{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Preparing participant-tracking data set for analysis\n", "\n", "*Christian Højgaard Jensen, chj@dbi.edu*\n", "\n", "This notebook contains the scripts necessary for preparing [Eep Talstra's dataset](https://github.com/ch-jensen/Talstra-participant-tracking/blob/master/lev17to26.PredFrCSV) for analysis. The file resembles a semicolon-separated CSV-file but needs to stripped for superflous white spaces.\n", "\n", "The major part of the notebook contains a mapping of the dataset with the clause atom nodes and word nodes of the [ETCBC database of the Hebrew Bible](https://github.com/ETCBC/bhsa). The mapping allows for validating the quality of the dataset as well as combining the data with the data of the ETCBC database." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import os, sys\n", "import csv, re\n", "import pandas as pd\n", "import copy\n", "import pprint as pp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Importing the dataset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Length of dataset: 4092\n" ] } ], "source": [ "filename = 'lev17to26.PredFrCSV'\n", "\n", "new_dict = {}\n", "\n", "n = 0\n", "with open(filename) as f:\n", " next(f)\n", " reader = csv.reader(f, delimiter=';')\n", " for r in reader:\n", " if r[0].strip(' ') != 'PTC':\n", " ref = r[0].strip(' ')\n", " surface_text = r[1].lstrip(' ').rstrip(' ')\n", " book = r[2].strip(' ')\n", " chapter = r[3].strip(' ')\n", " verse = r[4].strip(' ')\n", " line = r[5].strip(' ')\n", " pred = r[6].strip(' ')\n", " VPhr = r[7].lstrip(' ').rstrip(' ')\n", " ptc_lex = r[8].lstrip(' ').rstrip(' ')\n", " ptc_actor = r[9].lstrip(' ').rstrip(' ')\n", " first_lex = r[10].strip(' ')\n", " last_lex = r[11].strip(' ')\n", " const_parsing = r[12].lstrip(' ').rstrip(' ') #Constituent parsing\n", " n+=1\n", "\n", " new_dict[n] = [ref, surface_text, book, chapter, verse, line, pred, VPhr,\n", " ptc_lex, ptc_actor, first_lex, last_lex, const_parsing]\n", "\n", "print(f'Length of dataset: {len(new_dict)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sample of dataset:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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refsurface textbookchapterverselinepredref lexpart. setactorfirst slotlast slotfunc
11JDBRleviticus1711DBRDBR3sm=JHWHJHWH22VbPred
22JHWHleviticus1711DBRJHWH3sm=JHWHJHWH33Subj
33>L MCHleviticus1711DBR>L MCH0sm=MCHMCH45Compl1
44L->MRleviticus1712>MRL >MR3sm=JHWHJHWH12VbPred
55DBRleviticus1723DBRDBR2sm=MCH11VbPred
66>L >HRN W->L BNJW W->L KL BNJ JFR>Lleviticus1723DBR>L >HRN W >L BN+S W >L KL BN JFR>L3pm=>HRN BN+>HRN FR>L>HRN BN >HRN211Compl1
77>L >HRN W->L BNJWleviticus1723DBR>L >HRN W >L BN+S......26-paral
88>L >HRNleviticus1723DBR>L >HRN3sm=>HRN>HRN23-paral
99>L BNJWleviticus1723DBR>L BN+312......56-paral
1010sfx:Wleviticus1723DBRsfx3sm=>HRN>HRN66-gentf
\n", "
" ], "text/plain": [ " ref surface text book chapter verse line \\\n", "1 1 JDBR leviticus 17 1 1 \n", "2 2 JHWH leviticus 17 1 1 \n", "3 3 >L MCH leviticus 17 1 1 \n", "4 4 L->MR leviticus 17 1 2 \n", "5 5 DBR leviticus 17 2 3 \n", "6 6 >L >HRN W->L BNJW W->L KL BNJ JFR>L leviticus 17 2 3 \n", "7 7 >L >HRN W->L BNJW leviticus 17 2 3 \n", "8 8 >L >HRN leviticus 17 2 3 \n", "9 9 >L BNJW leviticus 17 2 3 \n", "10 10 sfx:W leviticus 17 2 3 \n", "\n", " pred ref lex part. set \\\n", "1 DBR DBR 3sm=JHWH \n", "2 DBR JHWH 3sm=JHWH \n", "3 DBR >L MCH 0sm=MCH \n", "4 >MR L >MR 3sm=JHWH \n", "5 DBR DBR 2sm= \n", "6 DBR >L >HRN W >L BN+S W >L KL BN JFR>L 3pm=>HRN BN+>HRN FR>L \n", "7 DBR >L >HRN W >L BN+S ... \n", "8 DBR >L >HRN 3sm=>HRN \n", "9 DBR >L BN+312 ... \n", "10 DBR sfx 3sm=>HRN \n", "\n", " actor first slot last slot func \n", "1 JHWH 2 2 VbPred \n", "2 JHWH 3 3 Subj \n", "3 MCH 4 5 Compl1 \n", "4 JHWH 1 2 VbPred \n", "5 MCH 1 1 VbPred \n", "6 >HRN BN >HRN 2 11 Compl1 \n", "7 ... 2 6 -paral \n", "8 >HRN 2 3 -paral \n", "9 ... 5 6 -paral \n", "10 >HRN 6 6 -gentf " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.DataFrame.from_dict(new_dict).T\n", "data.columns = ['ref','surface text', 'book','chapter','verse','line','pred','ref lex', 'part. set', 'actor', 'first slot',\n", " 'last slot', 'func']\n", "data[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Verifying chapters\n", "\n", "Does the dataset contain all chapters (chapters 17-26 in Leviticus)?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['17', '18', '19', '20', '21', '22', '23', '24', '25', '26']\n" ] } ], "source": [ "chapters = set()\n", "for k in new_dict:\n", " chapters.add(new_dict[k][3])\n", " \n", "print(sorted(chapters))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Clause and word mapping\n", "\n", "Having succesfully imported the dataset and converted it to a dictionary, the columns \"line\" and \"first slot\" and \"last slot\" need to mapped to the absolute clause atom nodes and word nodes of the ETCBC database.\n", "\n", "The Python package [text-fabric](https://dans-labs.github.io/text-fabric/) is imported. Text-fabric is a representation of the database and comes with neat functions for navigating the database and extracting data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This is Text-Fabric 6.2.1\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", "114 features found and 0 ignored\n" ] } ], "source": [ "from tf.fabric import Fabric\n", "from tf.extra.bhsa import Bhsa\n", "\n", "BHSA = f'etcbc/bhsa/tf/c'\n", "TF = Fabric(modules = BHSA)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " | 0.08s B otype from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.68s B oslots from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.03s B book from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.02s B chapter from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.02s B verse from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.17s B g_cons from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.24s B g_cons_utf8 from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.17s B g_lex from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.24s B g_lex_utf8 from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.17s B g_word from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.26s B g_word_utf8 from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.17s B lex from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.23s B lex_utf8 from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.02s B qere from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B qere_trailer from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.02s B qere_trailer_utf8 from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B qere_utf8 from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.12s B trailer from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.13s B trailer_utf8 from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.03s B voc_lex_utf8 from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.00s B __levels__ from otype, oslots, otext\n", " | 0.07s B __order__ from otype, oslots, __levels__\n", " | 0.07s B __rank__ from otype, __order__\n", " | 1.29s B __levUp__ from otype, oslots, __rank__\n", " | 1.12s B __levDown__ from otype, __levUp__, __rank__\n", " | 0.44s B __boundary__ from otype, oslots, __rank__\n", " | 0.03s B __sections__ from otype, oslots, otext, __levUp__, __levels__, book, chapter, verse\n", " | 0.30s B typ from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.23s B function from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.23s B sp from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.02s B book@am from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.02s B book@ar from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.00s B book@bn from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.05s B book@da from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.03s B book@de from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.02s B book@el from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@en from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@es from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.05s B book@fa from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@fr from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.00s B book@he from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@hi from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@id from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@ja from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@ko from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@la from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.03s B book@nl from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.02s B book@pa from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.02s B book@pt from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.04s B book@ru from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@sw from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@syc from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@tr from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@ur from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.01s B book@yo from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n", " | 0.02s B book@zh from C:/Users/Ejer/text-fabric-data/etcbc/bhsa/tf/c\n" ] }, { "data": { "text/plain": [ "[('computed-data', ('C Computed', 'Call AllComputeds', 'Cs ComputedString')),\n", " ('edge-features', ('E Edge', 'Eall AllEdges', 'Es EdgeString')),\n", " ('loading', ('TF', 'ensureLoaded', 'ignored', 'loadLog')),\n", " ('locality', ('L Locality',)),\n", " ('messaging', ('cache', 'error', 'indent', 'info', 'reset')),\n", " ('navigating-nodes', ('N Nodes', 'sortKey', 'otypeRank', 'sortNodes')),\n", " ('node-features', ('F Feature', 'Fall AllFeatures', 'Fs FeatureString')),\n", " ('searching', ('S Search',)),\n", " ('text', ('T Text',))]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "api = TF.load('''\n", " typ function \n", " sp lex\n", "''', silent=True)\n", "api.loadLog()\n", "api.makeAvailableIn(globals())" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Documentation:** BHSA Feature docs BHSA API Text-Fabric API 6.2.1 Search Reference" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Loaded features:\n", "book@ll book function gloss label language lex number otype pdp rela sp typ voc_lex voc_lex_utf8 vs vt oslots
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "B = Bhsa(api, 'search', version=\"c\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Clause mapping\n", "\n", "The line numbers in the data set corresponds to clause atoms but are relative to the chapter they appear in. To map those relative line number with the absolute clause atom nodes of the ETCBC database we first extract the first clause atom of the particular chapter the line appears in. This first clause atom is used as the basis to calculate the clause atom node of the line itself." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "clause_map_dict = copy.deepcopy(new_dict)\n", "\n", "for l in clause_map_dict:\n", " book = clause_map_dict[l][2].capitalize()\n", " chapter = int(clause_map_dict[l][3])\n", " first_clause_atom = L.d(T.nodeFromSection((book, chapter,)), 'clause_atom')[0]\n", " \n", " line = int(clause_map_dict[l][5])\n", " clause_atom = first_clause_atom + line - 1\n", " \n", " verse = T.sectionFromNode(clause_atom)[2] #The clause atom is used to extract the precise verse\n", " \n", " clause_map_dict[l][2] = book #The book column is updated with capitalized book names\n", " clause_map_dict[l][4] = str(verse)\n", " clause_map_dict[l][5] = str(clause_atom)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# clause_map_dict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2. Verifying the clause mapping\n", "\n", "To verify the clause mapping, each clause is matched against its predicate (if any). It is assumed that if the predicate lexeme deduced from the clause number matches the predicate lexeme in the dictionary, the clause number has been assigned correctly.\n", "\n", "If the clause is a nominal clause, no predicate will be found, but also in these cases there will be a match, since the predicate lexeme in the dictionary would also be empty." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error count: 28 mismatch(es) have been identifed\n" ] } ], "source": [ "error_count = 0\n", "clause_errors = []\n", "\n", "for l in clause_map_dict:\n", " clause = int(clause_map_dict[l][5])\n", " pred = clause_map_dict[l][6]\n", " \n", " for ph in L.d(clause, 'phrase'):\n", " if F.function.v(ph) == \"Pred\":\n", " for w in L.d(ph, 'word'):\n", " if F.sp.v(w) == 'verb':\n", " lex = F.lex.v(w).rstrip('[').rstrip('=')\n", " if lex != pred:\n", " error_count += 1\n", " clause_errors.append(l)\n", " \n", "print(f'Error count: {error_count} mismatch(es) have been identifed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 28 mismatches can be explained by the fact that we only compare the verbal lexeme extracted from the predicate clause with the entire predicate phrase of the data set. In some cases, for instance with infinitive construct, the predicate phrase is a compound of both verbs and prepositions. This phenomenon will prompt a mismatch as we see below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "line 459: predicate lexeme in data set: L YRR\n" ] }, { "data": { "text/html": [ "
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\n", "\n", "
\n", "63805\n", "\n", "
prep to
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\n", "63806\n", "\n", "
subs failure
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\n", "63807\n", "\n", "
verb make qal infc
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\n", " phrase 688821 Cmpl PP\n", "
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\n", "63808\n", "\n", "
prep from
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\n", "63809\n", "\n", "
subs regulation
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\n", "63810\n", "\n", "
art the
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\n", "63811\n", "\n", "
subs abomination
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\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "line 675: predicate lexeme in data set: L QYR\n" ] }, { "data": { "text/html": [ "
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\n", " clause 439844 Adju InfC\n", "
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\n", " phrase 688907 Pred VP\n", "
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prep to
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\n", "63941\n", "\n", "
verb harvest qal infc
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\n", " phrase 689258 Pred VP\n", "
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\n", "64458\n", "\n", "
prep because of
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\n", "64459\n", "\n", "
verb be unclean piel infc
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\n", " phrase 689259 Objc PP\n", "
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\n", "\n", "
\n", "64460\n", "\n", "
prep <object marker>
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\n", "\n", "
\n", "64461\n", "\n", "
subs sanctuary
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\n", " clause 439953 Adju InfC\n", "
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\n", " phrase 689258 Pred VP\n", "
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\n", "64458\n", "\n", "
prep because of
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\n", "64459\n", "\n", "
verb be unclean piel infc
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\n", " phrase 689259 Objc PP\n", "
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\n", "64460\n", "\n", "
prep <object marker>
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\n", "64461\n", "\n", "
subs sanctuary
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\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "line 1033: predicate lexeme in data set: LM\n", "\n", "
\n", " clause 439953 Adju InfC\n", "
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\n", " phrase 689258 Pred VP\n", "
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\n", "64458\n", "\n", "
prep because of
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\n", "64459\n", "\n", "
verb be unclean piel infc
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\n", " phrase 689259 Objc PP\n", "
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\n", "64460\n", "\n", "
prep <object marker>
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\n", "64461\n", "\n", "
subs sanctuary
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\n", " phrase 689273 Pred VP\n", "
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prep to
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subs failure
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verb die hif infc
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\n", " phrase 689274 Objc PP\n", "
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prep <object marker>
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prep to
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\n", "64490\n", "\n", "
subs failure
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verb die hif infc
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\n", " phrase 689274 Objc PP\n", "
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prep <object marker>
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\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def show_clause_errors(errors):\n", " for k in errors:\n", " print(f'line {k}: predicate lexeme in data set: {clause_map_dict[k][6]}')\n", " clause_atom = int(clause_map_dict[k][5])\n", " phrases = L.d(clause_atom, 'phrase')\n", " for ph in phrases:\n", " if F.typ.v(ph) == 'VP':\n", " VP = ph \n", " B.pretty(clause_atom, withNodes=True, highlights = {VP:'gold'})\n", " \n", "show_clause_errors(clause_errors[:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3. Word mapping\n", "\n", "The data set has two columns that contain the positions of the first and the last word of the participant reference, respectively. These word positions are relative to the clause atom within which they occur and the absolute word node of these positions can therefore be calculated. The first step is to find the first word node of the clause atom node that we have previously determined (see above under clause mapping). This first word node is then used as the basis for calculating the word nodes of the first and the last word position:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "word_map_dict = copy.deepcopy(clause_map_dict)\n", "\n", "for l in word_map_dict:\n", " clause_atom = int(word_map_dict[l][5])\n", " first_w = L.d(clause_atom, 'word')[0]\n", " \n", " first_lex = int(word_map_dict[l][10])\n", " last_lex = int(word_map_dict[l][11])\n", " \n", " first_word = first_w + first_lex - 1\n", " last_word = first_w + last_lex - 1\n", " \n", " word_map_dict[l][10] = str(first_word)\n", " word_map_dict[l][11] = str(last_word)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{1: ['1',\n", " 'JDBR',\n", " 'Leviticus',\n", " '17',\n", " '1',\n", " '528163',\n", " 'DBR',\n", " 'DBR',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '63009',\n", " '63009',\n", " 'VbPred'],\n", " 2: ['2',\n", " 'JHWH',\n", " 'Leviticus',\n", " '17',\n", " '1',\n", " '528163',\n", " 'DBR',\n", " 'JHWH',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '63010',\n", " '63010',\n", " 'Subj'],\n", " 3: ['3',\n", " '>L MCH',\n", " 'Leviticus',\n", " '17',\n", " '1',\n", " '528163',\n", " 'DBR',\n", " '>L MCH',\n", " '0sm=MCH',\n", " 'MCH',\n", " '63011',\n", " '63012',\n", " 'Compl1'],\n", " 4: ['4',\n", " 'L->MR',\n", " 'Leviticus',\n", " '17',\n", " '1',\n", " '528164',\n", " '>MR',\n", " 'L >MR',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '63013',\n", " '63014',\n", " 'VbPred'],\n", " 5: ['5',\n", " 'DBR',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528165',\n", " 'DBR',\n", " 'DBR',\n", " '2sm=',\n", " 'MCH',\n", " '63015',\n", " '63015',\n", " 'VbPred'],\n", " 6: ['6',\n", " '>L >HRN W->L BNJW W->L KL BNJ JFR>L',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528165',\n", " 'DBR',\n", " '>L >HRN W >L BN+S W >L KL BN JFR>L',\n", " '3pm=>HRN BN+>HRN FR>L',\n", " '>HRN BN >HRN',\n", " '63016',\n", " '63025',\n", " 'Compl1'],\n", " 7: ['7',\n", " '>L >HRN W->L BNJW',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528165',\n", " 'DBR',\n", " '>L >HRN W >L BN+S',\n", " '...',\n", " '...',\n", " '63016',\n", " '63020',\n", " '-paral'],\n", " 8: ['8',\n", " '>L >HRN',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528165',\n", " 'DBR',\n", " '>L >HRN',\n", " '3sm=>HRN',\n", " '>HRN',\n", " '63016',\n", " '63017',\n", " '-paral'],\n", " 9: ['9',\n", " '>L BNJW',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528165',\n", " 'DBR',\n", " '>L BN+312',\n", " '...',\n", " '...',\n", " '63019',\n", " '63020',\n", " '-paral'],\n", " 10: ['10',\n", " 'sfx:W',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528165',\n", " 'DBR',\n", " 'sfx',\n", " '3sm=>HRN',\n", " '>HRN',\n", " '63020',\n", " '63020',\n", " '-gentf'],\n", " 11: ['11',\n", " 'BNJ JFR>L',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528165',\n", " 'DBR',\n", " 'BN JFR>L',\n", " '0pm=BN JFR>L',\n", " 'BN JFR>L',\n", " '63024',\n", " '63025',\n", " '-gentf'],\n", " 12: ['12',\n", " 'JFR>L',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528165',\n", " 'DBR',\n", " 'JFR>L',\n", " 'JFR>L',\n", " 'JFR>L',\n", " '63025',\n", " '63025',\n", " '-gentf'],\n", " 13: ['13',\n", " '>MRT',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528166',\n", " '>MR',\n", " '>MR',\n", " '2sm=',\n", " 'MCH',\n", " '63027',\n", " '63027',\n", " 'VbPred'],\n", " 14: ['14',\n", " 'sfx:HM',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528166',\n", " '>MR',\n", " 'sfx',\n", " '3pm=>HRN BN+>HRN FR>L',\n", " '>HRN BN >HRN',\n", " '63028',\n", " '63028',\n", " 'Compl1'],\n", " 15: ['15',\n", " 'ZH',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528167',\n", " '....',\n", " 'ZH',\n", " '0sm=DBR',\n", " 'DBR',\n", " '63029',\n", " '63029',\n", " 'Subj'],\n", " 16: ['16',\n", " 'H-DBR',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528167',\n", " '....',\n", " 'H DBR',\n", " '0sm=DBR',\n", " 'DBR',\n", " '63030',\n", " '63031',\n", " 'PrCompl'],\n", " 17: ['17',\n", " 'YWH',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528168',\n", " 'YWH',\n", " 'YWH',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '63033',\n", " '63033',\n", " 'VbPred'],\n", " 18: ['18',\n", " 'JHWH',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528168',\n", " 'YWH',\n", " 'JHWH',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '63034',\n", " '63034',\n", " 'Subj'],\n", " 19: ['19',\n", " 'L->MR',\n", " 'Leviticus',\n", " '17',\n", " '2',\n", " '528169',\n", " '>MR',\n", " 'L >MR',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '63035',\n", " '63036',\n", " 'VbPred'],\n", " 20: ['20',\n", " '>JC >JC',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528170',\n", " '....',\n", " '>JC >JC',\n", " '3sm=>JC >JC',\n", " '>JC >JC',\n", " '63037',\n", " '63038',\n", " '572'],\n", " 21: ['21',\n", " '>JC',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528170',\n", " '....',\n", " '>JC',\n", " '...',\n", " '...',\n", " '63037',\n", " '63037',\n", " '-paral'],\n", " 22: ['22',\n", " '>JC',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528170',\n", " '....',\n", " '>JC',\n", " '0sm=>JC',\n", " '>JC',\n", " '63038',\n", " '63038',\n", " '-paral'],\n", " 23: ['23',\n", " 'M-BJT JFR>L',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528170',\n", " '....',\n", " 'MN BJT JFR>L',\n", " '0sm=BJT JFR>L',\n", " 'BJT JFR>L',\n", " '63039',\n", " '63041',\n", " '-specf'],\n", " 24: ['24',\n", " 'JFR>L',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528170',\n", " '....',\n", " 'JFR>L',\n", " 'JFR>L',\n", " 'JFR>L',\n", " '63041',\n", " '63041',\n", " '-gentf'],\n", " 25: ['25',\n", " 'JCXV',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528171',\n", " 'CXV',\n", " 'CXV',\n", " '3sm=>JC >JC',\n", " '>JC >JC',\n", " '63043',\n", " '63043',\n", " 'VbPred'],\n", " 26: ['26',\n", " 'CWR >W KFB >W W KFB >W W KFB',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528171',\n", " 'CXV',\n", " 'CWR >W KFB',\n", " '...',\n", " '...',\n", " '63044',\n", " '63046',\n", " '-paral'],\n", " 28: ['28',\n", " 'CWR',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528171',\n", " 'CXV',\n", " 'CWR',\n", " '...',\n", " '...',\n", " '63044',\n", " '63044',\n", " '-paral'],\n", " 29: ['29',\n", " 'KFB',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528171',\n", " 'CXV',\n", " 'KFB',\n", " '...',\n", " '...',\n", " '63046',\n", " '63046',\n", " '-paral'],\n", " 30: ['30',\n", " 'JC >JC',\n", " '>JC >JC',\n", " '63054',\n", " '63054',\n", " 'VbPred'],\n", " 33: ['33',\n", " 'M-XWY',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528172',\n", " 'CXV',\n", " 'MN XWY',\n", " '...',\n", " '...',\n", " '63055',\n", " '63056',\n", " 'Locat'],\n", " 34: ['34',\n", " 'L--MXNH',\n", " 'Leviticus',\n", " '17',\n", " '3',\n", " '528172',\n", " 'CXV',\n", " 'L H MXNH',\n", " 'MXNH',\n", " 'MXNH',\n", " '63057',\n", " '63059',\n", " '-specf'],\n", " 35: ['35',\n", " '>L PTX >HL MW',\n", " '>L PTX >HL MWHL MWHL MWHL MW',\n", " '>HL MWHL MWHL MW',\n", " 'MWW',\n", " 'Leviticus',\n", " '17',\n", " '4',\n", " '528173',\n", " 'BW>',\n", " 'BW>',\n", " '3sm=>JC >JC',\n", " '>JC >JC',\n", " '63066',\n", " '63066',\n", " 'VbPred'],\n", " 39: ['39',\n", " 'sfx:W',\n", " 'Leviticus',\n", " '17',\n", " '4',\n", " '528173',\n", " 'BW>',\n", " 'sfx',\n", " '3sm=CWR KFB JC >JC',\n", " '>JC >JC',\n", " '63067',\n", " '63068',\n", " 'VbPred'],\n", " 41: ['41',\n", " 'QRBN',\n", " 'Leviticus',\n", " '17',\n", " '4',\n", " '528174',\n", " 'QRB',\n", " 'QRBN',\n", " '...',\n", " '...',\n", " '63069',\n", " '63069',\n", " 'Obj1'],\n", " 42: ['42',\n", " 'L-JHWH',\n", " 'Leviticus',\n", " '17',\n", " '4',\n", " '528174',\n", " 'QRB',\n", " 'L JHWH',\n", " '0sm=JHWH',\n", " 'JHWH',\n", " '63070',\n", " '63071',\n", " '-specf'],\n", " 43: ['43',\n", " 'L-PNJ MCKN JHWH',\n", " 'Leviticus',\n", " '17',\n", " '4',\n", " '528174',\n", " 'QRB',\n", " 'L PNH MCKN JHWH',\n", " '...',\n", " '...',\n", " '63072',\n", " '63075',\n", " 'Compl1'],\n", " 44: ['44',\n", " 'MCKN JHWH',\n", " 'Leviticus',\n", " '17',\n", " '4',\n", " '528174',\n", " 'QRB',\n", " 'MCKN JHWH',\n", " '...',\n", " '...',\n", " '63074',\n", " '63075',\n", " '-gentf'],\n", " 45: ['45',\n", " 'JHWH',\n", " 'Leviticus',\n", " '17',\n", " '4',\n", " '528174',\n", " 'QRB',\n", " 'JHWH',\n", " '0sm=JHWH',\n", " 'JHWH',\n", " '63075',\n", " '63075',\n", " '-gentf'],\n", " 46: ['46',\n", " 'DM',\n", " 'Leviticus',\n", " '17',\n", " '4',\n", " '528175',\n", " 'XCB',\n", " 'DM',\n", " '3sm=DM',\n", " 'DM',\n", " '63076',\n", " '63076',\n", " 'Subj'],\n", " 47: ['47',\n", " 'JXCB',\n", " 'Leviticus',\n", " '17',\n", " '4',\n", " '528175',\n", " 'XCB',\n", " 'XCB',\n", " '3sm=DM',\n", " 'DM',\n", " '63077',\n", " '63077',\n", " 'VbPred'],\n", " 48: ['48',\n", " 'L-->JC H-HW>',\n", " 'Leviticus',\n", " '17',\n", " '4',\n", " '528175',\n", " 'XCB',\n", " 'L H >JC H HW>',\n", " '3sm=>JC >JC',\n", " '>JC >JC',\n", " '63078',\n", " '63082',\n", " 'Compl1'],\n", " 49: ['49',\n", " 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955: ['366',\n", " 'TL',\n", " '64345',\n", " '64345',\n", " 'VbPred'],\n", " 956: ['367',\n", " 'ZNJ YDQ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " 'M>ZNJM YDQ',\n", " 'M>ZNJM YDQ',\n", " 'M>ZNJM YDQ',\n", " '64360',\n", " '64361',\n", " 'Subj'],\n", " 963: ['374',\n", " 'YDQ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " 'YDQ',\n", " '0sm=YDQ',\n", " 'YDQ',\n", " '64361',\n", " '64361',\n", " '-gentf'],\n", " 964: ['375',\n", " '>BNJ YDQ >JPT YDQ W-HJN YDQ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " '>BN YDQ >JPH YDQ W HJN YDQ',\n", " '...',\n", " '...',\n", " '64362',\n", " '64368',\n", " '-specf'],\n", " 965: ['376',\n", " '>BNJ YDQ >JPT YDQ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " '>BN YDQ >JPH YDQ',\n", " '...',\n", " '...',\n", " '64362',\n", " '64365',\n", " '-paral'],\n", " 966: ['377',\n", " '>BNJ YDQ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " '>BN YDQ',\n", " '...',\n", " '...',\n", " '64362',\n", " '64363',\n", " '-paral'],\n", " 967: ['378',\n", " 'YDQ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " 'YDQ',\n", " '0sm=YDQ',\n", " 'YDQ',\n", " '64363',\n", " '64363',\n", " '-gentf'],\n", " 968: ['379',\n", " '>JPT YDQ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " '>JPH YDQ',\n", " '...',\n", " '...',\n", " '64364',\n", " '64365',\n", " '-paral'],\n", " 969: ['380',\n", " 'YDQ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " 'YDQ',\n", " '0sm=YDQ',\n", " 'YDQ',\n", " '64365',\n", " '64365',\n", " '-gentf'],\n", " 970: ['381',\n", " 'HJN YDQ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " 'HJN YDQ',\n", " '...',\n", " '...',\n", " '64367',\n", " '64368',\n", " '-paral'],\n", " 971: ['382',\n", " 'YDQ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " 'YDQ',\n", " '0sm=YDQ',\n", " 'YDQ',\n", " '64368',\n", " '64368',\n", " '-gentf'],\n", " 972: ['383',\n", " 'JHJH',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " 'HJH',\n", " 'M>ZNJM YDQ',\n", " 'M>ZNJM YDQ',\n", " '64369',\n", " '64369',\n", " 'VbPred'],\n", " 973: ['384',\n", " 'sfx:KM',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528459',\n", " 'HJH',\n", " 'sfx',\n", " '2pm=',\n", " 'BN JFR>L',\n", " '64370',\n", " '64370',\n", " 'PrCompl'],\n", " 974: ['385',\n", " '>NJ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528460',\n", " '....',\n", " '>NJ',\n", " '1sc=>NJ',\n", " 'JHWH',\n", " '64371',\n", " '64371',\n", " 'Subj'],\n", " 975: ['386',\n", " 'JHWH',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528460',\n", " '....',\n", " 'JHWH',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '64372',\n", " '64372',\n", " 'PrCompl'],\n", " 976: ['387',\n", " '>LHJKM',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528460',\n", " '....',\n", " '>LHJM+232',\n", " '0pm=>LHJM+2pm\"YOUPlmas\"',\n", " '>LHJM BN \"YOUPlmas\"',\n", " '64373',\n", " '64373',\n", " '-appos'],\n", " 977: ['388',\n", " 'sfx:KM',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528460',\n", " '....',\n", " 'sfx',\n", " '2pm=',\n", " 'BN JFR>L',\n", " '64373',\n", " '64373',\n", " '-gentf'],\n", " 978: ['389',\n", " 'HWY>TJ',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528461',\n", " 'JY>',\n", " 'JY>',\n", " '1sc=>NJ',\n", " 'JHWH',\n", " '64375',\n", " '64375',\n", " 'VbPred'],\n", " 979: ['390',\n", " 'sfx:KM',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528461',\n", " 'JY>',\n", " 'sfx',\n", " '2pm=',\n", " 'BN JFR>L',\n", " '64376',\n", " '64376',\n", " 'Obj1'],\n", " 980: ['391',\n", " 'M->RY MYRJM',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528461',\n", " 'JY>',\n", " 'MN >RY MYRJM',\n", " '>RY MYRJM',\n", " '>RY MYRJM',\n", " '64377',\n", " '64379',\n", " 'Compl1'],\n", " 981: ['392',\n", " 'MYRJM',\n", " 'Leviticus',\n", " '19',\n", " '36',\n", " '528461',\n", " 'JY>',\n", " 'MYRJM',\n", " 'MYRJM',\n", " 'MYRJM',\n", " '64379',\n", " '64379',\n", " '-gentf'],\n", " 982: ['393',\n", " 'CMRTM',\n", " 'Leviticus',\n", " '19',\n", " '37',\n", " '528462',\n", " 'CMR',\n", " 'CMR',\n", " '2pm=',\n", " 'BN JFR>L',\n", " '64381',\n", " '64381',\n", " 'VbPred'],\n", " 983: ['394',\n", " '>T KL XQTJ W->T KL MCPVJ',\n", " 'Leviticus',\n", " '19',\n", " '37',\n", " '528462',\n", " 'CMR',\n", " '>T KL XQH+S W >T KL MCPV+S',\n", " '3pm=XQH+S MCPV+>NJ',\n", " 'XQH JHWH',\n", " '64382',\n", " '64388',\n", " 'Obj1'],\n", " 984: ['395',\n", " 'XQTJ',\n", " 'Leviticus',\n", " '19',\n", " '37',\n", " '528462',\n", " 'CMR',\n", " 'XQH+110',\n", " '0pf=XQH+>NJ',\n", " 'XQH JHWH',\n", " '64384',\n", " '64384',\n", " '-gentf'],\n", " 985: ['396',\n", " 'sfx:J',\n", " 'Leviticus',\n", " '19',\n", " '37',\n", " '528462',\n", " 'CMR',\n", " 'sfx',\n", " '1sc=>NJ',\n", " 'JHWH',\n", " '64384',\n", " '64384',\n", " '-gentf'],\n", " 986: ['397',\n", " 'MCPVJ',\n", " 'Leviticus',\n", " '19',\n", " '37',\n", " '528462',\n", " 'CMR',\n", " 'MCPV+110',\n", " '...',\n", " '...',\n", " '64388',\n", " '64388',\n", " '-gentf'],\n", " 987: ['398',\n", " 'sfx:J',\n", " 'Leviticus',\n", " '19',\n", " '37',\n", " '528462',\n", " 'CMR',\n", " 'sfx',\n", " '1sc=>NJ',\n", " 'JHWH',\n", " '64388',\n", " '64388',\n", " '-gentf'],\n", " 988: ['399',\n", " 'L',\n", " '64390',\n", " '64390',\n", " 'VbPred'],\n", " 989: ['400',\n", " 'sfx:M',\n", " 'Leviticus',\n", " '19',\n", " '37',\n", " '528463',\n", " 'NJ',\n", " 'XQH JHWH',\n", " '64391',\n", " '64391',\n", " 'Obj1'],\n", " 990: ['401',\n", " '>NJ',\n", " 'Leviticus',\n", " '19',\n", " '37',\n", " '528464',\n", " '....',\n", " '>NJ',\n", " '1sc=>NJ',\n", " 'JHWH',\n", " '64392',\n", " '64392',\n", " 'Subj'],\n", " 991: ['402',\n", " 'JHWH',\n", " 'Leviticus',\n", " '19',\n", " '37',\n", " '528464',\n", " '....',\n", " 'JHWH',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '64393',\n", " '64393',\n", " 'PrCompl'],\n", " 992: ['1',\n", " 'JDBR',\n", " 'Leviticus',\n", " '20',\n", " '1',\n", " '528465',\n", " 'DBR',\n", " 'DBR',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '64395',\n", " '64395',\n", " 'VbPred'],\n", " 993: ['2',\n", " 'JHWH',\n", " 'Leviticus',\n", " '20',\n", " '1',\n", " '528465',\n", " 'DBR',\n", " 'JHWH',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '64396',\n", " '64396',\n", " 'Subj'],\n", " 994: ['3',\n", " '>L MCH',\n", " 'Leviticus',\n", " '20',\n", " '1',\n", " '528465',\n", " 'DBR',\n", " '>L MCH',\n", " '0sm=MCH',\n", " 'MCH',\n", " '64397',\n", " '64398',\n", " 'Compl1'],\n", " 995: ['4',\n", " 'L->MR',\n", " 'Leviticus',\n", " '20',\n", " '1',\n", " '528466',\n", " '>MR',\n", " 'L >MR',\n", " '3sm=JHWH',\n", " 'JHWH',\n", " '64399',\n", " '64400',\n", " 'VbPred'],\n", " 996: ['5',\n", " '>L BNJ JFR>L',\n", " 'Leviticus',\n", " '20',\n", " '2',\n", " '528467',\n", " '>MR',\n", " '>L BN JFR>L',\n", " '0pm=BN JFR>L',\n", " 'BN JFR>L',\n", " '64402',\n", " '64404',\n", " 'Compl1'],\n", " 997: ['6',\n", " 'JFR>L',\n", " 'Leviticus',\n", " '20',\n", " '2',\n", " '528467',\n", " '>MR',\n", " 'JFR>L',\n", " 'JFR>L',\n", " 'JFR>L',\n", " '64404',\n", " '64404',\n", " '-gentf'],\n", " 998: ['7',\n", " 'T>MR',\n", " 'Leviticus',\n", " '20',\n", " '2',\n", " '528467',\n", " '>MR',\n", " '>MR',\n", " '2sm=',\n", " 'MCH',\n", " '64405',\n", " '64405',\n", " 'VbPred'],\n", " 999: ['8',\n", " '>JC',\n", " 'Leviticus',\n", " '20',\n", " '2',\n", " '528468',\n", " '....',\n", " '>JC',\n", " '3sm=>JC',\n", " '>JC',\n", " '64406',\n", " '64406',\n", " 'Subj'],\n", " 1000: ['9',\n", " '>JC',\n", " 'Leviticus',\n", " '20',\n", " '2',\n", " '528468',\n", " '....',\n", " '>JC',\n", " '3sm=>JC',\n", " '>JC',\n", " '64407',\n", " '64407',\n", " '-specf'],\n", " ...}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "word_map_dict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.4. Verifying word mapping\n", "\n", "One way to check the accuracy of the word mapping is to cross check the word nodes assigned to the data set against the function of those phrases in which they occur in the data set and in the ETCBC database, respectively. Only the most frequent and important phrase functions have been selected for this test, namely predicate phrases (including predicates with object and subject suffix), subjects (including predicates with subject suffix), predicate complements." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error count: 4 mismatch(es) have been identifed\n" ] } ], "source": [ "error_count = 0\n", "word_errors = []\n", "\n", "for l in word_map_dict:\n", " first_word_func = F.function.v(L.u(int(word_map_dict[l][10]), 'phrase')[0])\n", " last_word_func = F.function.v(L.u(int(word_map_dict[l][11]), 'phrase')[0])\n", " func = word_map_dict[l][12]\n", " \n", " if func == 'VbPred':\n", " if first_word_func not in ['Pred','PreO','PreS']:\n", " error_count += 1\n", " word_errors.append(l)\n", " if last_word_func not in ['Pred','PreO','PreS']:\n", " error_count += 1\n", " word_errors.append(l)\n", " \n", " elif func == 'Subj':\n", " if first_word_func not in ['Subj', 'PreS']:\n", " error_count += 1\n", " word_errors.append(l)\n", " if last_word_func not in ['Subj', 'PreS']:\n", " error_count += 1\n", " word_errors.append(l)\n", " \n", " elif func == 'PrCompl':\n", " if first_word_func != 'PreC':\n", " error_count += 1\n", " word_errors.append(l)\n", " if last_word_func != 'PreC':\n", " error_count += 1\n", " word_errors.append(l)\n", " \n", "print(f'Error count: {error_count} mismatch(es) have been identifed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 4 mismatches do not indicate that the mapping is inaccurate. Rather, as shown below, the functions of the phrases in question have been interpreted differently and therfore causing a mismatch." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "line 1439: Function in data set: Subj\n" ] }, { "data": { "text/html": [ "
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adjv male
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\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase 690041 Subj NP\n", "
\n", "
\n", "\n", "
\n", "65706\n", "\n", "
prep in
\n", "\n", "\n", "
\n", "\n", "
\n", "65707\n", "
\n", "
art the
\n", "\n", "\n", "
\n", "\n", "
\n", "65708\n", "\n", "
subs cattle
\n", "\n", "\n", "
\n", "\n", "
\n", "65709\n", "\n", "
prep in
\n", "\n", "\n", "
\n", "\n", "
\n", "65710\n", "
\n", "
art the
\n", "\n", "\n", "
\n", "\n", "
\n", "65711\n", "\n", "
subs young ram
\n", "\n", "\n", "
\n", "\n", "
\n", "65712\n", "\n", "
conj and
\n", "\n", "\n", "
\n", "\n", "
\n", "65713\n", "\n", "
prep in
\n", "\n", "\n", "
\n", "\n", "
\n", "65714\n", "
\n", "
art the
\n", "\n", "\n", "
\n", "\n", "
\n", "65715\n", "\n", "
subs goat
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def show_word_errors(errors):\n", " for k in errors:\n", " print(f'line {k}: Function in data set: {word_map_dict[k][12]}')\n", " clause_atom = int(word_map_dict[k][5])\n", " B.pretty(clause_atom, withNodes=True, highlights = {int(word_map_dict[k][10]):'hotpink',\n", " int(word_map_dict[k][11]):'hotpink'})\n", " \n", "show_word_errors(word_errors)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Verifying lengths of cell" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In earlier versions of the dataset, the individual column cells had deliberately been stipulated a maximum length. This posed a problem for further analysis of the dataset because values were missing.\n", "\n", "Therefore, it is necessary to check if the cells have the right lengths. The most important cells in this regard is the columns containing participant references.\n", "\n", "The procedure is to sort the participant references according to length and manually check whether the longest references are intact:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clause atom: 528769\n", "Participant ref: Leviticus 22:22" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " clause CPen\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Frnt NP\n", "
\n", "
\n", "\n", "
\n", "\n", "
subs blindness
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\n", "\n", "
\n", "\n", "
conj or
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\n", "\n", "
\n", "\n", "
subs fracture
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\n", "\n", "
conj or
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\n", "\n", "
\n", "\n", "
subs cut
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conj or
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\n", "\n", "
subs wart
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\n", "\n", "
conj or
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\n", "\n", "
\n", "\n", "
subs mange
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\n", "\n", "
\n", "\n", "
conj or
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs ringworm
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\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Clause atom: 528770\n", "Participant ref: Leviticus 22:22" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " clause Resu xYq0\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Nega NegP\n", "
\n", "
\n", "\n", "
\n", "\n", "
nega not
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Pred VP\n", "
\n", "
\n", "\n", "
\n", "\n", "
verb approach hif impf
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\n", "\n", "
\n", " phrase Objc DPrP\n", "
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\n", "\n", "
\n", "\n", "
prde these
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\n", " phrase Cmpl PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep to
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\n", "\n", "
nmpr YHWH
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\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Clause atom: 528771\n", "Participant ref: Leviticus 22:22" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " clause Coor WxY0\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Conj CP\n", "
\n", "
\n", "\n", "
\n", "\n", "
conj and
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\n", "\n", "
\n", "\n", "
\n", " phrase Objc NP\n", "
\n", "
\n", "\n", "
\n", "\n", "
subs fire offering
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\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Nega NegP\n", "
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nega not
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\n", " phrase Pred VP\n", "
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verb give qal impf
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\n", " phrase Objc NP\n", "
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\n", "\n", "
prep from
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\n", "\n", "
\n", "\n", "
\n", " phrase Cmpl PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep upon
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\n", "\n", "
\n", "\n", "
art the
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs altar
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\n", "\n", "
\n", "\n", "
\n", " phrase Cmpl PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep to
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\n", "\n", "
\n", "\n", "
nmpr YHWH
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\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Clause atom: 528777\n", "Participant ref: Leviticus 22:25" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " clause WxY0\n", "
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\n", "\n", "
\n", " phrase Conj CP\n", "
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\n", "\n", "
\n", "\n", "
conj and
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\n", "\n", "
\n", "\n", "
\n", " phrase Adju PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep from
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs hand
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\n", "\n", "
\n", "\n", "
subs son
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\n", "\n", "
\n", "\n", "
subs foreigner
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\n", "\n", "
\n", "\n", "
\n", " phrase Nega NegP\n", "
\n", "
\n", "\n", "
\n", "\n", "
nega not
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\n", "\n", "
\n", " phrase Pred VP\n", "
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\n", "\n", "
\n", "\n", "
verb approach hif impf
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\n", "\n", "
\n", " phrase Objc PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep <object marker>
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs bread
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs god(s)
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Cmpl PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep from
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs whole
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
prde these
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Clause atom: 528778\n", "Participant ref: Leviticus 22:25" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " clause NmCl\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Conj CP\n", "
\n", "
\n", "\n", "
\n", "\n", "
conj that
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\n", "\n", "
\n", "\n", "
\n", " phrase Subj NP\n", "
\n", "
\n", "\n", "
\n", "\n", "
subs corruption
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase PreC PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep in
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\n", "\n", "\n", "
\n", "\n", "\n", "
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\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Clause atom: 528778\n", "Participant ref: Leviticus 22:25" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " clause NmCl\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Conj CP\n", "
\n", "
\n", "\n", "
\n", "\n", "
conj that
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\n", " phrase Subj NP\n", "
\n", "
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\n", "\n", "
subs corruption
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\n", "\n", "
\n", " phrase PreC PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep in
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\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Clause atom: 528779\n", "Participant ref: Leviticus 22:25" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " clause NmCl\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Subj NP\n", "
\n", "
\n", "\n", "
\n", "\n", "
subs blemish
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\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase PreC PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep in
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\n", "\n", "\n", "
\n", "\n", "\n", "
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\n", "\n", "\n", "
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Clause atom: 528834\n", "Participant ref: CJT QYJR BN \"YOUPlmas\"\n" ] }, { "data": { "text/html": [ "Leviticus 23:10" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " clause WQt0\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Conj CP\n", "
\n", "
\n", "\n", "
\n", "\n", "
conj and
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Pred VP\n", "
\n", "
\n", "\n", "
\n", "\n", "
verb come hif perf
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Objc PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep <object marker>
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs cut grain
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs beginning
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs harvest
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Cmpl PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep to
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
art the
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs priest
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Clause atom: 528835\n", "Participant ref: CJT QYJR BN \"YOUPlmas\"\n" ] }, { "data": { "text/html": [ "Leviticus 23:11" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " clause WQt0\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Conj CP\n", "
\n", "
\n", "\n", "
\n", "\n", "
conj and
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\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Pred VP\n", "
\n", "
\n", "\n", "
\n", "\n", "
verb swing hif perf
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Objc PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep <object marker>
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
art the
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs cut grain
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Cmpl PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep to
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs face
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
nmpr YHWH
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Adju PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep to
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs pleasure
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Clause atom: 528836\n", "Participant ref: CJT QYJR BN \"YOUPlmas\"\n" ] }, { "data": { "text/html": [ "Leviticus 23:11" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " clause xYqX\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Time PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep from
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs next day
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
art the
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs sabbath
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase PreO VP\n", "
\n", "
\n", "\n", "
\n", "\n", "
verb swing hif impf
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Subj NP\n", "
\n", "
\n", "\n", "
\n", "\n", "
art the
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs priest
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "actor_lex_sorted = sorted(word_map_dict, key=lambda k: len(word_map_dict[k][9]), reverse=True)\n", "\n", "for k in actor_lex_sorted[:10]:\n", " clause_atom = int(word_map_dict[k][5])\n", " print('''Clause atom: {}\\nParticipant ref: {}'''.format(clause_atom, word_map_dict[k][9]))\n", " B.shbLink(clause_atom)\n", " B.pretty(clause_atom)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the longest participant reference occurs in Lev 22:22 and is also referred to in Lev 22:25. The representation of the participant reference matches the nominal phrase perfectly and contains all substantives of the phrase." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Leviticus 22:22" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "
\n", " \n", " \n", "
\n", "\n", "
\n", "\n", "
\n", " sentence 47\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " clause CPen\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Frnt NP\n", "
\n", "
\n", "\n", "
\n", "\n", "
subs blindness
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
conj or
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs fracture
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\n", "\n", "
\n", "\n", "
conj or
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\n", "\n", "
\n", "\n", "
subs cut
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\n", "\n", "
\n", "\n", "
conj or
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs wart
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
conj or
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs mange
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
conj or
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs ringworm
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " clause Resu xYq0\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Nega NegP\n", "
\n", "
\n", "\n", "
\n", "\n", "
nega not
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Pred VP\n", "
\n", "
\n", "\n", "
\n", "\n", "
verb approach hif impf
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Objc DPrP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prde these
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Cmpl PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep to
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
nmpr YHWH
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " clause Coor WxY0\n", "
\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Conj CP\n", "
\n", "
\n", "\n", "
\n", "\n", "
conj and
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Objc NP\n", "
\n", "
\n", "\n", "
\n", "\n", "
subs fire offering
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Nega NegP\n", "
\n", "
\n", "\n", "
\n", "\n", "
nega not
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Pred VP\n", "
\n", "
\n", "\n", "
\n", "\n", "
verb give qal impf
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Objc NP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep from
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Cmpl PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep upon
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
art the
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
subs altar
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
\n", " phrase Cmpl PP\n", "
\n", "
\n", "\n", "
\n", "\n", "
prep to
\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "
nmpr YHWH
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n", "\n", "\n", "
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "B.shbLink(528769)\n", "B.pretty(L.u(528769, 'verse')[0], highlights = {L.d(528769, 'phrase')[0]: 'gold', 65771: 'gold', 65778: 'gold'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Export\n", "\n", "Finally, the dataset can be exported, ready for further analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.1 Exporting original data in CSV-format:\n", "\n", "The original data (not mapped with the ETCBC clause atom nodes and word nodes) is exported in a standard CSV-format:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "header = ['line','text','book','chapter','verse','clause_atom','predicate',\n", " 'reference','participant','actor','first_word','last_word','func']" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "with open('Datasets/Lev17toLev26.orig.csv', 'w') as f:\n", " f.write('''{}\\n'''.format(','.join(header)))\n", " for l in new_dict:\n", " f.write('''{}\\n'''.format(','.join(new_dict[l])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.2 Exporting mapped data in CSV-format:\n", "\n", "Before exporting the mapped data, the columns \"first slot\" and \"last slot\" are substituted with a column containing the range of words between the first slot and the last slot:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "#Run only once!\n", "for k in word_map_dict:\n", " info = word_map_dict[k]\n", " first_word = int(info[10])\n", " last_word = int(info[11])\n", " word_list = [str(w) for w in range(first_word, last_word + 1)]\n", " update_info = info.insert(12, ' '.join(word_list))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "#word_map_dict" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "header = ['line','text','book','chapter','verse','clause_atom','predicate',\n", " 'reference','participant','actor','slots','func']" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "with open('Datasets/Lev17toLev26.mapped.csv', 'w') as f:\n", " f.write('''{}\\n'''.format(','.join(header)))\n", " for l in word_map_dict:\n", " f.write('''{},{}\\n'''.format(','.join(word_map_dict[l][0:10]),','.join(word_map_dict[l][12:14])))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }