{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploring stative and active verbs\n", "\n", "This notebook explores quantitative methods for determining the inherent situational aspect (stative/active) of Hebrew verbs in a reduced corpus (Genesis - Kings).\n", "\n", "The codes applied for the \"covarying collexeme analysis\", the association plots and the Principal Component Analysis are adapted from Cody Kingham ([github.com/CambridgeSemiticsLab/BH_time_collocations](https://github.com/CambridgeSemiticsLab/BH_time_collocations))" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#Dataset path\n", "PATH = 'datasets/'\n", "\n", "import collections\n", "import pandas as pd\n", "import numpy as np\n", "import scipy.stats as stats\n", "from sklearn.decomposition import PCA\n", "from sklearn.manifold import MDS\n", "from sklearn.cluster import KMeans\n", "\n", "# data visualizations\n", "import seaborn as sns\n", "sns.set(font_scale=1.5, style='whitegrid')\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Ellipse\n", "import matplotlib.patches as mpatches\n", "from IPython.display import display, clear_output\n", "from adjustText import adjust_text\n", "\n", "from tf.app import use" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "TF-app: C:\\Users\\Ejer/text-fabric-data/annotation/app-bhsa/code" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "data: C:\\Users\\Ejer/text-fabric-data/etcbc/bhsa/tf/c" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "data: C:\\Users\\Ejer/text-fabric-data/etcbc/phono/tf/c" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "data: C:\\Users\\Ejer/text-fabric-data/etcbc/parallels/tf/c" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "data: C:\\Users\\Ejer/text-fabric-data/etcbc/heads/tf/c" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "Text-Fabric: Text-Fabric API 8.3.3, app-bhsa, Search Reference
Data: BHSA, Character table, Feature docs
Features:
etcbc/heads/tfsem_set
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BHSA = Biblia Hebraica Stuttgartensia Amstelodamensisbook
book@ll
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Text-Fabric API: names N F E L T S C TF directly usable
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A = use('bhsa', hoist=globals(), mod='etcbc/heads/tf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Basic functions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def reverse_hb(hb_text):\n", " return ''.join(reversed(hb_text))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "corpus = [book for book in F.otype.s('book') if book < T.nodeFromSection(('Isaiah',))]\n", "sets={'corpus':corpus} # make set for searching" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Delineating the corpus\n", "\n", "The corpus under investigation is understood as all constructions in our corpus (Genesis-Kings) that consists of a predicate phrase (including predicates with object suffix) in the *Qal* and with exactly one complement phrase.\n", "\n", "**NB:** Phrases with more than complement type, e.g. multiple words with final h (e.g. Genesis 28:14), does only count once." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first import the dataset of annotations:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv(f'{PATH}corpus_analysis_loc_dir.csv')\n", "data = data[['clause','verb','phrase','cmpl_type']]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total total number of constructions: 5590\n" ] } ], "source": [ "print(f'Total total number of constructions: {len(data)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create verb labels:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "verb_label = []\n", "\n", "for cl in list(data.clause):\n", " for ph in Locality.d(cl, 'phrase'):\n", " if F.function.v(ph) in {'Pred','PreO'}:\n", " for w in Locality.d(ph, 'word'):\n", " if F.pdp.v(w) == 'verb':\n", " lex = F.lex.v(w)\n", " heb = F.lex_utf8.v(w)\n", " gloss = F.gloss.v(Locality.u(w, 'lex')[0])\n", " verb_label.append(f'{lex}#{heb}_{gloss}')\n", " \n", "data.insert(3, \"verb_label\", verb_label)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For convinience, the target constructions are mapped with their full names:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "prep_map = {'L': 'L#ל_to',\n", " '>L': '>L#אל_to',\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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
clauseverbphraseverb_labelcmpl_typeconst_label
0427656>MR[651855>MR[#אמר_sayLL#ל_to
1427808>MR[652310>MR[#אמר_sayLL#ל_to
2427826>MR[652355>MR[#אמר_sayLL#ל_to
3427844>MR[652408>MR[#אמר_sayLL#ל_to
4427845CM<[652412CM<[#שׁמע_hearLL#ל_to
\n", "" ], "text/plain": [ " clause verb phrase verb_label cmpl_type const_label\n", "0 427656 >MR[ 651855 >MR[#אמר_say L L#ל_to\n", "1 427808 >MR[ 652310 >MR[#אמר_say L L#ל_to\n", "2 427826 >MR[ 652355 >MR[#אמר_say L L#ל_to\n", "3 427844 >MR[ 652408 >MR[#אמר_say L L#ל_to\n", "4 427845 CM<[ 652412 CM<[#שׁמע_hear L L#ל_to" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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clauseverbphraseverb_labelcmpl_typeconst_label
609449888<FH[719291<FH[#עשׂה_makefinal_hH-#-ה_directional he
625450509<LH[721113<LH[#עלה_ascendfinal_hH-#-ה_directional he
830455070HLK[735003HLK[#הלך_walkfinal_hH-#-ה_directional he
884456659NPL[739822NPL[#נפל_fallfinal_hH-#-ה_directional he
1417430925BW>[661796BW>[#בוא_comefinal_hH-#-ה_directional he
.....................
5585466118HLK[767937HLK[#הלך_walkfinal_hH-#-ה_directional he
5586466209BW>[768172BW>[#בוא_comefinal_hH-#-ה_directional he
5587466304NPL[768434NPL[#נפל_fallfinal_hH-#-ה_directional he
5588466776CWB[769864CWB[#שׁוב_returnfinal_hH-#-ה_directional he
5589466788NWS[769909NWS[#נוס_fleefinal_hH-#-ה_directional he
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230 rows × 6 columns

