann Christoph Bach       Johann Sebastian Bach\n",
       "57        Johann Christoph Bach       Johann Sebastian Bach\n",
       "6         Johann Christoph Bach   Carl Philipp Emanuel Bach\n",
       "5         Johann Christoph Bach   Carl Philipp Emanuel Bach\n",
       "67        Johann Christoph Bach       Johann Sebastian Bach\n",
       "68        Johann Christoph Bach       Johann Sebastian Bach\n",
       "4         Johann Christoph Bach   Carl Philipp Emanuel Bach\n",
       "3         Johann Christoph Bach   Carl Philipp Emanuel Bach\n",
       "62        Johann Christoph Bach       Johann Sebastian Bach\n",
       "33        Johann Christoph Bach       Johann Sebastian Bach\n",
       "42        Johann Christoph Bach                   Froberger\n",
       "15        Johann Christoph Bach        Johann Bernhard Bach\n",
       "17        Johann Christoph Bach        Johann Bernhard Bach\n",
       "18        Johann Christoph Bach        Johann Bernhard Bach\n",
       "319  Johann Christoph Friedrich       Johann Sebastian Bach\n",
       "317  Johann Christoph Friedrich       Johann Sebastian Bach\n",
       "309  Johann Christoph Friedrich       Johann Sebastian Bach\n",
       "313  Johann Christoph Friedrich       Johann Sebastian Bach\n",
       "635          Johann G. Schübler       Johann Sebastian Bach\n",
       "636          Johann G. Schübler       Johann Sebastian Bach\n",
       "637          Johann G. Schübler       Johann Sebastian Bach\n",
       "634          Johann G. Schübler       Johann Sebastian Bach\n",
       "137      Johann Gottlieb Görner       Johann Sebastian Bach\n",
       "138      Johann Gottlieb Görner       Johann Sebastian Bach\n",
       "142      Johann Gottlieb Görner       Johann Sebastian Bach\n",
       "140      Johann Gottlieb Görner       Johann Sebastian Bach\n",
       "170     Johann Heinrich Ernesti       Johann Sebastian Bach\n",
       "172     Johann Heinrich Ernesti       Johann Sebastian Bach\n",
       "173     Johann Heinrich Ernesti       Johann Sebastian Bach\n",
       "176      Johann Matthias Gesner       Johann Sebastian Bach\n",
       "178      Johann Matthias Gesner       Johann Sebastian Bach\n",
       "182      Johann Matthias Gesner       Johann Sebastian Bach\n",
       "183      Johann Matthias Gesner       Johann Sebastian Bach\n",
       "180      Johann Matthias Gesner       Johann Sebastian Bach\n",
       "9           Johann Michael Bach       Johann Christoph Bach\n",
       "11          Johann Michael Bach       Johann Christoph Bach\n",
       "16          Johann Michael Bach       Johann Christoph Bach\n",
       "13          Johann Michael Bach       Johann Christoph Bach\n",
       "14          Johann Michael Bach       Johann Christoph Bach\n",
       "646       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "420       Johann Sebastian Bach                     Vivaldi\n",
       "676       Johann Sebastian Bach                     Vivaldi\n",
       "418       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "669       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "417       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "665       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "667       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "680       Johann Sebastian Bach                     Vivaldi\n",
       "648       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "678       Johann Sebastian Bach                     Vivaldi\n",
       "421       Johann Sebastian Bach                     Vivaldi\n",
       "664       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "653       Johann Sebastian Bach                   Pachelbel\n",
       "652       Johann Sebastian Bach                   Pachelbel\n",
       "677       Johann Sebastian Bach                     Vivaldi\n",
       "655       Johann Sebastian Bach                   Pachelbel\n",
       "651       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "657       Johann Sebastian Bach                   Pachelbel\n",
       "659       Johann Sebastian Bach                   Pachelbel\n",
       "438       Johann Sebastian Bach                 Frescobaldi\n",
       "423       Johann Sebastian Bach                     Vivaldi\n",
       "650       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "426       Johann Sebastian Bach                 Frescobaldi\n",
       "663       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "422       Johann Sebastian Bach                     Vivaldi\n",
       "432       Johann Sebastian Bach                 Frescobaldi\n",
       "649       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "671       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "644       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "569       Johann Sebastian Bach                      Handel\n",
       "640       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "598       Johann Sebastian Bach                      Handel\n",
       "513       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "594       Johann Sebastian Bach                      Handel\n",
       "592       Johann Sebastian Bach                      Handel\n",
       "518       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "590       Johann Sebastian Bach                      Handel\n",
       "525       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "527       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "586       Johann Sebastian Bach                      Handel\n",
       "529       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "584       Johann Sebastian Bach                      Handel\n",
       "531       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "533       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "536       Johann Sebastian Bach                      Handel\n",
       "539       Johann Sebastian Bach                      Handel\n",
       "582       Johann Sebastian Bach                      Handel\n",
       "542       Johann Sebastian Bach                      Handel\n",
       "545       Johann Sebastian Bach                      Handel\n",
       "549       Johann Sebastian Bach                      Handel\n",
       "578       Johann Sebastian Bach                      Handel\n",
       "553       Johann Sebastian Bach                      Handel\n",
       "557       Johann Sebastian Bach                      Handel\n",
       "558       Johann Sebastian Bach                      Handel\n",
       "559       Johann Sebastian Bach                      Handel\n",
       "576       Johann Sebastian Bach                      Handel\n",
       "561       Johann Sebastian Bach                      Handel\n",
       "416       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "563       Johann Sebastian Bach                      Handel\n",
       "565       Johann Sebastian Bach                      Handel\n",
       "602       Johann Sebastian Bach                      Handel\n",
       "642       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "510       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "606       Johann Sebastian Bach                      Handel\n",
       "639       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "638       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "632       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "630       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "628       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "626       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "479       Johann Sebastian Bach                      Handel\n",
       "623       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "481       Johann Sebastian Bach                      Handel\n",
       "483       Johann Sebastian Bach                      Handel\n",
       "621       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "619       Johann Sebastian Bach                       Hasse\n",
       "618       Johann Sebastian Bach                       Hasse\n",
       "488       Johann Sebastian Bach                       Fritz\n",
       "490       Johann Sebastian Bach                       Fritz\n",
       "616       Johann Sebastian Bach                       Hasse\n",
       "492       Johann Sebastian Bach                       Fritz\n",
       "493       Johann Sebastian Bach                       Fritz\n",
       "571       Johann Sebastian Bach                      Handel\n",
       "613       Johann Sebastian Bach                       Hasse\n",
       "495       Johann Sebastian Bach                       Fritz\n",
       "496       Johann Sebastian Bach                       Fritz\n",
       "498       Johann Sebastian Bach                       Fritz\n",
       "499       Johann Sebastian Bach                       Fritz\n",
       "610       Johann Sebastian Bach                      Handel\n",
       "501       Johann Sebastian Bach                       Fritz\n",
       "503       Johann Sebastian Bach                       Fritz\n",
       "504       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "506       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "508       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "415       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "0         Johann Sebastian Bach                   Veit Bach\n",
       "413       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "267       Johann Sebastian Bach               Fritz Volbach\n",
       "126       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "128       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "130       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "132       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "134       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "136       Johann Sebastian Bach      Johann Gottlieb Görner\n",
       "270       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "263       Johann Sebastian Bach               Fritz Volbach\n",
       "258       Johann Sebastian Bach               Fritz Volbach\n",
       "139       Johann Sebastian Bach                      Görner\n",
       "141       Johann Sebastian Bach                      Görner\n",
       "251       Johann Sebastian Bach                      Peters\n",
       "143       Johann Sebastian Bach                      Görner\n",
       "249       Johann Sebastian Bach                      Peters\n",
       "144       Johann Sebastian Bach                      Görner\n",
       "260       Johann Sebastian Bach               Fritz Volbach\n",
       "247       Johann Sebastian Bach                      Peters\n",
       "125       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "120       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "96        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "300       Johann Sebastian Bach  Johann Christoph Friedrich\n",
       "98        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "100       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "102       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "105       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "107       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "271       Johann Sebastian Bach               Fritz Volbach\n",
       "109       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "113       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "286       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "115       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "283       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "118       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "279       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "274       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "111       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "94        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "145       Johann Sebastian Bach                      Görner\n",
       "148       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "211       Johann Sebastian Bach   Johann Christian Hoffmann\n",
       "175       Johann Sebastian Bach      Johann Matthias Gesner\n",
       "209       Johann Sebastian Bach                Maria Amalia\n",
       "177       Johann Sebastian Bach      Johann Matthias Gesner\n",
       "207       Johann Sebastian Bach                Maria Amalia\n",
       "179       Johann Sebastian Bach      Johann Matthias Gesner\n",
       "205       Johann Sebastian Bach                Maria Amalia\n",
       "174       Johann Sebastian Bach      Johann Matthias Gesner\n",
       "181       Johann Sebastian Bach      Johann Matthias Gesner\n",
       "184       Johann Sebastian Bach                      Görner\n",
       "186       Johann Sebastian Bach                      Görner\n",
       "201       Johann Sebastian Bach                      Müller\n",
       "188       Johann Sebastian Bach                      Görner\n",
       "199       Johann Sebastian Bach                      Müller\n",
       "190       Johann Sebastian Bach                      Görner\n",
       "194       Johann Sebastian Bach                      Müller\n",
       "203       Johann Sebastian Bach                Maria Amalia\n",
       "245       Johann Sebastian Bach                      Peters\n",
       "216       Johann Sebastian Bach                Maria Amalia\n",
       "169       Johann Sebastian Bach     Johann Heinrich Ernesti\n",
       "149       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "243       Johann Sebastian Bach                      Peters\n",
       "150       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "152       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "154       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "156       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "158       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "171       Johann Sebastian Bach     Johann Heinrich Ernesti\n",
       "230       Johann Sebastian Bach   Johann Christian Hoffmann\n",
       "163       Johann Sebastian Bach     Johann Heinrich Ernesti\n",
       "225       Johann Sebastian Bach   Johann Christian Hoffmann\n",
       "414       Johann Sebastian Bach     Wilhelm Friedemann Bach\n",
       "223       Johann Sebastian Bach                Maria Amalia\n",
       "165       Johann Sebastian Bach     Johann Heinrich Ernesti\n",
       "167       Johann Sebastian Bach     Johann Heinrich Ernesti\n",
       "218       Johann Sebastian Bach   Johann Christian Hoffmann\n",
       "160       Johann Sebastian Bach         Anna Magdalena Bach\n",
       "304       Johann Sebastian Bach  Johann Christoph Friedrich\n",
       "92        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "90        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "384       Johann Sebastian Bach                    Couperin\n",
       "382       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "380       Johann Sebastian Bach                    Couperin\n",
       "27        Johann Sebastian Bach       Johann Ambrosius Bach\n",
       "378       Johann Sebastian Bach                    Couperin\n",
       "376       Johann Sebastian Bach                    Couperin\n",
       "375       Johann Sebastian Bach                    Couperin\n",
       "29        Johann Sebastian Bach       Johann Ambrosius Bach\n",
       "373       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "371       Johann Sebastian Bach                    Couperin\n",
       "369       Johann Sebastian Bach                    Couperin\n",
       "367       Johann Sebastian Bach                    Couperin\n",
       "31        Johann Sebastian Bach       Johann Ambrosius Bach\n",
       "366       Johann Sebastian Bach                    Couperin\n",
       "197       Johann Sebastian Bach                      Müller\n",
       "386       Johann Sebastian Bach                    Couperin\n",
       "362       Johann Sebastian Bach                    Couperin\n",
       "25        Johann Sebastian Bach       Johann Ambrosius Bach\n",
       "389       Johann Sebastian Bach                    Couperin\n",
       "411       Johann Sebastian Bach                    Couperin\n",
       "409       Johann Sebastian Bach                    Couperin\n",
       "1         Johann Sebastian Bach                   Veit Bach\n",
       "407       Johann Sebastian Bach                    Couperin\n",
       "405       Johann Sebastian Bach                    Couperin\n",
       "403       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "401       Johann Sebastian Bach                    Couperin\n",
       "2         Johann Sebastian Bach                   Veit Bach\n",
       "22        Johann Sebastian Bach       Johann Ambrosius Bach\n",
       "399       Johann Sebastian Bach                    Couperin\n",
       "397       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "395       Johann Sebastian Bach                    Couperin\n",
       "23        Johann Sebastian Bach       Johann Ambrosius Bach\n",
       "393       Johann Sebastian Bach                    Couperin\n",
       "391       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "387       Johann Sebastian Bach                    Couperin\n",
       "360       Johann Sebastian Bach                    Couperin\n",
       "364       Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "34        Johann Sebastian Bach       Johann Christoph Bach\n",
       "336       Johann Sebastian Bach                    Couperin\n",
       "333       Johann Sebastian Bach                   Haussmann\n",
       "331       Johann Sebastian Bach                   Haussmann\n",
       "329       Johann Sebastian Bach                   Haussmann\n",
       "327       Johann Sebastian Bach                   Haussmann\n",
       "325       Johann Sebastian Bach                   Haussmann\n",
       "324       Johann Sebastian Bach                   Haussmann\n",
       "338       Johann Sebastian Bach                    Couperin\n",
       "322       Johann Sebastian Bach                   Haussmann\n",
       "318       Johann Sebastian Bach                   Haussmann\n",
       "316       Johann Sebastian Bach  Johann Christoph Friedrich\n",
       "87        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "314       Johann Sebastian Bach                   Haussmann\n",
       "312       Johann Sebastian Bach  Johann Christoph Friedrich\n",
       "89        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "308       Johann Sebastian Bach  Johann Christoph Friedrich\n",
       "320       Johann Sebastian Bach                   Haussmann\n",
       "85        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "340       Johann Sebastian Bach                    Couperin\n",
       "195       Johann Sebastian Bach                      Müller\n",
       "358       Johann Sebastian Bach                    Couperin\n",
       "344       Johann Sebastian Bach                    Couperin\n",
       "346       Johann Sebastian Bach                    Couperin\n",
       "356       Johann Sebastian Bach                    Couperin\n",
       "348       Johann Sebastian Bach                    Couperin\n",
       "350       Johann Sebastian Bach                    Couperin\n",
       "35        Johann Sebastian Bach       Johann Christoph Bach\n",
       "352       Johann Sebastian Bach                    Couperin\n",
       "354       Johann Sebastian Bach                    Couperin\n",
       "342       Johann Sebastian Bach                    Couperin\n",
       "83        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "81        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "79        Johann Sebastian Bach   Carl Philipp Emanuel Bach\n",
       "37        Johann Sebastian Bach       Johann Christoph Bach\n",
       "36        Johann Sebastian Bach       Johann Christoph Bach\n",
       "458                        Kerl                   Pachelbel\n",
       "429                        Kerl                   Pachelbel\n",
       "441                        Kerl                   Pachelbel\n",
       "435                        Kerl                   Pachelbel\n",
       "452                        Kerl                   Pachelbel\n",
       "446                        Kerl                   Pachelbel\n",
       "224                Maria Amalia       Johann Sebastian Bach\n",
       "217                Maria Amalia       Johann Sebastian Bach\n",
       "210                Maria Amalia       Johann Sebastian Bach\n",
       "206                Maria Amalia       Johann Sebastian Bach\n",
       "208                Maria Amalia       Johann Sebastian Bach\n",
       "213        Marianne von Ziegler             J. C. Gottsched\n",
       "240        Marianne von Ziegler             J. C. Gottsched\n",
       "227        Marianne von Ziegler             J. C. Gottsched\n",
       "220        Marianne von Ziegler             J. C. Gottsched\n",
       "232        Marianne von Ziegler             J. C. Gottsched\n",
       "236        Marianne von Ziegler             J. C. Gottsched\n",
       "202                      Müller       Johann Sebastian Bach\n",
       "196                      Müller       Johann Sebastian Bach\n",
       "200                      Müller       Johann Sebastian Bach\n",
       "198                      Müller       Johann Sebastian Bach\n",
       "204                      Müller       Johann Sebastian Bach\n",
       "447                   Pachelbel                     Fischer\n",
       "453                   Pachelbel                     Fischer\n",
       "459                   Pachelbel                     Fischer\n",
       "442                   Pachelbel                     Fischer\n",
       "662                   Pachelbel       Johann Sebastian Bach\n",
       "661                   Pachelbel       Johann Sebastian Bach\n",
       "436                   Pachelbel                     Fischer\n",
       "41                    Pachelbel                        Böhm\n",
       "658                   Pachelbel       Johann Sebastian Bach\n",
       "656                   Pachelbel       Johann Sebastian Bach\n",
       "55                    Pachelbel                        Böhm\n",
       "654                   Pachelbel       Johann Sebastian Bach\n",
       "45                    Pachelbel                        Böhm\n",
       "65                    Pachelbel                        Böhm\n",
       "60                    Pachelbel                        Böhm\n",
       "660                   Pachelbel       Johann Sebastian Bach\n",
       "430                   Pachelbel                     Fischer\n",
       "50                    Pachelbel                        Böhm\n",
       "254                      Peters   Carl Philipp Emanuel Bach\n",
       "244                      Peters   Carl Philipp Emanuel Bach\n",
       "252                      Peters   Carl Philipp Emanuel Bach\n",
       "250                      Peters   Carl Philipp Emanuel Bach\n",
       "246                      Peters   Carl Philipp Emanuel Bach\n",
       "248                      Peters   Carl Philipp Emanuel Bach\n",
       "303         Regine Susanna Bach       Johann Sebastian Bach\n",
       "301         Regine Susanna Bach                   Beethoven\n",
       "305         Regine Susanna Bach                   Beethoven\n",
       "311         Regine Susanna Bach       Johann Sebastian Bach\n",
       "315         Regine Susanna Bach       Johann Sebastian Bach\n",
       "293         Regine Susanna Bach                   Beethoven\n",
       "294         Regine Susanna Bach                   Beethoven\n",
       "296         Regine Susanna Bach       Johann Sebastian Bach\n",
       "297         Regine Susanna Bach                   Beethoven\n",
       "299         Regine Susanna Bach       Johann Sebastian Bach\n",
       "307         Regine Susanna Bach       Johann Sebastian Bach\n",
       "555             Reinhard Keiser                       Hasse\n",
       "547             Reinhard Keiser                       Hasse\n",
       "551             Reinhard Keiser                       Hasse\n",
       "464             Reinhard Keiser                      Handel\n",
       "463             Reinhard Keiser                      Handel\n",
       "538             Reinhard Keiser                       Hasse\n",
       "462             Reinhard Keiser                      Handel\n",
       "467             Reinhard Keiser                      Handel\n",
       "466             Reinhard Keiser                      Handel\n",
       "465             Reinhard Keiser                      Handel\n",
       "544             Reinhard Keiser                       Hasse\n",
       "541             Reinhard Keiser                       Hasse\n",
       "682                     Vivaldi       Johann Sebastian Bach\n",
       "681                     Vivaldi       Johann Sebastian Bach\n",
       "683                     Vivaldi       Johann Sebastian Bach\n",
       "424                     Vivaldi       Johann Sebastian Bach\n",
       "425                     Vivaldi       Johann Sebastian Bach\n",
       "679                     Vivaldi       Johann Sebastian Bach\n",
       "666     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "668     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "670     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "672     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "673     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "419     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "674     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "675     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "573     Wilhelm Friedemann Bach                      Handel\n",
       "505     Wilhelm Friedemann Bach   Carl Philipp Emanuel Bach\n",
       "580     Wilhelm Friedemann Bach                      Handel\n",
       "567     Wilhelm Friedemann Bach                      Handel\n",
       "588     Wilhelm Friedemann Bach                      Handel\n",
       "596     Wilhelm Friedemann Bach                      Handel\n",
       "604     Wilhelm Friedemann Bach                      Handel\n",
       "524     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "135     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "523     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "133     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "522     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "131     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "521     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "129     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "520     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "127     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "519     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "516     Wilhelm Friedemann Bach   Carl Philipp Emanuel Bach\n",
       "124     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "122     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "514     Wilhelm Friedemann Bach   Carl Philipp Emanuel Bach\n",
       "624     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "511     Wilhelm Friedemann Bach   Carl Philipp Emanuel Bach\n",
       "509     Wilhelm Friedemann Bach   Carl Philipp Emanuel Bach\n",
       "627     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "507     Wilhelm Friedemann Bach   Carl Philipp Emanuel Bach\n",
       "629     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "631     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "633     Wilhelm Friedemann Bach       Johann Sebastian Bach\n",
       "292     Wilhelm Friedemann Bach         Regine Susanna Bach"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "relationships_df = pd.DataFrame(relationships)\n",
    "pd.set_option('display.max_rows', None)\n",
    "relationships_df.sort_values(by='source')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2f036b2b-d088-4b9d-9917-167603974f00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Johann Sebastian Bach', 'Johann Christoph Bach',\n",
       "       'Carl Philipp Emanuel Bach', 'Johann Michael Bach',\n",
       "       'Johann Bernhard Bach', 'Johann Ambrosius Bach', 'Froberger',\n",
       "       'Fischer', 'Pachelbel', 'Böhm', 'Handel', 'Couperin',\n",
       "       'Wilhelm Friedemann Bach', 'Johann Gottlieb Görner', 'Görner',\n",
       "       'Anna Magdalena Bach', 'Johann Heinrich Ernesti',\n",
       "       'Johann Matthias Gesner', 'Müller', 'Maria Amalia',\n",
       "       'Johann Christian Hoffmann', 'Marianne von Ziegler',\n",
       "       'J. C. Gottsched', 'Johann Abraham Birnbaum', 'Peters',\n",
       "       'Elias Gottlieb Haussmann', 'Fritz Volbach', 'Haussmann',\n",
       "       'Regine Susanna Bach', 'Beethoven', 'Johann Christoph Friedrich',\n",
       "       'Vivaldi', 'Frescobaldi', 'Kerl', 'Reinhard Keiser', 'Fritz',\n",
       "       'Hasse', 'Johann G. Schübler', 'Veit Bach'], dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_characters = pd.concat([relationships_df['source'], relationships_df['target']]).unique()\n",
    "all_characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d3a398a6-5e49-4d38-9fa7-2247f2572d90",
   "metadata": {},
   "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>source</th>\n",
       "      <th>target</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Johann Sebastian Bach</td>\n",
       "      <td>Veit Bach</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Carl Philipp Emanuel Bach</td>\n",
       "      <td>Johann Michael Bach</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Johann Michael Bach</td>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Johann Christoph Bach</td>\n",
       "      <td>Johann Bernhard Bach</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      source                     target  weight\n",
       "0      Johann Sebastian Bach                  Veit Bach       3\n",
       "1      Johann Christoph Bach  Carl Philipp Emanuel Bach       4\n",
       "2  Carl Philipp Emanuel Bach        Johann Michael Bach       4\n",
       "3        Johann Michael Bach      Johann Christoph Bach       5\n",
       "4      Johann Christoph Bach       Johann Bernhard Bach       3"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "relationships_df['weight'] = 1\n",
    "relationships_df_ = relationships_df.groupby(['source', 'target'], sort=False, as_index=False).sum()\n",
    "relationships_df_.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "989ae2da-7427-4ad5-a2aa-c1f88a041706",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "G = nx.from_pandas_edgelist(relationships_df_,\n",
    "                            source = 'source',\n",
    "                            target = 'target',\n",
    "                            edge_attr = 'weight',\n",
    "                            create_using=nx.Graph())\n",
    "\n",
    "# [i['weight'] for i in dict(G.edges).values()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b94a64f6-3515-4a66-aee3-0200fa2d9528",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "pos = nx.kamada_kawai_layout(G)\n",
    "nx.draw(G, ax=ax, with_labels=True, node_color='skyblue', edge_cmap=plt.cm.Blues, pos=pos)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6cc13691-469f-4a23-98e7-5c07fcb917d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bach.html\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"1000px\"\n",
       "            height=\"700px\"\n",
       "            src=\"bach.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x2cd47e4d0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#!pip3 install pyvis\n",
    "from pyvis.network import Network\n",
    "net = Network(notebook=True, width='1000px', height='700px', bgcolor='#222222', font_color='white', cdn_resources='in_line')\n",
    "\n",
    "node_degree = dict(G.degree)\n",
    "nx.set_node_attributes(G, node_degree, 'size')\n",
    "\n",
    "net.from_nx(G, edge_scaling=True, show_edge_weights=True)\n",
    "net.show('bach.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebea761c-792b-44ee-a28a-f8871a155443",
   "metadata": {},
   "source": [
    "## The most important character"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ad76f0be-d12d-469a-a26c-cbe3534ca9ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Johann Sebastian Bach': 0.7894736842105263,\n",
       " 'Veit Bach': 0.02631578947368421,\n",
       " 'Johann Christoph Bach': 0.18421052631578946,\n",
       " 'Carl Philipp Emanuel Bach': 0.18421052631578946,\n",
       " 'Johann Michael Bach': 0.05263157894736842,\n",
       " 'Johann Bernhard Bach': 0.05263157894736842,\n",
       " 'Johann Ambrosius Bach': 0.05263157894736842,\n",
       " 'Froberger': 0.10526315789473684,\n",
       " 'Fischer': 0.07894736842105263,\n",
       " 'Pachelbel': 0.10526315789473684,\n",
       " 'Böhm': 0.10526315789473684,\n",
       " 'Handel': 0.10526315789473684,\n",
       " 'Couperin': 0.02631578947368421,\n",
       " 'Wilhelm Friedemann Bach': 0.10526315789473684,\n",
       " 'Johann Gottlieb Görner': 0.02631578947368421,\n",
       " 'Görner': 0.02631578947368421,\n",
       " 'Anna Magdalena Bach': 0.05263157894736842,\n",
       " 'Johann Heinrich Ernesti': 0.02631578947368421,\n",
       " 'Johann Matthias Gesner': 0.02631578947368421,\n",
       " 'Müller': 0.02631578947368421,\n",
       " 'Maria Amalia': 0.02631578947368421,\n",
       " 'Johann Christian Hoffmann': 0.05263157894736842,\n",
       " 'Marianne von Ziegler': 0.05263157894736842,\n",
       " 'J. C. Gottsched': 0.05263157894736842,\n",
       " 'Johann Abraham Birnbaum': 0.05263157894736842,\n",
       " 'Peters': 0.05263157894736842,\n",
       " 'Elias Gottlieb Haussmann': 0.05263157894736842,\n",
       " 'Fritz Volbach': 0.05263157894736842,\n",
       " 'Haussmann': 0.05263157894736842,\n",
       " 'Regine Susanna Bach': 0.07894736842105263,\n",
       " 'Beethoven': 0.02631578947368421,\n",
       " 'Johann Christoph Friedrich': 0.02631578947368421,\n",
       " 'Vivaldi': 0.02631578947368421,\n",
       " 'Frescobaldi': 0.05263157894736842,\n",
       " 'Kerl': 0.05263157894736842,\n",
       " 'Reinhard Keiser': 0.05263157894736842,\n",
       " 'Fritz': 0.02631578947368421,\n",
       " 'Hasse': 0.07894736842105263,\n",
       " 'Johann G. Schübler': 0.02631578947368421}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "degree_dict = nx.degree_centrality(G)\n",
    "degree_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7b4095ac-a7ef-42ab-8b96-984a617220fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "degree_df = pd.DataFrame.from_dict(degree_dict, orient='index', columns=['centrality'])\n",
    "degree_df.sort_values('centrality', ascending=False)[:10].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34702cc1-e3b6-4d76-9576-4e15e615ddfa",
   "metadata": {},
   "source": [
    "### Centralityで上位の人たちは誰？\n",
    "\n",
    "Johann Christoph は Johann Sebastien の一番年上の兄。\n",
    "\n",
    "```\n",
    "In 1695, when Johann Sebastian was not quite ten years old, his father\n",
    "died. He lost his mother at an earlier period.(47) So, being left an\n",
    "orphan, he became dependent on his eldest brother, Johann Christoph,\n",
    "Organist at Ohrdruf,(48) from whom he received his earliest lessons on the\n",
    "Clavier.(49)\n",
    "```\n",
    "\n",
    "Wilhelm Friedemann は Johann Sebastien の１番年上の子供。\n",
    "```\n",
    "Bach and his eldest son, Wilhelm Friedemann.\n",
    "```\n",
    "\n",
    "Carl Philipp Emmanuel は Johann Sebastien の２番目に年上の子供。\n",
    "```\n",
    "His two eldest sons, Wilhelm Friedemann and Carl Philipp Emmanuel, were his most\n",
    "distinguished pupils, not because he gave them better instruction than the\n",
    "rest, but because from their earliest youth they were brought up amid good\n",
    "music at home. \n",
    "```\n",
    "\n",
    "Handelはバッハと同じ時代の有名なドイツ人音楽家でイギリスで成功。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "29ab76d1-4138-4442-a02c-288c4416e667",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "betweenness_dict = nx.betweenness_centrality(G)\n",
    "betweenness_df = pd.DataFrame.from_dict(betweenness_dict, orient='index', columns=['centrality'])\n",
    "betweenness_df.sort_values('centrality', ascending=False)[:10].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "57f167e3-fc35-4d93-809f-f8d6a3f81227",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "closeness_dict = nx.closeness_centrality(G)\n",
    "closeness_df = pd.DataFrame.from_dict(closeness_dict, orient='index', columns=['centrality'])\n",
    "closeness_df.sort_values('centrality', ascending=False)[:10].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "935d5df2-c570-4407-bf6c-8b373f61338c",
   "metadata": {},
   "source": [
    "## Community Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b61fd066-dce1-4934-904a-e752aa4c2cb7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip3 install community\n",
    "from community import community_louvain\n",
    "\n",
    "communities = community_louvain.best_partition(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b776b75a-382d-4b45-9204-7c59b438532a",
   "metadata": {},
   "outputs": [],
   "source": [
    "nx.set_node_attributes(G, communities, 'group')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2095fd42-85ef-4e6f-be3d-bdf98104018b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: When  cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.\n",
      "bach_communities.html\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"1000px\"\n",
       "            height=\"700px\"\n",
       "            src=\"bach_communities.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x2cd7a00d0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "com_net = Network(notebook = True, width=\"1000px\", height=\"700px\", bgcolor='#222222', font_color='white', cdn_resources='in_line')\n",
    "com_net.from_nx(G)\n",
    "com_net.show_buttons(filter_=['physics'])\n",
    "com_net.show(\"bach_communities.html\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dcadcc8-ee6a-4552-b938-f868906a75fe",
   "metadata": {},
   "source": [
    "## Exporting graph data to graphology.js"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4183aa2c-4a9b-4afb-b135-95970c433644",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'key': 'Johann Sebastian Bach', 'attributes': {'value': 30}},\n",
       " {'key': 'Veit Bach', 'attributes': {'value': 1}},\n",
       " {'key': 'Johann Christoph Bach', 'attributes': {'value': 7}},\n",
       " {'key': 'Carl Philipp Emanuel Bach', 'attributes': {'value': 7}},\n",
       " {'key': 'Johann Michael Bach', 'attributes': {'value': 2}},\n",
       " {'key': 'Johann Bernhard Bach', 'attributes': {'value': 2}},\n",
       " {'key': 'Johann Ambrosius Bach', 'attributes': {'value': 2}},\n",
       " {'key': 'Froberger', 'attributes': {'value': 4}},\n",
       " {'key': 'Fischer', 'attributes': {'value': 3}},\n",
       " {'key': 'Pachelbel', 'attributes': {'value': 4}},\n",
       " {'key': 'Böhm', 'attributes': {'value': 4}},\n",
       " {'key': 'Handel', 'attributes': {'value': 4}},\n",
       " {'key': 'Couperin', 'attributes': {'value': 1}},\n",
       " {'key': 'Wilhelm Friedemann Bach', 'attributes': {'value': 4}},\n",
       " {'key': 'Johann Gottlieb Görner', 'attributes': {'value': 1}},\n",
       " {'key': 'Görner', 'attributes': {'value': 1}},\n",
       " {'key': 'Anna Magdalena Bach', 'attributes': {'value': 2}},\n",
       " {'key': 'Johann Heinrich Ernesti', 'attributes': {'value': 1}},\n",
       " {'key': 'Johann Matthias Gesner', 'attributes': {'value': 1}},\n",
       " {'key': 'Müller', 'attributes': {'value': 1}},\n",
       " {'key': 'Maria Amalia', 'attributes': {'value': 1}},\n",
       " {'key': 'Johann Christian Hoffmann', 'attributes': {'value': 2}},\n",
       " {'key': 'Marianne von Ziegler', 'attributes': {'value': 2}},\n",
       " {'key': 'J. C. Gottsched', 'attributes': {'value': 2}},\n",
       " {'key': 'Johann Abraham Birnbaum', 'attributes': {'value': 2}},\n",
       " {'key': 'Peters', 'attributes': {'value': 2}},\n",
       " {'key': 'Elias Gottlieb Haussmann', 'attributes': {'value': 2}},\n",
       " {'key': 'Fritz Volbach', 'attributes': {'value': 2}},\n",
       " {'key': 'Haussmann', 'attributes': {'value': 2}},\n",
       " {'key': 'Regine Susanna Bach', 'attributes': {'value': 3}},\n",
       " {'key': 'Beethoven', 'attributes': {'value': 1}},\n",
       " {'key': 'Johann Christoph Friedrich', 'attributes': {'value': 1}},\n",
       " {'key': 'Vivaldi', 'attributes': {'value': 1}},\n",
       " {'key': 'Frescobaldi', 'attributes': {'value': 2}},\n",
       " {'key': 'Kerl', 'attributes': {'value': 2}},\n",
       " {'key': 'Reinhard Keiser', 'attributes': {'value': 2}},\n",
       " {'key': 'Fritz', 'attributes': {'value': 1}},\n",
       " {'key': 'Hasse', 'attributes': {'value': 3}},\n",
       " {'key': 'Johann G. Schübler', 'attributes': {'value': 1}}]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nodes = []\n",
    "for node in G.nodes.data(data=True):\n",
    "    nodes.append({'key': node[0], 'attributes': {'value': node[1]['size']}})\n",
    "nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4e904d0d-16a1-460b-ad2f-a75221c196d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'key': 'Johann Sebastian Bach:Veit Bach',\n",
       "  'source': 'Johann Sebastian Bach',\n",
       "  'target': 'Veit Bach',\n",
       "  'attributes': {'value': 3}},\n",
       " {'key': 'Johann Sebastian Bach:Johann Bernhard Bach',\n",
       "  'source': 'Johann Sebastian Bach',\n",
       "  'target': 'Johann Bernhard Bach',\n",
       "  'attributes': {'value': 3}},\n",
       " {'key': 'Johann Sebastian Bach:Johann Ambrosius Bach',\n",
       "  'source': 'Johann Sebastian Bach',\n",
       "  'target': 'Johann Ambrosius Bach',\n",
       "  'attributes': {'value': 6}},\n",
       " {'key': 'Johann Sebastian Bach:Johann Christoph Bach',\n",
       "  'source': 'Johann Sebastian Bach',\n",
       "  'target': 'Johann Christoph Bach',\n",
       "  'attributes': {'value': 4}},\n",
       " {'key': 'Johann Sebastian Bach:Handel',\n",
       "  'source': 'Johann Sebastian Bach',\n",
       "  'target': 'Handel',\n",
       "  'attributes': {'value': 29}},\n",
       " {'key': 'Johann Sebastian Bach:Couperin',\n",
       "  'source': 'Johann Sebastian Bach',\n",
       "  'target': 'Couperin',\n",
       "  'attributes': {'value': 34}},\n",
       " {'key': 'Johann Sebastian Bach:Carl Philipp Emanuel Bach',\n",
       "  'source': 'Johann Sebastian Bach',\n",
       "  'target': 'Carl Philipp Emanuel Bach',\n",
       "  'attributes': {'value': 42}},\n",
       " {'key': 'Johann Sebastian Bach:Wilhelm Friedemann Bach',\n",
       "  'source': 'Johann Sebastian Bach',\n",
       "  'target': 'Wilhelm Friedemann Bach',\n",
       "  'attributes': {'value': 34}},\n",
       " {'key': 'Johann Sebastian Bach:Johann Gottlieb Görner',\n",
       "  'source': 'Johann Sebastian Bach',\n",
       "  'target': 'Johann Gottlieb Görner',\n",
       "  'attributes': {'value': 4}},\n",
       " {'key': 'Johann Sebastian Bach:Görner',\n",
       "  'source': 'Johann Sebastian Bach',\n",
       "  'target': 'Görner',\n",
       "  'attributes': {'value': 8}}]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edges = []\n",
    "for edge in G.edges.data(data=True):\n",
    "    edges.append({'key': f'{edge[0]}:{edge[1]}','source': edge[0], 'target': edge[1], 'attributes': {'value': edge[2]['value']}})\n",
    "edges[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "502c4cff-8676-44ae-94d4-7b1df18ea769",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../docs/graph_data.js', 'w', encoding='utf-8') as f:\n",
    "    f.write(f'var nodes = {nodes};\\n\\nvar edges = {edges};')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
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 },
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