2. Demonstrate Reference Features.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demonstrate BH Reference System Features\n",
    "\n",
    "View this notebook in [NB viewer](https://nbviewer.jupyter.org/github/cmerwich/bh-reference-system/blob/master/2.%20Demonstrate%20Reference%20Features.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 0. Introduction\n",
    "\n",
    "As indicated in the notebook '1. Export Features', Biblical Hebrew (BH), like other languages, makes use of all kinds of features within the language to establish text-coherence and to ensure that the reader or listener understands to whom or what is being referred to. The new features that were exported are:\n",
    "\n",
    "* Personal pronouns, `pgn_prps`; \n",
    "* Demonstrative pronouns, `pgn_prde`; \n",
    "* The `verb` without suffix, `pgn_verb`; \n",
    "* The `verb` and its suffix `prs` (if the verb has one), `pgn_verb_prs`; \n",
    "* The suffix `prs` of a word, `pgn_prs`; \n",
    "\n",
    "These five TF features give the Person, Gender and Number (PGN) properties (if there) of a word. \n",
    "\n",
    "This notebook demonstrates some things you can do with the new features. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0.1 Import some modules and utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys, os, re, pickle, csv, collections\n",
    "from collections import *\n",
    "from IPython.display import HTML\n",
    "from pprint import pprint\n",
    "from functools import reduce\n",
    "\n",
    "from tf.fabric import Fabric\n",
    "from tf.transcription import Transcription\n",
    "from tf.extra.bhsa import Bhsa\n",
    "from participant_helpers import * \n",
    "\n",
    "import numpy as np\n",
    "from pandas import DataFrame, read_csv\n",
    "import pandas as pd\n",
    "from random import random\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0.2 Pull in the data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is Text-Fabric 4.0.3\n",
      "Api reference : https://dans-labs.github.io/text-fabric/Api/General/\n",
      "Tutorial      : https://github.com/Dans-labs/text-fabric/blob/master/docs/tutorial.ipynb\n",
      "Example data  : https://github.com/Dans-labs/text-fabric-data\n",
      "\n",
      "119 features found and 0 ignored\n"
     ]
    }
   ],
   "source": [
    "VERSION = 'c'\n",
    "DATABASE = '~/github/etcbc'\n",
    "BHSA = f'bhsa/tf/{VERSION}'\n",
    "REFERENCE = f'bh-reference-system/tf/{VERSION}'\n",
    "TF = Fabric(locations=[DATABASE], modules=[BHSA, REFERENCE], silent=False )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make sure you specify from which location on your computer TF can load the reference features, in my case: '~/github/bh-reference-system': "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0.3 Load features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "**Documentation:** <a target=\"_blank\" href=\"https://etcbc.github.io/bhsa\" title=\"{provenance of this corpus}\">BHSA</a> <a target=\"_blank\" href=\"https://etcbc.github.io/bhsa/features/hebrew/c/0_home.html\" title=\"{CORPUS} feature documentation\">Feature docs</a> <a target=\"_blank\" href=\"https://dans-labs.github.io/text-fabric/Api/Bhsa/\" title=\"BHSA API documentation\">BHSA API</a> <a target=\"_blank\" href=\"https://dans-labs.github.io/text-fabric/Api/General/\" title=\"text-fabric-api\">Text-Fabric API 4.0.3</a> <a target=\"_blank\" href=\"https://dans-labs.github.io/text-fabric/Api/General/#search-templates\" title=\"Search Templates Introduction and Reference\">Search Reference</a>"
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       "\n",
       "This notebook online:\n",
       "<a target=\"_blank\" href=\"http://nbviewer.jupyter.org/github/etcbc/bh-reference-system/blob/master/2. Demonstrate Reference Features.ipynb\">NBViewer</a>\n",
       "<a target=\"_blank\" href=\"https://github.com/etcbc/bh-reference-system/blob/master/2. Demonstrate Reference Features.ipynb\">GitHub</a>\n"
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   "source": [
    "api = TF.load('''\n",
    "    otype\n",
    "    lex book chapter verse\n",
    "    nu ps gn prs ls lex\n",
    "    function sp typ pdp language \n",
    "    pgn_prps pgn_prde pgn_verb \n",
    "    pgn_verb_prs pgn_prs\n",
    "''', silent=True)\n",
    "\n",
    "api.makeAvailableIn(globals())\n",
    "\n",
    "B = Bhsa(api, '2. Demonstrate Reference Features', version=VERSION)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Frequency of verbs with a suffix\n",
    "\n",
    "With the new features, you can use F.[YOUR-FEATURE].freqList(), to check the frequencies of it's values. The highest frequency comes first. Let's see what frequencies FreqList() returns for `pgn_verb_prs`. See the cell below this one. \n",
    "\n",
    "* The top one, ('P3Msg P3Msg_o'), with 602 occurrences, means that PGN of the verb is 3 masculine singular, and it has an object suffix (i.e. the *_o*; the *_s* ending stands for subject suffix) with a PGN of 3 masculine singular. \n",
    "\n",
    "* ('UUU P3Msg_s') with 302 occurrences, is an infinitive (UUU stands for Unknown Person, Unknown Number, Unknown gender) with a 3 masculine singular subject suffix. \n",
    "\n",
    "* ('UMsg P2Msg_o') with 52 occurrences, is a participle with PGN: Unknown Person (i.e. the 'U'), masculine singular. The participle has an object suffix with PGN 2 masculine singular. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(('P3Msg P3Msg_o', 602),\n",
       " ('P2Msg P1Csg_o', 403),\n",
       " ('P3Msg P3Mpl_o', 389),\n",
       " ('P1Csg P2Msg_o', 317),\n",
       " ('UUU P3Msg_s', 302),\n",
       " ('P3Msg P1Csg_o', 294),\n",
       " ('P3Msg P3Fsg_o', 258),\n",
       " ('P3Msg P2Msg_o', 248),\n",
       " ('P1Csg P3Mpl_o', 224),\n",
       " ('P1Csg P3Msg_o', 200),\n",
       " ('UUU P3Msg_o', 172),\n",
       " ('P3Mpl P3Msg_o', 165),\n",
       " ('P2Msg P3Msg_o', 157),\n",
       " ('UUU P3Mpl_s', 154),\n",
       " ('UUU P1Csg_s', 152),\n",
       " ('P2Msg P3Mpl_o', 151),\n",
       " ('UUU P3Mpl_o', 130),\n",
       " ('UUU P2Msg_s', 126),\n",
       " ('P3Mpl P3Mpl_o', 98),\n",
       " ('UUU P3Fsg_o', 94),\n",
       " ('P3Fsg P3Msg_o', 91),\n",
       " ('P3Cpl P1Csg_o', 90),\n",
       " ('P3Msg P1Cpl_o', 86),\n",
       " ('P2Msg P1Cpl_o', 83),\n",
       " ('P1Csg P3Fsg_o', 80),\n",
       " ('UUU P2Mpl_s', 73),\n",
       " ('P1Csg P2Fsg_o', 69),\n",
       " ('UUU P2Msg_o', 69),\n",
       " ('UUU P1Csg_o', 68),\n",
       " ('P2Msg P3Fsg_o', 60),\n",
       " ('P3Mpl P1Csg_o', 58),\n",
       " ('P3Cpl P3Mpl_o', 56),\n",
       " ('P3Fsg P1Csg_o', 56),\n",
       " ('UMsg P2Msg_o', 52),\n",
       " ('P3Cpl P3Msg_o', 51),\n",
       " ('P2Mpl P3Msg_o', 47),\n",
       " ('P3Fsg P3Mpl_o', 45),\n",
       " ('P2Mpl P1Csg_o', 43),\n",
       " ('P3Mpl P2Msg_o', 40),\n",
       " ('P3Mpl P3Fsg_o', 39),\n",
       " ('P3Cpl P2Msg_o', 37),\n",
       " ('P1Cpl P3Msg_o', 34),\n",
       " ('UUU P3Fsg_s', 34),\n",
       " ('P3Fsg P2Msg_o', 32),\n",
       " ('P3Cpl P3Fsg_o', 24),\n",
       " ('UUU P1Cpl_o', 24),\n",
       " ('UMsg P3Mpl_o', 22),\n",
       " ('UUU P2Fsg_s', 19),\n",
       " ('P2Mpl P3Fsg_o', 18),\n",
       " ('P1Cpl P2Msg_o', 17),\n",
       " ('UUU P1Cpl_s', 16),\n",
       " ('P1Cpl P3Mpl_o', 15),\n",
       " ('P3Fsg P3Fsg_o', 15),\n",
       " ('P2Fsg P1Csg_o', 14),\n",
       " ('P2Mpl P3Mpl_o', 14),\n",
       " ('UMsg P1Csg_o', 14),\n",
       " ('P3Msg P2Fsg_o', 12),\n",
       " ('UMsg P3Msg_o', 12),\n",
       " ('P1Cpl P3Fsg_o', 11),\n",
       " ('P3Cpl P2Fsg_o', 11),\n",
       " ('UUU P3Fpl_s', 10),\n",
       " ('P3Fsg P1Cpl_o', 9),\n",
       " ('P3Mpl P2Fsg_o', 9),\n",
       " ('UMsg P3Fsg_o', 9),\n",
       " ('P3Mpl P1Cpl_o', 8),\n",
       " ('UMpl P1Csg_o', 8),\n",
       " ('UMpl P3Msg_o', 8),\n",
       " ('UMsg P2Fsg_o', 8),\n",
       " ('P2Fsg P3Mpl_o', 7),\n",
       " ('P3Cpl P1Cpl_o', 7),\n",
       " ('P3Fsg P2Fsg_o', 7),\n",
       " ('UMsg P2Mpl_o', 7),\n",
       " ('P2Mpl P1Cpl_o', 6),\n",
       " ('UMpl P2Msg_o', 6),\n",
       " ('UMsg P1Cpl_o', 6),\n",
       " ('UUU P2Mpl_o', 6),\n",
       " ('P2Fsg P1Cpl_o', 5),\n",
       " ('UUU P2Fsg_o', 5),\n",
       " ('P1Csg P2Mpl_o', 4),\n",
       " ('P2Fsg P3Msg_o', 3),\n",
       " ('P3Msg P2Mpl_o', 3),\n",
       " ('P3Msg P3Fpl_o', 3),\n",
       " ('P3Fsg P2Mpl_o', 2),\n",
       " ('UMpl P2Fsg_o', 2),\n",
       " ('UMpl P2Mpl_o', 2),\n",
       " ('UMpl P3Fsg_o', 2),\n",
       " ('P1Cpl P2Mpl_o', 1),\n",
       " ('P1Csg P1Csg_o', 1),\n",
       " ('P1Csg P3Fpl_o', 1),\n",
       " ('P3Fpl P1Csg_o', 1),\n",
       " ('P3Fpl P2Fsg_o', 1),\n",
       " ('P3Mpl P2Mpl_o', 1),\n",
       " ('UFpl P2Fsg_o', 1),\n",
       " ('UFpl P3Msg_o', 1),\n",
       " ('UFsg P2Fsg_o', 1),\n",
       " ('UFsg P3Msg_o', 1),\n",
       " ('UMpl P1Cpl_o', 1),\n",
       " ('UUU P2Fpl_s', 1),\n",
       " ('UUU P3Fpl_o', 1))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F.pgn_verb_prs.freqList()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(('P3Msg', 13593),\n",
       " ('P1Csg', 7887),\n",
       " ('P3Mpl', 7153),\n",
       " ('P2Msg', 7134),\n",
       " ('P3Fsg', 3513),\n",
       " ('P2Mpl', 2667),\n",
       " ('P1Cpl', 1645),\n",
       " ('P2Fsg', 1308),\n",
       " ('P3Fpl', 239),\n",
       " ('P2Fpl', 19))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F.pgn_prs.freqList()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Count all new features for each HB book\n",
    "\n",
    "\n",
    "Now that we've got all those features of Person, Gender and Number, we are going to collect counts of all PGN for each HB book. In addition, the counts will be enriched with some extra information to make sense of it all. I use Pandas for this.\n",
    "\n",
    "The sections 2.5-2.8 will give answers to the following questions:\n",
    "\n",
    "1. What PGN are in which HB book? \n",
    "2. How many PGN are in which HB book?\n",
    "3. What is the total PGN per HB book?\n",
    "4. What is the ratio of PGN per verse per HB book? \n",
    "\n",
    "Before we do that, we do the counting with `get_all_pgn()` and do some Pandas administration in sections 2.1-2.4."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def get_all_pgn():\n",
    "\n",
    "    book_list = []\n",
    "    pgn_prps_dict = defaultdict(lambda: defaultdict(int))\n",
    "    pgn_prde_dict = defaultdict(lambda: defaultdict(int))\n",
    "    pgn_verb_dict = defaultdict(lambda: defaultdict(int))\n",
    "    pgn_prs_dict = defaultdict(lambda: defaultdict(int))\n",
    "    art_dict = collections.Counter()\n",
    "\n",
    "    for book in F.otype.s('book'):\n",
    "        book_name = T.bookName(book)\n",
    "        book_list.append(book_name) # may need this later\n",
    "        \n",
    "        for w in L.d(book, 'word'):\n",
    "            pdp = F.pdp.v(w)\n",
    "            pgn_prps = F.pgn_prps.v(w)\n",
    "            pgn_prde = F.pgn_prde.v(w)\n",
    "            pgn_verb = F.pgn_verb.v(w)\n",
    "            pgn_prs = F.pgn_prs.v(w)\n",
    "            pgn_verb_prs = F.pgn_verb_prs.v(w)\n",
    "\n",
    "            if pgn_prps:\n",
    "\n",
    "                pgn_prps_dict[book_name][pgn_prps] += 1\n",
    "                for prps in prps_set:\n",
    "                    if prps not in pgn_prps_dict[book_name]:\n",
    "                        pgn_prps_dict[book_name][prps] = 0\n",
    "\n",
    "            if pgn_prde:\n",
    "\n",
    "                pgn_prde_dict[book_name][pgn_prde] += 1 \n",
    "                for prde in prde_set:\n",
    "                    if prde not in pgn_prde_dict[book_name]:\n",
    "                        pgn_prde_dict[book_name][prde] = 0\n",
    "                    if 'Nahum' not in pgn_prde_dict[book_name]: # bible_book Nahum doesn't contain the feature prde \\\n",
    "                        pgn_prde_dict['Nahum'][prde] = 0        #  so add 0\n",
    "\n",
    "            if pgn_verb:\n",
    "\n",
    "                pgn_verb_dict[book_name][pgn_verb] += 1\n",
    "                for pgn in pgn_set:\n",
    "                    if pgn not in pgn_verb_dict[book_name]:\n",
    "                        pgn_verb_dict[book_name][pgn] = 0\n",
    "\n",
    "            if pgn_prs:\n",
    "\n",
    "                pgn_prs_dict[book_name][pgn_prs] += 1\n",
    "                for prs in prs_set:\n",
    "                    if prs not in pgn_prs_dict[book_name]:\n",
    "                        pgn_prs_dict[book_name][prs] = 0\n",
    "\n",
    "            if pdp == 'art':\n",
    "\n",
    "                art_dict[book_name] += 1\n",
    "    \n",
    "    return pgn_prps_dict, pgn_prde_dict, pgn_verb_dict, pgn_prs_dict, art_dict \n",
    "\n",
    "#get_all_pgn()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 Make Pandas dataframes\n",
    "\n",
    "Pandas makes it possible to make a dataframe from the dictionaries that we just made. In order to select any HB book in the dataframe you want, pass 'index' as an argument. This makes the keys from the dict the rows. Downside is that the canonical order of the HB can not maintained, as far as I know. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pgn_prps_dict, pgn_prde_dict, pgn_verb_dict, pgn_prs_dict, art_dict = get_all_pgn()\n",
    "\n",
    "# prps\n",
    "pgn_prps_df = pd.DataFrame.from_dict(pgn_prps_dict, orient='index') \n",
    "\n",
    "# prde\n",
    "pgn_prde_df = pd.DataFrame.from_dict(pgn_prde_dict, orient='index')\n",
    "\n",
    "# verb\n",
    "pgn_verb_df = pd.DataFrame.from_dict(pgn_verb_dict, orient='index')\n",
    "\n",
    "# prs\n",
    "pgn_prs_df = pd.DataFrame.from_dict(pgn_prs_dict, orient='index')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 How many verses per HB book?\n",
    "\n",
    "This tells us how big the HB book is qua verses. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    42s Counting all verses per book in the Hebrew Bible\n",
      "    43s Counting is done\n"
     ]
    }
   ],
   "source": [
    "info('Counting all verses per book in the Hebrew Bible')\n",
    "\n",
    "verse_count_dict = defaultdict(int)\n",
    "\n",
    "for book in F.otype.s('book'):\n",
    "    book_name = T.bookName(book)\n",
    "    for verse in L.d(book, 'verse'):\n",
    "        verse_count_dict[book_name] += 1\n",
    "        total_verses_hb = sum(verse_count_dict.values())\n",
    "        v_per_book = verse_count_dict.get(book, 0)\n",
    "\n",
    "info('Counting is done')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 Get all genres within the HB\n",
    "\n",
    "The division in three genres is coarse, but it does gives an indication of what kind of genre the HB book mostly contains. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "prose = ['Genesis', 'Exodus', 'Leviticus', 'Numbers', 'Deuteronomy', 'Joshua', 'Judges', '1_Samuel', '2_Samuel', \n",
    "         '1_Kings', '2_Kings', 'Jonah', 'Ruth', 'Esther', 'Daniel', 'Ezra', 'Nehemiah', '1_Chronicles', '2_Chronicles']\n",
    "prophecy = ['Isaiah', 'Jeremiah', 'Ezekiel', 'Hosea', 'Joel', 'Obadiah', 'Micah', 'Zephaniah', 'Haggai', 'Zechariah', \n",
    "            'Malachi', 'Amos', 'Nahum', 'Habakkuk']\n",
    "poetry = ['Song_of_songs','Proverbs','Ecclesiastes', 'Lamentations', 'Psalms', 'Job']\n",
    "genre_dict = collections.defaultdict()\n",
    "\n",
    "\n",
    "for genre in [prose, prophecy, poetry]:\n",
    "    for book in genre:\n",
    "        if book in prose:\n",
    "            genre_dict[book] = 'prose'\n",
    "        elif book in prophecy:\n",
    "            genre_dict[book] = 'prophecy'\n",
    "        elif book in poetry:\n",
    "            genre_dict[book] = 'poetry'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4 Merge verse count and genre per book\n",
    "\n",
    "Here we merge the verses count and genre per book dictionaries into a pandas dataframe called 'verse_count_genre'. The information of this dictionary is added to all the counts of the other PGN features. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "genre_left = pd.DataFrame.from_dict(genre_dict, orient='index')\n",
    "verses_right = pd.DataFrame.from_dict(verse_count_dict, orient='index')\n",
    "\n",
    "verse_count_genre = pd.merge(genre_left, verses_right, left_index = True, right_index = True, sort=False)\n",
    "verse_count_genre.columns = ['genre', 'verse_count']\n",
    "\n",
    "#verse_count_genre"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.5 Personal Pronouns (prps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genre</th>\n",
       "      <th>verse_count</th>\n",
       "      <th>P3Msg</th>\n",
       "      <th>P2Msg</th>\n",
       "      <th>P3Fsg</th>\n",
       "      <th>P3Mpl</th>\n",
       "      <th>P2Fsg</th>\n",
       "      <th>P2Fpl</th>\n",
       "      <th>P3Fpl</th>\n",
       "      <th>P1Csg</th>\n",
       "      <th>P1Cpl</th>\n",
       "      <th>P2Mpl</th>\n",
       "      <th>total_prps</th>\n",
       "      <th>ratio_prps</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Genesis</th>\n",
       "      <td>prose</td>\n",
       "      <td>1533</td>\n",
       "      <td>105</td>\n",
       "      <td>46</td>\n",
       "      <td>50</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>97</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>367</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exodus</th>\n",
       "      <td>prose</td>\n",
       "      <td>1213</td>\n",
       "      <td>56</td>\n",
       "      <td>39</td>\n",
       "      <td>7</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>205</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Leviticus</th>\n",
       "      <td>prose</td>\n",
       "      <td>859</td>\n",
       "      <td>88</td>\n",
       "      <td>2</td>\n",
       "      <td>66</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>255</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Numbers</th>\n",
       "      <td>prose</td>\n",
       "      <td>1289</td>\n",
       "      <td>49</td>\n",
       "      <td>22</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "      <td>177</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deuteronomy</th>\n",
       "      <td>prose</td>\n",
       "      <td>959</td>\n",
       "      <td>71</td>\n",
       "      <td>66</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>65</td>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>258</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joshua</th>\n",
       "      <td>prose</td>\n",
       "      <td>658</td>\n",
       "      <td>33</td>\n",
       "      <td>12</td>\n",
       "      <td>23</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>124</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Judges</th>\n",
       "      <td>prose</td>\n",
       "      <td>618</td>\n",
       "      <td>41</td>\n",
       "      <td>20</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>149</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Samuel</th>\n",
       "      <td>prose</td>\n",
       "      <td>811</td>\n",
       "      <td>57</td>\n",
       "      <td>46</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>192</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Samuel</th>\n",
       "      <td>prose</td>\n",
       "      <td>695</td>\n",
       "      <td>36</td>\n",
       "      <td>43</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>153</td>\n",
       "      <td>0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Kings</th>\n",
       "      <td>prose</td>\n",
       "      <td>817</td>\n",
       "      <td>54</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>181</td>\n",
       "      <td>0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Kings</th>\n",
       "      <td>prose</td>\n",
       "      <td>719</td>\n",
       "      <td>38</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>35</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>133</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jonah</th>\n",
       "      <td>prose</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ruth</th>\n",
       "      <td>prose</td>\n",
       "      <td>85</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Esther</th>\n",
       "      <td>prose</td>\n",
       "      <td>167</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daniel</th>\n",
       "      <td>prose</td>\n",
       "      <td>357</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ezra</th>\n",
       "      <td>prose</td>\n",
       "      <td>280</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nehemiah</th>\n",
       "      <td>prose</td>\n",
       "      <td>405</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>11</td>\n",
       "      <td>93</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Chronicles</th>\n",
       "      <td>prose</td>\n",
       "      <td>943</td>\n",
       "      <td>44</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>105</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Chronicles</th>\n",
       "      <td>prose</td>\n",
       "      <td>822</td>\n",
       "      <td>36</td>\n",
       "      <td>23</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>122</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Isaiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1291</td>\n",
       "      <td>52</td>\n",
       "      <td>32</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>105</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>245</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jeremiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1364</td>\n",
       "      <td>38</td>\n",
       "      <td>58</td>\n",
       "      <td>17</td>\n",
       "      <td>59</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>91</td>\n",
       "      <td>10</td>\n",
       "      <td>38</td>\n",
       "      <td>323</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ezekiel</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1273</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>35</td>\n",
       "      <td>63</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>170</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>409</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hosea</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>197</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>60</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joel</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>73</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Obadiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Micah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>105</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zephaniah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haggai</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zechariah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>211</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>49</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malachi</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>55</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>29</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amos</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>146</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nahum</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>47</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Habakkuk</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>56</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Song_of_songs</th>\n",
       "      <td>poetry</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Proverbs</th>\n",
       "      <td>poetry</td>\n",
       "      <td>915</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ecclesiastes</th>\n",
       "      <td>poetry</td>\n",
       "      <td>222</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lamentations</th>\n",
       "      <td>poetry</td>\n",
       "      <td>154</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psalms</th>\n",
       "      <td>poetry</td>\n",
       "      <td>2527</td>\n",
       "      <td>49</td>\n",
       "      <td>117</td>\n",
       "      <td>6</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>83</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>294</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Job</th>\n",
       "      <td>poetry</td>\n",
       "      <td>1070</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>111</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  genre  verse_count  P3Msg  P2Msg  P3Fsg  P3Mpl  P2Fsg  \\\n",
       "Genesis           prose         1533    105     46     50     21      6   \n",
       "Exodus            prose         1213     56     39      7     22      0   \n",
       "Leviticus         prose          859     88      2     66     19      0   \n",
       "Numbers           prose         1289     49     22     21     30      1   \n",
       "Deuteronomy       prose          959     71     66     10     15      0   \n",
       "Joshua            prose          658     33     12     23     12      0   \n",
       "Judges            prose          618     41     20     13     17      5   \n",
       "1_Samuel          prose          811     57     46      6     20      1   \n",
       "2_Samuel          prose          695     36     43      4      8      0   \n",
       "1_Kings           prose          817     54     47      7     23      5   \n",
       "2_Kings           prose          719     38     12     10     35      4   \n",
       "Jonah             prose           48      1      4      0      0      0   \n",
       "Ruth              prose           85      6      2      5      1      4   \n",
       "Esther            prose          167     15      1      5      2      1   \n",
       "Daniel            prose          357     17      4      7      0      0   \n",
       "Ezra              prose          280     10      2      3      1      0   \n",
       "Nehemiah          prose          405     14     19      2     15      0   \n",
       "1_Chronicles      prose          943     44     14      3     24      0   \n",
       "2_Chronicles      prose          822     36     23      6     17      0   \n",
       "Isaiah         prophecy         1291     52     32     10     20      3   \n",
       "Jeremiah       prophecy         1364     38     58     17     59      8   \n",
       "Ezekiel        prophecy         1273     33     63     35     63     13   \n",
       "Hosea          prophecy          197     16      4      2     13      0   \n",
       "Joel           prophecy           73      1      0      0      0      0   \n",
       "Obadiah        prophecy           21      0      3      0      0      0   \n",
       "Micah          prophecy          105      4      5      2      1      0   \n",
       "Zephaniah      prophecy           53      0      0      0      2      0   \n",
       "Haggai         prophecy           38      2      0      1      0      0   \n",
       "Zechariah      prophecy          211     12      8      2      7      1   \n",
       "Malachi        prophecy           55      6      1      1      1      0   \n",
       "Amos           prophecy          146      7      4      2      0      0   \n",
       "Nahum          prophecy           47      3      0      2      1      2   \n",
       "Habakkuk       prophecy           56      6      3      0      1      0   \n",
       "Song_of_songs    poetry          117      0      0      5      2      1   \n",
       "Proverbs         poetry          915     27      7     12     10      2   \n",
       "Ecclesiastes     poetry          222     25      4     11      6      0   \n",
       "Lamentations     poetry          154      2      3      3      2      0   \n",
       "Psalms           poetry         2527     49    117      6     28      0   \n",
       "Job              poetry         1070     39     11      7      4      0   \n",
       "\n",
       "               P2Fpl  P3Fpl  P1Csg  P1Cpl  P2Mpl  total_prps  ratio_prps  \n",
       "Genesis            1      7     97     17     17         367        0.24  \n",
       "Exodus             0      3     61      1     16         205        0.17  \n",
       "Leviticus          0      4     71      0      5         255        0.30  \n",
       "Numbers            0      2     28      5     19         177        0.14  \n",
       "Deuteronomy        0      1     65      5     25         258        0.27  \n",
       "Joshua             0      0     13      8     23         124        0.19  \n",
       "Judges             0      1     29      6     17         149        0.24  \n",
       "1_Samuel           0      1     46      5     10         192        0.24  \n",
       "2_Samuel           0      2     54      1      5         153        0.22  \n",
       "1_Kings            0      0     37      3      5         181        0.22  \n",
       "2_Kings            0      0     18      9      7         133        0.18  \n",
       "Jonah              0      0      7      0      0          12        0.25  \n",
       "Ruth               0      0      9      0      2          29        0.34  \n",
       "Esther             0      0      6      0      1          31        0.19  \n",
       "Daniel             0      0     24      1      0          53        0.15  \n",
       "Ezra               0      0      2      7      3          28        0.10  \n",
       "Nehemiah           0      0     16     16     11          93        0.23  \n",
       "1_Chronicles       0      1     13      3      3         105        0.11  \n",
       "2_Chronicles       0      0     18      4     18         122        0.15  \n",
       "Isaiah             0      2    105      4     17         245        0.19  \n",
       "Jeremiah           0      4     91     10     38         323        0.24  \n",
       "Ezekiel            4     13    170      3     12         409        0.32  \n",
       "Hosea              0      0     23      0      2          60        0.30  \n",
       "Joel               0      0      4      0      3           8        0.11  \n",
       "Obadiah            0      0      0      0      0           3        0.14  \n",
       "Micah              0      0      3      1      0          16        0.15  \n",
       "Zephaniah          0      0      2      0      1           5        0.09  \n",
       "Haggai             0      0      4      0      3          10        0.26  \n",
       "Zechariah          0      1     16      0      2          49        0.23  \n",
       "Malachi            0      0      9      1     10          29        0.53  \n",
       "Amos               0      0     11      0      1          25        0.17  \n",
       "Nahum              0      0      0      0      0           8        0.17  \n",
       "Habakkuk           0      0      1      0      0          11        0.20  \n",
       "Song_of_songs      0      0     12      0      0          20        0.17  \n",
       "Proverbs           0      2      9      0      0          69        0.08  \n",
       "Ecclesiastes       0      0     29      0      0          75        0.34  \n",
       "Lamentations       0      0      4      1      0          15        0.10  \n",
       "Psalms             0      1     83      8      2         294        0.12  \n",
       "Job                0      1     43      1      5         111        0.10  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# merge the verse count and prps dataframes\n",
    "pgn_prps_count = pd.merge(verse_count_genre, pgn_prps_df, left_index = True, right_index = True, sort=False)\n",
    "\n",
    "# add all prps \n",
    "pgn_prps_count['total_prps'] = pgn_prps_count['P3Msg'] + pgn_prps_count['P2Mpl'] + pgn_prps_count['P1Cpl'] + \\\n",
    "                            pgn_prps_count['P2Fsg'] + pgn_prps_count['P3Fsg'] + pgn_prps_count['P2Fpl'] + \\\n",
    "                            pgn_prps_count['P2Msg'] + pgn_prps_count['P3Mpl'] + pgn_prps_count['P1Csg'] + \\\n",
    "                            pgn_prps_count['P3Fpl']\n",
    "\n",
    "# calculate ratio of prps to verses\n",
    "pgn_prps_count['ratio_prps'] = round(pgn_prps_count['total_prps'] / pgn_prps_count['verse_count'], 2)\n",
    "\n",
    "# inspect the dataframe\n",
    "pgn_prps_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.6 Demonstrative Pronouns (prde)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genre</th>\n",
       "      <th>verse_count</th>\n",
       "      <th>Cpl-2</th>\n",
       "      <th>Fsg-1</th>\n",
       "      <th>Fsg-2</th>\n",
       "      <th>Msg-1</th>\n",
       "      <th>Fsg-3</th>\n",
       "      <th>Fsg</th>\n",
       "      <th>Msg</th>\n",
       "      <th>Cpl-1</th>\n",
       "      <th>Csg</th>\n",
       "      <th>total_prde</th>\n",
       "      <th>ratio_prde</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Genesis</th>\n",
       "      <td>prose</td>\n",
       "      <td>1533</td>\n",
       "      <td>90</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>228</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exodus</th>\n",
       "      <td>prose</td>\n",
       "      <td>1213</td>\n",
       "      <td>26</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>133</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Leviticus</th>\n",
       "      <td>prose</td>\n",
       "      <td>859</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Numbers</th>\n",
       "      <td>prose</td>\n",
       "      <td>1289</td>\n",
       "      <td>73</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>169</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deuteronomy</th>\n",
       "      <td>prose</td>\n",
       "      <td>959</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joshua</th>\n",
       "      <td>prose</td>\n",
       "      <td>658</td>\n",
       "      <td>51</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Judges</th>\n",
       "      <td>prose</td>\n",
       "      <td>618</td>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>70</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Samuel</th>\n",
       "      <td>prose</td>\n",
       "      <td>811</td>\n",
       "      <td>27</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>136</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Samuel</th>\n",
       "      <td>prose</td>\n",
       "      <td>695</td>\n",
       "      <td>15</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>87</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Kings</th>\n",
       "      <td>prose</td>\n",
       "      <td>817</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>116</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Kings</th>\n",
       "      <td>prose</td>\n",
       "      <td>719</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>104</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jonah</th>\n",
       "      <td>prose</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ruth</th>\n",
       "      <td>prose</td>\n",
       "      <td>85</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Esther</th>\n",
       "      <td>prose</td>\n",
       "      <td>167</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daniel</th>\n",
       "      <td>prose</td>\n",
       "      <td>357</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ezra</th>\n",
       "      <td>prose</td>\n",
       "      <td>280</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nehemiah</th>\n",
       "      <td>prose</td>\n",
       "      <td>405</td>\n",
       "      <td>17</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Chronicles</th>\n",
       "      <td>prose</td>\n",
       "      <td>943</td>\n",
       "      <td>84</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Chronicles</th>\n",
       "      <td>prose</td>\n",
       "      <td>822</td>\n",
       "      <td>20</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>96</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Isaiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1291</td>\n",
       "      <td>27</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>129</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jeremiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1364</td>\n",
       "      <td>61</td>\n",
       "      <td>95</td>\n",
       "      <td>0</td>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>291</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ezekiel</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1273</td>\n",
       "      <td>46</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hosea</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>197</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joel</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Obadiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Micah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>105</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zephaniah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haggai</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zechariah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>211</td>\n",
       "      <td>24</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malachi</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amos</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>146</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nahum</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Habakkuk</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Song_of_songs</th>\n",
       "      <td>poetry</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Proverbs</th>\n",
       "      <td>poetry</td>\n",
       "      <td>915</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ecclesiastes</th>\n",
       "      <td>poetry</td>\n",
       "      <td>222</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lamentations</th>\n",
       "      <td>poetry</td>\n",
       "      <td>154</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psalms</th>\n",
       "      <td>poetry</td>\n",
       "      <td>2527</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Job</th>\n",
       "      <td>poetry</td>\n",
       "      <td>1070</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  genre  verse_count  Cpl-2  Fsg-1  Fsg-2  Msg-1  Fsg-3  Fsg  \\\n",
       "Genesis           prose         1533     90     52      0     80      0    0   \n",
       "Exodus            prose         1213     26     17      0     90      0    0   \n",
       "Leviticus         prose          859     26     24      0     18      0    0   \n",
       "Numbers           prose         1289     73     33      0     63      0    0   \n",
       "Deuteronomy       prose          959     48     53      0     72      0    0   \n",
       "Joshua            prose          658     51     29      0     50      0    0   \n",
       "Judges            prose          618     11     18      1     39      0    0   \n",
       "1_Samuel          prose          811     27     14      0     93      0    0   \n",
       "2_Samuel          prose          695     15     26      1     45      0    0   \n",
       "1_Kings           prose          817     20     14      1     81      0    0   \n",
       "2_Kings           prose          719     17     24      1     60      0    0   \n",
       "Jonah             prose           48      0      3      0      4      0    0   \n",
       "Ruth              prose           85      2      5      0      1      0    0   \n",
       "Esther            prose          167     10      4      0     11      0    0   \n",
       "Daniel            prose          357      9      2      0      6      0    0   \n",
       "Ezra              prose          280     11      7      0     10      0    0   \n",
       "Nehemiah          prose          405     17      8      0     21      0    0   \n",
       "1_Chronicles      prose          943     84      9      0     12      0    0   \n",
       "2_Chronicles      prose          822     20     23      0     53      0    0   \n",
       "Isaiah         prophecy         1291     27     43      0     59      0    0   \n",
       "Jeremiah       prophecy         1364     61     95      0    135      0    0   \n",
       "Ezekiel        prophecy         1273     46     24      1     28      0    1   \n",
       "Hosea          prophecy          197      1      2      0      0      1    0   \n",
       "Joel           prophecy           73      0      3      0      0      0    0   \n",
       "Obadiah        prophecy           21      0      0      0      1      0    0   \n",
       "Micah          prophecy          105      2      5      0      2      0    0   \n",
       "Zephaniah      prophecy           53      0      2      0      1      0    0   \n",
       "Haggai         prophecy           38      1      0      0     11      0    0   \n",
       "Zechariah      prophecy          211     24      9      0      9      0    0   \n",
       "Malachi        prophecy           55      0      5      0      0      0    0   \n",
       "Amos           prophecy          146      1      7      0      4      0    0   \n",
       "Nahum          prophecy           47      0      0      0      0      0    0   \n",
       "Habakkuk       prophecy           56      1      0      0      0      0    0   \n",
       "Song_of_songs    poetry          117      0      4      0      4      0    0   \n",
       "Proverbs         poetry          915      2      1      0      3      0    0   \n",
       "Ecclesiastes     poetry          222      3      0      6     37      0    0   \n",
       "Lamentations     poetry          154      2      2      0      3      0    0   \n",
       "Psalms           poetry         2527      8     21      0     19      1    0   \n",
       "Job              poetry         1070     10     16      0     25      0    0   \n",
       "\n",
       "               Msg  Cpl-1  Csg  total_prde  ratio_prde  \n",
       "Genesis          2      4    0         228        0.15  \n",
       "Exodus           0      0    0         133        0.11  \n",
       "Leviticus        0      1    0          69        0.08  \n",
       "Numbers          0      0    0         169        0.13  \n",
       "Deuteronomy      0      3    0         176        0.18  \n",
       "Joshua           0      0    0         130        0.20  \n",
       "Judges           0      0    1          70        0.11  \n",
       "1_Samuel         0      0    2         136        0.17  \n",
       "2_Samuel         0      0    0          87        0.13  \n",
       "1_Kings          0      0    0         116        0.14  \n",
       "2_Kings          0      0    2         104        0.14  \n",
       "Jonah            0      0    0           7        0.15  \n",
       "Ruth             0      0    0           8        0.09  \n",
       "Esther           0      0    0          25        0.15  \n",
       "Daniel           0      0    1          18        0.05  \n",
       "Ezra             0      0    0          28        0.10  \n",
       "Nehemiah         0      0    0          46        0.11  \n",
       "1_Chronicles     0      1    0         106        0.11  \n",
       "2_Chronicles     0      0    0          96        0.12  \n",
       "Isaiah           0      0    0         129        0.10  \n",
       "Jeremiah         0      0    0         291        0.21  \n",
       "Ezekiel          0      0    0         100        0.08  \n",
       "Hosea            0      0    0           4        0.02  \n",
       "Joel             0      0    0           3        0.04  \n",
       "Obadiah          0      0    0           1        0.05  \n",
       "Micah            0      0    0           9        0.09  \n",
       "Zephaniah        0      0    0           3        0.06  \n",
       "Haggai           0      0    0          12        0.32  \n",
       "Zechariah        0      0    1          43        0.20  \n",
       "Malachi          0      0    0           5        0.09  \n",
       "Amos             0      0    0          12        0.08  \n",
       "Nahum            0      0    0           0        0.00  \n",
       "Habakkuk         0      0    0           1        0.02  \n",
       "Song_of_songs    0      0    0           8        0.07  \n",
       "Proverbs         0      0    0           6        0.01  \n",
       "Ecclesiastes     0      0    0          46        0.21  \n",
       "Lamentations     0      0    0           7        0.05  \n",
       "Psalms           0      0    0          49        0.02  \n",
       "Job              0      0    0          51        0.05  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# merge the verse count and prde dataframes\n",
    "pgn_prde_count = pd.merge(verse_count_genre, pgn_prde_df, left_index = True, right_index = True, sort=False)\n",
    "\n",
    "# add all prde\n",
    "pgn_prde_count['total_prde'] = pgn_prde_count['Cpl-2'] + pgn_prde_count['Fsg-1'] + pgn_prde_count['Msg'] + \\\n",
    "                            pgn_prde_count['Csg'] + pgn_prde_count['Fsg-2'] + pgn_prde_count['Fsg'] + \\\n",
    "                            pgn_prde_count['Cpl-1'] + pgn_prde_count['Msg-1'] + pgn_prde_count['Fsg-3']\n",
    "\n",
    "# calculate ratio of prde to verses\n",
    "pgn_prde_count['ratio_prde'] = round(pgn_prde_count['total_prde'] / pgn_prde_count['verse_count'], 2)\n",
    "\n",
    "# inspect the dataframe      \n",
    "pgn_prde_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.7 PGN of Verbs "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genre</th>\n",
       "      <th>verse_count</th>\n",
       "      <th>P3Msg</th>\n",
       "      <th>UFpl</th>\n",
       "      <th>P2Msg</th>\n",
       "      <th>P3Cpl</th>\n",
       "      <th>UMpl</th>\n",
       "      <th>P3Fsg</th>\n",
       "      <th>UMsg</th>\n",
       "      <th>P3Mpl</th>\n",
       "      <th>P2Fsg</th>\n",
       "      <th>P2Fpl</th>\n",
       "      <th>P3Fpl</th>\n",
       "      <th>UFsg</th>\n",
       "      <th>P1Csg</th>\n",
       "      <th>P1Cpl</th>\n",
       "      <th>UUU</th>\n",
       "      <th>P2Mpl</th>\n",
       "      <th>total_verb</th>\n",
       "      <th>ratio_verb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Genesis</th>\n",
       "      <td>prose</td>\n",
       "      <td>1533</td>\n",
       "      <td>2152</td>\n",
       "      <td>17</td>\n",
       "      <td>391</td>\n",
       "      <td>162</td>\n",
       "      <td>43</td>\n",
       "      <td>376</td>\n",
       "      <td>167</td>\n",
       "      <td>366</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>26</td>\n",
       "      <td>379</td>\n",
       "      <td>120</td>\n",
       "      <td>439</td>\n",
       "      <td>190</td>\n",
       "      <td>4890</td>\n",
       "      <td>3.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exodus</th>\n",
       "      <td>prose</td>\n",
       "      <td>1213</td>\n",
       "      <td>1365</td>\n",
       "      <td>12</td>\n",
       "      <td>602</td>\n",
       "      <td>168</td>\n",
       "      <td>46</td>\n",
       "      <td>118</td>\n",
       "      <td>124</td>\n",
       "      <td>279</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>5</td>\n",
       "      <td>222</td>\n",
       "      <td>35</td>\n",
       "      <td>348</td>\n",
       "      <td>171</td>\n",
       "      <td>3523</td>\n",
       "      <td>2.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Leviticus</th>\n",
       "      <td>prose</td>\n",
       "      <td>859</td>\n",
       "      <td>1196</td>\n",
       "      <td>7</td>\n",
       "      <td>149</td>\n",
       "      <td>68</td>\n",
       "      <td>14</td>\n",
       "      <td>198</td>\n",
       "      <td>101</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>31</td>\n",
       "      <td>84</td>\n",
       "      <td>3</td>\n",
       "      <td>200</td>\n",
       "      <td>238</td>\n",
       "      <td>2391</td>\n",
       "      <td>2.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Numbers</th>\n",
       "      <td>prose</td>\n",
       "      <td>1289</td>\n",
       "      <td>1047</td>\n",
       "      <td>3</td>\n",
       "      <td>242</td>\n",
       "      <td>189</td>\n",
       "      <td>73</td>\n",
       "      <td>132</td>\n",
       "      <td>97</td>\n",
       "      <td>386</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>50</td>\n",
       "      <td>124</td>\n",
       "      <td>63</td>\n",
       "      <td>318</td>\n",
       "      <td>217</td>\n",
       "      <td>2959</td>\n",
       "      <td>2.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deuteronomy</th>\n",
       "      <td>prose</td>\n",
       "      <td>959</td>\n",
       "      <td>984</td>\n",
       "      <td>4</td>\n",
       "      <td>695</td>\n",
       "      <td>141</td>\n",
       "      <td>43</td>\n",
       "      <td>108</td>\n",
       "      <td>236</td>\n",
       "      <td>129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>182</td>\n",
       "      <td>59</td>\n",
       "      <td>467</td>\n",
       "      <td>262</td>\n",
       "      <td>3322</td>\n",
       "      <td>3.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joshua</th>\n",
       "      <td>prose</td>\n",
       "      <td>658</td>\n",
       "      <td>686</td>\n",
       "      <td>3</td>\n",
       "      <td>85</td>\n",
       "      <td>145</td>\n",
       "      <td>32</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>270</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>66</td>\n",
       "      <td>39</td>\n",
       "      <td>222</td>\n",
       "      <td>172</td>\n",
       "      <td>1830</td>\n",
       "      <td>2.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Judges</th>\n",
       "      <td>prose</td>\n",
       "      <td>618</td>\n",
       "      <td>900</td>\n",
       "      <td>2</td>\n",
       "      <td>148</td>\n",
       "      <td>127</td>\n",
       "      <td>40</td>\n",
       "      <td>160</td>\n",
       "      <td>88</td>\n",
       "      <td>405</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>131</td>\n",
       "      <td>60</td>\n",
       "      <td>225</td>\n",
       "      <td>114</td>\n",
       "      <td>2449</td>\n",
       "      <td>3.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Samuel</th>\n",
       "      <td>prose</td>\n",
       "      <td>811</td>\n",
       "      <td>1436</td>\n",
       "      <td>7</td>\n",
       "      <td>273</td>\n",
       "      <td>128</td>\n",
       "      <td>62</td>\n",
       "      <td>182</td>\n",
       "      <td>151</td>\n",
       "      <td>342</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>214</td>\n",
       "      <td>60</td>\n",
       "      <td>341</td>\n",
       "      <td>148</td>\n",
       "      <td>3395</td>\n",
       "      <td>4.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Samuel</th>\n",
       "      <td>prose</td>\n",
       "      <td>695</td>\n",
       "      <td>1216</td>\n",
       "      <td>2</td>\n",
       "      <td>214</td>\n",
       "      <td>93</td>\n",
       "      <td>34</td>\n",
       "      <td>139</td>\n",
       "      <td>107</td>\n",
       "      <td>220</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>197</td>\n",
       "      <td>23</td>\n",
       "      <td>278</td>\n",
       "      <td>56</td>\n",
       "      <td>2617</td>\n",
       "      <td>3.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Kings</th>\n",
       "      <td>prose</td>\n",
       "      <td>817</td>\n",
       "      <td>1378</td>\n",
       "      <td>11</td>\n",
       "      <td>305</td>\n",
       "      <td>100</td>\n",
       "      <td>74</td>\n",
       "      <td>125</td>\n",
       "      <td>106</td>\n",
       "      <td>204</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>177</td>\n",
       "      <td>20</td>\n",
       "      <td>321</td>\n",
       "      <td>68</td>\n",
       "      <td>2949</td>\n",
       "      <td>3.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Kings</th>\n",
       "      <td>prose</td>\n",
       "      <td>719</td>\n",
       "      <td>1424</td>\n",
       "      <td>1</td>\n",
       "      <td>209</td>\n",
       "      <td>123</td>\n",
       "      <td>95</td>\n",
       "      <td>119</td>\n",
       "      <td>92</td>\n",
       "      <td>300</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>108</td>\n",
       "      <td>36</td>\n",
       "      <td>268</td>\n",
       "      <td>111</td>\n",
       "      <td>2920</td>\n",
       "      <td>4.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jonah</th>\n",
       "      <td>prose</td>\n",
       "      <td>48</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>201</td>\n",
       "      <td>4.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ruth</th>\n",
       "      <td>prose</td>\n",
       "      <td>85</td>\n",
       "      <td>103</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>48</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>383</td>\n",
       "      <td>4.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Esther</th>\n",
       "      <td>prose</td>\n",
       "      <td>167</td>\n",
       "      <td>223</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>32</td>\n",
       "      <td>24</td>\n",
       "      <td>76</td>\n",
       "      <td>39</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>125</td>\n",
       "      <td>8</td>\n",
       "      <td>603</td>\n",
       "      <td>3.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daniel</th>\n",
       "      <td>prose</td>\n",
       "      <td>357</td>\n",
       "      <td>465</td>\n",
       "      <td>6</td>\n",
       "      <td>92</td>\n",
       "      <td>22</td>\n",
       "      <td>74</td>\n",
       "      <td>105</td>\n",
       "      <td>182</td>\n",
       "      <td>134</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>19</td>\n",
       "      <td>101</td>\n",
       "      <td>23</td>\n",
       "      <td>123</td>\n",
       "      <td>29</td>\n",
       "      <td>1387</td>\n",
       "      <td>3.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ezra</th>\n",
       "      <td>prose</td>\n",
       "      <td>280</td>\n",
       "      <td>134</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>32</td>\n",
       "      <td>39</td>\n",
       "      <td>13</td>\n",
       "      <td>34</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>98</td>\n",
       "      <td>22</td>\n",
       "      <td>522</td>\n",
       "      <td>1.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nehemiah</th>\n",
       "      <td>prose</td>\n",
       "      <td>405</td>\n",
       "      <td>158</td>\n",
       "      <td>5</td>\n",
       "      <td>79</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>16</td>\n",
       "      <td>48</td>\n",
       "      <td>119</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>124</td>\n",
       "      <td>43</td>\n",
       "      <td>103</td>\n",
       "      <td>31</td>\n",
       "      <td>915</td>\n",
       "      <td>2.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Chronicles</th>\n",
       "      <td>prose</td>\n",
       "      <td>943</td>\n",
       "      <td>576</td>\n",
       "      <td>0</td>\n",
       "      <td>84</td>\n",
       "      <td>96</td>\n",
       "      <td>74</td>\n",
       "      <td>48</td>\n",
       "      <td>52</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>65</td>\n",
       "      <td>10</td>\n",
       "      <td>187</td>\n",
       "      <td>43</td>\n",
       "      <td>1399</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Chronicles</th>\n",
       "      <td>prose</td>\n",
       "      <td>822</td>\n",
       "      <td>1094</td>\n",
       "      <td>6</td>\n",
       "      <td>141</td>\n",
       "      <td>172</td>\n",
       "      <td>150</td>\n",
       "      <td>72</td>\n",
       "      <td>90</td>\n",
       "      <td>359</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>77</td>\n",
       "      <td>26</td>\n",
       "      <td>422</td>\n",
       "      <td>107</td>\n",
       "      <td>2725</td>\n",
       "      <td>3.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Isaiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1291</td>\n",
       "      <td>1375</td>\n",
       "      <td>10</td>\n",
       "      <td>254</td>\n",
       "      <td>350</td>\n",
       "      <td>109</td>\n",
       "      <td>282</td>\n",
       "      <td>273</td>\n",
       "      <td>342</td>\n",
       "      <td>160</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>29</td>\n",
       "      <td>451</td>\n",
       "      <td>79</td>\n",
       "      <td>366</td>\n",
       "      <td>352</td>\n",
       "      <td>4472</td>\n",
       "      <td>3.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jeremiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1364</td>\n",
       "      <td>1153</td>\n",
       "      <td>10</td>\n",
       "      <td>330</td>\n",
       "      <td>501</td>\n",
       "      <td>167</td>\n",
       "      <td>274</td>\n",
       "      <td>260</td>\n",
       "      <td>386</td>\n",
       "      <td>116</td>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>28</td>\n",
       "      <td>644</td>\n",
       "      <td>86</td>\n",
       "      <td>554</td>\n",
       "      <td>450</td>\n",
       "      <td>4996</td>\n",
       "      <td>3.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ezekiel</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1273</td>\n",
       "      <td>873</td>\n",
       "      <td>33</td>\n",
       "      <td>415</td>\n",
       "      <td>419</td>\n",
       "      <td>97</td>\n",
       "      <td>241</td>\n",
       "      <td>124</td>\n",
       "      <td>277</td>\n",
       "      <td>143</td>\n",
       "      <td>11</td>\n",
       "      <td>59</td>\n",
       "      <td>53</td>\n",
       "      <td>674</td>\n",
       "      <td>5</td>\n",
       "      <td>450</td>\n",
       "      <td>205</td>\n",
       "      <td>4079</td>\n",
       "      <td>3.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hosea</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>197</td>\n",
       "      <td>170</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>75</td>\n",
       "      <td>7</td>\n",
       "      <td>42</td>\n",
       "      <td>25</td>\n",
       "      <td>82</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>127</td>\n",
       "      <td>9</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>650</td>\n",
       "      <td>3.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joel</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>73</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>48</td>\n",
       "      <td>234</td>\n",
       "      <td>3.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Obadiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>67</td>\n",
       "      <td>3.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Micah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>105</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>31</td>\n",
       "      <td>10</td>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>34</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>53</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>21</td>\n",
       "      <td>343</td>\n",
       "      <td>3.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zephaniah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>53</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>16</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>168</td>\n",
       "      <td>3.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haggai</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>38</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>12</td>\n",
       "      <td>112</td>\n",
       "      <td>2.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zechariah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>211</td>\n",
       "      <td>219</td>\n",
       "      <td>7</td>\n",
       "      <td>35</td>\n",
       "      <td>66</td>\n",
       "      <td>20</td>\n",
       "      <td>45</td>\n",
       "      <td>55</td>\n",
       "      <td>39</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>130</td>\n",
       "      <td>4</td>\n",
       "      <td>76</td>\n",
       "      <td>37</td>\n",
       "      <td>760</td>\n",
       "      <td>3.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malachi</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>55</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>42</td>\n",
       "      <td>222</td>\n",
       "      <td>4.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amos</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>146</td>\n",
       "      <td>125</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>36</td>\n",
       "      <td>20</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>86</td>\n",
       "      <td>5</td>\n",
       "      <td>42</td>\n",
       "      <td>54</td>\n",
       "      <td>498</td>\n",
       "      <td>3.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nahum</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>47</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>142</td>\n",
       "      <td>3.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Habakkuk</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>192</td>\n",
       "      <td>3.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Song_of_songs</th>\n",
       "      <td>poetry</td>\n",
       "      <td>117</td>\n",
       "      <td>33</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>28</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>22</td>\n",
       "      <td>8</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>262</td>\n",
       "      <td>2.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Proverbs</th>\n",
       "      <td>poetry</td>\n",
       "      <td>915</td>\n",
       "      <td>501</td>\n",
       "      <td>6</td>\n",
       "      <td>281</td>\n",
       "      <td>44</td>\n",
       "      <td>13</td>\n",
       "      <td>171</td>\n",
       "      <td>255</td>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>21</td>\n",
       "      <td>70</td>\n",
       "      <td>8</td>\n",
       "      <td>141</td>\n",
       "      <td>28</td>\n",
       "      <td>1653</td>\n",
       "      <td>1.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ecclesiastes</th>\n",
       "      <td>poetry</td>\n",
       "      <td>222</td>\n",
       "      <td>238</td>\n",
       "      <td>2</td>\n",
       "      <td>68</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>23</td>\n",
       "      <td>60</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>651</td>\n",
       "      <td>2.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lamentations</th>\n",
       "      <td>poetry</td>\n",
       "      <td>154</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>52</td>\n",
       "      <td>87</td>\n",
       "      <td>9</td>\n",
       "      <td>35</td>\n",
       "      <td>6</td>\n",
       "      <td>18</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>23</td>\n",
       "      <td>19</td>\n",
       "      <td>8</td>\n",
       "      <td>440</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psalms</th>\n",
       "      <td>poetry</td>\n",
       "      <td>2527</td>\n",
       "      <td>1159</td>\n",
       "      <td>6</td>\n",
       "      <td>1010</td>\n",
       "      <td>392</td>\n",
       "      <td>107</td>\n",
       "      <td>235</td>\n",
       "      <td>305</td>\n",
       "      <td>593</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>23</td>\n",
       "      <td>774</td>\n",
       "      <td>91</td>\n",
       "      <td>286</td>\n",
       "      <td>263</td>\n",
       "      <td>5294</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Job</th>\n",
       "      <td>poetry</td>\n",
       "      <td>1070</td>\n",
       "      <td>891</td>\n",
       "      <td>3</td>\n",
       "      <td>332</td>\n",
       "      <td>149</td>\n",
       "      <td>15</td>\n",
       "      <td>174</td>\n",
       "      <td>91</td>\n",
       "      <td>219</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>318</td>\n",
       "      <td>25</td>\n",
       "      <td>108</td>\n",
       "      <td>69</td>\n",
       "      <td>2411</td>\n",
       "      <td>2.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  genre  verse_count  P3Msg  UFpl  P2Msg  P3Cpl  UMpl  P3Fsg  \\\n",
       "Genesis           prose         1533   2152    17    391    162    43    376   \n",
       "Exodus            prose         1213   1365    12    602    168    46    118   \n",
       "Leviticus         prose          859   1196     7    149     68    14    198   \n",
       "Numbers           prose         1289   1047     3    242    189    73    132   \n",
       "Deuteronomy       prose          959    984     4    695    141    43    108   \n",
       "Joshua            prose          658    686     3     85    145    32     46   \n",
       "Judges            prose          618    900     2    148    127    40    160   \n",
       "1_Samuel          prose          811   1436     7    273    128    62    182   \n",
       "2_Samuel          prose          695   1216     2    214     93    34    139   \n",
       "1_Kings           prose          817   1378    11    305    100    74    125   \n",
       "2_Kings           prose          719   1424     1    209    123    95    119   \n",
       "Jonah             prose           48     81     0     21      5     1      6   \n",
       "Ruth              prose           85    103     0     14      4     0     91   \n",
       "Esther            prose          167    223     1     13     32    24     76   \n",
       "Daniel            prose          357    465     6     92     22    74    105   \n",
       "Ezra              prose          280    134     0     20     32    39     13   \n",
       "Nehemiah          prose          405    158     5     79     92    90     16   \n",
       "1_Chronicles      prose          943    576     0     84     96    74     48   \n",
       "2_Chronicles      prose          822   1094     6    141    172   150     72   \n",
       "Isaiah         prophecy         1291   1375    10    254    350   109    282   \n",
       "Jeremiah       prophecy         1364   1153    10    330    501   167    274   \n",
       "Ezekiel        prophecy         1273    873    33    415    419    97    241   \n",
       "Hosea          prophecy          197    170     0     30     75     7     42   \n",
       "Joel           prophecy           73     54     0      3     31     2     20   \n",
       "Obadiah        prophecy           21     11     0     11     20     0      3   \n",
       "Micah          prophecy          105     81     0     21     31    10     24   \n",
       "Zephaniah      prophecy           53     41     0      1     21    10     11   \n",
       "Haggai         prophecy           38     32     0      6      4     2      4   \n",
       "Zechariah      prophecy          211    219     7     35     66    20     45   \n",
       "Malachi        prophecy           55     67     0      3     10    12      9   \n",
       "Amos           prophecy          146    125     3     23     36    20     34   \n",
       "Nahum          prophecy           47     35     2      2     19     5     15   \n",
       "Habakkuk       prophecy           56     69     0     32      6     2     11   \n",
       "Song_of_songs    poetry          117     33     5     10     28     8     23   \n",
       "Proverbs         poetry          915    501     6    281     44    13    171   \n",
       "Ecclesiastes     poetry          222    238     2     68     21    15     23   \n",
       "Lamentations     poetry          154    140     1     52     87     9     35   \n",
       "Psalms           poetry         2527   1159     6   1010    392   107    235   \n",
       "Job              poetry         1070    891     3    332    149    15    174   \n",
       "\n",
       "               UMsg  P3Mpl  P2Fsg  P2Fpl  P3Fpl  UFsg  P1Csg  P1Cpl  UUU  \\\n",
       "Genesis         167    366     31      3     28    26    379    120  439   \n",
       "Exodus          124    279      4      7     17     5    222     35  348   \n",
       "Leviticus       101     92      0      0     10    31     84      3  200   \n",
       "Numbers          97    386      6      0     12    50    124     63  318   \n",
       "Deuteronomy     236    129      0      0      3     9    182     59  467   \n",
       "Joshua           47    270      7      0      3     7     66     39  222   \n",
       "Judges           88    405     32      0      5    12    131     60  225   \n",
       "1_Samuel        151    342     26      0     13    12    214     60  341   \n",
       "2_Samuel        107    220     21      1      5    11    197     23  278   \n",
       "1_Kings         106    204     31      0      4    25    177     20  321   \n",
       "2_Kings          92    300     20      0      4    10    108     36  268   \n",
       "Jonah            12     27      0      0      0     2     13      6   24   \n",
       "Ruth              7     12     48     12     11     4     32      1   38   \n",
       "Esther           39     30      3      0      2     7     18      2  125   \n",
       "Daniel          182    134      2      0     10    19    101     23  123   \n",
       "Ezra             34     73      0      0      0     5     24     28   98   \n",
       "Nehemiah         48    119      0      0      1     6    124     43  103   \n",
       "1_Chronicles     52    157      0      0      1     6     65     10  187   \n",
       "2_Chronicles     90    359      0      0      3     6     77     26  422   \n",
       "Isaiah          273    342    160      4     36    29    451     79  366   \n",
       "Jeremiah        260    386    116      6     31    28    644     86  554   \n",
       "Ezekiel         124    277    143     11     59    53    674      5  450   \n",
       "Hosea            25     82      6      0      4     8    127      9   38   \n",
       "Joel             10     32      4      0      1     1     19      0    9   \n",
       "Obadiah           4      5      0      1      0     0      3      2    5   \n",
       "Micah            20     34     19      0      4     4     53      5   16   \n",
       "Zephaniah         9     16     10      0      0     4     23      0   13   \n",
       "Haggai            3      8      0      0      0     1     16      0   24   \n",
       "Zechariah        55     39      7      0     10    10    130      4   76   \n",
       "Malachi          21      5      0      0      1     0     25     12   15   \n",
       "Amos             34     29      0      2      2     3     86      5   42   \n",
       "Nahum            14      8     12      0      0     5     14      0    6   \n",
       "Habakkuk         17     14      1      0      0     0     14      1   20   \n",
       "Song_of_songs    22      8     26      2      1     8     50     14    7   \n",
       "Proverbs        255    101      1      0     12    21     70      8  141   \n",
       "Ecclesiastes     60     26      0      0      0     5     81      0  112   \n",
       "Lamentations      6     18     10      0      3     5     24     23   19   \n",
       "Psalms          305    593     30      0     20    23    774     91  286   \n",
       "Job              91    219      2      0     13     2    318     25  108   \n",
       "\n",
       "               P2Mpl  total_verb  ratio_verb  \n",
       "Genesis          190        4890        3.19  \n",
       "Exodus           171        3523        2.90  \n",
       "Leviticus        238        2391        2.78  \n",
       "Numbers          217        2959        2.30  \n",
       "Deuteronomy      262        3322        3.46  \n",
       "Joshua           172        1830        2.78  \n",
       "Judges           114        2449        3.96  \n",
       "1_Samuel         148        3395        4.19  \n",
       "2_Samuel          56        2617        3.77  \n",
       "1_Kings           68        2949        3.61  \n",
       "2_Kings          111        2920        4.06  \n",
       "Jonah              3         201        4.19  \n",
       "Ruth               6         383        4.51  \n",
       "Esther             8         603        3.61  \n",
       "Daniel            29        1387        3.89  \n",
       "Ezra              22         522        1.86  \n",
       "Nehemiah          31         915        2.26  \n",
       "1_Chronicles      43        1399        1.48  \n",
       "2_Chronicles     107        2725        3.32  \n",
       "Isaiah           352        4472        3.46  \n",
       "Jeremiah         450        4996        3.66  \n",
       "Ezekiel          205        4079        3.20  \n",
       "Hosea             27         650        3.30  \n",
       "Joel              48         234        3.21  \n",
       "Obadiah            2          67        3.19  \n",
       "Micah             21         343        3.27  \n",
       "Zephaniah          9         168        3.17  \n",
       "Haggai            12         112        2.95  \n",
       "Zechariah         37         760        3.60  \n",
       "Malachi           42         222        4.04  \n",
       "Amos              54         498        3.41  \n",
       "Nahum              5         142        3.02  \n",
       "Habakkuk           5         192        3.43  \n",
       "Song_of_songs     17         262        2.24  \n",
       "Proverbs          28        1653        1.81  \n",
       "Ecclesiastes       0         651        2.93  \n",
       "Lamentations       8         440        2.86  \n",
       "Psalms           263        5294        2.09  \n",
       "Job               69        2411        2.25  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# merge the verse count and pgn verb dataframes\n",
    "pgn_verb_count = pd.merge(verse_count_genre, pgn_verb_df, left_index = True, right_index = True, sort=False)\n",
    "\n",
    "# add all pgn verbs\n",
    "pgn_verb_count['total_verb'] = pgn_verb_count['P3Msg'] + pgn_verb_count['P2Mpl'] + pgn_verb_count['P1Cpl'] + \\\n",
    "                            pgn_verb_count['P2Fsg'] + pgn_verb_count['P3Cpl'] + pgn_verb_count['P3Fsg'] + \\\n",
    "                            pgn_verb_count['P2Fpl'] + pgn_verb_count['UFsg'] + pgn_verb_count['P2Msg'] + \\\n",
    "                            pgn_verb_count['UFpl'] + pgn_verb_count['P3Mpl'] + pgn_verb_count['P1Csg'] + \\\n",
    "                            pgn_verb_count['P3Fpl'] + pgn_verb_count['UUU'] + pgn_verb_count['UMpl'] + \\\n",
    "                            pgn_verb_count['UMsg']\n",
    "\n",
    "# calculate ratio of pgn verbs to verses\n",
    "pgn_verb_count['ratio_verb'] = round(pgn_verb_count['total_verb'] / pgn_verb_count['verse_count'], 2)\n",
    "                    \n",
    "# inspect the dataframe\n",
    "pgn_verb_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.8 Suffixes (prs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genre</th>\n",
       "      <th>verse_count</th>\n",
       "      <th>P3Msg</th>\n",
       "      <th>P2Msg</th>\n",
       "      <th>P3Fsg</th>\n",
       "      <th>P3Mpl</th>\n",
       "      <th>P2Fsg</th>\n",
       "      <th>P2Fpl</th>\n",
       "      <th>P3Fpl</th>\n",
       "      <th>P1Csg</th>\n",
       "      <th>P1Cpl</th>\n",
       "      <th>P2Mpl</th>\n",
       "      <th>total_prs</th>\n",
       "      <th>ratio_prs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Genesis</th>\n",
       "      <td>prose</td>\n",
       "      <td>1533</td>\n",
       "      <td>1183</td>\n",
       "      <td>532</td>\n",
       "      <td>263</td>\n",
       "      <td>340</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>664</td>\n",
       "      <td>141</td>\n",
       "      <td>154</td>\n",
       "      <td>3348</td>\n",
       "      <td>2.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exodus</th>\n",
       "      <td>prose</td>\n",
       "      <td>1213</td>\n",
       "      <td>857</td>\n",
       "      <td>369</td>\n",
       "      <td>149</td>\n",
       "      <td>392</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>216</td>\n",
       "      <td>72</td>\n",
       "      <td>157</td>\n",
       "      <td>2231</td>\n",
       "      <td>1.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Leviticus</th>\n",
       "      <td>prose</td>\n",
       "      <td>859</td>\n",
       "      <td>800</td>\n",
       "      <td>156</td>\n",
       "      <td>211</td>\n",
       "      <td>243</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>271</td>\n",
       "      <td>1776</td>\n",
       "      <td>2.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Numbers</th>\n",
       "      <td>prose</td>\n",
       "      <td>1289</td>\n",
       "      <td>581</td>\n",
       "      <td>149</td>\n",
       "      <td>201</td>\n",
       "      <td>553</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>131</td>\n",
       "      <td>72</td>\n",
       "      <td>175</td>\n",
       "      <td>1890</td>\n",
       "      <td>1.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deuteronomy</th>\n",
       "      <td>prose</td>\n",
       "      <td>959</td>\n",
       "      <td>612</td>\n",
       "      <td>1234</td>\n",
       "      <td>179</td>\n",
       "      <td>301</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>131</td>\n",
       "      <td>107</td>\n",
       "      <td>336</td>\n",
       "      <td>2903</td>\n",
       "      <td>3.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joshua</th>\n",
       "      <td>prose</td>\n",
       "      <td>658</td>\n",
       "      <td>204</td>\n",
       "      <td>59</td>\n",
       "      <td>179</td>\n",
       "      <td>324</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>48</td>\n",
       "      <td>93</td>\n",
       "      <td>213</td>\n",
       "      <td>1169</td>\n",
       "      <td>1.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Judges</th>\n",
       "      <td>prose</td>\n",
       "      <td>618</td>\n",
       "      <td>493</td>\n",
       "      <td>129</td>\n",
       "      <td>127</td>\n",
       "      <td>248</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>177</td>\n",
       "      <td>65</td>\n",
       "      <td>61</td>\n",
       "      <td>1312</td>\n",
       "      <td>2.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Samuel</th>\n",
       "      <td>prose</td>\n",
       "      <td>811</td>\n",
       "      <td>707</td>\n",
       "      <td>314</td>\n",
       "      <td>83</td>\n",
       "      <td>145</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>344</td>\n",
       "      <td>88</td>\n",
       "      <td>101</td>\n",
       "      <td>1804</td>\n",
       "      <td>2.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Samuel</th>\n",
       "      <td>prose</td>\n",
       "      <td>695</td>\n",
       "      <td>554</td>\n",
       "      <td>287</td>\n",
       "      <td>75</td>\n",
       "      <td>104</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>318</td>\n",
       "      <td>40</td>\n",
       "      <td>27</td>\n",
       "      <td>1422</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Kings</th>\n",
       "      <td>prose</td>\n",
       "      <td>817</td>\n",
       "      <td>672</td>\n",
       "      <td>332</td>\n",
       "      <td>80</td>\n",
       "      <td>168</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>299</td>\n",
       "      <td>30</td>\n",
       "      <td>21</td>\n",
       "      <td>1635</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Kings</th>\n",
       "      <td>prose</td>\n",
       "      <td>719</td>\n",
       "      <td>678</td>\n",
       "      <td>157</td>\n",
       "      <td>106</td>\n",
       "      <td>225</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>148</td>\n",
       "      <td>27</td>\n",
       "      <td>44</td>\n",
       "      <td>1405</td>\n",
       "      <td>1.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jonah</th>\n",
       "      <td>prose</td>\n",
       "      <td>48</td>\n",
       "      <td>26</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>99</td>\n",
       "      <td>2.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ruth</th>\n",
       "      <td>prose</td>\n",
       "      <td>85</td>\n",
       "      <td>39</td>\n",
       "      <td>17</td>\n",
       "      <td>53</td>\n",
       "      <td>5</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>49</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>219</td>\n",
       "      <td>2.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Esther</th>\n",
       "      <td>prose</td>\n",
       "      <td>167</td>\n",
       "      <td>149</td>\n",
       "      <td>4</td>\n",
       "      <td>45</td>\n",
       "      <td>60</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>296</td>\n",
       "      <td>1.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daniel</th>\n",
       "      <td>prose</td>\n",
       "      <td>357</td>\n",
       "      <td>204</td>\n",
       "      <td>136</td>\n",
       "      <td>193</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>151</td>\n",
       "      <td>35</td>\n",
       "      <td>14</td>\n",
       "      <td>818</td>\n",
       "      <td>2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ezra</th>\n",
       "      <td>prose</td>\n",
       "      <td>280</td>\n",
       "      <td>77</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>68</td>\n",
       "      <td>16</td>\n",
       "      <td>346</td>\n",
       "      <td>1.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nehemiah</th>\n",
       "      <td>prose</td>\n",
       "      <td>405</td>\n",
       "      <td>132</td>\n",
       "      <td>68</td>\n",
       "      <td>29</td>\n",
       "      <td>233</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>96</td>\n",
       "      <td>19</td>\n",
       "      <td>657</td>\n",
       "      <td>1.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_Chronicles</th>\n",
       "      <td>prose</td>\n",
       "      <td>943</td>\n",
       "      <td>480</td>\n",
       "      <td>117</td>\n",
       "      <td>73</td>\n",
       "      <td>249</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>101</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "      <td>1061</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2_Chronicles</th>\n",
       "      <td>prose</td>\n",
       "      <td>822</td>\n",
       "      <td>708</td>\n",
       "      <td>201</td>\n",
       "      <td>42</td>\n",
       "      <td>351</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>123</td>\n",
       "      <td>50</td>\n",
       "      <td>79</td>\n",
       "      <td>1555</td>\n",
       "      <td>1.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Isaiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1291</td>\n",
       "      <td>682</td>\n",
       "      <td>340</td>\n",
       "      <td>220</td>\n",
       "      <td>319</td>\n",
       "      <td>253</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>527</td>\n",
       "      <td>113</td>\n",
       "      <td>138</td>\n",
       "      <td>2601</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jeremiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1364</td>\n",
       "      <td>584</td>\n",
       "      <td>327</td>\n",
       "      <td>278</td>\n",
       "      <td>697</td>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>621</td>\n",
       "      <td>129</td>\n",
       "      <td>287</td>\n",
       "      <td>3098</td>\n",
       "      <td>2.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ezekiel</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>1273</td>\n",
       "      <td>530</td>\n",
       "      <td>294</td>\n",
       "      <td>305</td>\n",
       "      <td>745</td>\n",
       "      <td>446</td>\n",
       "      <td>12</td>\n",
       "      <td>59</td>\n",
       "      <td>632</td>\n",
       "      <td>16</td>\n",
       "      <td>237</td>\n",
       "      <td>3276</td>\n",
       "      <td>2.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hosea</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>197</td>\n",
       "      <td>92</td>\n",
       "      <td>44</td>\n",
       "      <td>55</td>\n",
       "      <td>144</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>92</td>\n",
       "      <td>15</td>\n",
       "      <td>19</td>\n",
       "      <td>467</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joel</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>73</td>\n",
       "      <td>34</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>128</td>\n",
       "      <td>1.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Obadiah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>21</td>\n",
       "      <td>13</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>2.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Micah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>105</td>\n",
       "      <td>37</td>\n",
       "      <td>48</td>\n",
       "      <td>24</td>\n",
       "      <td>39</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>221</td>\n",
       "      <td>2.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zephaniah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>53</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>98</td>\n",
       "      <td>1.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haggai</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>38</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>49</td>\n",
       "      <td>1.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zechariah</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>211</td>\n",
       "      <td>96</td>\n",
       "      <td>15</td>\n",
       "      <td>48</td>\n",
       "      <td>70</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>106</td>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>383</td>\n",
       "      <td>1.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malachi</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>55</td>\n",
       "      <td>31</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "      <td>40</td>\n",
       "      <td>133</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amos</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>146</td>\n",
       "      <td>58</td>\n",
       "      <td>15</td>\n",
       "      <td>24</td>\n",
       "      <td>44</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "      <td>48</td>\n",
       "      <td>229</td>\n",
       "      <td>1.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nahum</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>47</td>\n",
       "      <td>23</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>2.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Habakkuk</th>\n",
       "      <td>prophecy</td>\n",
       "      <td>56</td>\n",
       "      <td>61</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>115</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Song_of_songs</th>\n",
       "      <td>poetry</td>\n",
       "      <td>117</td>\n",
       "      <td>63</td>\n",
       "      <td>27</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>330</td>\n",
       "      <td>2.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Proverbs</th>\n",
       "      <td>poetry</td>\n",
       "      <td>915</td>\n",
       "      <td>389</td>\n",
       "      <td>233</td>\n",
       "      <td>137</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>124</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>963</td>\n",
       "      <td>1.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ecclesiastes</th>\n",
       "      <td>poetry</td>\n",
       "      <td>222</td>\n",
       "      <td>131</td>\n",
       "      <td>48</td>\n",
       "      <td>13</td>\n",
       "      <td>46</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>297</td>\n",
       "      <td>1.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lamentations</th>\n",
       "      <td>poetry</td>\n",
       "      <td>154</td>\n",
       "      <td>46</td>\n",
       "      <td>10</td>\n",
       "      <td>54</td>\n",
       "      <td>47</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>105</td>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "      <td>339</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psalms</th>\n",
       "      <td>poetry</td>\n",
       "      <td>2527</td>\n",
       "      <td>929</td>\n",
       "      <td>1152</td>\n",
       "      <td>104</td>\n",
       "      <td>563</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1593</td>\n",
       "      <td>244</td>\n",
       "      <td>29</td>\n",
       "      <td>4651</td>\n",
       "      <td>1.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Job</th>\n",
       "      <td>poetry</td>\n",
       "      <td>1070</td>\n",
       "      <td>616</td>\n",
       "      <td>200</td>\n",
       "      <td>69</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>591</td>\n",
       "      <td>16</td>\n",
       "      <td>43</td>\n",
       "      <td>1688</td>\n",
       "      <td>1.58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  genre  verse_count  P3Msg  P2Msg  P3Fsg  P3Mpl  P2Fsg  \\\n",
       "Genesis           prose         1533   1183    532    263    340     40   \n",
       "Exodus            prose         1213    857    369    149    392      3   \n",
       "Leviticus         prose          859    800    156    211    243      0   \n",
       "Numbers           prose         1289    581    149    201    553     11   \n",
       "Deuteronomy       prose          959    612   1234    179    301      0   \n",
       "Joshua            prose          658    204     59    179    324     13   \n",
       "Judges            prose          618    493    129    127    248     11   \n",
       "1_Samuel          prose          811    707    314     83    145     18   \n",
       "2_Samuel          prose          695    554    287     75    104     15   \n",
       "1_Kings           prose          817    672    332     80    168     31   \n",
       "2_Kings           prose          719    678    157    106    225     19   \n",
       "Jonah             prose           48     26     15      7     14      0   \n",
       "Ruth              prose           85     39     17     53      5     39   \n",
       "Esther            prose          167    149      4     45     60     14   \n",
       "Daniel            prose          357    204    136    193     77      0   \n",
       "Ezra              prose          280     77     27     25    101      0   \n",
       "Nehemiah          prose          405    132     68     29    233      0   \n",
       "1_Chronicles      prose          943    480    117     73    249      0   \n",
       "2_Chronicles      prose          822    708    201     42    351      0   \n",
       "Isaiah         prophecy         1291    682    340    220    319    253   \n",
       "Jeremiah       prophecy         1364    584    327    278    697    165   \n",
       "Ezekiel        prophecy         1273    530    294    305    745    446   \n",
       "Hosea          prophecy          197     92     44     55    144      6   \n",
       "Joel           prophecy           73     34      5      6     20      0   \n",
       "Obadiah        prophecy           21     13     23      1      7      0   \n",
       "Micah          prophecy          105     37     48     24     39     15   \n",
       "Zephaniah      prophecy           53     11      0     15     30     15   \n",
       "Haggai         prophecy           38     11      3      2      6      0   \n",
       "Zechariah      prophecy          211     96     15     48     70     13   \n",
       "Malachi        prophecy           55     31     12      5      8      0   \n",
       "Amos           prophecy          146     58     15     24     44      3   \n",
       "Nahum          prophecy           47     23     12     14      7     39   \n",
       "Habakkuk       prophecy           56     61     23      4      5      0   \n",
       "Song_of_songs    poetry          117     63     27     15      7     69   \n",
       "Proverbs         poetry          915    389    233    137     66      0   \n",
       "Ecclesiastes     poetry          222    131     48     13     46      6   \n",
       "Lamentations     poetry          154     46     10     54     47     27   \n",
       "Psalms           poetry         2527    929   1152    104    563     37   \n",
       "Job              poetry         1070    616    200     69    150      0   \n",
       "\n",
       "               P2Fpl  P3Fpl  P1Csg  P1Cpl  P2Mpl  total_prs  ratio_prs  \n",
       "Genesis            3     28    664    141    154       3348       2.18  \n",
       "Exodus             1     15    216     72    157       2231       1.84  \n",
       "Leviticus          0     16     78      1    271       1776       2.07  \n",
       "Numbers            0     17    131     72    175       1890       1.47  \n",
       "Deuteronomy        0      3    131    107    336       2903       3.03  \n",
       "Joshua             0     36     48     93    213       1169       1.78  \n",
       "Judges             0      1    177     65     61       1312       2.12  \n",
       "1_Samuel           0      4    344     88    101       1804       2.22  \n",
       "2_Samuel           1      1    318     40     27       1422       2.05  \n",
       "1_Kings            0      2    299     30     21       1635       2.00  \n",
       "2_Kings            0      1    148     27     44       1405       1.95  \n",
       "Jonah              0      0     29      6      2         99       2.06  \n",
       "Ruth               0      8     49      4      5        219       2.58  \n",
       "Esther             0      5     18      0      1        296       1.77  \n",
       "Daniel             0      8    151     35     14        818       2.29  \n",
       "Ezra               0      0     32     68     16        346       1.24  \n",
       "Nehemiah           0      0     80     96     19        657       1.62  \n",
       "1_Chronicles       0      0    101     25     16       1061       1.13  \n",
       "2_Chronicles       0      1    123     50     79       1555       1.89  \n",
       "Isaiah             1      8    527    113    138       2601       2.01  \n",
       "Jeremiah           0     10    621    129    287       3098       2.27  \n",
       "Ezekiel           12     59    632     16    237       3276       2.57  \n",
       "Hosea              0      0     92     15     19        467       2.37  \n",
       "Joel               0      0     24      2     37        128       1.75  \n",
       "Obadiah            0      0      3      0      0         47       2.24  \n",
       "Micah              0      0     34     15      9        221       2.10  \n",
       "Zephaniah          0      0     19      0      8         98       1.85  \n",
       "Haggai             0      0      7      0     20         49       1.29  \n",
       "Zechariah          0      5    106      5     25        383       1.82  \n",
       "Malachi            0      0     32      5     40        133       2.42  \n",
       "Amos               1      1     32      3     48        229       1.57  \n",
       "Nahum              0      2      2      0      0         99       2.11  \n",
       "Habakkuk           0      1     20      0      1        115       2.05  \n",
       "Song_of_songs      0      0    134     11      4        330       2.82  \n",
       "Proverbs           0      1    124      4      9        963       1.05  \n",
       "Ecclesiastes       0      0     52      1      0        297       1.34  \n",
       "Lamentations       0      3    105     46      1        339       2.20  \n",
       "Psalms             0      0   1593    244     29       4651       1.84  \n",
       "Job                0      3    591     16     43       1688       1.58  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# merge the verse count and prs dataframes\n",
    "pgn_prs_count = pd.merge(verse_count_genre, pgn_prs_df, left_index = True, right_index = True, sort=False)\n",
    "\n",
    "# add all prs\n",
    "pgn_prs_count['total_prs'] = pgn_prs_count['P3Msg'] + pgn_prs_count['P2Mpl'] + pgn_prs_count['P1Cpl'] + \\\n",
    "                            pgn_prs_count['P2Fsg'] + pgn_prs_count['P3Fsg'] + pgn_prs_count['P2Fpl'] + \\\n",
    "                            pgn_prs_count['P2Msg'] + pgn_prs_count['P3Mpl'] + pgn_prs_count['P1Csg'] + \\\n",
    "                            pgn_prs_count['P3Fpl']\n",
    "\n",
    "# calculate ratio of prs to verses\n",
    "pgn_prs_count['ratio_prs'] = round(pgn_prs_count['total_prs'] / pgn_prs_count['verse_count'], 2)\n",
    "            \n",
    "# inspect the dataframe\n",
    "pgn_prs_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.0 PGN occurrences visualised\n",
    "\n",
    "So, we have the following information that can be inspected further. \n",
    "\n",
    "* pgn_prps_count\n",
    "* pgn_prde_count\n",
    "* pgn_verb_count\n",
    "* pgn_prs_count\n",
    "\n",
    "Let's do some exploration of the PGN information by zooming in on the Psalms and visualising counts per HB genre: prose, poetry and poetry. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 Add up all PGN occurrences within the Psalms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total of all PGN in the Psalms: 10288\n",
      "\n",
      "       Total of personal pronouns: 294\n",
      "       Total of demonstrative pronouns: 49\n",
      "       Total of PGN of verbs: 5294\n",
      "       Total of suffixes: 4651\n"
     ]
    }
   ],
   "source": [
    "psalms_prps = pgn_prps_count.loc[['Psalms']]['total_prps'] \n",
    "\n",
    "psalms_prde = pgn_prde_count.loc[['Psalms']]['total_prde'] \n",
    "\n",
    "psalms_verb = pgn_verb_count.loc[['Psalms']]['total_verb'] \n",
    "\n",
    "psalms_prs = pgn_prs_count.loc[['Psalms']]['total_prs'] \n",
    "\n",
    "total_psalms = psalms_prps + psalms_prde + psalms_verb + psalms_prs \n",
    "\n",
    "\n",
    "print('Total of all PGN in the Psalms: {}\\n\\n \\\n",
    "      Total of personal pronouns: {}\\n \\\n",
    "      Total of demonstrative pronouns: {}\\n \\\n",
    "      Total of PGN of verbs: {}\\n \\\n",
    "      Total of suffixes: {}'.format(total_psalms[0], psalms_prps[0], psalms_prde[0], psalms_verb[0], psalms_prs[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 Stacked plot of the totals per HB book\n",
    "\n",
    "Now we make new dataframes from all totals of prps, prde, verb and prs, verse count and genre. Also the index will be reset. The `bible_books` column functioned as index before. The `totals` dataframe is then plotted as stacked bars. The stacked bar makes it possible compare the counts of the features per bible book with each other. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_prps = pd.DataFrame(pgn_prps_count[['total_prps', 'genre', 'verse_count']]).reset_index()\n",
    "total_prps.columns = ['bible_book', 'total_prps', 'genre', 'verse_count']\n",
    "\n",
    "total_prde = pd.DataFrame(pgn_prde_count[['total_prde', 'genre', 'verse_count']]).reset_index()\n",
    "total_prde.columns = ['bible_book', 'total_prde', 'genre', 'verse_count']\n",
    "\n",
    "total_verb = pd.DataFrame(pgn_verb_count[['total_verb', 'genre', 'verse_count']]).reset_index()\n",
    "total_verb.columns = ['bible_book', 'total_verb', 'genre', 'verse_count']\n",
    "\n",
    "total_prs = pd.DataFrame(pgn_prs_count[['total_prs', 'genre', 'verse_count']]).reset_index()\n",
    "total_prs.columns = ['bible_book', 'total_prs', 'genre', 'verse_count']\n",
    "\n",
    "dfs = [total_prps, total_prde, total_verb, total_prs]\n",
    "totals = reduce(lambda left, right: pd.merge(left, right, on=['bible_book', 'genre', 'verse_count']), dfs)\n",
    "\n",
    "# Uncomment to inspect the dataframe\n",
    "#totals "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1cbb95dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exclude = ['verse_count'] # exclude this column for now\n",
    "\n",
    "totals.loc[:, totals.columns.difference(exclude)].plot(kind='bar', x='bible_book', stacked=True, fontsize=30, figsize=(20, 13), sort_columns=True)\n",
    "\n",
    "plt.title(('Count of PGN Occurrences per HB Book'), fontsize=35)\n",
    "plt.xlabel('Bible Book', fontsize=30)\n",
    "plt.ylabel('Count of PGN in HB', fontsize=30)\n",
    "plt.legend(frameon=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2.1 Some interpretation \n",
    "\n",
    "Pandas plots the bible books per genre: prose on the left; prophecy in the middle; and poetry on the right. The HB consists for the greater part of prose, this is also visible in PGN count. The Psalms is a big bible book in terms of verses, but also stands out in terms of PGN information."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 Group and compare the PGN counts per HB genre\n",
    "\n",
    "It would be interesting to see which HB genre has the largest number of PGN occurrences in relation to 1. the total of verses within that genre, and 2. the total of verses within the HB. In other words: we calculate PGN occurrences in proportion to the total of verses, i.e. the ratio. In more, other words: with the PGN ratios we see which HB genre uses more PGN forms, e.g. to establish text-coherence. For text-coherence we need to study larger units of text, that is why we choose the verse as a calculation unit for now. \n",
    "\n",
    "To do that we take the `totals` dataframe that we just made and count the totals of the features that we are studying per Hebrew Bible genre, not per bible book. The ratio of PGN per verse in the HB is added (`'total_ratio'`), along with the ratio of PGN per HB genre (`'total_ratio_genre'`). After we have done this we plot two stacked barcharts.\n",
    "\n",
    "1. The first graph gives total counts of the features per genre\n",
    "2. The second graph gives the `'total_ratio'` and `'total_ratio_genre'`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_prps</th>\n",
       "      <th>verse_count</th>\n",
       "      <th>total_prde</th>\n",
       "      <th>total_verb</th>\n",
       "      <th>total_prs</th>\n",
       "      <th>total_pgn</th>\n",
       "      <th>total_ratio_genre</th>\n",
       "      <th>total_ratio</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genre</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>poetry</th>\n",
       "      <td>584</td>\n",
       "      <td>5005</td>\n",
       "      <td>167</td>\n",
       "      <td>10711</td>\n",
       "      <td>8268</td>\n",
       "      <td>19730</td>\n",
       "      <td>3.94</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>prophecy</th>\n",
       "      <td>1201</td>\n",
       "      <td>4930</td>\n",
       "      <td>613</td>\n",
       "      <td>16935</td>\n",
       "      <td>10944</td>\n",
       "      <td>29693</td>\n",
       "      <td>6.02</td>\n",
       "      <td>1.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>prose</th>\n",
       "      <td>2667</td>\n",
       "      <td>13278</td>\n",
       "      <td>1752</td>\n",
       "      <td>41380</td>\n",
       "      <td>25946</td>\n",
       "      <td>71745</td>\n",
       "      <td>5.40</td>\n",
       "      <td>3.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          total_prps  verse_count  total_prde  total_verb  total_prs  \\\n",
       "genre                                                                  \n",
       "poetry           584         5005         167       10711       8268   \n",
       "prophecy        1201         4930         613       16935      10944   \n",
       "prose           2667        13278        1752       41380      25946   \n",
       "\n",
       "          total_pgn  total_ratio_genre  total_ratio  \n",
       "genre                                                \n",
       "poetry        19730               3.94         0.85  \n",
       "prophecy      29693               6.02         1.28  \n",
       "prose         71745               5.40         3.09  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum_genre = totals.groupby(['genre']).sum()\n",
    "\n",
    "sum_genre['total_pgn'] = sum_genre['total_prps'] + sum_genre['total_prde'] + sum_genre['total_verb'] \\\n",
    "+ sum_genre['total_prs']\n",
    "\n",
    "\n",
    "sum_genre['total_ratio_genre'] = round(sum_genre['total_pgn'] / sum_genre['verse_count'], 2)\n",
    "\n",
    "sum_genre['total_ratio'] = round(sum_genre['total_pgn'] / (sum(sum_genre['verse_count'])), 2)\n",
    "\n",
    "# Uncomment to inspect the dataframe\n",
    "sum_genre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1cbd0fd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exclude_more = ['verse_count', 'total_pgn', 'total_ratio', 'total_ratio_genre']\n",
    "\n",
    "sum_genre.loc[:, sum_genre.columns.difference(exclude_more)].plot(kind='bar', stacked=True, fontsize=30, \\\n",
    "                                                                  figsize=(20, 13), sort_columns=True)\n",
    "\n",
    "plt.title(('1. Count of PGN Occurrences per Genre in HB'), fontsize=35)\n",
    "plt.xlabel('Genre', fontsize=30)\n",
    "plt.ylabel('Count of PGN in HB', fontsize=30)\n",
    "plt.legend(loc='upper left', frameon=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.1 Some interpretation\n",
    "\n",
    "In terms of verse count prose (13278) is the biggest genre in the HB, after that come poetry (5005) and prophecy (4930). As the biggest corpus in the HB, prose has the highest number of PGN occurrences. This is not really a surprise. \n",
    "\n",
    "What is surprising though is the difference of ~10000 PGN occurrences (to be precise: 29693 - 19730 = 9963) between prophecy and poetry. Poetry is a bigger corpus (with 75 verses more) than prophecy, but there is a pretty big difference between the two genres when we look at the PGN occurrences. Further research is needed as to why that is."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4 PGN occurrences per HB genre \n",
    "\n",
    "In the graph below the total of PGN occurences within a genre is divided by the total of verses in the HB: `total ratio`, green bar.\n",
    "\n",
    "The red bar, `total ratio genre`, gives the total of PGN occurrences within a genre divided by the total of verses within an HB genre. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LTpnn596cVfi+zIzluUjSHkXSfj2nvKOr2f8qyhzPe3qC9ONyyv3FnNefib32t1qWNcE5FQ9SdVOoHZN57dZy1q+iPOfmHJ8jqswv3izorwXSxJv4LZU0MEG+eYOHCkGQTF6rJY1MkNc2igUHqjlvVX6QKvOgV7LpnEIg563Yet8ukf49ym4SmLeJtLKDVJkH1J5F8o0HQlqLpMv9rF2S8Bhu8t4qNDPL5POupONL5DFCbQH3dcrT5FGhJkkmzw8lLNsmQawKPhO57/96SccWSf+pnPRfKZCu5scozzntCs148wY8qzgmjTnbSPR5q2R9JQhSKQQmBykExOP3HvNVg6Z+8fNJ2c3Pp5RIv43aAsku6aYiabso1CDfmFbFf0zaUdlNXy8okC4epHKF2kv7lij3frH0b0naIenxKbA83g3F/cpz/c45ZtNj6a+r5bnLxMTUNtFxOoC6M7Mz1NYERQpf7K+3cxnMzD4iaZrCTaMUbjIuLLWuu7+TZBvu/qbCr80ZHy2Uts7Gx+bnKPQpkpe7/1shmJBxgEKth4qZ2WHKbpLzFXf/Z5FVrlGo9ZBxXjXbbw9Rx7TfiS1ao3CDG9cnNp/bLLHduPtqZZd1TJkd61Zql5z/W6vM75UiecvMRij0K5Ixzos0Z8rwPE3MzGxfhZqTGZe6+58S5PWuJ2vqVC/fdvfcjpnzOVttzayedPdLiyWOrtcXxBadWyht7nbcfVmR138Ym9/LwkhjWaIOmL8eW/SAu1+eZOP53ltlDyBwtZdosuPuj6mtqW6DNh2pVpL2iM3nDsxRKN96jE7a7O4PF9nmrxR+MMrIty9SfY5RrncVAvvrEqStRr4BNgpOCrV+K5F3ABSFwNRzki5VuPd4V2EEvQ96DZr6ZUTnU3zkwE+U6CT/I8ru+qC5SNrRause4CVJ493di5RlhaRzYouSXi8udfeXS6SJf9aed/dS3TVkyrTJ583MjlRb88s3FQY2KXj9jl77vNpGFh5rCQfeAFAeglQA6srMmhR+dct4SeEXxXq5wMwezJlmKPxieL9C/ydS+LX3HHd/tMbbjwdbPlDjvEuyMFLWh2KLri/1MOTuDyi8Lxkfr7IY8fX/qdC0pdj2XdKPYosON7O+hdKnxcy6mtkBZnaRpL8o9OWVkS/wGn99hRIws6vznL+5U75RBEv5mUJfYFJ4iPxOkbS10jPn/0THoIjlRfKWwoNUxovufncV2/qk2u6R3lJoFrO5W6fQJ1ESZ8bmJyVc516FZl2S9IESD8CS9JK7/7lYAndfqNC/X0a+UV8PU/YIrBV/f5hZb0nHR/+uV/Z1p5j4w/+IPK+vjs0PrKBotZLkPI2neb+ZZR3zOh6jXH9w99SC9ynZoPB9eKu7L61D/s2x+e7KDrTn+mxsvsXdnyqSNn69uN7d1xZMGXH36Qrf/1Loq6yxxCprJN1WKl9lf9YOiPpOq1R8v5o9wci70TUrc5+3vVK4zwO2BnScDqBuzGwPSX9QW82l/0r6VNKaSRXqH03F3CXpO+7+t3IzN7PBkj6o0PdNT4WblHjAf9vY/Ca1AtrBEGV3avqHhOvdr1CLSgodJFcjvv4DxX5xjcmM3pbpCPVQhX610nJU9Ct4Eg9I+mae5fGhqtckzOswScNKpLkyYV4bufs6M7tMoWNtSTrNzL7n+Tv3r5Xch4ekx6CQ+Pr5hgEfHpu/t8ptxfP6o7tXNIBBO3sxqs1ZlJn1lHRQbFHJGmJSqEVgZi0KTZcaFIIxTxZZpdhrcf9UaE4otQ2KEBd/Lxa5+18S5pvPB9V2jZnr7m8kXC8+IMPBZmY517WZagvM3GFmn3P3x6soZyXeSPh5nq7wXZz5rhqq0DQro17HKFeiGmc1kG+AjWK2lXRkBdspNABKF4UaS/0UromjJY02s3slnVXj2lTzzOwZtdUoHaM8gZ8oEPmR2KIphfI0s86SDo8tKueHvblqq/k0WMVr085JeCxeUKiNto1Cv4G/NrMvu3uxvAuJX1vK2a8X1PY9PVjhMwWghghSAaiL6CboYWXXXPpknR+KkzpMRUb0ysfMjlNolnZQqbQxZW2jRuKj4Czz5KOpxW+u9y2YqvwyJBptz93/Y2avKPQHUosytIelkq5SaA6zIc/ry9XW5C/vKGPt7JeSLlIYWc0UmqZ+pOga1Vme838PhT5HKhU/hlm/eJtZJ4WR6DJmVbEdKbtGT7V5tZeFCdMdpLYgxAZJvzSzIsmz7BWb71MwVfCvhHmuis3nazpTy/ciPtrp7mZWyehc2yici/GagdeqLUi1j8IIrwslPajQ2fKMdqg1NDdJIndfb2bzJR0cLdovJ0m9jlGupOdrta5x9+akiaMaP5U0+XvE3ccWyXdbSZ+R9H2FYOwpkvpGI9qWrJlUhilqC1IdY2bvdffXctKMVgieSeEaUKwG095q+6FRkq4zs6RNVQfF5ktdLxKdD+6+0sxuVlsTwpMknWhmf1EIND0h6alSzQDNbBu1/TAnSZeY2VeTlCFnvVL7BaACBKkA1JyZ7aQQoMo8XGxQaOv/+3bY/FnxG9KoScqeCn1ina8wDPheCkOeH+3uJR96zOx8ZfedktQ2FaxTrZ1i8yVrVcTEmx7sYGYNVfSZUk0ZGqP5fDUq2tNbCp1wx61ReOhqVaju/yd3L1Y76E213cAm2h93/2DusioemnLzdjO7RG190nzYzIa5+/+rNu8CcptO9FJ1Qap4/ym5+eys7OHI/13FdqTs5oTV5tVeEvXNouzj2EltQ76Xq1QQvpK+ufJFy2r5XsT3vbeq2/eNARh3/72ZfUOhlmOmZu0+Cg/S50pSFBi6V9LNFdb6KKWca2087U45r9XlGOWR9HzdIkS1MW82szkKtQw7KdTGOV/SD2q4qV8q/KDWVeHzdKak7+akiTf1+1OJPiN75fz/obypSit1vSjnfJig8ANopq9TU/jxMdO/1Doze1rhWEwpUHs/t8l4qRrMhaTxYySwxaNPKgA1ZWY7KPx6nPmV1iV9Puqwtd25+zvu/qK7f1+hWnam8+XtFWoQFO1XxcwOVbjhy3hV0v8pjH60Z5RPg7ubu5uy+05JQ7yJVTkPiblpq+nnoRZlqGb7tTDH3Y/PmT7q7p9190vd/Y8lAlRSdtOGA+tY1sTc/XfK7jftikJpa+DvOf9X0peWpDDwgbJrMebmXeumhfH8qs2rveSrzZdPqb6kkmqve8havhd123d3v0rhHP+58gdn+km6WFKLmV0RdQhfS+Vca+PHMfez017nR9LzdYsSNVeND7IxvlDaCvNfJin+g+CY+OtmdqBCtwAZzSWy3OzOB3f/r7t/VGFwmocVaurHdVZotnqDpH+YWb5+NjvadRDYqvDBAlAzUcDnD8ruk2hcOVXt6ylq+jZabTdD+yk0fyrmIrX9uv9XSf3d/XJ3/7O7vxYFweI3VzvUtNDliz8clVOWeNq17r6qYMr2KUNuU7GO6InYfM9oxLjNwf/G5o8ys2PrtJ3cPmeq6eusn7Kb++XW/so9X3Jrh5Qrnl+1eVWq1kGMjPjnc00mwF7B1Fyn8uWq5XsR3/eHqtj31nyZu/vf3P1zCrVPDlUYJe9+hRHeMrooBKuurnJfclV6rc3tB6iuxwiSsq+N703QqXi5mmPz+0cj7mbEg1YrJE0tkVduwHXnCs+HsvtSLMXdf+fuxynUpD1B0vckPaW20fekUJv5HjM7ocR+HVzhfn2p1vsFgCAVgBoxs24KHV3HO6I8391vTKlIeXkYwSbe/8L5hUaSi2pvjIoturBUPwfKHh45DUti87uVMfLNPgXyqLYM70uyQnSs47XQqi3D5mB6zv+npVGIXB6Gi38stqgutak89MET72fk9KjvqEp8Ouf/rFHjoqBq/LOZ289OueL9KVWbl5Rdy6VLwVTZ6hUci3eE3dXMNof+0oqp5XsR3/ddqsyrIHdf7+5/dfer3P0khWZzo5Vdu/K8GgcnyqnFG78u5zahbJdjtJXLDarvWuP8H1T25+az0sa++86ILb/bSw8Kkdtx/mZ3Trj7Snd/0N0vdvcjFAZiuERtIwF2Uug/Mm6ZpHhfYJvdfgFbM4JUAKoWdUA5VdnDTl/k7temVKRSvqW26uHdJV1YIF1PZVcJfyZB3kckLEO89lXiXosTeDY231nZ1fqLiddyebZgqvLLcFjBVNkOUmg6WasybA6ekjQv9v/Z0Wdlc3BxbH6ImZ1Sp+3cGpvfS6GT27KY2XaSzootmlegH614M8ZKRueqV15SdgAtty+UTUTBi+1LJKvU8wqju2UcXijhZiL+XgyqMqgWz6vJzOp1jLO4+5qoyftxanswbpA0soabeX/U3L4oM3uPsn9Myb3WpnKMtjK5fRTWdPRQD/1J3h5b9KnoB6sPKXvU4eYEeb2m7NERN/frhdx9ibtfodDfV8ZBZrZ7LM0GZd/Tbfb7BWxNCFIBqEo0PPFdko6PLb4s6gNqsxQ1Q/hFbNGXCtSmSlrjQZIU9TFyZsLk8Y48ty2YqkzuvkDS67FFuTVQNmFmOyt7lLdqh06Pr3909FBUymdi8ysUHqQ7NHd3ZXeI2yhpYiqFyRH1i/K72KLvqD73BDcpe/S2H5XqBy6Py5T9YFVoEIOHY/MfM7NqfhmP53WYmVXcn1bkldh8krw+VuX2CnL3dyVNiy06q1DazcRjavtRYRtJY6vI62m11WLprOzrTt25e4uyA9d5a/FWqIukfH3v5Bodm1+jTQeISPUYbSXigW+XlDv6Xi1Mic3vrPADQbyp3wJ3fzJhXg/F5jf360XcfTn/537e4iNXnlmHfuIAVIggFYCKRV/otyv7geq77v7tlIpUju+qrd+CbRVGi8n1prKrg28y8lqOCcoeor2YeFX8WvdV9PPY/OfNbP8S6b8tqVs0/66KD0edxK/UFpjorE1HFspiZnsqu/PYKe6e2xFqR3WHsvsf+YaZfSGtwuS4RG01+g6U9KlabyDqxDdea2svSXcnrVF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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1cbec87f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "only_ratio = ['total_prps', 'total_prde', 'total_verb','total_prs', 'verse_count', 'total_pgn']\n",
    "\n",
    "sum_genre.loc[:, sum_genre.columns.difference(only_ratio)].plot(kind='bar', fontsize=30, \\\n",
    "                                                                  figsize=(20, 13), sort_columns=True, \\\n",
    "                                                                color=('xkcd:greenish', 'xkcd:brick red'))\n",
    "\n",
    "plt.title(('2.Ratio of PGN Occurences per HB Verse'), fontsize=35)\n",
    "plt.xlabel('HB Genre', fontsize=30)\n",
    "plt.ylabel('PGN Ratio', fontsize=30)\n",
    "plt.legend(frameon=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4.1 Some interpretation\n",
    "\n",
    "The green bar gives the same picture as in the first graph: prose has the most PGN occurrences, because it is the largest corpus. \n",
    "\n",
    "The red bar however, shows that prophecy as the smallest corpus has the highest number of PGN occurrences per verse. Poetry has the smallest PGN occurence ratio of all genres. \n",
    "\n",
    "HB poetry, especially the Psalms which is about half of the poetry genre in the HB, is notorious for PGN shifts that are hard to follow. Further research has to be done as to why poetry has the lowest PGN ratio. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. Display features\n",
    "\n",
    "The function below (`show_pgn`) uses TF's `B.show()` to display all new PGN features within a chosen HB text. B.show() highlights the features that you searched for within the data. It makes research into patterns of PGN shifts easier. \n",
    "\n",
    "1. Run `show_pgn`\n",
    "2. In the cell below `show_pgn` fill in which HB book you want to study in string form\n",
    "3. Give an integer to indicate for which chapter you want the PGN features to be displayed, like so:\n",
    "4. show_pgn('Psalms', 75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_pgn(BOOK_NAME, CHAPTER):\n",
    "\n",
    "    results = []\n",
    "    \n",
    "    for book in F.otype.s('book'):\n",
    "        book_name = T.bookName(book)\n",
    "        if book_name == BOOK_NAME:\n",
    "            for ch in L.d(book, 'chapter'):\n",
    "                chapter = F.chapter.v(ch)\n",
    "                \n",
    "                if chapter == CHAPTER: \n",
    "                    tup = ()\n",
    "                    \n",
    "                    for w in L.d(ch, 'word'):\n",
    "                        pdp = F.pdp.v(w)\n",
    "                        pgn_prps = F.pgn_prps.v(w)\n",
    "                        pgn_prde = F.pgn_prde.v(w)\n",
    "                        pgn_verb = F.pgn_verb.v(w)\n",
    "                        pgn_prs = F.pgn_prs.v(w)\n",
    "                        pgn_verb_prs = F.pgn_verb_prs.v(w)\n",
    "                        \n",
    "                        if pgn_prps:\n",
    "                            tup = tup + (w,)\n",
    "                        if pgn_prde:\n",
    "                            tup = tup + (w,)\n",
    "                        if pgn_prs and not pgn_verb: \n",
    "                            tup = tup + (w,)\n",
    "                        if pgn_verb and not pgn_prs:\n",
    "                            tup = tup + (w,)\n",
    "                        if pgn_verb_prs:\n",
    "                            tup = tup + (w,)\n",
    "                    \n",
    "                    results.append(tup)\n",
    "    \n",
    "    B.show(results, condensed=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "\n",
       "##### Result 1\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div class=\"verse  \">\n",
       "\n",
       "    <div class=\"vl\">\n",
       "        <div class=\"vs\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"show this passage in SHEBANQ\">Psalms 75:1</a></div>\n",
       "    </div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">NmCl</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">phrase</a>   <span class=\"function\">PreC</span> <span class=\"typ\">PP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1L\" title=\"show this lexeme in SHEBANQ\">לַ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">prep</a></div>\n",
       "<div class=\"gl\">to</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1H\" title=\"show this lexeme in SHEBANQ\"></a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">art</a></div>\n",
       "<div class=\"gl\">the</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1NYXv\" title=\"show this lexeme in SHEBANQ\">מְנַצֵּ֥חַ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">verb</a></div>\n",
       "<div class=\"gl\">prevail</div>\n",
       "<div class=\"vvs\">piel</div>\n",
       "<div class=\"vvt\">ptca</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">xYq0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">phrase</a>   <span class=\"function\">Nega</span> <span class=\"typ\">NegP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ALi\" title=\"show this lexeme in SHEBANQ\">אַל־</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">nega</a></div>\n",
       "<div class=\"gl\">not</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1CXTv\" title=\"show this lexeme in SHEBANQ\">תַּשְׁחֵ֑ת </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">verb</a></div>\n",
       "<div class=\"gl\">destroy</div>\n",
       "<div class=\"vvs\">hif</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">NmCl</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  l \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">phrase</a>   <span class=\"function\">PreC</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1MZMWRn\" title=\"show this lexeme in SHEBANQ\">מִזְמֹ֖ור </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">subs</a></div>\n",
       "<div class=\"gl\">psalm</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  r \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">phrase</a>   <span class=\"function\">PreC</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1L\" title=\"show this lexeme in SHEBANQ\">לְ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">prep</a></div>\n",
       "<div class=\"gl\">to</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ASPiin\" title=\"show this lexeme in SHEBANQ\">אָסָ֣ף </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">nmpr</a></div>\n",
       "<div class=\"gl\">Asaph</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">NmCl</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">phrase</a>   <span class=\"function\">PreC</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1CJRn\" title=\"show this lexeme in SHEBANQ\">שִֽׁיר׃ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=1&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:1\">subs</a></div>\n",
       "<div class=\"gl\">song</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div class=\"verse  \">\n",
       "\n",
       "    <div class=\"vl\">\n",
       "        <div class=\"vs\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"show this passage in SHEBANQ\">Psalms 75:2</a></div>\n",
       "    </div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">ZQt0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1JDHv\" title=\"show this lexeme in SHEBANQ\">הֹ֘ודִ֤ינוּ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">verb</a></div>\n",
       "<div class=\"gl\">praise</div>\n",
       "<div class=\"vvs\">hif</div>\n",
       "<div class=\"vvt\">perf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">phrase</a>   <span class=\"function\">Cmpl</span> <span class=\"typ\">PP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1L\" title=\"show this lexeme in SHEBANQ\">לְּךָ֨׀ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">prep</a></div>\n",
       "<div class=\"gl\">to</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">Voct</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">phrase</a>   <span class=\"function\">Voct</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ALHJMn\" title=\"show this lexeme in SHEBANQ\">אֱֽלֹהִ֗ים </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">subs</a></div>\n",
       "<div class=\"gl\">god(s)</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">ZQt0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1JDHv\" title=\"show this lexeme in SHEBANQ\">הֹ֭ודִינוּ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">verb</a></div>\n",
       "<div class=\"gl\">praise</div>\n",
       "<div class=\"vvs\">hif</div>\n",
       "<div class=\"vvt\">perf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">AjCl</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">phrase</a>   <span class=\"function\">Conj</span> <span class=\"typ\">CP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1W\" title=\"show this lexeme in SHEBANQ\">וְ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">conj</a></div>\n",
       "<div class=\"gl\">and</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">phrase</a>   <span class=\"function\">PreC</span> <span class=\"typ\">AdjP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1QRWBn\" title=\"show this lexeme in SHEBANQ\">קָרֹ֣וב </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">adjv</a></div>\n",
       "<div class=\"gl\">near</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1CMn\" title=\"show this lexeme in SHEBANQ\">שְׁמֶ֑ךָ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">subs</a></div>\n",
       "<div class=\"gl\">name</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">ZQtX</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1SPRv\" title=\"show this lexeme in SHEBANQ\">סִ֝פְּר֗וּ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">verb</a></div>\n",
       "<div class=\"gl\">count</div>\n",
       "<div class=\"vvs\">piel</div>\n",
       "<div class=\"vvt\">perf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1PLAv\" title=\"show this lexeme in SHEBANQ\">נִפְלְאֹותֶֽיךָ׃ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=2&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:2\">verb</a></div>\n",
       "<div class=\"gl\">be miraculous</div>\n",
       "<div class=\"vvs\">nif</div>\n",
       "<div class=\"vvt\">ptca</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div class=\"verse  \">\n",
       "\n",
       "    <div class=\"vl\">\n",
       "        <div class=\"vs\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"show this passage in SHEBANQ\">Psalms 75:3</a></div>\n",
       "    </div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">xYq0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">phrase</a>   <span class=\"function\">Conj</span> <span class=\"typ\">CP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1KJ\" title=\"show this lexeme in SHEBANQ\">כִּ֭י </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">conj</a></div>\n",
       "<div class=\"gl\">that</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1LQXv\" title=\"show this lexeme in SHEBANQ\">אֶקַּ֣ח </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">verb</a></div>\n",
       "<div class=\"gl\">take</div>\n",
       "<div class=\"vvs\">qal</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">phrase</a>   <span class=\"function\">Objc</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1MWODn\" title=\"show this lexeme in SHEBANQ\">מֹועֵ֑ד </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">subs</a></div>\n",
       "<div class=\"gl\">appointment</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">XYqt</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">PPrP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ANJ\" title=\"show this lexeme in SHEBANQ\">אֲ֝נִ֗י </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">prps</a></div>\n",
       "<div class=\"gl\">i</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">phrase</a>   <span class=\"function\">Modi</span> <span class=\"typ\">AdvP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1MJCRJMn\" title=\"show this lexeme in SHEBANQ\">מֵישָׁרִ֥ים </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">subs</a></div>\n",
       "<div class=\"gl\">uprightness</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1CPVv\" title=\"show this lexeme in SHEBANQ\">אֶשְׁפֹּֽט׃ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=3&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:3\">verb</a></div>\n",
       "<div class=\"gl\">judge</div>\n",
       "<div class=\"vvs\">qal</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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    {
     "data": {
      "text/html": [
       "<div class=\"verse  \">\n",
       "\n",
       "    <div class=\"vl\">\n",
       "        <div class=\"vs\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"show this passage in SHEBANQ\">Psalms 75:4</a></div>\n",
       "    </div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">Ptcp</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">phrase</a>   <span class=\"function\">PreC</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1MWGv\" title=\"show this lexeme in SHEBANQ\">נְֽמֹגִ֗ים </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">verb</a></div>\n",
       "<div class=\"gl\">faint</div>\n",
       "<div class=\"vvs\">nif</div>\n",
       "<div class=\"vvt\">ptca</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ARYn\" title=\"show this lexeme in SHEBANQ\">אֶ֥רֶץ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">subs</a></div>\n",
       "<div class=\"gl\">earth</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1W\" title=\"show this lexeme in SHEBANQ\">וְ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">conj</a></div>\n",
       "<div class=\"gl\">and</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1KLn\" title=\"show this lexeme in SHEBANQ\">כָל־</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">subs</a></div>\n",
       "<div class=\"gl\">whole</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1JCBv\" title=\"show this lexeme in SHEBANQ\">יֹשְׁבֶ֑יהָ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">verb</a></div>\n",
       "<div class=\"gl\">sit</div>\n",
       "<div class=\"vvs\">qal</div>\n",
       "<div class=\"vvt\">ptca</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">XQtl</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">PPrP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ANKJ\" title=\"show this lexeme in SHEBANQ\">אָנֹכִ֨י </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">prps</a></div>\n",
       "<div class=\"gl\">i</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1TKNv\" title=\"show this lexeme in SHEBANQ\">תִכַּ֖נְתִּי </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">verb</a></div>\n",
       "<div class=\"gl\">estimate</div>\n",
       "<div class=\"vvs\">piel</div>\n",
       "<div class=\"vvt\">perf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">phrase</a>   <span class=\"function\">Objc</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1OMWDn\" title=\"show this lexeme in SHEBANQ\">עַמּוּדֶ֣יהָ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">subs</a></div>\n",
       "<div class=\"gl\">pillar</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">MSyn</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">phrase</a>   <span class=\"function\">Intj</span> <span class=\"typ\">InjP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1SLH\" title=\"show this lexeme in SHEBANQ\">סֶּֽלָה׃ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=4&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:4\">intj</a></div>\n",
       "<div class=\"gl\">sela</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "</div>\n"
      ],
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       "<IPython.core.display.HTML object>"
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     "data": {
      "text/html": [
       "<div class=\"verse  \">\n",
       "\n",
       "    <div class=\"vl\">\n",
       "        <div class=\"vs\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"show this passage in SHEBANQ\">Psalms 75:5</a></div>\n",
       "    </div>\n",
       "\n",
       "<div class=\"satom  l \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">ZQt0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1AMRv\" title=\"show this lexeme in SHEBANQ\">אָמַ֣רְתִּי </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">verb</a></div>\n",
       "<div class=\"gl\">say</div>\n",
       "<div class=\"vvs\">qal</div>\n",
       "<div class=\"vvt\">perf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">phrase</a>   <span class=\"function\">Cmpl</span> <span class=\"typ\">PP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1L\" title=\"show this lexeme in SHEBANQ\">לַֽ֭</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">prep</a></div>\n",
       "<div class=\"gl\">to</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1H\" title=\"show this lexeme in SHEBANQ\"></a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">art</a></div>\n",
       "<div class=\"gl\">the</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1HLLiiv\" title=\"show this lexeme in SHEBANQ\">הֹולְלִים </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">verb</a></div>\n",
       "<div class=\"gl\">be infatuated</div>\n",
       "<div class=\"vvs\">qal</div>\n",
       "<div class=\"vvt\">ptca</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">xYq0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">phrase</a>   <span class=\"function\">Nega</span> <span class=\"typ\">NegP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ALi\" title=\"show this lexeme in SHEBANQ\">אַל־</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">nega</a></div>\n",
       "<div class=\"gl\">not</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1HLLiiv\" title=\"show this lexeme in SHEBANQ\">תָּהֹ֑לּוּ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">verb</a></div>\n",
       "<div class=\"gl\">be infatuated</div>\n",
       "<div class=\"vvs\">qal</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  r \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">Ellp</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">phrase</a>   <span class=\"function\">Conj</span> <span class=\"typ\">CP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1W\" title=\"show this lexeme in SHEBANQ\">וְ֝</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">conj</a></div>\n",
       "<div class=\"gl\">and</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">phrase</a>   <span class=\"function\">Cmpl</span> <span class=\"typ\">PP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1L\" title=\"show this lexeme in SHEBANQ\">לָ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">prep</a></div>\n",
       "<div class=\"gl\">to</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1H\" title=\"show this lexeme in SHEBANQ\"></a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">art</a></div>\n",
       "<div class=\"gl\">the</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1RCOn\" title=\"show this lexeme in SHEBANQ\">רְשָׁעִ֗ים </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">adjv</a></div>\n",
       "<div class=\"gl\">guilty</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">xYq0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">phrase</a>   <span class=\"function\">Nega</span> <span class=\"typ\">NegP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ALi\" title=\"show this lexeme in SHEBANQ\">אַל־</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">nega</a></div>\n",
       "<div class=\"gl\">not</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1RWMv\" title=\"show this lexeme in SHEBANQ\">תָּרִ֥ימוּ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">verb</a></div>\n",
       "<div class=\"gl\">be high</div>\n",
       "<div class=\"vvs\">hif</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">phrase</a>   <span class=\"function\">Objc</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1QRNn\" title=\"show this lexeme in SHEBANQ\">קָֽרֶן׃ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=5&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:5\">subs</a></div>\n",
       "<div class=\"gl\">horn</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div class=\"verse  \">\n",
       "\n",
       "    <div class=\"vl\">\n",
       "        <div class=\"vs\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"show this passage in SHEBANQ\">Psalms 75:6</a></div>\n",
       "    </div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">xYq0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">phrase</a>   <span class=\"function\">Nega</span> <span class=\"typ\">NegP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ALi\" title=\"show this lexeme in SHEBANQ\">אַל־</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">nega</a></div>\n",
       "<div class=\"gl\">not</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1RWMv\" title=\"show this lexeme in SHEBANQ\">תָּרִ֣ימוּ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">verb</a></div>\n",
       "<div class=\"gl\">be high</div>\n",
       "<div class=\"vvs\">hif</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">phrase</a>   <span class=\"function\">Cmpl</span> <span class=\"typ\">PP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1L\" title=\"show this lexeme in SHEBANQ\">לַ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">prep</a></div>\n",
       "<div class=\"gl\">to</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1H\" title=\"show this lexeme in SHEBANQ\"></a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">art</a></div>\n",
       "<div class=\"gl\">the</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1MRWMn\" title=\"show this lexeme in SHEBANQ\">מָּרֹ֣ום </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">subs</a></div>\n",
       "<div class=\"gl\">high place</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">phrase</a>   <span class=\"function\">Objc</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1QRNn\" title=\"show this lexeme in SHEBANQ\">קַרְנְכֶ֑ם </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">subs</a></div>\n",
       "<div class=\"gl\">horn</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">clause</a>   <span class=\"rela\">Coor</span> <span class=\"typ\">ZYq0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1DBRv\" title=\"show this lexeme in SHEBANQ\">תְּדַבְּר֖וּ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">verb</a></div>\n",
       "<div class=\"gl\">speak</div>\n",
       "<div class=\"vvs\">piel</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">phrase</a>   <span class=\"function\">Adju</span> <span class=\"typ\">PP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1B\" title=\"show this lexeme in SHEBANQ\">בְ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">prep</a></div>\n",
       "<div class=\"gl\">in</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1YWARn\" title=\"show this lexeme in SHEBANQ\">צַוָּ֣אר </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">subs</a></div>\n",
       "<div class=\"gl\">neck</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1OTQn\" title=\"show this lexeme in SHEBANQ\">עָתָֽק׃ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=6&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:6\">adjv</a></div>\n",
       "<div class=\"gl\">unrestrained</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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       "<div class=\"verse  \">\n",
       "\n",
       "    <div class=\"vl\">\n",
       "        <div class=\"vs\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"show this passage in SHEBANQ\">Psalms 75:8</a></div>\n",
       "    </div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">NmCl</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">phrase</a>   <span class=\"function\">Conj</span> <span class=\"typ\">CP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1KJ\" title=\"show this lexeme in SHEBANQ\">כִּֽי־</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">conj</a></div>\n",
       "<div class=\"gl\">that</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ALHJMn\" title=\"show this lexeme in SHEBANQ\">אֱלֹהִ֥ים </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">subs</a></div>\n",
       "<div class=\"gl\">god(s)</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">phrase</a>   <span class=\"function\">PreC</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1CPVv\" title=\"show this lexeme in SHEBANQ\">שֹׁפֵ֑ט </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">verb</a></div>\n",
       "<div class=\"gl\">judge</div>\n",
       "<div class=\"vvs\">qal</div>\n",
       "<div class=\"vvt\">ptca</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">clause</a>   <span class=\"rela\">Coor</span> <span class=\"typ\">xYq0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">phrase</a>   <span class=\"function\">Objc</span> <span class=\"typ\">DPrP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ZH\" title=\"show this lexeme in SHEBANQ\">זֶ֥ה </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">prde</a></div>\n",
       "<div class=\"gl\">this</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1CPLv\" title=\"show this lexeme in SHEBANQ\">יַ֝שְׁפִּ֗יל </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">verb</a></div>\n",
       "<div class=\"gl\">be low</div>\n",
       "<div class=\"vvs\">hif</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">clause</a>   <span class=\"rela\">Coor</span> <span class=\"typ\">WxY0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">phrase</a>   <span class=\"function\">Conj</span> <span class=\"typ\">CP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1W\" title=\"show this lexeme in SHEBANQ\">וְ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">conj</a></div>\n",
       "<div class=\"gl\">and</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">phrase</a>   <span class=\"function\">Objc</span> <span class=\"typ\">DPrP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ZH\" title=\"show this lexeme in SHEBANQ\">זֶ֣ה </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">prde</a></div>\n",
       "<div class=\"gl\">this</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1RWMv\" title=\"show this lexeme in SHEBANQ\">יָרִֽים׃ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=8&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:8\">verb</a></div>\n",
       "<div class=\"gl\">be high</div>\n",
       "<div class=\"vvs\">hif</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "</div>\n"
      ],
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       "<div class=\"verse  \">\n",
       "\n",
       "    <div class=\"vl\">\n",
       "        <div class=\"vs\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"show this passage in SHEBANQ\">Psalms 75:9</a></div>\n",
       "    </div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">NmCl</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Conj</span> <span class=\"typ\">CP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1KJ\" title=\"show this lexeme in SHEBANQ\">כִּ֤י </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">conj</a></div>\n",
       "<div class=\"gl\">that</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1KWSn\" title=\"show this lexeme in SHEBANQ\">כֹ֪וס </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">subs</a></div>\n",
       "<div class=\"gl\">cup</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">PreC</span> <span class=\"typ\">PP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1B\" title=\"show this lexeme in SHEBANQ\">בְּֽ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">prep</a></div>\n",
       "<div class=\"gl\">in</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1JDn\" title=\"show this lexeme in SHEBANQ\">יַד־</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">subs</a></div>\n",
       "<div class=\"gl\">hand</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1JHWHn\" title=\"show this lexeme in SHEBANQ\">יְהוָ֡ה </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">nmpr</a></div>\n",
       "<div class=\"gl\">YHWH</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">clause</a>   <span class=\"rela\">Coor</span> <span class=\"typ\">WXQt</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Conj</span> <span class=\"typ\">CP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1W\" title=\"show this lexeme in SHEBANQ\">וְ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">conj</a></div>\n",
       "<div class=\"gl\">and</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1JJNn\" title=\"show this lexeme in SHEBANQ\">יַ֤יִן </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">subs</a></div>\n",
       "<div class=\"gl\">wine</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1XMRv\" title=\"show this lexeme in SHEBANQ\">חָמַ֨ר׀ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">verb</a></div>\n",
       "<div class=\"gl\">cover</div>\n",
       "<div class=\"vvs\">qal</div>\n",
       "<div class=\"vvt\">perf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">clause</a>   <span class=\"rela\">Attr</span> <span class=\"typ\">NmCl</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">PreC</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1MLAn\" title=\"show this lexeme in SHEBANQ\">מָ֥לֵא </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">adjv</a></div>\n",
       "<div class=\"gl\">full</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1MSKin\" title=\"show this lexeme in SHEBANQ\">מֶסֶךְ֮ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">subs</a></div>\n",
       "<div class=\"gl\">mixture</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">clause</a>   <span class=\"rela\">Coor</span> <span class=\"typ\">Way0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Conj</span> <span class=\"typ\">CP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1W\" title=\"show this lexeme in SHEBANQ\">וַ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">conj</a></div>\n",
       "<div class=\"gl\">and</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1NGRv\" title=\"show this lexeme in SHEBANQ\">יַּגֵּ֪ר </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">verb</a></div>\n",
       "<div class=\"gl\">run</div>\n",
       "<div class=\"vvs\">hif</div>\n",
       "<div class=\"vvt\">wayq</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Cmpl</span> <span class=\"typ\">PP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1MN\" title=\"show this lexeme in SHEBANQ\">מִ֫</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">prep</a></div>\n",
       "<div class=\"gl\">from</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ZH\" title=\"show this lexeme in SHEBANQ\">זֶּ֥ה </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">prde</a></div>\n",
       "<div class=\"gl\">this</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">clause</a>   <span class=\"rela\">Coor</span> <span class=\"typ\">xYq0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Objc</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1AK\" title=\"show this lexeme in SHEBANQ\">אַךְ־</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">advb</a></div>\n",
       "<div class=\"gl\">only</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1CMRn\" title=\"show this lexeme in SHEBANQ\">שְׁ֭מָרֶיהָ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">subs</a></div>\n",
       "<div class=\"gl\">dregs</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1MYHv\" title=\"show this lexeme in SHEBANQ\">יִמְצ֣וּ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">verb</a></div>\n",
       "<div class=\"gl\">drain</div>\n",
       "<div class=\"vvs\">qal</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">clause</a>   <span class=\"rela\">Coor</span> <span class=\"typ\">ZYqX</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1CTHv\" title=\"show this lexeme in SHEBANQ\">יִשְׁתּ֑וּ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">verb</a></div>\n",
       "<div class=\"gl\">drink</div>\n",
       "<div class=\"vvs\">qal</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1KLn\" title=\"show this lexeme in SHEBANQ\">כֹּ֝֗ל </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">subs</a></div>\n",
       "<div class=\"gl\">whole</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1RCOn\" title=\"show this lexeme in SHEBANQ\">רִשְׁעֵי־</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">adjv</a></div>\n",
       "<div class=\"gl\">guilty</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ARYn\" title=\"show this lexeme in SHEBANQ\">אָֽרֶץ׃ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=9&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:9\">subs</a></div>\n",
       "<div class=\"gl\">earth</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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       "<div class=\"verse  \">\n",
       "\n",
       "    <div class=\"vl\">\n",
       "        <div class=\"vs\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"show this passage in SHEBANQ\">Psalms 75:10</a></div>\n",
       "    </div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">WXYq</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">phrase</a>   <span class=\"function\">Conj</span> <span class=\"typ\">CP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1W\" title=\"show this lexeme in SHEBANQ\">וַ֭</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">conj</a></div>\n",
       "<div class=\"gl\">and</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">PPrP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ANJ\" title=\"show this lexeme in SHEBANQ\">אֲנִי </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">prps</a></div>\n",
       "<div class=\"gl\">i</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1NGDv\" title=\"show this lexeme in SHEBANQ\">אַגִּ֣יד </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">verb</a></div>\n",
       "<div class=\"gl\">report</div>\n",
       "<div class=\"vvs\">hif</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">phrase</a>   <span class=\"function\">Time</span> <span class=\"typ\">PP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1L\" title=\"show this lexeme in SHEBANQ\">לְ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">prep</a></div>\n",
       "<div class=\"gl\">to</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1OWLMn\" title=\"show this lexeme in SHEBANQ\">עֹלָ֑ם </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">subs</a></div>\n",
       "<div class=\"gl\">eternity</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">ZYq0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ZMRv\" title=\"show this lexeme in SHEBANQ\">אֲ֝זַמְּרָ֗ה </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">verb</a></div>\n",
       "<div class=\"gl\">sing</div>\n",
       "<div class=\"vvs\">piel</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">phrase</a>   <span class=\"function\">Cmpl</span> <span class=\"typ\">PP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1L\" title=\"show this lexeme in SHEBANQ\">לֵ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">prep</a></div>\n",
       "<div class=\"gl\">to</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1ALHJMn\" title=\"show this lexeme in SHEBANQ\">אלֹהֵ֥י </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">subs</a></div>\n",
       "<div class=\"gl\">god(s)</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1JOQBn\" title=\"show this lexeme in SHEBANQ\">יַעֲקֹֽב׃ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=10&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:10\">nmpr</a></div>\n",
       "<div class=\"gl\">Jacob</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "</div>\n"
      ],
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       "<IPython.core.display.HTML object>"
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       "<div class=\"verse  \">\n",
       "\n",
       "    <div class=\"vl\">\n",
       "        <div class=\"vs\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"show this passage in SHEBANQ\">Psalms 75:11</a></div>\n",
       "    </div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">WxY0</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">phrase</a>   <span class=\"function\">Conj</span> <span class=\"typ\">CP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1W\" title=\"show this lexeme in SHEBANQ\">וְ</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">conj</a></div>\n",
       "<div class=\"gl\">and</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">phrase</a>   <span class=\"function\">Objc</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1KLn\" title=\"show this lexeme in SHEBANQ\">כָל־</a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">subs</a></div>\n",
       "<div class=\"gl\">whole</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1QRNn\" title=\"show this lexeme in SHEBANQ\">קַרְנֵ֣י </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">subs</a></div>\n",
       "<div class=\"gl\">horn</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1RCOn\" title=\"show this lexeme in SHEBANQ\">רְשָׁעִ֣ים </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">adjv</a></div>\n",
       "<div class=\"gl\">guilty</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1GDOv\" title=\"show this lexeme in SHEBANQ\">אֲגַדֵּ֑עַ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">verb</a></div>\n",
       "<div class=\"gl\">cut off</div>\n",
       "<div class=\"vvs\">piel</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"satom  \">\n",
       "\n",
       "    <div class=\"sentence\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">sentence</a>  \n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"catom  \">\n",
       "\n",
       "    <div class=\"clause\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">clause</a>   <span class=\"rela\">NA</span> <span class=\"typ\">ZYqX</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">phrase</a>   <span class=\"function\">Pred</span> <span class=\"typ\">VP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word   hl\">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1RWMv\" title=\"show this lexeme in SHEBANQ\">תְּ֝רֹומַ֗מְנָה </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">verb</a></div>\n",
       "<div class=\"gl\">be high</div>\n",
       "<div class=\"vvs\">pual</div>\n",
       "<div class=\"vvt\">impf</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"patom  \">\n",
       "\n",
       "    <div class=\"phrase\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">phrase</a>   <span class=\"function\">Subj</span> <span class=\"typ\">NP</span>\n",
       "    </div>\n",
       "    <div class=\"atoms\">\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1QRNn\" title=\"show this lexeme in SHEBANQ\">קַֽרְנֹ֥ות </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">subs</a></div>\n",
       "<div class=\"gl\">horn</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "<div class=\"word  \">\n",
       "<div class=\"h\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/word?version=c&id=1YDJQn\" title=\"show this lexeme in SHEBANQ\">צַדִּֽיק׃ </a></div>\n",
       "<div class=\"sp\"><a target=\"_blank\" href=\"https://shebanq.ancient-data.org/hebrew/text?book=Psalmi&chapter=75&verse=11&version=c&mr=m&qw=q&tp=txt_p&tr=hb&wget=v&qget=v&nget=vt\" title=\"Psalms 75:11\">adjv</a></div>\n",
       "<div class=\"gl\">just</div>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "    </div>\n",
       "\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "</div>\n"
      ],
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      ]
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   ],
   "source": [
    "# 1. Fill in which HB book you want to study in string form:\n",
    "# 2. Give an integer to indicate for which chapter you want the PGN features to be displayed\n",
    "\n",
    "\n",
    "show_pgn('Psalms', 75)"
   ]
  }
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