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" ], "text/plain": [ " clause verb phrase verb_label cmpl_type const_label\n", "609 449888 [ 661796 BW>[#בוא_come final_h H-#-ה_directional he\n", "... ... ... ... ... ... ...\n", "5585 466118 HLK[ 767937 HLK[#הלך_walk final_h H-#-ה_directional he\n", "5586 466209 BW>[ 768172 BW>[#בוא_come final_h H-#-ה_directional he\n", "5587 466304 NPL[ 768434 NPL[#נפל_fall final_h H-#-ה_directional he\n", "5588 466776 CWB[ 769864 CWB[#שׁוב_return final_h H-#-ה_directional he\n", "5589 466788 NWS[ 769909 NWS[#נוס_flee final_h H-#-ה_directional he\n", "\n", "[230 rows x 6 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[data.cmpl_type == 'final_h']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before cleaning the data we need to count the frequency of all constructions and the frequency of all verbs:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 1.77s 18126 results\n" ] } ], "source": [ "verb_query = '''\n", "corpus\n", " clause\n", " phrase function=Pred\n", " word vs=qal pdp=verb lex={}\n", "'''\n", "\n", "all_verbs = A.search(verb_query.format('|'.join(list(set(data.verb)))), sets=sets)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the purpose of cleaning the data, only verbs occuring at least five times will be included in the analysis:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of cases after cleaning: 5228\n" ] } ], "source": [ "verb_counter = collections.Counter(list(data.verb))\n", "verbs = [v for v in verb_counter if verb_counter[v] >= 5]\n", "\n", "data1 = data[data.verb.isin(verbs)]\n", "print(f'Number of cases after cleaning: {len(data1)}')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Counter({'L#ל_to': 1170,\n", " 'H-#-ה_directional he': 226,\n", " '>L#אל_to': 1736,\n", " 'B#ב_in': 1025,\n", " 'MN#מן_from': 625,\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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
<L#על_upon>L#אל_toB#ב_inH-#-ה_directional heL#ל_toMN#מן_from
verb_label
<BD[#עבד_work, serve005050
<BR[#עבר_pass10113012145
<FH[#עשׂה_make20811655
<LH[#עלה_ascend34451717326
<MD[#עמד_stand203240284
\n", "" ], "text/plain": [ " L#אל_to B#ב_in H-#-ה_directional he \\\n", "verb_label \n", " 0].sort_values(ascending=False))\n", " \n", " positive.index = getLabel(positive)\n", " \n", " print(f'Top 20 collexemes for {constr}')\n", " display(positive.head(20))\n", " print('--------------------------------------')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 20 collexemes for \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
<L#על_upon
מלך be king41
עלה ascend34
נפל fall34
ישׁב sit33
נתן give29
בוא come24
עמד stand20
שׂים put18
קום arise14
חנה encamp12
עבר pass10
קצף be angry10
בכה weep9
ירד descend9
צור bind9
הלך walk8
קשׁר tie8
אסר bind8
שׁכב lie down8
רכב ride8
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>L#אל_to
אמר say928
בוא come269
שׁוב return62
קרא call57
שׁמע hear56
הלך walk55
עלה ascend45
שׁלח send36
יצא go out32
ירד descend25
קרב approach24
נגשׁ approach18
פנה turn17
צעק cry17
זעק cry11
עבר pass11
נוס flee8
נתן give8
סור turn aside6
שׂים put4
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B#ב_in
ישׁב sit129
הלך walk83
חנה encamp64
שׁמע hear62
בוא come57
מלך be king35
נגע touch32
עבר pass30
חרה be hot30
תקע blow27
עמד stand24
פגע meet24
בחר examine20
דבק cling, cleave to17
עלה ascend17
רחץ wash16
רעע be evil15
שׁאל ask15
ראה see14
קרא call14
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H-#-ה_directional he
בוא come70
הלך walk31
נוס flee18
ירד descend17
עלה ascend17
שׁוב return14
יצא go out13
נפל fall12
עבר pass12
נסע pull out4
סור turn aside3
שׁכב lie down3
חנה encamp3
פנה turn2
שׁלח send2
פגע meet1
פרץ break1
ברח run away1
רוץ run1
עשׂה make1
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" ], "text/plain": [ " H-#-ה_directional he\n", "בוא come 70\n", "הלך walk 31\n", "נוס flee 18\n", "ירד descend 17\n", "עלה ascend 17\n", "שׁוב return 14\n", "יצא go out 13\n", "נפל fall 12\n", "עבר pass 12\n", "נסע pull out 4\n", "סור turn aside 3\n", "שׁכב lie down 3\n", "חנה encamp 3\n", "פנה turn 2\n", "שׁלח send 2\n", "פגע meet 1\n", "פרץ break 1\n", "ברח run away 1\n", "רוץ run 1\n", "עשׂה make 1" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------------\n", "Top 20 collexemes for L#ל_to\n" ] }, { "data": { "text/html": [ "
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L#ל_to
אמר say377
עשׂה make165
נתן give122
קרא call74
הלך walk40
חטא miss28
עמד stand28
שׁוב return23
זבח slaughter23
בוא come22
יצא go out21
שׁמע hear19
ילד bear16
חרה be hot15
עבר pass14
נשׁק kiss13
יטב be good11
צרר wrap, be narrow10
שׁאל ask10
סלח forgive9
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" ], "text/plain": [ " L#ל_to\n", "אמר say 377\n", "עשׂה make 165\n", "נתן give 122\n", "קרא call 74\n", "הלך walk 40\n", "חטא miss 28\n", "עמד stand 28\n", "שׁוב return 23\n", "זבח slaughter 23\n", "בוא come 22\n", "יצא go out 21\n", "שׁמע hear 19\n", "ילד bear 16\n", "חרה be hot 15\n", "עבר pass 14\n", "נשׁק kiss 13\n", "יטב be good 11\n", "צרר wrap, be narrow 10\n", "שׁאל ask 10\n", "סלח forgive 9" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------------\n", "Top 20 collexemes for MN#מן_from\n" ] }, { "data": { "text/html": [ "
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MN#מן_from
יצא go out114
נסע pull out66
סור turn aside51
לקח take50
בוא come34
אכל eat33
שׁוב return31
עלה ascend26
ירא fear25
הלך walk25
ירד descend24
קום arise22
נוס flee15
נפל fall9
ברח run away8
חזק be strong8
קנה buy6
אבד perish6
שׁתה drink5
עשׂה make5
\n", "
" ], "text/plain": [ " MN#מן_from\n", "יצא go out 114\n", "נסע pull out 66\n", "סור turn aside 51\n", "לקח take 50\n", "בוא come 34\n", "אכל eat 33\n", "שׁוב return 31\n", "עלה ascend 26\n", "ירא fear 25\n", "הלך walk 25\n", "ירד descend 24\n", "קום arise 22\n", "נוס flee 15\n", "נפל fall 9\n", "ברח run away 8\n", "חזק be strong 8\n", "קנה buy 6\n", "אבד perish 6\n", "שׁתה drink 5\n", "עשׂה make 5" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------------\n" ] } ], "source": [ "top20collexs(const_counts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Contingency table" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to create contingency tables. As Schmid and Küchenhoof (2013) have demonstrated, filling contingency tables depends on highly subjective choices, in particular as regards the filling of cell 4, namely the cell containing the number of all constructions without the target verb and the target construction, because it demands a notion of the corpus and the linguistic relationship between the construction and the corpus. Is the corpus, for example, all possible verbal constructions of the corpus (Genesis - Kings)? Or is it more restricted to qal-verbs in a predicate function? Or is the corpus a more reduced corpus of those verbal sentences that have one complement phrase? Or only those sentences that were extracted for manual inspection (around 4600 clauses)?\n", "\n", "We opt for the second option, that is the entire corpus of verbal clauses for which the verb is predicate in qal." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.36s 40582 results\n" ] } ], "source": [ "all_clauses = '''\n", "corpus\n", " clause\n", "'''\n", "all_clauses = len(A.search(all_clauses, sets=sets))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def contingency_table(df):\n", " '''\n", " This function takes in a table\n", " of co-occurrence data and returns the \n", " data necessary for 2x2 contingency tables\n", " for all elements.\n", " '''\n", " \n", " #Calculating how often each verb occurs with a complement construction other than the selected. This step takes\n", " #a few minutes.\n", " \n", " if not 'other' in df.columns:\n", " verb_other = []\n", "\n", " for row in df.iterrows():\n", " lex = row[0][:row[0].index('#')] #Getting lexeme of verb\n", " const_sum = sum(row[1])\n", " all_occ = verb_counter[lex]\n", "\n", " verb_other.append(all_occ-const_sum)\n", "\n", " df.insert(len(df.columns), 'other', verb_other)\n", " \n", " if len(df) == len(verbs):\n", " \n", " const_other = []\n", " \n", " for col in df.columns:\n", " const_other.append(const_dict[col] - sum(df[col]))\n", " \n", " df.loc[len(df)] = const_other\n", "\n", " # pre-process data for contingency tables\n", " target_obs = df.apply(lambda col: col.sum(), axis=0, result_type='broadcast') # all columns filled with col sums\n", " colex_obs = df.apply(lambda row: row.sum(), axis=1, result_type='broadcast') # all rows filled with row sums\n", " total_obs = all_clauses # total observations\n", " \n", " #Filling the contingency tables\n", " a_matrix = df.iloc[0:len(verbs),:-1]\n", " b_matrix = colex_obs.iloc[0:len(verbs),:-1].sub(a_matrix)\n", " c_matrix = target_obs.iloc[0:len(verbs),:-1].sub(a_matrix)\n", " d_matrix = pd.DataFrame.copy(df, deep=True)\n", " d_matrix[:] = total_obs # fill all cells with same number: the sum of all values in df\n", " d_matrix = d_matrix.iloc[0:len(verbs),:-1].sub(a_matrix+b_matrix+c_matrix)\n", "\n", " return {'a':a_matrix, 'b':b_matrix, 'c':c_matrix, 'd':d_matrix}\n", " \n", "cont_table = contingency_table(const_counts)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'a': L#אל_to B#ב_in H-#-ה_directional he \\\n", " verb_label \n", " L#אל_to B#ב_in H-#-ה_directional he \\\n", " verb_label \n", " L#אל_to B#ב_in H-#-ה_directional he \\\n", " verb_label \n", " L#אל_to B#ב_in H-#-ה_directional he \\\n", " verb_label \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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", "
freq. in patternfreq. in corpusFisher-Yates ExactAttraction (%)Reliance (%)ΔP AttractionΔP RelianceOdds Ratio
מלך be king41776.022e-609.1953.250.09100.5225112.76
נפל fall34751.156e-467.6245.330.07520.443280.70
עלה ascend341421.630e-357.6223.940.07350.229230.59
ישׁב sit331724.354e-317.4019.190.07050.181622.99
נתן give291729.230e-266.5016.860.06150.158319.45
עמד stand20796.312e-224.4825.320.04340.242631.89
בוא come244768.998e-105.385.040.04250.03994.99
שׂים put18381.065e-254.0447.370.03990.463184.36
קום arise14502.002e-163.1428.000.03050.269336.10
חנה encamp12861.967e-102.6913.950.02510.128814.97
\n", "" ], "text/plain": [ " freq. in pattern freq. in corpus Fisher-Yates Exact \\\n", "מלך be king 41 77 6.022e-60 \n", "נפל fall 34 75 1.156e-46 \n", "עלה ascend 34 142 1.630e-35 \n", "ישׁב sit 33 172 4.354e-31 \n", "נתן give 29 172 9.230e-26 \n", "עמד stand 20 79 6.312e-22 \n", "בוא come 24 476 8.998e-10 \n", "שׂים put 18 38 1.065e-25 \n", "קום arise 14 50 2.002e-16 \n", "חנה encamp 12 86 1.967e-10 \n", "\n", " Attraction (%) Reliance (%) ΔP Attraction ΔP Reliance \\\n", "מלך be king 9.19 53.25 0.0910 0.5225 \n", "נפל fall 7.62 45.33 0.0752 0.4432 \n", "עלה ascend 7.62 23.94 0.0735 0.2292 \n", "ישׁב sit 7.40 19.19 0.0705 0.1816 \n", "נתן give 6.50 16.86 0.0615 0.1583 \n", "עמד stand 4.48 25.32 0.0434 0.2426 \n", "בוא come 5.38 5.04 0.0425 0.0399 \n", "שׂים put 4.04 47.37 0.0399 0.4631 \n", "קום arise 3.14 28.00 0.0305 0.2693 \n", "חנה encamp 2.69 13.95 0.0251 0.1288 \n", "\n", " Odds Ratio \n", "מלך be king 112.76 \n", "נפל fall 80.70 \n", "עלה ascend 30.59 \n", "ישׁב sit 22.99 \n", "נתן give 19.45 \n", "עמד stand 31.89 \n", "בוא come 4.99 \n", "שׂים put 84.36 \n", "קום arise 36.10 \n", "חנה encamp 14.97 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Verbs attracted to the >L#אל_to construction\n" ] }, { "data": { "text/html": [ "
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freq. in patternfreq. in corpusFisher-Yates ExactAttraction (%)Reliance (%)ΔP AttractionΔP RelianceOdds Ratio
אמר say92813130.000e+0053.4670.680.52470.6862114.74
בוא come2694762.701e-24115.5056.510.14960.528534.23
שׁוב return621407.036e-473.5744.290.03370.401518.41
קרא call571484.149e-393.2838.510.03050.343614.46
שׁמע hear561424.130e-393.2339.440.03000.352815.02
הלך walk552421.235e-243.1722.730.02690.18566.76
עלה ascend451426.022e-272.5931.690.02340.275110.63
שׁלח send36452.273e-412.0780.000.02050.758191.38
יצא go out321935.138e-111.8416.580.01430.12364.51
קרב approach24329.142e-271.3875.000.01360.707868.06
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" ], "text/plain": [ " freq. in pattern freq. in corpus Fisher-Yates Exact \\\n", "אמר say 928 1313 0.000e+00 \n", "בוא come 269 476 2.701e-241 \n", "שׁוב return 62 140 7.036e-47 \n", "קרא call 57 148 4.149e-39 \n", "שׁמע hear 56 142 4.130e-39 \n", "הלך walk 55 242 1.235e-24 \n", "עלה ascend 45 142 6.022e-27 \n", "שׁלח send 36 45 2.273e-41 \n", "יצא go out 32 193 5.138e-11 \n", "קרב approach 24 32 9.142e-27 \n", "\n", " Attraction (%) Reliance (%) ΔP Attraction ΔP Reliance \\\n", "אמר say 53.46 70.68 0.5247 0.6862 \n", "בוא come 15.50 56.51 0.1496 0.5285 \n", "שׁוב return 3.57 44.29 0.0337 0.4015 \n", "קרא call 3.28 38.51 0.0305 0.3436 \n", "שׁמע hear 3.23 39.44 0.0300 0.3528 \n", "הלך walk 3.17 22.73 0.0269 0.1856 \n", "עלה ascend 2.59 31.69 0.0234 0.2751 \n", "שׁלח send 2.07 80.00 0.0205 0.7581 \n", "יצא go out 1.84 16.58 0.0143 0.1236 \n", "קרב approach 1.38 75.00 0.0136 0.7078 \n", "\n", " Odds Ratio \n", "אמר say 114.74 \n", "בוא come 34.23 \n", "שׁוב return 18.41 \n", "קרא call 14.46 \n", "שׁמע hear 15.02 \n", "הלך walk 6.76 \n", "עלה ascend 10.63 \n", "שׁלח send 91.38 \n", "יצא go out 4.51 \n", "קרב approach 68.06 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Verbs attracted to the B#ב_in construction\n" ] }, { "data": { "text/html": [ "
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freq. in patternfreq. in corpusFisher-Yates ExactAttraction (%)Reliance (%)ΔP AttractionΔP RelianceOdds Ratio
ישׁב sit1291726.009e-17012.5975.000.12480.7278132.30
הלך walk832424.510e-708.1034.300.07700.319621.83
חנה encamp64868.063e-846.2474.420.06190.7205119.68
שׁמע hear621422.546e-606.0543.660.05850.412831.77
בוא come574762.663e-225.5611.970.04500.09565.50
מלך be king35772.493e-353.4145.450.03310.430133.26
נגע touch32352.845e-483.1291.430.03110.8898424.88
חרה be hot30465.243e-372.9365.220.02890.627674.51
עבר pass30824.947e-272.9336.590.02800.341322.91
תקע blow27275.227e-442.63100.000.02630.9754inf
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" ], "text/plain": [ " freq. in pattern freq. in corpus Fisher-Yates Exact \\\n", "ישׁב sit 129 172 6.009e-170 \n", "הלך walk 83 242 4.510e-70 \n", "חנה encamp 64 86 8.063e-84 \n", "שׁמע hear 62 142 2.546e-60 \n", "בוא come 57 476 2.663e-22 \n", "מלך be king 35 77 2.493e-35 \n", "נגע touch 32 35 2.845e-48 \n", "חרה be hot 30 46 5.243e-37 \n", "עבר pass 30 82 4.947e-27 \n", "תקע blow 27 27 5.227e-44 \n", "\n", " Attraction (%) Reliance (%) ΔP Attraction ΔP Reliance \\\n", "ישׁב sit 12.59 75.00 0.1248 0.7278 \n", "הלך walk 8.10 34.30 0.0770 0.3196 \n", "חנה encamp 6.24 74.42 0.0619 0.7205 \n", "שׁמע hear 6.05 43.66 0.0585 0.4128 \n", "בוא come 5.56 11.97 0.0450 0.0956 \n", "מלך be king 3.41 45.45 0.0331 0.4301 \n", "נגע touch 3.12 91.43 0.0311 0.8898 \n", "חרה be hot 2.93 65.22 0.0289 0.6276 \n", "עבר pass 2.93 36.59 0.0280 0.3413 \n", "תקע blow 2.63 100.00 0.0263 0.9754 \n", "\n", " Odds Ratio \n", "ישׁב sit 132.30 \n", "הלך walk 21.83 \n", "חנה encamp 119.68 \n", "שׁמע hear 31.77 \n", "בוא come 5.50 \n", "מלך be king 33.26 \n", "נגע touch 424.88 \n", "חרה be hot 74.51 \n", "עבר pass 22.91 \n", "תקע blow inf " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Verbs attracted to the H-#-ה_directional he construction\n" ] }, { "data": { "text/html": [ "
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freq. in patternfreq. in corpusFisher-Yates ExactAttraction (%)Reliance (%)ΔP AttractionΔP RelianceOdds Ratio
בוא come704762.423e-7930.9714.710.29970.143244.15
הלך walk312427.410e-3313.7212.810.13190.123330.25
נוס flee18491.321e-287.9636.730.07890.3622112.57
ירד descend17844.754e-227.5220.240.07360.197248.91
עלה ascend171425.643e-187.5211.970.07210.114626.18
שׁוב return141406.447e-146.1910.000.05880.094821.08
יצא go out131937.939e-115.756.740.05310.062113.62
נפל fall12751.272e-145.3116.000.05150.154735.86
עבר pass12823.899e-145.3114.630.05140.141132.27
נסע pull out4716.794e-041.775.630.01600.050910.83
\n", "
" ], "text/plain": [ " freq. in pattern freq. in corpus Fisher-Yates Exact \\\n", "בוא come 70 476 2.423e-79 \n", "הלך walk 31 242 7.410e-33 \n", "נוס flee 18 49 1.321e-28 \n", "ירד descend 17 84 4.754e-22 \n", "עלה ascend 17 142 5.643e-18 \n", "שׁוב return 14 140 6.447e-14 \n", "יצא go out 13 193 7.939e-11 \n", "נפל fall 12 75 1.272e-14 \n", "עבר pass 12 82 3.899e-14 \n", "נסע pull out 4 71 6.794e-04 \n", "\n", " Attraction (%) Reliance (%) ΔP Attraction ΔP Reliance \\\n", "בוא come 30.97 14.71 0.2997 0.1432 \n", "הלך walk 13.72 12.81 0.1319 0.1233 \n", "נוס flee 7.96 36.73 0.0789 0.3622 \n", "ירד descend 7.52 20.24 0.0736 0.1972 \n", "עלה ascend 7.52 11.97 0.0721 0.1146 \n", "שׁוב return 6.19 10.00 0.0588 0.0948 \n", "יצא go out 5.75 6.74 0.0531 0.0621 \n", "נפל fall 5.31 16.00 0.0515 0.1547 \n", "עבר pass 5.31 14.63 0.0514 0.1411 \n", "נסע pull out 1.77 5.63 0.0160 0.0509 \n", "\n", " Odds Ratio \n", "בוא come 44.15 \n", "הלך walk 30.25 \n", "נוס flee 112.57 \n", "ירד descend 48.91 \n", "עלה ascend 26.18 \n", "שׁוב return 21.08 \n", "יצא go out 13.62 \n", "נפל fall 35.86 \n", "עבר pass 32.27 \n", "נסע pull out 10.83 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Verbs attracted to the L#ל_to construction\n" ] }, { "data": { "text/html": [ "
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freq. in patternfreq. in corpusFisher-Yates ExactAttraction (%)Reliance (%)ΔP AttractionΔP RelianceOdds Ratio
אמר say37713133.384e-27832.2228.710.29850.266919.54
עשׂה make1651811.193e-23714.1091.160.14060.8867404.25
נתן give1221724.240e-14810.4370.930.10300.683491.64
קרא call741483.404e-736.3250.000.06140.472935.89
הלך walk402424.444e-193.4216.530.02910.13736.87
חטא miss28396.778e-352.3971.790.02370.689887.82
עמד stand28792.541e-232.3935.440.02260.326218.92
זבח slaughter23247.130e-351.9795.830.01960.9301790.28
שׁוב return231401.618e-111.9716.430.01670.13596.73
ילד bear16173.411e-241.3794.120.01360.9127546.43
\n", "
" ], "text/plain": [ " freq. in pattern freq. in corpus Fisher-Yates Exact \\\n", "אמר say 377 1313 3.384e-278 \n", "עשׂה make 165 181 1.193e-237 \n", "נתן give 122 172 4.240e-148 \n", "קרא call 74 148 3.404e-73 \n", "הלך walk 40 242 4.444e-19 \n", "חטא miss 28 39 6.778e-35 \n", "עמד stand 28 79 2.541e-23 \n", "זבח slaughter 23 24 7.130e-35 \n", "שׁוב return 23 140 1.618e-11 \n", "ילד bear 16 17 3.411e-24 \n", "\n", " Attraction (%) Reliance (%) ΔP Attraction ΔP Reliance \\\n", "אמר say 32.22 28.71 0.2985 0.2669 \n", "עשׂה make 14.10 91.16 0.1406 0.8867 \n", "נתן give 10.43 70.93 0.1030 0.6834 \n", "קרא call 6.32 50.00 0.0614 0.4729 \n", "הלך walk 3.42 16.53 0.0291 0.1373 \n", "חטא miss 2.39 71.79 0.0237 0.6898 \n", "עמד stand 2.39 35.44 0.0226 0.3262 \n", "זבח slaughter 1.97 95.83 0.0196 0.9301 \n", "שׁוב return 1.97 16.43 0.0167 0.1359 \n", "ילד bear 1.37 94.12 0.0136 0.9127 \n", "\n", " Odds Ratio \n", "אמר say 19.54 \n", "עשׂה make 404.25 \n", "נתן give 91.64 \n", "קרא call 35.89 \n", "הלך walk 6.87 \n", "חטא miss 87.82 \n", "עמד stand 18.92 \n", "זבח slaughter 790.28 \n", "שׁוב return 6.73 \n", "ילד bear 546.43 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Verbs attracted to the MN#מן_from construction\n" ] }, { "data": { "text/html": [ "
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freq. in patternfreq. in corpusFisher-Yates ExactAttraction (%)Reliance (%)ΔP AttractionΔP RelianceOdds Ratio
יצא go out1141935.262e-15718.2459.070.18040.5780112.61
נסע pull out66718.719e-11510.5692.960.10550.9158943.41
סור turn aside51613.648e-838.1683.610.08130.8219354.93
לקח take50602.149e-818.0083.330.07970.8191347.37
אכל eat33485.848e-495.2868.750.05240.6729148.43
שׁוב return311407.380e-274.9622.140.04690.206719.08
בוא come344761.932e-135.447.140.04330.05675.14
ירא fear25267.752e-454.0096.150.04000.94671664.83
עלה ascend261421.672e-204.1618.310.03870.168314.91
ירד descend24845.546e-243.8428.570.03690.270926.55
\n", "
" ], "text/plain": [ " freq. in pattern freq. in corpus Fisher-Yates Exact \\\n", "יצא go out 114 193 5.262e-157 \n", "נסע pull out 66 71 8.719e-115 \n", "סור turn aside 51 61 3.648e-83 \n", "לקח take 50 60 2.149e-81 \n", "אכל eat 33 48 5.848e-49 \n", "שׁוב return 31 140 7.380e-27 \n", "בוא come 34 476 1.932e-13 \n", "ירא fear 25 26 7.752e-45 \n", "עלה ascend 26 142 1.672e-20 \n", "ירד descend 24 84 5.546e-24 \n", "\n", " Attraction (%) Reliance (%) ΔP Attraction ΔP Reliance \\\n", "יצא go out 18.24 59.07 0.1804 0.5780 \n", "נסע pull out 10.56 92.96 0.1055 0.9158 \n", "סור turn aside 8.16 83.61 0.0813 0.8219 \n", "לקח take 8.00 83.33 0.0797 0.8191 \n", "אכל eat 5.28 68.75 0.0524 0.6729 \n", "שׁוב return 4.96 22.14 0.0469 0.2067 \n", "בוא come 5.44 7.14 0.0433 0.0567 \n", "ירא fear 4.00 96.15 0.0400 0.9467 \n", "עלה ascend 4.16 18.31 0.0387 0.1683 \n", "ירד descend 3.84 28.57 0.0369 0.2709 \n", "\n", " Odds Ratio \n", "יצא go out 112.61 \n", "נסע pull out 943.41 \n", "סור turn aside 354.93 \n", "לקח take 347.37 \n", "אכל eat 148.43 \n", "שׁוב return 19.08 \n", "בוא come 5.14 \n", "ירא fear 1664.83 \n", "עלה ascend 14.91 \n", "ירד descend 26.55 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def displayTable(dic, rows=int(), sort_by = 'ΔP Reliance', export=False):\n", " \n", " for target in dic:\n", " \n", " df = pd.DataFrame(dic[target]).T\n", " df.columns= ['freq. in pattern','freq. in corpus','Fisher-Yates Exact','Attraction (%)','Reliance (%)',\n", " 'ΔP Attraction','ΔP Reliance','Odds Ratio']\n", " df = df.sort_values(by=sort_by, ascending=False)\n", " \n", " #Formatting columns\n", " df['freq. in pattern'] = df['freq. in pattern'].astype(int)\n", " df['freq. in corpus'] = df['freq. in corpus'].astype(int)\n", " df['Fisher-Yates Exact'] = [format(v, '.3e') for v in list(df['Fisher-Yates Exact'])]\n", " df['Attraction (%)'] = df['Attraction (%)'].round(2)\n", " df['Reliance (%)'] = df['Reliance (%)'].round(2)\n", " df['Odds Ratio'] = [round(v, 2) for v in list(df['Odds Ratio'])]\n", " \n", " #Formatting verb label\n", " df.index = [f'{l[l.index(\"#\")+1:l.index(\"_\")]} {l[l.index(\"_\")+1:]}' for l in list(df.index)]\n", " \n", " if export:\n", " df.to_csv(f'collostructional_analysis/{target[target.index(\"#\"):]}.csv')\n", " \n", " print(f'\\nVerbs attracted to the {target} construction')\n", " if rows:\n", " display(df[:rows].round(4))\n", " else:\n", " display(df.round(4))\n", " \n", "displayTable(apply_Attraction_Reliance(const_counts, cont_table), rows=10, sort_by='ΔP Attraction', export=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal Component Analysis" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "measures = apply_Attraction_Reliance(const_counts, cont_table)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<L#על_upon>L#אל_toB#ב_inH-#-ה_directional heL#ל_toMN#מן_from
<BD[#עבד_work, serve-0.010993-0.0427880.474860-0.0055700.471286-0.015405
<BR[#עבר_pass0.1111860.0915540.3412860.1410580.1421880.045667
<FH[#עשׂה_make0.000060-0.0429690.019026-0.0000440.8867270.012278
<LH[#עלה_ascend0.2292490.2750860.0947920.114550-0.0077310.168287
<MD[#עמד_stand0.242647-0.0048120.279083-0.0055800.3262350.035301
\n", "
" ], "text/plain": [ " L#אל_to B#ב_in H-#-ה_directional he \\\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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
<L#על_upon>L#אל_toB#ב_inH-#-ה_directional heL#ל_toMN#מן_from
<BD[#עבד_work, serve-0.010993-0.0427880.474860-0.0055700.471286-0.015405
<BR[#עבר_pass0.1111860.0915540.3412860.1410580.1421880.045667
<FH[#עשׂה_make0.000060-0.0429690.019026-0.0000440.8867270.012278
<LH[#עלה_ascend0.2292490.2750860.0947920.114550-0.0077310.168287
<MD[#עמד_stand0.242647-0.0048120.279083-0.0055800.3262350.035301
.....................
YLX[#צלח_be strong0.7391560.207263-0.025262-0.005570-0.028836-0.015404
YRR[#צרר_wrap, be narrow-0.010993-0.042788-0.025264-0.0055700.971409-0.015405
YWR[#צור_bind0.8074110.139078-0.025264-0.005570-0.028838-0.015405
Z<Q[#זעק_cry-0.0109930.8741480.058093-0.005571-0.028839-0.015405
ZBX[#זבח_slaughter-0.010997-0.042803-0.025272-0.0055720.9300530.026281
\n", "

104 rows × 6 columns

\n", "" ], "text/plain": [ " L#אל_to B#ב_in \\\n", "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "sns.barplot(x=np.arange(pc)+1, y=principalComponents.explained_variance_ratio_[:pc], color='darkblue')\n", "plt.xlabel('Principle Component', size=16)\n", "plt.ylabel('Ratio of Explained Variance', size=16)\n", "plt.title(f'Ratio of Explained Variance for Principle Components 1-{pc} (Scree Plot)', size=16)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Explained variance of two first principlec components: 64.01%\n" ] } ], "source": [ "expl_variance = sum(principalComponents.explained_variance_ratio_[:2])\n", "print(f'Explained variance of two first principlec components: {round(expl_variance*100, 2)}%')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Individuals" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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PC 1PC 2PC 3PC 4lex
00.158429-0.295390-0.267478-0.052930<BD[#עבד_work, serve
10.035038-0.022682-0.0210750.062745<BR[#עבר_pass
2-0.347271-0.579863-0.457270-0.145629<FH[#עשׂה_make
3-0.2430090.1172390.1777290.151843<LH[#עלה_ascend
4-0.075206-0.034290-0.200763-0.074485<MD[#עמד_stand
..................
99-0.4549270.544156-0.1092720.084932YLX[#צלח_be strong
100-0.398227-0.639472-0.519589-0.144732YRR[#צרר_wrap, be narrow
101-0.4607030.599132-0.1461140.015106YWR[#צור_bind
102-0.299420-0.0510150.2699090.785213Z<Q[#זעק_cry
103-0.394947-0.620359-0.465918-0.158413ZBX[#זבח_slaughter
\n", "

104 rows × 5 columns

\n", "
" ], "text/plain": [ " PC 1 PC 2 PC 3 PC 4 lex\n", "0 0.158429 -0.295390 -0.267478 -0.052930 zoom[1], noun_y < zoom[2], noun_y > zoom[3]]): \n", " continue # skip noun \n", " \n", " #Some lexemes share the same gloss. To disambiguate similar glosses (but different lexemes), a number is added. \n", " if label in noun_xy:\n", " n=2\n", " new_label = f'{label}#{n}'\n", " while new_label in noun_xy:\n", " new_label = f'{label}#{n}'\n", " n+=1\n", " label = new_label\n", " \n", " noun_xy[label] = (noun_x, noun_y) #Adding to dictionary\n", " \n", " return noun_xy\n", "\n", "def plot_PCA(dim1=1,\n", " dim2=2,\n", " zoom=tuple(), \n", " save=False, \n", " title='', \n", " var_anno=True,\n", " var_components=pd.DataFrame(),\n", " var_anno_size='18',\n", " var_gloss=True,\n", " ind_anno=True,\n", " ind_components=pd.DataFrame([]),\n", " ind_anno_size='18',\n", " ind_gloss=True,\n", " color=list(),\n", " ellipsis = False,\n", " label = False,\n", " adjust = False\n", " ):\n", " '''\n", " Plots a PCA noun space.\n", " Function is useful for presenting various zooms on the data.\n", " '''\n", " \n", " #The PC-dimensions are aligned with columns (dimension 1 = column 0, etc.)\n", " dim1 -= 1\n", " dim2 -= 1\n", "\n", " # plot coordinates\n", " f, ax = plt.subplots(1,1,figsize=(15,15))\n", " ax.grid(False)\n", " \n", " if zoom:\n", " xmin, xmax, ymin, ymax = zoom\n", " plt.xlim(xmin, xmax)\n", " plt.ylim(ymin, ymax)\n", "\n", " if title:\n", " plt.title(title)\n", " \n", " if not var_components.empty:\n", " plt.xlabel(f'{var_components.columns[dim1]} ({round(principalComponents.explained_variance_ratio_[dim1]*100, 1)}%)')\n", " plt.ylabel(f'{var_components.columns[dim2]} ({round(principalComponents.explained_variance_ratio_[dim2]*100, 1)}%)')\n", " else:\n", " plt.xlabel(f'{ind_components.columns[dim1]} ({round(principalComponents.explained_variance_ratio_[dim1]*100, 1)}%)')\n", " plt.ylabel(f'{ind_components.columns[dim2]} ({round(principalComponents.explained_variance_ratio_[dim2]*100, 1)}%)') \n", " \n", " plt.axhline(color='red', linestyle=':')\n", " plt.axvline(color='red', linestyle=':')\n", " \n", " annotations = []\n", "\n", " # annotate individuals:\n", " if not ind_components.empty:\n", " if list(color):\n", " plt.scatter(ind_components.iloc[:,dim1], ind_components.iloc[:,dim2], s=50, c=list(color))\n", " \n", " ''' #Merging individuals dataframe and vowel-pattern dataframe:\n", " combined_df = pd.merge(ind_components, color, on='lex', how=\"left\")\n", " combined_df['color'] = combined_df.iloc[:,-1]\n", " \n", " for color in set(combined_df.evaluation):\n", " df_color = combined_df[combined_df.evaluation == color]\n", " plt.scatter(df_color.iloc[:,dim1], df_color.iloc[:,dim2], label=color)\n", " \n", " handles, labels = ax.get_legend_handles_labels()\n", " ax.legend(handles[1:], labels[1:], fontsize=22)'''\n", " \n", " else:\n", " plt.scatter(ind_components.iloc[:,dim1], ind_components.iloc[:,dim2], s=50, c='lightgrey', alpha=.6)\n", " \n", " if ind_anno:\n", " ind_annotate = annotation(ind_components.lex, ind_components.iloc[:,dim1], ind_components.iloc[:,dim2], zoom, ind_gloss)\n", " for n in ind_annotate:\n", " annotations.append(plt.text(ind_annotate[n][0], ind_annotate[n][1], n, size=ind_anno_size, color='grey'))\n", " if adjust:\n", " adjust_text(annotations)\n", " \n", " # annotate variables:\n", " if not var_components.empty:\n", " plt.scatter(var_components.iloc[:,dim1], var_components.iloc[:,dim2], s=50, color='darkblue')\n", " \n", " if var_anno:\n", " var_annotate = annotation(var_components.index, var_components.iloc[:,dim1], var_components.iloc[:,dim2], zoom, var_gloss)\n", " for n in var_annotate:\n", " annotations.append(plt.text(var_annotate[n][0], var_annotate[n][1], n, size=var_anno_size, color='darkblue'))\n", "\n", " if ellipsis:\n", " for e in ellipsis:\n", " x, y, width, height, angle, text = e[0], e[1], e[2], e[3], e[4], e[5]\n", " e = Ellipse((x, y), width, height, angle, facecolor='none', ec='darkblue', lw=1)\n", " plt.annotate(text, (x+width/2,y+height/3), color='darkblue', size=18)\n", " ax.add_artist(e)\n", " \n", " if label:\n", " x, y, label = l[0], l[1], l[2]\n", " plt.annotate(label, (x, y), color='darkblue', size=22)\n", " \n", " if save:\n", " plt.savefig(f'images/{save}', dpi=300, bbox_inches='tight')\n", " \n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we plot the weighted variables of the two first dimensions, we observe that the opposition between \"to\" and \"in\" accounts for the biggest variation. In this dataset, the two categories are the prototypical means of expressing location and direction. As can be expected the other categories, \"upon\" and \"final H\" are located in between, \"final H\" closer to \"to\", and \"upon\" closer to \"in\", supporting this axis of directionality.\n", "\n", "The variation of the second dimension is much smaller and describes the opposition between primarily \"in\" and \"upon\". The reason for this opposition may be that the preposition \"upon\" can be used for other expressions than just the locative, an issue that might cause variation." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_PCA(dim1=1, dim2=2, title='PCA of collexemes', save='PCA_categories', var_components=pca_var, var_gloss=True,\n", " var_anno_size=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the individual glosses onto this graph to see how they cluster around the categories:" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_PCA(dim1=1, dim2=2, var_components=pca_var, var_anno_size=16,\n", " ind_components=pca_ind, ind_anno_size=14, ind_anno=True, ind_gloss=True, adjust=True)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_PCA(dim1=3, dim2=4, var_components=pca_var, var_anno_size=16,\n", " ind_components=pca_ind, ind_anno_size=14, ind_anno=True, ind_gloss=True, adjust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With zoom:" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_PCA(zoom=(-0.03,1,-0.3,0.2),var_components=pca_var, var_gloss=True,\n", " ind_components=pca_ind, ind_anno_size=14, ind_anno=True, adjust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cluster analysis" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def elbow(X,max_clusters=10):\n", "\n", " wcss = [] #for storing the intertia property\n", "\n", " for i in range(1, max_clusters):\n", " kmeans = KMeans(n_clusters = i, init = 'k-means++', max_iter=300, n_init=10, random_state=0)\n", " kmeans.fit(X)\n", " wcss.append(kmeans.inertia_)\n", "\n", " plt.plot(range(1, max_clusters), wcss)\n", " plt.title('Scree plot of WCSS for n clusters (elbow method)')\n", " plt.xlabel('n of clusters')\n", " plt.ylabel('WCSS')\n", " plt.show()\n", " \n", "elbow(df)" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", " n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n", " random_state=0, tol=0.0001, verbose=0)" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans = KMeans(n_clusters = 3, init = 'k-means++', max_iter=300, n_init=10, random_state=0).fit(df)\n", "kmeans" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_PCA(dim1=1, dim2=2, var_components=pca_var, var_anno_size=16,\n", " ind_components=pca_ind, ind_anno_size=14, ind_anno=True, ind_gloss=True, adjust=True, color=kmeans.labels_)" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_PCA(dim1=2, dim2=3, var_components=pca_var, var_anno_size=16,\n", " ind_components=pca_ind, ind_anno_size=14, ind_anno=True, ind_gloss=True, adjust=True, color=kmeans.labels_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explore individuals" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "query = '''\n", "corpus\n", " clause\n", " /without/\n", " phrase function=Objc\n", " /-/\n", " /without/\n", " phrase function=Cmpl\n", " > phrase function=Cmpl\n", " /-/\n", " phrase function=Cmpl\n", " /with/\n", " =: word lex=MN\n", " /-/\n", " phrase function=Pred\n", " word vs=qal pdp=verb lex={}\n", "'''" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "def show(lex, s=1, n=10):\n", " A.show(A.search(query.format(lex), sets=sets), start=s, end=n)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 2.01s 25 results\n" ] }, { "data": { "text/html": [ "

result 1

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Exodus
book Exodus
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Exodus 9:30
verse
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Frnt
אַתָּ֖ה
lex=>THpdp=prps
וַ
lex=Wpdp=conj
עֲבָדֶ֑יךָ
lex=<BD/pdp=subs
clause
phrase
function=Pred
יָדַ֕עְתִּי
lex=JD<[pdp=verbvs=qal
clause
phrase
function=Conj
כִּ֚י
lex=KJpdp=conj
phrase
function=Modi
טֶ֣רֶם
lex=VRM/pdp=advb
phrase
function=Pred
תִּֽירְא֔וּן
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵ֖י
lex=PNH/pdp=subs
יְהוָ֥ה
lex=JHWH/pdp=nmpr
אֱלֹהִֽים׃
lex=>LHJM/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 2

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Leviticus
book Leviticus
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Leviticus 19:14
verse
sentence
clause
phrase
function=Nega
לֹא־
lex=L>pdp=nega
phrase
function=Pred
תְקַלֵּ֣ל
lex=QLL[pdp=verbvs=piel
phrase
function=Objc
חֵרֵ֔שׁ
lex=XRC=/pdp=subs
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Cmpl
לִ
lex=Lpdp=prep
פְנֵ֣י
lex=PNH/pdp=subs
עִוֵּ֔ר
lex=<WR/pdp=subs
phrase
function=Nega
לֹ֥א
lex=L>pdp=nega
phrase
function=Pred
תִתֵּ֖ן
lex=NTN[pdp=verbvs=qal
phrase
function=Objc
מִכְשֹׁ֑ל
lex=MKCWL/pdp=subs
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
יָרֵ֥אתָ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מֵּ
lex=MNpdp=prep
אֱלֹהֶ֖יךָ
lex=>LHJM/pdp=subs
sentence
clause
phrase
function=Subj
אֲנִ֥י
lex=>NJpdp=prps
phrase
function=PreC
יְהוָֽה׃
lex=JHWH/pdp=nmpr
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 3

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Leviticus
book Leviticus
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Leviticus 19:32
verse
sentence
clause
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵ֤י
lex=PNH/pdp=subs
שֵׂיבָה֙
lex=FJBH/pdp=subs
phrase
function=Pred
תָּק֔וּם
lex=QWM[pdp=verbvs=qal
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
הָדַרְתָּ֖
lex=HDR[pdp=verbvs=qal
phrase
function=Objc
פְּנֵ֣י
lex=PNH/pdp=subs
זָקֵ֑ן
lex=ZQN/pdp=subs
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
יָרֵ֥אתָ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מֵּ
lex=MNpdp=prep
אֱלֹהֶ֖יךָ
lex=>LHJM/pdp=subs
sentence
clause
phrase
function=Subj
אֲנִ֥י
lex=>NJpdp=prps
phrase
function=PreC
יְהוָֽה׃ פ
lex=JHWH/pdp=nmpr
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 4

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Leviticus
book Leviticus
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Leviticus 25:17
verse
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Nega
לֹ֤א
lex=L>pdp=nega
phrase
function=Pred
תֹונוּ֙
lex=JNH[pdp=verbvs=hif
clause
phrase
function=Subj
אִ֣ישׁ
lex=>JC/pdp=subs
phrase
function=Objc
אֶת־
lex=>Tpdp=prep
עֲמִיתֹ֔ו
lex=<MJT/pdp=subs
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
יָרֵ֖אתָ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מֵֽ
lex=MNpdp=prep
אֱלֹהֶ֑יךָ
lex=>LHJM/pdp=subs
sentence
clause
phrase
function=Conj
כִּ֛י
lex=KJpdp=conj
phrase
function=Subj
אֲנִ֥י
lex=>NJpdp=prps
phrase
function=PreC
יְהֹוָ֖ה
lex=JHWH/pdp=nmpr
אֱלֹהֵיכֶֽם׃
lex=>LHJM/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 5

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Leviticus
book Leviticus
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Leviticus 25:36
verse
sentence
clause
phrase
function=Nega
אַל־
lex=>L=pdp=nega
phrase
function=Pred
תִּקַּ֤ח
lex=LQX[pdp=verbvs=qal
phrase
function=Cmpl
מֵֽ
lex=MNpdp=prep
אִתֹּו֙
lex=>T==pdp=prep
phrase
function=Objc
נֶ֣שֶׁךְ
lex=NCK/pdp=subs
וְ
lex=Wpdp=conj
תַרְבִּ֔ית
lex=TRBJT/pdp=subs
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
יָרֵ֖אתָ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מֵֽ
lex=MNpdp=prep
אֱלֹהֶ֑יךָ
lex=>LHJM/pdp=subs
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
חֵ֥י
lex=XJH[pdp=verbvs=qal
phrase
function=Subj
אָחִ֖יךָ
lex=>X/pdp=subs
phrase
function=Cmpl
עִמָּֽךְ׃
lex=<Mpdp=prep
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 6

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Leviticus
book Leviticus
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Leviticus 25:43
verse
sentence
clause
phrase
function=Nega
לֹא־
lex=L>pdp=nega
phrase
function=Pred
תִרְדֶּ֥ה
lex=RDH[pdp=verbvs=qal
phrase
function=Cmpl
בֹ֖ו
lex=Bpdp=prep
phrase
function=Adju
בְּ
lex=Bpdp=prep
פָ֑רֶךְ
lex=PRK/pdp=subs
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
יָרֵ֖אתָ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מֵ
lex=MNpdp=prep
אֱלֹהֶֽיךָ׃
lex=>LHJM/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 7

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy
book Deuteronomy
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy 1:29
verse
sentence
clause
phrase
function=Conj
וָ
lex=Wpdp=conj
phrase
function=Pred
אֹמַ֖ר
lex=>MR[pdp=verbvs=qal
phrase
function=Cmpl
אֲלֵכֶ֑ם
lex=>Lpdp=prep
sentence
clause
phrase
function=Nega
לֹא־
lex=L>pdp=nega
phrase
function=Pred
תַֽעַרְצ֥וּן
lex=<RY[pdp=verbvs=qal
sentence
clause
phrase
function=Conj
וְֽ
lex=Wpdp=conj
phrase
function=Nega
לֹא־
lex=L>pdp=nega
phrase
function=Pred
תִֽירְא֖וּן
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מֵהֶֽם׃
lex=MNpdp=prep
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 8

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy
book Deuteronomy
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy 2:4
verse
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Objc
אֶת־
lex=>Tpdp=prep
הָ
lex=Hpdp=art
עָם֮
lex=<M/pdp=subs
phrase
function=Pred
צַ֣ו
lex=YWH[pdp=verbvs=piel
clause
phrase
function=Pred
לֵ
lex=Lpdp=prep
אמֹר֒
lex=>MR[pdp=verbvs=qal
sentence
clause
phrase
function=Subj
אַתֶּ֣ם
lex=>TMpdp=prps
phrase
function=PreC
עֹֽבְרִ֗ים
lex=<BR[pdp=verbvs=qal
phrase
function=Cmpl
בִּ
lex=Bpdp=prep
גְבוּל֙
lex=GBWL/pdp=subs
אֲחֵיכֶ֣ם
lex=>X/pdp=subs
בְּנֵי־
lex=BN/pdp=subs
עֵשָׂ֔ו
lex=<FW/pdp=nmpr
clause
phrase
function=Rela
הַ
lex=Hpdp=conj
phrase
function=PreC
יֹּשְׁבִ֖ים
lex=JCB[pdp=verbvs=qal
phrase
function=Cmpl
בְּ
lex=Bpdp=prep
שֵׂעִ֑יר
lex=F<JR====/pdp=nmpr
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
יִֽירְא֣וּ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִכֶּ֔ם
lex=MNpdp=prep
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
נִשְׁמַרְתֶּ֖ם
lex=CMR[pdp=verbvs=nif
phrase
function=Modi
מְאֹֽד׃
lex=M>D/pdp=advb
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 9

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy
book Deuteronomy
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy 5:5
verse
sentence
clause
phrase
function=Subj
אָ֠נֹכִי
lex=>NKJpdp=prps
phrase
function=PreC
עֹמֵ֨ד
lex=<MD[pdp=verbvs=qal
phrase
function=Cmpl
בֵּין־
lex=BJN/pdp=prep
יְהוָ֤ה
lex=JHWH/pdp=nmpr
וּ
lex=Wpdp=conj
בֵֽינֵיכֶם֙
lex=BJN/pdp=prep
phrase
function=Time
בָּ
lex=Bpdp=prep
lex=Hpdp=art
עֵ֣ת
lex=<T/pdp=subs
הַ
lex=Hpdp=art
הִ֔וא
lex=HJ>pdp=prde
clause
phrase
function=Pred
לְ
lex=Lpdp=prep
הַגִּ֥יד
lex=NGD[pdp=verbvs=hif
phrase
function=Cmpl
לָכֶ֖ם
lex=Lpdp=prep
phrase
function=Objc
אֶת־
lex=>Tpdp=prep
דְּבַ֣ר
lex=DBR/pdp=subs
יְהוָ֑ה
lex=JHWH/pdp=nmpr
sentence
clause
phrase
function=Conj
כִּ֤י
lex=KJpdp=conj
phrase
function=Pred
יְרֵאתֶם֙
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵ֣י
lex=PNH/pdp=subs
הָ
lex=Hpdp=art
אֵ֔שׁ
lex=>C/pdp=subs
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Nega
לֹֽא־
lex=L>pdp=nega
phrase
function=Pred
עֲלִיתֶ֥ם
lex=<LH[pdp=verbvs=qal
phrase
function=Cmpl
בָּ
lex=Bpdp=prep
lex=Hpdp=art
הָ֖ר
lex=HR/pdp=subs
sentence
clause
phrase
function=Pred
לֵ
lex=Lpdp=prep
אמֹֽר׃ ס
lex=>MR[pdp=verbvs=qal
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 10

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy
book Deuteronomy
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy 7:18
verse
sentence
clause
phrase
function=Nega
לֹ֥א
lex=L>pdp=nega
phrase
function=Pred
תִירָ֖א
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מֵהֶ֑ם
lex=MNpdp=prep
sentence
clause
phrase
function=Modi
זָכֹ֣ר
lex=ZKR[pdp=advbvs=qal
phrase
function=Pred
תִּזְכֹּ֗ר
lex=ZKR[pdp=verbvs=qal
clause
phrase
function=Rela
אֵ֤ת
lex=>Tpdp=prep
אֲשֶׁר־
lex=>CRpdp=conj
phrase
function=Pred
עָשָׂה֙
lex=<FH[pdp=verbvs=qal
phrase
function=Subj
יְהוָ֣ה
lex=JHWH/pdp=nmpr
אֱלֹהֶ֔יךָ
lex=>LHJM/pdp=subs
phrase
function=Cmpl
לְ
lex=Lpdp=prep
פַרְעֹ֖ה
lex=PR<H/pdp=nmpr
וּ
lex=Wpdp=conj
לְ
lex=Lpdp=prep
כָל־
lex=KL/pdp=subs
מִצְרָֽיִם׃
lex=MYRJM/pdp=nmpr
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 11

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy
book Deuteronomy
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy 20:1
verse
sentence
clause
phrase
function=Conj
כִּֽי־
lex=KJpdp=conj
phrase
function=Pred
תֵצֵ֨א
lex=JY>[pdp=verbvs=qal
phrase
function=Cmpl
לַ
lex=Lpdp=prep
lex=Hpdp=art
מִּלְחָמָ֜ה
lex=MLXMH/pdp=subs
phrase
function=Cmpl
עַל־
lex=<Lpdp=prep
אֹיְבֶ֗יךָ
lex=>JB[pdp=subsvs=qal
sentence
clause
phrase
function=Conj
וְֽ
lex=Wpdp=conj
phrase
function=Pred
רָאִ֜יתָ
lex=R>H[pdp=verbvs=qal
phrase
function=Objc
ס֤וּס
lex=SWS/pdp=subs
וָ
lex=Wpdp=conj
רֶ֨כֶב֙
lex=RKB/pdp=subs
עַ֚ם
lex=<M/pdp=subs
clause
phrase
function=PreC
רַ֣ב
lex=RB/pdp=adjv
phrase
function=Adju
מִמְּךָ֔
lex=MNpdp=prep
sentence
clause
phrase
function=Nega
לֹ֥א
lex=L>pdp=nega
phrase
function=Pred
תִירָ֖א
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מֵהֶ֑ם
lex=MNpdp=prep
sentence
clause
phrase
function=Conj
כִּֽי־
lex=KJpdp=conj
phrase
function=Subj
יְהוָ֤ה
lex=JHWH/pdp=nmpr
אֱלֹהֶ֨יךָ֙
lex=>LHJM/pdp=subs
phrase
function=PreC
עִמָּ֔ךְ
lex=<Mpdp=prep
clause
phrase
function=PtcO
הַ
lex=Hpdp=art
מַּֽעַלְךָ֖
lex=<LH[pdp=verbvs=hif
phrase
function=Cmpl
מֵ
lex=MNpdp=prep
אֶ֥רֶץ
lex=>RY/pdp=subs
מִצְרָֽיִם׃
lex=MYRJM/pdp=nmpr
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 12

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy
book Deuteronomy
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Deuteronomy 28:10
verse
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
רָאוּ֙
lex=R>H[pdp=verbvs=qal
phrase
function=Subj
כָּל־
lex=KL/pdp=subs
עַמֵּ֣י
lex=<M/pdp=subs
הָ
lex=Hpdp=art
אָ֔רֶץ
lex=>RY/pdp=subs
clause
phrase
function=Conj
כִּ֛י
lex=KJpdp=conj
phrase
function=Subj
שֵׁ֥ם
lex=CM/pdp=subs
יְהוָ֖ה
lex=JHWH/pdp=nmpr
phrase
function=Pred
נִקְרָ֣א
lex=QR>[pdp=verbvs=nif
phrase
function=Cmpl
עָלֶ֑יךָ
lex=<Lpdp=prep
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
יָֽרְא֖וּ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִמֶּֽךָּ׃
lex=MNpdp=prep
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 13

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Joshua
book Joshua
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Joshua 10:8
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יֹּ֨אמֶר
lex=>MR[pdp=verbvs=qal
phrase
function=Subj
יְהוָ֤ה
lex=JHWH/pdp=nmpr
phrase
function=Cmpl
אֶל־
lex=>Lpdp=prep
יְהֹושֻׁ֨עַ֙
lex=JHWC</pdp=nmpr
sentence
clause
phrase
function=Nega
אַל־
lex=>L=pdp=nega
phrase
function=Pred
תִּירָ֣א
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מֵהֶ֔ם
lex=MNpdp=prep
sentence
clause
phrase
function=Conj
כִּ֥י
lex=KJpdp=conj
phrase
function=Cmpl
בְ
lex=Bpdp=prep
יָדְךָ֖
lex=JD/pdp=subs
phrase
function=PreO
נְתַתִּ֑ים
lex=NTN[pdp=verbvs=qal
sentence
clause
phrase
function=Nega
לֹֽא־
lex=L>pdp=nega
phrase
function=Pred
יַעֲמֹ֥ד
lex=<MD[pdp=verbvs=qal
phrase
function=Subj
אִ֛ישׁ
lex=>JC/pdp=subs
מֵהֶ֖ם
lex=MNpdp=prep
phrase
function=Cmpl
בְּ
lex=Bpdp=prep
פָנֶֽיךָ׃
lex=PNH/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 14

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Joshua
book Joshua
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Joshua 11:6
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יֹּ֨אמֶר
lex=>MR[pdp=verbvs=qal
phrase
function=Subj
יְהוָ֣ה
lex=JHWH/pdp=nmpr
phrase
function=Cmpl
אֶל־
lex=>Lpdp=prep
יְהֹושֻׁעַ֮
lex=JHWC</pdp=nmpr
sentence
clause
phrase
function=Nega
אַל־
lex=>L=pdp=nega
phrase
function=Pred
תִּירָ֣א
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵיהֶם֒
lex=PNH/pdp=subs
sentence
clause
phrase
function=Conj
כִּֽי־
lex=KJpdp=conj
phrase
function=Time
מָחָ֞ר
lex=MXR/pdp=advb
כָּ
lex=Kpdp=prep
lex=Hpdp=art
עֵ֣ת
lex=<T/pdp=subs
הַ
lex=Hpdp=art
זֹּ֗את
lex=Z>Tpdp=prde
phrase
function=Subj
אָנֹכִ֞י
lex=>NKJpdp=prps
phrase
function=PreC
נֹתֵ֧ן
lex=NTN[pdp=verbvs=qal
phrase
function=Objc
אֶת־
lex=>Tpdp=prep
כֻּלָּ֛ם
lex=KL/pdp=subs
phrase
function=Objc
חֲלָלִ֖ים
lex=XLL/pdp=subs
phrase
function=Cmpl
לִ
lex=Lpdp=prep
פְנֵ֣י
lex=PNH/pdp=subs
יִשְׂרָאֵ֑ל
lex=JFR>L/pdp=nmpr
sentence
clause
phrase
function=Objc
אֶת־
lex=>Tpdp=prep
סוּסֵיהֶ֣ם
lex=SWS/pdp=subs
phrase
function=Pred
תְּעַקֵּ֔ר
lex=<QR[pdp=verbvs=piel
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Objc
אֶת־
lex=>Tpdp=prep
מַרְכְּבֹתֵיהֶ֖ם
lex=MRKBH/pdp=subs
phrase
function=Pred
תִּשְׂרֹ֥ף
lex=FRP[pdp=verbvs=qal
phrase
function=Cmpl
בָּ
lex=Bpdp=prep
lex=Hpdp=art
אֵֽשׁ׃
lex=>C/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 15

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Samuel
book 1_Samuel
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Samuel 7:7
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יִּשְׁמְע֣וּ
lex=CM<[pdp=verbvs=qal
phrase
function=Subj
פְלִשְׁתִּ֗ים
lex=PLCTJ/pdp=subs
clause
phrase
function=Conj
כִּֽי־
lex=KJpdp=conj
phrase
function=Pred
הִתְקַבְּצ֤וּ
lex=QBY[pdp=verbvs=hit
phrase
function=Subj
בְנֵֽי־
lex=BN/pdp=subs
יִשְׂרָאֵל֙
lex=JFR>L/pdp=nmpr
phrase
function=Cmpl
הַ
lex=Hpdp=art
מִּצְפָּ֔תָה
lex=MYPH=/pdp=nmpr
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יַּעֲל֥וּ
lex=<LH[pdp=verbvs=qal
phrase
function=Subj
סַרְנֵֽי־
lex=SRNJM/pdp=subs
פְלִשְׁתִּ֖ים
lex=PLCTJ/pdp=subs
phrase
function=Cmpl
אֶל־
lex=>Lpdp=prep
יִשְׂרָאֵ֑ל
lex=JFR>L/pdp=nmpr
sentence
clause
phrase
function=Conj
וַֽ
lex=Wpdp=conj
phrase
function=Pred
יִּשְׁמְעוּ֙
lex=CM<[pdp=verbvs=qal
phrase
function=Subj
בְּנֵ֣י
lex=BN/pdp=subs
יִשְׂרָאֵ֔ל
lex=JFR>L/pdp=nmpr
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יִּֽרְא֖וּ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵ֥י
lex=PNH/pdp=subs
פְלִשְׁתִּֽים׃
lex=PLCTJ/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 16

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Samuel
book 1_Samuel
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Samuel 18:12
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יִּרָ֥א
lex=JR>[pdp=verbvs=qal
phrase
function=Subj
שָׁא֖וּל
lex=C>WL=/pdp=nmpr
phrase
function=Cmpl
מִ
lex=MNpdp=prep
לִּ
lex=Lpdp=prep
פְנֵ֣י
lex=PNH/pdp=subs
דָוִ֑ד
lex=DWD==/pdp=nmpr
sentence
clause
phrase
function=Conj
כִּֽי־
lex=KJpdp=conj
phrase
function=Pred
הָיָ֤ה
lex=HJH[pdp=verbvs=qal
phrase
function=Subj
יְהוָה֙
lex=JHWH/pdp=nmpr
phrase
function=PreC
עִמֹּ֔ו
lex=<Mpdp=prep
sentence
clause
phrase
function=Conj
וּ
lex=Wpdp=conj
phrase
function=Cmpl
מֵ
lex=MNpdp=prep
עִ֥ם
lex=<Mpdp=prep
שָׁא֖וּל
lex=C>WL=/pdp=nmpr
phrase
function=Pred
סָֽר׃
lex=SWR[pdp=verbvs=qal
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 17

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Samuel
book 1_Samuel
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Samuel 18:29
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יֹּ֣אסֶף
lex=JSP[pdp=verbvs=hif
phrase
function=Subj
שָׁא֗וּל
lex=C>WL=/pdp=nmpr
clause
phrase
function=Pred
לֵ
lex=Lpdp=prep
רֹ֛א
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵ֥י
lex=PNH/pdp=subs
דָוִ֖ד
lex=DWD==/pdp=nmpr
phrase
function=Modi
עֹ֑וד
lex=<WD/pdp=advb
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יְהִ֥י
lex=HJH[pdp=verbvs=qal
phrase
function=Subj
שָׁא֛וּל
lex=C>WL=/pdp=nmpr
phrase
function=PreC
אֹיֵ֥ב
lex=>JB[pdp=verbvs=qal
phrase
function=Objc
אֶת־
lex=>Tpdp=prep
דָּוִ֖ד
lex=DWD==/pdp=nmpr
phrase
function=Time
כָּל־
lex=KL/pdp=subs
הַ
lex=Hpdp=art
יָּמִֽים׃ ס
lex=JWM/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 18

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Samuel
book 1_Samuel
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Samuel 21:13
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יָּ֧שֶׂם
lex=FJM[pdp=verbvs=qal
phrase
function=Subj
דָּוִ֛ד
lex=DWD==/pdp=nmpr
phrase
function=Objc
אֶת־
lex=>Tpdp=prep
הַ
lex=Hpdp=art
דְּבָרִ֥ים
lex=DBR/pdp=subs
הָ
lex=Hpdp=art
אֵ֖לֶּה
lex=>LHpdp=prde
phrase
function=Cmpl
בִּ
lex=Bpdp=prep
לְבָבֹ֑ו
lex=LBB/pdp=subs
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יִּרָ֣א
lex=JR>[pdp=verbvs=qal
phrase
function=Modi
מְאֹ֔ד
lex=M>D/pdp=advb
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵ֖י
lex=PNH/pdp=subs
אָכִ֥ישׁ
lex=>KJC/pdp=nmpr
מֶֽלֶךְ־
lex=MLK/pdp=subs
גַּֽת׃
lex=GT=/pdp=nmpr
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 19

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Samuel
book 1_Samuel
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Samuel 28:20
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יְמַהֵ֣ר
lex=MHR[pdp=verbvs=piel
phrase
function=Subj
שָׁא֗וּל
lex=C>WL=/pdp=nmpr
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יִּפֹּ֤ל
lex=NPL[pdp=verbvs=qal
phrase
function=Modi
מְלֹא־
lex=ML>=/pdp=subs
קֹֽומָתֹו֙
lex=QWMH/pdp=subs
phrase
function=Cmpl
אַ֔רְצָה
lex=>RY/pdp=subs
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יִּרָ֥א
lex=JR>[pdp=verbvs=qal
phrase
function=Modi
מְאֹ֖ד
lex=M>D/pdp=advb
phrase
function=Cmpl
מִ
lex=MNpdp=prep
דִּבְרֵ֣י
lex=DBR/pdp=subs
שְׁמוּאֵ֑ל
lex=CMW>L/pdp=nmpr
sentence
clause
phrase
function=Subj
גַּם־
lex=GMpdp=advb
כֹּ֨חַ֙
lex=KX/pdp=subs
phrase
function=Nega
לֹא־
lex=L>pdp=nega
phrase
function=Pred
הָ֣יָה
lex=HJH[pdp=verbvs=qal
phrase
function=PreC
בֹ֔ו
lex=Bpdp=prep
sentence
clause
phrase
function=Conj
כִּ֣י
lex=KJpdp=conj
phrase
function=Nega
לֹ֤א
lex=L>pdp=nega
phrase
function=Pred
אָכַל֙
lex=>KL[pdp=verbvs=qal
phrase
function=Objc
לֶ֔חֶם
lex=LXM/pdp=subs
phrase
function=Time
כָּל־
lex=KL/pdp=subs
הַ
lex=Hpdp=art
יֹּ֖ום
lex=JWM/pdp=subs
וְ
lex=Wpdp=conj
כָל־
lex=KL/pdp=subs
הַ
lex=Hpdp=art
לָּֽיְלָה׃
lex=LJLH/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 20

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Kings
book 1_Kings
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Kings 1:50
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Subj
אֲדֹ֣נִיָּ֔הוּ
lex=>DNJHW/pdp=nmpr
phrase
function=Pred
יָרֵ֖א
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵ֣י
lex=PNH/pdp=subs
שְׁלֹמֹ֑ה
lex=CLMH=/pdp=nmpr
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יָּ֣קָם
lex=QWM[pdp=verbvs=qal
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יֵּ֔לֶךְ
lex=HLK[pdp=verbvs=qal
sentence
clause
phrase
function=Conj
וַֽ
lex=Wpdp=conj
phrase
function=Pred
יַּחֲזֵ֖ק
lex=XZQ[pdp=verbvs=hif
phrase
function=Cmpl
בְּ
lex=Bpdp=prep
קַרְנֹ֥ות
lex=QRN/pdp=subs
הַ
lex=Hpdp=art
מִּזְבֵּֽחַ׃
lex=MZBX/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 21

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Kings
book 1_Kings
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
1_Kings 3:28
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יִּשְׁמְע֣וּ
lex=CM<[pdp=verbvs=qal
phrase
function=Subj
כָל־
lex=KL/pdp=subs
יִשְׂרָאֵ֗ל
lex=JFR>L/pdp=nmpr
phrase
function=Objc
אֶת־
lex=>Tpdp=prep
הַ
lex=Hpdp=art
מִּשְׁפָּט֙
lex=MCPV/pdp=subs
clause
phrase
function=Rela
אֲשֶׁ֣ר
lex=>CRpdp=conj
phrase
function=Pred
שָׁפַ֣ט
lex=CPV[pdp=verbvs=qal
phrase
function=Subj
הַ
lex=Hpdp=art
מֶּ֔לֶךְ
lex=MLK/pdp=subs
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יִּֽרְא֖וּ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵ֣י
lex=PNH/pdp=subs
הַ
lex=Hpdp=art
מֶּ֑לֶךְ
lex=MLK/pdp=subs
sentence
clause
phrase
function=Conj
כִּ֣י
lex=KJpdp=conj
phrase
function=Pred
רָא֔וּ
lex=R>H[pdp=verbvs=qal
clause
phrase
function=Conj
כִּֽי־
lex=KJpdp=conj
phrase
function=Subj
חָכְמַ֧ת
lex=XKMH/pdp=subs
אֱלֹהִ֛ים
lex=>LHJM/pdp=subs
phrase
function=PreC
בְּ
lex=Bpdp=prep
קִרְבֹּ֖ו
lex=QRB/pdp=subs
clause
phrase
function=Pred
לַ
lex=Lpdp=prep
עֲשֹׂ֥ות
lex=<FH[pdp=verbvs=qal
phrase
function=Objc
מִשְׁפָּֽט׃ ס
lex=MCPV/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 22

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
2_Kings
book 2_Kings
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
2_Kings 1:15
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יְדַבֵּ֞ר
lex=DBR[pdp=verbvs=piel
phrase
function=Subj
מַלְאַ֤ךְ
lex=ML>K/pdp=subs
יְהוָה֙
lex=JHWH/pdp=nmpr
phrase
function=Cmpl
אֶל־
lex=>Lpdp=prep
אֵ֣לִיָּ֔הוּ
lex=>LJHW/pdp=nmpr
sentence
clause
phrase
function=Pred
רֵ֣ד
lex=JRD[pdp=verbvs=qal
phrase
function=Adju
אֹותֹ֔ו
lex=>Tpdp=prep
sentence
clause
phrase
function=Nega
אַל־
lex=>L=pdp=nega
phrase
function=Pred
תִּירָ֖א
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פָּנָ֑יו
lex=PNH/pdp=subs
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יָּ֛קָם
lex=QWM[pdp=verbvs=qal
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יֵּ֥רֶד
lex=JRD[pdp=verbvs=qal
phrase
function=Adju
אֹותֹ֖ו
lex=>Tpdp=prep
phrase
function=Cmpl
אֶל־
lex=>Lpdp=prep
הַ
lex=Hpdp=art
מֶּֽלֶךְ׃
lex=MLK/pdp=subs
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 23

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
2_Kings
book 2_Kings
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
2_Kings 19:6
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יֹּ֤אמֶר
lex=>MR[pdp=verbvs=qal
phrase
function=Cmpl
לָהֶם֙
lex=Lpdp=prep
phrase
function=Subj
יְשַֽׁעְיָ֔הוּ
lex=JC<JHW/pdp=nmpr
sentence
clause
phrase
function=Modi
כֹּ֥ה
lex=KHpdp=advb
phrase
function=Pred
תֹאמְר֖וּן
lex=>MR[pdp=verbvs=qal
phrase
function=Cmpl
אֶל־
lex=>Lpdp=prep
אֲדֹֽנֵיכֶ֑ם
lex=>DWN/pdp=subs
sentence
clause
phrase
function=Modi
כֹּ֣ה׀
lex=KHpdp=advb
phrase
function=Pred
אָמַ֣ר
lex=>MR[pdp=verbvs=qal
phrase
function=Subj
יְהוָ֗ה
lex=JHWH/pdp=nmpr
sentence
clause
phrase
function=Nega
אַל־
lex=>L=pdp=nega
phrase
function=Pred
תִּירָא֙
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵ֤י
lex=PNH/pdp=subs
הַ
lex=Hpdp=art
דְּבָרִים֙
lex=DBR/pdp=subs
clause
phrase
function=Rela
אֲשֶׁ֣ר
lex=>CRpdp=conj
phrase
function=Pred
שָׁמַ֗עְתָּ
lex=CM<[pdp=verbvs=qal
clause
phrase
function=Rela
אֲשֶׁ֧ר
lex=>CRpdp=conj
phrase
function=Pred
גִּדְּפ֛וּ
lex=GDP[pdp=verbvs=piel
phrase
function=Subj
נַעֲרֵ֥י
lex=N<R/pdp=subs
מֶֽלֶךְ־
lex=MLK/pdp=subs
אַשּׁ֖וּר
lex=>CWR/pdp=nmpr
phrase
function=Objc
אֹתִֽי׃
lex=>Tpdp=prep
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 24

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
2_Kings
book 2_Kings
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
2_Kings 25:24
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יִּשָּׁבַ֨ע
lex=CB<[pdp=verbvs=nif
phrase
function=Cmpl
לָהֶ֤ם
lex=Lpdp=prep
phrase
function=Subj
גְּדַלְיָ֨הוּ֙
lex=GDLJHW/pdp=nmpr
phrase
function=Cmpl
וּ
lex=Wpdp=conj
לְ
lex=Lpdp=prep
אַנְשֵׁיהֶ֔ם
lex=>JC/pdp=subs
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יֹּ֣אמֶר
lex=>MR[pdp=verbvs=qal
phrase
function=Cmpl
לָהֶ֔ם
lex=Lpdp=prep
sentence
clause
phrase
function=Nega
אַל־
lex=>L=pdp=nega
phrase
function=Pred
תִּֽירְא֖וּ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מֵ
lex=MNpdp=prep
עַבְדֵ֣י
lex=<BD/pdp=subs
הַ
lex=Hpdp=art
כַּשְׂדִּ֑ים
lex=KFDJM/pdp=nmpr
sentence
clause
phrase
function=Pred
שְׁב֣וּ
lex=JCB[pdp=verbvs=qal
phrase
function=Cmpl
בָ
lex=Bpdp=prep
lex=Hpdp=art
אָ֗רֶץ
lex=>RY/pdp=subs
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
עִבְד֛וּ
lex=<BD[pdp=verbvs=qal
phrase
function=Objc
אֶת־
lex=>Tpdp=prep
מֶ֥לֶךְ
lex=MLK/pdp=subs
בָּבֶ֖ל
lex=BBL/pdp=nmpr
sentence
clause
phrase
function=Conj
וְ
lex=Wpdp=conj
phrase
function=Pred
יִטַ֥ב
lex=JVB[pdp=verbvs=qal
phrase
function=Cmpl
לָכֶֽם׃ ס
lex=Lpdp=prep
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

result 25

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
2_Kings
book 2_Kings
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
2_Kings 25:26
verse
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יָּקֻ֨מוּ
lex=QWM[pdp=verbvs=qal
phrase
function=Subj
כָל־
lex=KL/pdp=subs
הָ
lex=Hpdp=art
עָ֜ם
lex=<M/pdp=subs
מִ
lex=MNpdp=prep
קָּטֹ֤ן
lex=QVN/pdp=subs
וְ
lex=Wpdp=conj
עַד־
lex=<Dpdp=prep
גָּדֹול֙
lex=GDWL/pdp=subs
וְ
lex=Wpdp=conj
שָׂרֵ֣י
lex=FR/pdp=subs
הַ
lex=Hpdp=art
חֲיָלִ֔ים
lex=XJL/pdp=subs
sentence
clause
phrase
function=Conj
וַ
lex=Wpdp=conj
phrase
function=Pred
יָּבֹ֖אוּ
lex=BW>[pdp=verbvs=qal
phrase
function=Cmpl
מִצְרָ֑יִם
lex=MYRJM/pdp=nmpr
sentence
clause
phrase
function=Conj
כִּ֥י
lex=KJpdp=conj
phrase
function=Pred
יָרְא֖וּ
lex=JR>[pdp=verbvs=qal
phrase
function=Cmpl
מִ
lex=MNpdp=prep
פְּנֵ֥י
lex=PNH/pdp=subs
כַשְׂדִּֽים׃ פ
lex=KFDJM/pdp=nmpr
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show('JR>[', s=1, n=32)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Export\n", "\n", "The first component distinguishes directional from non-directional senses. This variable is therefore exported for evaluation:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "data = pca_ind[['lex', 'PC 1']]\n", "data.to_csv(f'{PATH}active_stative_verbs_pca.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluation\n", "\n", "The purpose of this section is to evaluate the results of the PCA in light of whether the position in the grid is expected or unexpected/surprising. Intuitively, a verb like \"sit\" is expected to be stative and that is confirmed by the PCA. Other verbs are positioned in surprising locations.\n", "\n", "To evaluate the results, a simple evaluation scheme is applied. The position of the verb can be either: \n", "\n", "* Expected\n", "* Unknown (?)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv(f'{PATH}active_stative_verbs_pca.csv')" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0lexPC 1
00<BD[#עבד_work, serve0.189412
11<BR[#עבר_pass0.076852
22<FH[#עשׂה_make-0.311593
33<LH[#עלה_ascend-0.200511
44<MD[#עמד_stand0.018438
\n", "
" ], "text/plain": [ " Unnamed: 0 lex PC 1\n", "0 0 0, 'stative', 'active')" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0lexPC 1Aktionsart
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11<BR[#עבר_pass0.076852stative
22<FH[#עשׂה_make-0.311593active
33<LH[#עלה_ascend-0.200511active
44<MD[#עמד_stand0.018438stative
\n", "
" ], "text/plain": [ " Unnamed: 0 lex PC 1 Aktionsart\n", "0 0 KL[#אכל_eat active? (EXP,?)EXP\n", "Is >MR[#אמר_say active? (EXP,?)EXP\n", "Is BKH[#בכה_weep active? (EXP,?)EXP\n", "Is BRX[#ברח_run away active? (EXP,?)EXP\n", "Is BW>[#בוא_come active? (EXP,?)EXP\n", "Is BXR[#בחר_examine stative? (EXP,?)EXP\n", "Is C>L[#שׁאל_ask stative? (EXP,?)?\n", "Is CKB[#שׁכב_lie down stative? (EXP,?)EXP\n", "Is CKN[#שׁכן_dwell stative? (EXP,?)EXP\n", "Is CLX[#שׁלח_send active? (EXP,?)EXP\n", "Is CM<[#שׁמע_hear stative? (EXP,?)?\n", "Is CWB[#שׁוב_return active? (EXP,?)EXP\n", "Is DBQ[#דבק_cling, cleave to stative? (EXP,?)EXP\n", "Is DRC[#דרשׁ_inquire stative? (EXP,?)?\n", "Is FJM[#שׂים_put stative? (EXP,?)?\n", "Is HLK[#הלך_walk stative? (EXP,?)EXP\n", "Is JCB[#ישׁב_sit stative? (EXP,?)EXP\n", "Is JLD[#ילד_bear active? (EXP,?)EXP\n", "Is JR>[#ירא_fear active? (EXP,?)?\n", "Is JRD[#ירד_descend active? (EXP,?)EXP\n", "Is JVB[#יטב_be good stative? (EXP,?)EXP\n", "Is JY>[#יצא_go out active? (EXP,?)EXP\n", "Is LQX[#לקח_take active? (EXP,?)EXP\n", "Is MCL[#משׁל_rule stative? (EXP,?)?\n", "Is MLK[#מלך_be king stative? (EXP,?)?\n", "Is NCQ[#נשׁק_kiss active? (EXP,?)EXP\n", "Is NF>[#נשׂא_lift active? (EXP,?)EXP\n", "Is NG<[#נגע_touch stative? (EXP,?)?\n", "Is NGC[#נגשׁ_approach active? (EXP,?)EXP\n", "Is NPL[#נפל_fall active? (EXP,?)?\n", "Is NS<[#נסע_pull out active? (EXP,?)EXP\n", "Is NTN[#נתן_give active? (EXP,?)EXP\n", "Is NVH[#נטה_extend active? (EXP,?)EXP\n", "Is NWS[#נוס_flee active? (EXP,?)EXP\n", "Is PFH[#פשׂה_spread stative? (EXP,?)?\n", "Is PG<[#פגע_meet stative? (EXP,?)?\n", "Is PNH[#פנה_turn active? (EXP,?)EXP\n", "Is QR>[#קרא_call active? (EXP,?)EXP\n", "Is QRB[#קרב_approach active? (EXP,?)EXP\n", "Is QWM[#קום_arise active? (EXP,?)EXP\n", "Is QYP[#קצף_be angry active? (EXP,?)?\n", "Is R<<[#רעע_be evil stative? (EXP,?)EXP\n", "Is R>H[#ראה_see stative? (EXP,?)EXP\n", "Is RXY[#רחץ_wash stative? (EXP,?)?\n", "Is SWR[#סור_turn aside active? (EXP,?)EXP\n", "Is TQ<[#תקע_blow stative? (EXP,?)?\n", "Is VWB[#טוב_be good stative? (EXP,?)EXP\n", "Is XNH[#חנה_encamp stative? (EXP,?)EXP\n", "Is XPY[#חפץ_desire stative? (EXP,?)EXP\n", "Is XRH[#חרה_be hot stative? (EXP,?)EXP\n", "Is XV>[#חטא_miss active? (EXP,?)EXP\n", "Is XZQ[#חזק_be strong active? (EXP,?)?\n", "Is Y\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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", "
Unnamed: 0lexPC 1Aktionsart0
00<BD[#עבד_work, serve0.189412stative?
11<BR[#עבר_pass0.076852stative?
22<FH[#עשׂה_make-0.311593activeEXP
33<LH[#עלה_ascend-0.200511activeEXP
44<MD[#עמד_stand0.018438stativeEXP
55>KL[#אכל_eat-0.077016activeEXP
66>MR[#אמר_say-0.457448activeEXP
77BKH[#בכה_weep-0.160180activeEXP
88BRX[#ברח_run away-0.274835activeEXP
99BW>[#בוא_come-0.265959activeEXP
1010BXR[#בחר_examine0.433807stativeEXP
1111C>L[#שׁאל_ask0.208914stative?
1212CKB[#שׁכב_lie down0.186909stativeEXP
1313CKN[#שׁכן_dwell0.238869stativeEXP
1414CLX[#שׁלח_send-0.378628activeEXP
1515CM<[#שׁמע_hear0.075358stative?
1616CWB[#שׁוב_return-0.347540activeEXP
1717DBQ[#דבק_cling, cleave to0.673516stativeEXP
1818DRC[#דרשׁ_inquire0.228422stative?
1919FJM[#שׂים_put0.037618stative?
2020HLK[#הלך_walk0.019146stativeEXP
2121JCB[#ישׁב_sit0.504845stativeEXP
2222JLD[#ילד_bear-0.351358activeEXP
2323JR>[#ירא_fear-0.361064active?
2424JRD[#ירד_descend-0.261634activeEXP
2525JVB[#יטב_be good0.235575stativeEXP
2626JY>[#יצא_go out-0.319893activeEXP
2727LQX[#לקח_take-0.347345activeEXP
2828MCL[#משׁל_rule0.656898stative?
2929MLK[#מלך_be king0.245556stative?
..................
3232NG<[#נגע_touch0.645990stative?
3333NGC[#נגשׁ_approach-0.477944activeEXP
3434NPL[#נפל_fall-0.114559active?
3535NS<[#נסע_pull out-0.350567activeEXP
3636NTN[#נתן_give-0.265287activeEXP
3737NVH[#נטה_extend-0.161439activeEXP
3838NWS[#נוס_flee-0.312965activeEXP
3939PFH[#פשׂה_spread0.741869stative?
4040PG<[#פגע_meet0.659615stative?
4141PNH[#פנה_turn-0.435163activeEXP
4242QR>[#קרא_call-0.304185activeEXP
4343QRB[#קרב_approach-0.418138activeEXP
4444QWM[#קום_arise-0.203716activeEXP
4545QYP[#קצף_be angry-0.194088active?
4646R<<[#רעע_be evil0.611975stativeEXP
4747R>H[#ראה_see0.430585stativeEXP
4848RXY[#רחץ_wash0.741956stative?
4949SWR[#סור_turn aside-0.361395activeEXP
5050TQ<[#תקע_blow0.742194stative?
5151VWB[#טוב_be good0.113903stativeEXP
5252XNH[#חנה_encamp0.493383stativeEXP
5353XPY[#חפץ_desire0.741826stativeEXP
5454XRH[#חרה_be hot0.355201stativeEXP
5555XV>[#חטא_miss-0.205969activeEXP
5656XZQ[#חזק_be strong-0.049279active?
5757Y<Q[#צעק_cry-0.490683activeEXP
5858YRR[#צרר_wrap, be narrow-0.363001active?
5959YWR[#צור_bind-0.223743active?
6060Z<Q[#זעק_cry-0.387931activeEXP
6161ZBX[#זבח_slaughter-0.362991activeEXP
\n", "

62 rows × 5 columns

\n", "" ], "text/plain": [ " Unnamed: 0 lex PC 1 Aktionsart 0\n", "0 0 KL[#אכל_eat -0.077016 active EXP\n", "6 6 >MR[#אמר_say -0.457448 active EXP\n", "7 7 BKH[#בכה_weep -0.160180 active EXP\n", "8 8 BRX[#ברח_run away -0.274835 active EXP\n", "9 9 BW>[#בוא_come -0.265959 active EXP\n", "10 10 BXR[#בחר_examine 0.433807 stative EXP\n", "11 11 C>L[#שׁאל_ask 0.208914 stative ?\n", "12 12 CKB[#שׁכב_lie down 0.186909 stative EXP\n", "13 13 CKN[#שׁכן_dwell 0.238869 stative EXP\n", "14 14 CLX[#שׁלח_send -0.378628 active EXP\n", "15 15 CM<[#שׁמע_hear 0.075358 stative ?\n", "16 16 CWB[#שׁוב_return -0.347540 active EXP\n", "17 17 DBQ[#דבק_cling, cleave to 0.673516 stative EXP\n", "18 18 DRC[#דרשׁ_inquire 0.228422 stative ?\n", "19 19 FJM[#שׂים_put 0.037618 stative ?\n", "20 20 HLK[#הלך_walk 0.019146 stative EXP\n", "21 21 JCB[#ישׁב_sit 0.504845 stative EXP\n", "22 22 JLD[#ילד_bear -0.351358 active EXP\n", "23 23 JR>[#ירא_fear -0.361064 active ?\n", "24 24 JRD[#ירד_descend -0.261634 active EXP\n", "25 25 JVB[#יטב_be good 0.235575 stative EXP\n", "26 26 JY>[#יצא_go out -0.319893 active EXP\n", "27 27 LQX[#לקח_take -0.347345 active EXP\n", "28 28 MCL[#משׁל_rule 0.656898 stative ?\n", "29 29 MLK[#מלך_be king 0.245556 stative ?\n", ".. ... ... ... ... ...\n", "32 32 NG<[#נגע_touch 0.645990 stative ?\n", "33 33 NGC[#נגשׁ_approach -0.477944 active EXP\n", "34 34 NPL[#נפל_fall -0.114559 active ?\n", "35 35 NS<[#נסע_pull out -0.350567 active EXP\n", "36 36 NTN[#נתן_give -0.265287 active EXP\n", "37 37 NVH[#נטה_extend -0.161439 active EXP\n", "38 38 NWS[#נוס_flee -0.312965 active EXP\n", "39 39 PFH[#פשׂה_spread 0.741869 stative ?\n", "40 40 PG<[#פגע_meet 0.659615 stative ?\n", "41 41 PNH[#פנה_turn -0.435163 active EXP\n", "42 42 QR>[#קרא_call -0.304185 active EXP\n", "43 43 QRB[#קרב_approach -0.418138 active EXP\n", "44 44 QWM[#קום_arise -0.203716 active EXP\n", "45 45 QYP[#קצף_be angry -0.194088 active ?\n", "46 46 R<<[#רעע_be evil 0.611975 stative EXP\n", "47 47 R>H[#ראה_see 0.430585 stative EXP\n", "48 48 RXY[#רחץ_wash 0.741956 stative ?\n", "49 49 SWR[#סור_turn aside -0.361395 active EXP\n", "50 50 TQ<[#תקע_blow 0.742194 stative ?\n", "51 51 VWB[#טוב_be good 0.113903 stative EXP\n", "52 52 XNH[#חנה_encamp 0.493383 stative EXP\n", "53 53 XPY[#חפץ_desire 0.741826 stative EXP\n", "54 54 XRH[#חרה_be hot 0.355201 stative EXP\n", "55 55 XV>[#חטא_miss -0.205969 active EXP\n", "56 56 XZQ[#חזק_be strong -0.049279 active ?\n", "57 57 Y\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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
--PC 1lexAktionsartevaluation
000<BD[#עבד_work, serve0.189412stative?
111<BR[#עבר_pass0.076852stative?
222<FH[#עשׂה_make-0.311593activeEXP
333<LH[#עלה_ascend-0.200511activeEXP
444<MD[#עמד_stand0.018438stativeEXP
\n", "" ], "text/plain": [ " - - PC 1 lex Aktionsart evaluation\n", "0 0 0 SP \"gather\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### >TR[ \"entreat\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[3]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "weights(unknown_cases[3])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "display(unknown_cases[2])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[3]] = ''' \"hang\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[12]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[12])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[12]] = '''The verb is used with a final H as directional or as the place where the bones are hanged.\n", "It is probably a causative event denoting both an inducing event and a resultant state of affairs. We would expect\n", "the verb to be stative.'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### GNN \"enclose\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[13]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[13])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[13]] = '''The verb means protect probably protection by surrounding. It is an activity with an\n", "inherent endgoal'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The verb YWR[ \"bind\" offers a similar example of enclosure, here negatively stated as sourrounding or besieging" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### CMR \"keep\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[15]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[15])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[15]] = '''The literal meaning of CMR is to guard which is an activity. It can also mean to protect \n", "probably in the sense of causing someone to be safe'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### GBL \"set border\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[16]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[16])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[16]] = '''The verb may be causative denoting a the positioning of borders. The verb is difficult\n", "however and the second example is also text-critically disputed'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### YWM \"fast\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[17]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[17])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[17]] = '''While the complement phrase does not denote extension the time phrase denotes extention\n", "of time supporting the results of the analysis'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### FRR \"rule\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[18]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[18])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[18]] = '''Is probably stative based on the one example'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### YB> \"serve\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[19]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[19])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[19]] = '''The gloss is not very precise. In the example the verb means war and is an activity'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### XYH \"divide\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[20]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[20])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[20]] = '''In the example the verb means distribute and is an activity with an inherent endpoint'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### PQD \"miss\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[21]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[21])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[21]] = '''The verb has many meanings and is difficult to parse. It seems to be an activity'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### PWY \"disperse\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[22]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[22])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[22]] = '''The verb seems to be an activity with an inherent endpoint that is to spread out or \n", "scatter'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### RPX \"sprout\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[23]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[23])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[23]] = '''Seems to be activity with an inherent endpoint. The locative denotes the place of the \n", "activity'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### BQ< \"split\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[24]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[24])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[24]] = '''The verb probably means to break through or break open that is a causative event with a\n", "stative endpoint'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### TPF \"seize\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[25]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[25])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[25]] = '''The verb denotes an activiy with an inherent endpoint'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The same issue pertains to >XZ \"seize\". The verbs can both be used about the endpoint (\"to hold\") or about the initial event (\"to seize/grasp\"). The decomposition is therefore difficult." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### KL> \"restrain\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "unknown_cases[27]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[27])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[27]] = '''It is probably a causative verb meaning keep back or keep imprisoned'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next case, XZ= \"cover\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[39])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[39]] = '''Probably an active verb with an inherent endpoint'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### BGD \"deal treacherously\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[40])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[40]] = '''The verb is difficult because it can be translated be faithless or act faithlessly cf. the\n", "gloss.'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### QWY \"loath\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[41])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[41]] = '''The verb denotes a feeling of disgust and is probably stative'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### NXH \"lead\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[42])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[42]] = '''The verb is probably active - to lead - perhaps a weak causative construction - help me to\n", "walk'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### SR \"bind\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "display(unknown_cases[53])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[53]] = '''The verb denotes an activity but can also be interpreted as a causative in the sense\n", "of confining an object to a place. In the latter sense we should except the presense of locative complements describing\n", "the place of confinement'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### MRD \"rebel\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "display(unknown_cases[54])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[54]] = '''The presense of punctual time phrases suggests punctual events rather than a stative'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### ZRQ \"toss\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[55])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[55]] = '''All examples contain complements of the place or direction to be sprinkled/tossed.\n", "Apparently the verb expresses the causation of an object to undergo a movement.'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### PFH \"spread\"" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "ename": "IndexError", "evalue": "list index out of range", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mIndexError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0munknown_cases\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m56\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mIndexError\u001b[0m: list index out of range" ] } ], "source": [ "display(unknown_cases[56])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[56]] = '''The examples describe accomplishments - become spread. It is a stative verb.'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### PG< \"meet\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display(unknown_cases[57])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "logbook[unknown_cases[57]] = '''An active verb - probably punctual. The locatives describe the place of the event'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Statistics of evaluation" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "eval_updated = pd.read_csv(f'{PATH}active_stative_verbs_pca_evaluated_2.csv', delimiter=';')\n", "eval_updated.columns = ['col1','col2','PC 1','lex','Aktionsart','evaluation','correction']\n", "eval_updated.correction = eval_updated.correction.astype('str')\n", "eval_updated.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "for row in eval_updated.iterrows():\n", " row = row[0]\n", " evaluation = eval_updated['evaluation'][row]\n", " correction = eval_updated['correction'][row]\n", " \n", " if correction != 'nan':\n", " evaluation = correction\n", " \n", " eval_updated['evaluation'][row] = evaluation #Update dataframe" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "eval_updated.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plot_PCA(dim1=1, dim2=2, title='PCA of collexemes', save='PCA_evaluation', var_components=pca_var, var_anno_size=22,\n", " ind_components=pca_ind, ind_anno=False, color=eval_updated)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring surprising cases" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sur_df = eval_updated[eval_updated.evaluation == 'SUR']\n", "len(sur_df)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sur_df" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }