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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from pattern.search import STRICT, search\n",
"from pattern.en import parsetree"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"https://github.com/clips/pattern/wiki/pattern-search\n",
"( inspired by [videogrep](https://github.com/antiboredom/videogrep/blob/master/videogrep/searcher.py) search )"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"text = open(\"RESURGENCE.txt\").read()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'RESURGENCE | Isabelle Stengers \\n\\n“We are the grandchildren of the witches you were not able to burn”'"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"text[:100]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"tree = parsetree(text)"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"n = 0\n",
"actions = []\n",
"\n",
"for s in tree:\n",
" f = open(f\"page{n}.html\",\"w\")\n",
" print(\"\"\"<meta charset='utf-8'><link type=\"text/css\" rel=\"stylesheet\" href=\"body.css\">\"\"\",\"here is your fate:\",file = f)\n",
" print(s, file = f)\n",
" print(actions[1],file = f)\n",
" f.close()\n",
" n = n + 1\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Sentence(\"I/PRP/B-NP/O will/MD/B-VP/O honour/NN/B-NP/O the/DT/I-NP/O vision/NN/I-NP/O which/WDT/O/O ,/,/O/O since/IN/B-PP/B-PNP the/DT/B-NP/I-PNP Reagan/NNP/I-NP/I-PNP era/NN/I-NP/I-PNP ,/,/O/O has/VBZ/B-VP/O sustained/VBN/I-VP/O reclaiming/VBG/I-VP/O witches/NNS/B-NP/O such/JJ/B-ADJP/O as/IN/B-PP/B-PNP Starhawk/NNP/B-NP/I-PNP ,/,/O/O who/WP/O/O associate/VBP/B-VP/O their/PRP$/B-NP/O activism/NN/I-NP/O with/IN/B-PP/B-PNP the/DT/B-NP/I-PNP memory/NN/I-NP/I-PNP of/IN/B-PP/B-PNP a/DT/B-NP/I-PNP past/NN/I-NP/I-PNP earth-based/JJ/B-NP/I-PNP religion/NN/I-NP/I-PNP of/IN/B-PP/B-PNP the/DT/B-NP/I-PNP goddess/NN/I-NP/I-PNP -/:/O/O who/WP/O/O now/RB/B-ADVP/O /''/O/O returns/NNS/B-NP/O ././O/O\")"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tree[7]"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[Match(words=[Word('able/JJ')]),\n",
" Match(words=[Word('recent/JJ')]),\n",
" Match(words=[Word('defiant/JJ')]),\n",
" Match(words=[Word('past/JJ')]),\n",
" Match(words=[Word('dead/JJ')]),\n",
" Match(words=[Word('many/JJ')]),\n",
" Match(words=[Word('imaginary/JJ')]),\n",
" Match(words=[Word('collective/JJ')]),\n",
" Match(words=[Word('different/JJ')]),\n",
" Match(words=[Word('burning/JJ')]),\n",
" Match(words=[Word('rural/JJ')]),\n",
" Match(words=[Word('old/JJ')]),\n",
" Match(words=[Word('violent/JJ')]),\n",
" Match(words=[Word('unquestionable/JJ')]),\n",
" Match(words=[Word('modern/JJ')]),\n",
" Match(words=[Word('defiant/JJ')]),\n",
" Match(words=[Word('past/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('earth-based/JJ')]),\n",
" Match(words=[Word('ongoing/JJ')]),\n",
" Match(words=[Word('academic/JJ')]),\n",
" Match(words=[Word('critical/JJ')]),\n",
" Match(words=[Word('academic/JJ')]),\n",
" Match(words=[Word('futile/JJ')]),\n",
" Match(words=[Word('few/JJ')]),\n",
" Match(words=[Word('regressive/JJ')]),\n",
" Match(words=[Word('busy/JJ')]),\n",
" Match(words=[Word('relentless/JJ')]),\n",
" Match(words=[Word('neoliberal/JJ')]),\n",
" Match(words=[Word('past/JJ')]),\n",
" Match(words=[Word('eradicative/JJ')]),\n",
" Match(words=[Word('futile/JJ')]),\n",
" Match(words=[Word('Creative/JJ')]),\n",
" Match(words=[Word('interconnecting/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('academic/JJ')]),\n",
" Match(words=[Word('own/JJ')]),\n",
" Match(words=[Word('specific/JJ')]),\n",
" Match(words=[Word('deleterious/JJ')]),\n",
" Match(words=[Word('agricultural/JJ')]),\n",
" Match(words=[Word('successful/JJ')]),\n",
" Match(words=[Word('natural/JJ')]),\n",
" Match(words=[Word('industrial/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('stable/JJ')]),\n",
" Match(words=[Word('natural/JJ')]),\n",
" Match(words=[Word('ordered/JJ')]),\n",
" Match(words=[Word('scientific/JJ')]),\n",
" Match(words=[Word('academic/JJ')]),\n",
" Match(words=[Word('past/JJ')]),\n",
" Match(words=[Word('critical/JJ')]),\n",
" Match(words=[Word('feminist/JJ')]),\n",
" Match(words=[Word('sexist/JJ')]),\n",
" Match(words=[Word('rational/JJ')]),\n",
" Match(words=[Word('contemporary/JJ')]),\n",
" Match(words=[Word('eradicative/JJ')]),\n",
" Match(words=[Word('possible/JJ')]),\n",
" Match(words=[Word('oppressive/JJ')]),\n",
" Match(words=[Word('religious/JJ')]),\n",
" Match(words=[Word('possible/JJ')]),\n",
" Match(words=[Word('past/JJ')]),\n",
" Match(words=[Word('new/JJ')]),\n",
" Match(words=[Word('academic/JJ')]),\n",
" Match(words=[Word('only/JJ')]),\n",
" Match(words=[Word('true/JJ')]),\n",
" Match(words=[Word('objective/JJ')]),\n",
" Match(words=[Word('past/JJ')]),\n",
" Match(words=[Word('rid/JJ')]),\n",
" Match(words=[Word('academic/JJ')]),\n",
" Match(words=[Word('eradicative/JJ')]),\n",
" Match(words=[Word('human/JJ')]),\n",
" Match(words=[Word('give/JJ')]),\n",
" Match(words=[Word('subjective/JJ')]),\n",
" Match(words=[Word('objective/JJ')]),\n",
" Match(words=[Word('relevant/JJ')]),\n",
" Match(words=[Word('mobilized/JJ')]),\n",
" Match(words=[Word('complex/JJ')]),\n",
" Match(words=[Word('unattended/JJ')]),\n",
" Match(words=[Word('easy/JJ')]),\n",
" Match(words=[Word('strict/JJ')]),\n",
" Match(words=[Word('experimental/JJ')]),\n",
" Match(words=[Word('exceptional/JJ')]),\n",
" Match(words=[Word('fragile/JJ')]),\n",
" Match(words=[Word('experimental/JJ')]),\n",
" Match(words=[Word('active/JJ')]),\n",
" Match(words=[Word('unusual/JJ')]),\n",
" Match(words=[Word('other/JJ')]),\n",
" Match(words=[Word('possible/JJ')]),\n",
" Match(words=[Word('Experimental/JJ')]),\n",
" Match(words=[Word('fragile/JJ')]),\n",
" Match(words=[Word('experimental/JJ')]),\n",
" Match(words=[Word('experimental/JJ')]),\n",
" Match(words=[Word('become/JJ')]),\n",
" Match(words=[Word('messy/JJ')]),\n",
" Match(words=[Word('real/JJ')]),\n",
" Match(words=[Word('devastating/JJ')]),\n",
" Match(words=[Word('unilateral/JJ')]),\n",
" Match(words=[Word('mere/JJ')]),\n",
" Match(words=[Word('other/JJ')]),\n",
" Match(words=[Word('muted/JJ')]),\n",
" Match(words=[Word('good/JJ')]),\n",
" Match(words=[Word('relevant/JJ')]),\n",
" Match(words=[Word('bad/JJ')]),\n",
" Match(words=[Word('abusive/JJ')]),\n",
" Match(words=[Word('critical/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('ludicrous/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('theoretical/JJ')]),\n",
" Match(words=[Word('scientific/JJ')]),\n",
" Match(words=[Word('famous/JJ')]),\n",
" Match(words=[Word('cooperative/JJ')]),\n",
" Match(words=[Word('collaborative/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('creative/JJ')]),\n",
" Match(words=[Word('common/JJ')]),\n",
" Match(words=[Word('sad/JJ')]),\n",
" Match(words=[Word('academic/JJ')]),\n",
" Match(words=[Word('concerned/JJ')]),\n",
" Match(words=[Word('common/JJ')]),\n",
" Match(words=[Word('cooperative/JJ')]),\n",
" Match(words=[Word('non-antagonist/JJ')]),\n",
" Match(words=[Word('concerned/JJ')]),\n",
" Match(words=[Word('laborious/JJ')]),\n",
" Match(words=[Word('hesitant/JJ')]),\n",
" Match(words=[Word('conflictual/JJ')]),\n",
" Match(words=[Word('collective/JJ')]),\n",
" Match(words=[Word('particular/JJ')]),\n",
" Match(words=[Word('practical/JJ')]),\n",
" Match(words=[Word('eradicative/JJ')]),\n",
" Match(words=[Word('give/JJ')]),\n",
" Match(words=[Word('collective/JJ')]),\n",
" Match(words=[Word('many/JJ')]),\n",
" Match(words=[Word('academic/JJ')]),\n",
" Match(words=[Word('PowerPoint/JJ')]),\n",
" Match(words=[Word('authoritative/JJ')]),\n",
" Match(words=[Word('confrontational/JJ')]),\n",
" Match(words=[Word('ancient/JJ')]),\n",
" Match(words=[Word('academic/JJ')]),\n",
" Match(words=[Word('traditional/JJ')]),\n",
" Match(words=[Word('many/JJ')]),\n",
" Match(words=[Word('activist/JJ')]),\n",
" Match(words=[Word('contemporary/JJ')]),\n",
" Match(words=[Word('common/JJ')]),\n",
" Match(words=[Word('design/JJ')]),\n",
" Match(words=[Word('resurgent/JJ')]),\n",
" Match(words=[Word('deliberative/JJ')]),\n",
" Match(words=[Word('appropriate/JJ')]),\n",
" Match(words=[Word('own/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('shared/JJ')]),\n",
" Match(words=[Word('free/JJ')]),\n",
" Match(words=[Word('participatory/JJ')]),\n",
" Match(words=[Word('own/JJ')]),\n",
" Match(words=[Word('other/JJ')]),\n",
" Match(words=[Word('s/JJ')]),\n",
" Match(words=[Word('transformative/JJ')]),\n",
" Match(words=[Word('slow/JJ')]),\n",
" Match(words=[Word('mutual/JJ')]),\n",
" Match(words=[Word('mutual/JJ')]),\n",
" Match(words=[Word('own/JJ')]),\n",
" Match(words=[Word('b]Polyphonic/JJ')]),\n",
" Match(words=[Word('relevant/JJ')]),\n",
" Match(words=[Word('authoritative/JJ')]),\n",
" Match(words=[Word('biotechnological/JJ')]),\n",
" Match(words=[Word('self-contained/JJ')]),\n",
" Match(words=[Word('isolable/JJ')]),\n",
" Match(words=[Word('dubious/JJ')]),\n",
" Match(words=[Word('individual/JJ')]),\n",
" Match(words=[Word('multiple/JJ')]),\n",
" Match(words=[Word('specific/JJ')]),\n",
" Match(words=[Word('interdependent/JJ')]),\n",
" Match(words=[Word('sensitive/JJ')]),\n",
" Match(words=[Word('belong/JJ')]),\n",
" Match(words=[Word('evolutionary/JJ')]),\n",
" Match(words=[Word('developmental/JJ')]),\n",
" Match(words=[Word('evolutionary/JJ')]),\n",
" Match(words=[Word('open/JJ')]),\n",
" Match(words=[Word('cooperative/JJ')]),\n",
" Match(words=[Word('polyphonic/JJ')]),\n",
" Match(words=[Word('preserved.[4/JJ')]),\n",
" Match(words=[Word('other/JJ')]),\n",
" Match(words=[Word('cooperative/JJ')]),\n",
" Match(words=[Word('worlding/JJ')]),\n",
" Match(words=[Word('interesting/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('royal/JJ')]),\n",
" Match(words=[Word('complex/JJ')]),\n",
" Match(words=[Word('systemic/JJ')]),\n",
" Match(words=[Word('rightful/JJ')]),\n",
" Match(words=[Word('heretical/JJ')]),\n",
" Match(words=[Word('apt/JJ')]),\n",
" Match(words=[Word('cooperative/JJ')]),\n",
" Match(words=[Word('positive/JJ')]),\n",
" Match(words=[Word('business-as-usual/JJ')]),\n",
" Match(words=[Word('academic/JJ')]),\n",
" Match(words=[Word('capitalist/JJ')]),\n",
" Match(words=[Word('socio-technical/JJ')]),\n",
" Match(words=[Word('organizational/JJ')]),\n",
" Match(words=[Word('business-as-usual/JJ')]),\n",
" Match(words=[Word('horrific/JJ')]),\n",
" Match(words=[Word('trusting/JJ')]),\n",
" Match(words=[Word('capitalist/JJ')]),\n",
" Match(words=[Word('wild/JJ')]),\n",
" Match(words=[Word('natural/JJ')]),\n",
" Match(words=[Word('blind/JJ')]),\n",
" Match(words=[Word('rational/JJ')]),\n",
" Match(words=[Word('sustainable/JJ')]),\n",
" Match(words=[Word('prejudicial/JJ')]),\n",
" Match(words=[Word('expendable/JJ')]),\n",
" Match(words=[Word('willful/JJ')]),\n",
" Match(words=[Word('trusting/JJ')]),\n",
" Match(words=[Word('sufficient/JJ')]),\n",
" Match(words=[Word('overbearing/JJ')]),\n",
" Match(words=[Word('factual/JJ')]),\n",
" Match(words=[Word('abstract/JJ')]),\n",
" Match(words=[Word('situational/JJ')]),\n",
" Match(words=[Word('oppose/JJ')]),\n",
" Match(words=[Word('first/JJ')]),\n",
" Match(words=[Word('interesting/JJ')]),\n",
" Match(words=[Word('intriguing/JJ')]),\n",
" Match(words=[Word('enlightening/JJ')]),\n",
" Match(words=[Word('new/JJ')]),\n",
" Match(words=[Word('possible/JJ')]),\n",
" Match(words=[Word('new/JJ')]),\n",
" Match(words=[Word('contemporary/JJ')]),\n",
" Match(words=[Word('other/JJ')]),\n",
" Match(words=[Word('trusting/JJ')]),\n",
" Match(words=[Word('own/JJ')]),\n",
" Match(words=[Word('reproducible/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('past/JJ')]),\n",
" Match(words=[Word('challenge/JJ')]),\n",
" Match(words=[Word('environmental/JJ')]),\n",
" Match(words=[Word('social/JJ')]),\n",
" Match(words=[Word('multiracial/JJ')]),\n",
" Match(words=[Word('oppressed/JJ')]),\n",
" Match(words=[Word('ancient/JJ')]),\n",
" Match(words=[Word('ongoing/JJ')]),\n",
" Match(words=[Word('future/JJ')]),\n",
" Match(words=[Word('genuine/JJ')]),\n",
" Match(words=[Word('Daring/JJ')]),\n",
" Match(words=[Word('do/JJ')]),\n",
" Match(words=[Word('uncertified/JJ')]),\n",
" Match(words=[Word('improbable/JJ')]),\n",
" Match(words=[Word('speculative/JJ')]),\n",
" Match(words=[Word('future/JJ')]),\n",
" Match(words=[Word('ludicrous/JJ')]),\n",
" Match(words=[Word('free/JJ')]),\n",
" Match(words=[Word('alternative/JJ')]),\n",
" Match(words=[Word('condescending/JJ')]),\n",
" Match(words=[Word('equivalent/JJ')]),\n",
" Match(words=[Word('privileged/JJ')]),\n",
" Match(words=[Word('involved/JJ')]),\n",
" Match(words=[Word('interdependent/JJ')]),\n",
" Match(words=[Word('always-situated/JJ')]),\n",
" Match(words=[Word('generative/JJ')]),\n",
" Match(words=[Word('liable/JJ')]),\n",
" Match(words=[Word('new/JJ')]),\n",
" Match(words=[Word('new/JJ')]),\n",
" Match(words=[Word('scientific/JJ')]),\n",
" Match(words=[Word('critical/JJ')]),\n",
" Match(words=[Word('critical/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('liable/JJ')]),\n",
" Match(words=[Word('new/JJ')]),\n",
" Match(words=[Word('such/JJ')]),\n",
" Match(words=[Word('scientific/JJ')]),\n",
" Match(words=[Word('great/JJ')]),\n",
" Match(words=[Word('worthy/JJ')]),\n",
" Match(words=[Word('unworthy/JJ')]),\n",
" Match(words=[Word('great/JJ')]),\n",
" Match(words=[Word('certified/JJ')]),\n",
" Match(words=[Word('i]Caliban/JJ')]),\n",
" Match(words=[Word('Primitive/JJ')]),\n",
" Match(words=[Word('Enemys/JJ')]),\n",
" Match(words=[Word('i]Social/JJ')]),\n",
" Match(words=[Word('Quarterly/JJ')]),\n",
" Match(words=[Word('Dark/JJ')]),\n",
" Match(words=[Word('Short/JJ')])]"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"search(\"JJ\", tree)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Match(words=[Word('take/VB'), Word('this/DT'), Word('motto/NN')]),\n",
" Match(words=[Word('disqualify/VB'), Word('the/DT'), Word('resurgence/NN')]),\n",
" Match(words=[Word('be/VB'), Word('the/DT'), Word('way/NN')]),\n",
" Match(words=[Word('inherit/VB'), Word('the/DT'), Word('struggle/NN')]),\n",
" Match(words=[Word('resist/VB'), Word('the/DT'), Word('idea/NN')]),\n",
" Match(words=[Word('have/VB'), Word('the/DT'), Word('courage/NN')]),\n",
" Match(words=[Word('accept/VB'), Word('this/DT'), Word('loss/NN')]),\n",
" Match(words=[Word('be/VB'), Word('a/DT'), Word('question/NN')]),\n",
" Match(words=[Word('have/VB'), Word('no/DT'), Word('power/NN')]),\n",
" Match(words=[Word('signal/VB'), Word('an/DT'), Word('advance/NN')]),\n",
" Match(words=[Word('generate/VB'), Word('the/DT'), Word('capacity/NN')]),\n",
" Match(words=[Word('suspect/VB'), Word('some/DT'), Word('kind/NN')]),\n",
" Match(words=[Word('suppress/VB'), Word('any/DT'), Word('temptation/NN')]),\n",
" Match(words=[Word('doubt/VB'), Word('the/DT'), Word('kind/NN')]),\n",
" Match(words=[Word('make/VB'), Word('a/DT'), Word('living/NN')]),\n",
" Match(words=[Word('become/VB'), Word('an/DT'), Word('ally/NN')]),\n",
" Match(words=[Word('weather/VB'), Word('the/DT'), Word('storm/NN')]),\n",
" Match(words=[Word('recover/VB'), Word('the/DT'), Word('capacity/NN')])]"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"search('VB DT NN', tree)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [],
"source": [
"f = open(\"vbdtnn.html\",\"w\")\n",
"n = 0\n",
"print(\"\"\"<meta charset='utf-8'><link type=\"text/css\" rel=\"stylesheet\" href=\"body.css\">\"\"\",file = f)\n",
"print(\"choose your action:\",file = f)\n",
"\n",
"for m in search (\"VB DT NN\", tree): \n",
" print(f\"<a href='page{n}.html'>{m.string}</a>\",file = f)\n",
" n = n + 1\n",
"f.close()"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'recover the capacity'"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.string"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"their memory\n",
"their power and practices\n",
"their old rites\n",
"their labour-power\n",
"their activism\n",
"their chant\n",
"their return\n",
"our future\n",
"their fate\n",
"its own destruction\n",
"its specific responsibility\n",
"their way\n",
"his back\n",
"his destiny\n",
"their deconstruction\n",
"its destruction\n",
"their duty\n",
"their method\n",
"their fields\n",
"their objectivity\n",
"their position\n",
"its own way\n",
"our own reasons demands\n",
"our reasons\n",
"their own reasons\n",
"their interest prevail\n",
"his colleagues\n",
"their participation\n",
"its power\n",
"its rightful object\n",
"our business-as-usual academic routines\n",
"our future\n",
"our business-as-usual life\n",
"our reasons\n",
"its [\n",
"our future\n",
"their part\n",
"their own\n",
"their maintenance\n",
"our additions\n",
"My Enemys Enemy\n",
"i]The Quarterly Review\n"
]
}
],
"source": [
"for m in search (\"PRP$ *\", tree):\n",
" print (f\"{m.string}\")\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"from pattern.en import wordnet"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[Match(words=[Word('RESURGENCE/NN')]),\n",
" Match(words=[Word('motto/NN')]),\n",
" Match(words=[Word('cry/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('memory/NN')]),\n",
" Match(words=[Word('retrospective/NN')]),\n",
" Match(words=[Word('power/NN')]),\n",
" Match(words=[Word('matter/NN')]),\n",
" Match(words=[Word('construction/NN')]),\n",
" Match(words=[Word('understanding/NN')]),\n",
" Match(words=[Word('destruction/NN')]),\n",
" Match(words=[Word('appropriation/NN')]),\n",
" Match(words=[Word('commons/NN')]),\n",
" Match(words=[Word('rule/NN')]),\n",
" Match(words=[Word('law/NN')]),\n",
" Match(words=[Word('owner/NN')]),\n",
" Match(words=[Word('invention/NN')]),\n",
" Match(words=[Word('labour-power/NN')]),\n",
" Match(words=[Word('market/NN')]),\n",
" Match(words=[Word('commodity/NN')]),\n",
" Match(words=[Word('Listening/NN')]),\n",
" Match(words=[Word('cry/NN')]),\n",
" Match(words=[Word('honour/NN')]),\n",
" Match(words=[Word('vision/NN')]),\n",
" Match(words=[Word('era/NN')]),\n",
" Match(words=[Word('activism/NN')]),\n",
" Match(words=[Word('memory/NN')]),\n",
" Match(words=[Word('past/NN')]),\n",
" Match(words=[Word('religion/NN')]),\n",
" Match(words=[Word('goddess/NN')]),\n",
" Match(words=[Word('judgement/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('chant/NN')]),\n",
" Match(words=[Word('goddess/NN')]),\n",
" Match(words=[Word('return/NN')]),\n",
" Match(words=[Word('return/NN')]),\n",
" Match(words=[Word('goddess/NN')]),\n",
" Match(words=[Word('regression/NN')]),\n",
" Match(words=[Word('future/NN')]),\n",
" Match(words=[Word('question/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('future/NN')]),\n",
" Match(words=[Word('order/NN')]),\n",
" Match(words=[Word('something/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('fate/NN')]),\n",
" Match(words=[Word('fate/NN')]),\n",
" Match(words=[Word('price/NN')]),\n",
" Match(words=[Word('progress/NN')]),\n",
" Match(words=[Word('cascading/NN')]),\n",
" Match(words=[Word('destruction/NN')]),\n",
" Match(words=[Word('world/NN')]),\n",
" Match(words=[Word('destruction/NN')]),\n",
" Match(words=[Word('one/NN')]),\n",
" Match(words=[Word('responsibility/NN')]),\n",
" Match(words=[Word('formation/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('future/NN')]),\n",
" Match(words=[Word('Resurgence/NN')]),\n",
" Match(words=[Word('reappearance/NN')]),\n",
" Match(words=[Word('something/NN')]),\n",
" Match(words=[Word('pest/NN')]),\n",
" Match(words=[Word('epidemic/NN')]),\n",
" Match(words=[Word('vector/NN')]),\n",
" Match(words=[Word('operation/NN')]),\n",
" Match(words=[Word('eradication/NN')]),\n",
" Match(words=[Word('landscape/NN')]),\n",
" Match(words=[Word('catastrophe/NN')]),\n",
" Match(words=[Word('exploitation/NN')]),\n",
" Match(words=[Word('Today/NN')]),\n",
" Match(words=[Word('reworlding/NN')]),\n",
" Match(words=[Word('ecology/NN')]),\n",
" Match(words=[Word('restoration/NN')]),\n",
" Match(words=[Word('equilibrium/NN')]),\n",
" Match(words=[Word('Ecology/NN')]),\n",
" Match(words=[Word('association/NN')]),\n",
" Match(words=[Word('reality/NN')]),\n",
" Match(words=[Word('generalization/NN')]),\n",
" Match(words=[Word('contrast/NN')]),\n",
" Match(words=[Word('idea/NN')]),\n",
" Match(words=[Word('regression/NN')]),\n",
" Match(words=[Word('Man/NN')]),\n",
" Match(words=[Word('Man/NN')]),\n",
" Match(words=[Word('back/NN')]),\n",
" Match(words=[Word('destiny/NN')]),\n",
" Match(words=[Word('emancipation/NN')]),\n",
" Match(words=[Word('order/NN')]),\n",
" Match(words=[Word('nature/NN')]),\n",
" Match(words=[Word('deconstruction/NN')]),\n",
" Match(words=[Word('imperialist/NN')]),\n",
" Match(words=[Word('colonialist/NN')]),\n",
" Match(words=[Word('character/NN')]),\n",
" Match(words=[Word('Man/NN')]),\n",
" Match(words=[Word('motto/NN')]),\n",
" Match(words=[Word('reference/NN')]),\n",
" Match(words=[Word('progress/NN')]),\n",
" Match(words=[Word('possibility/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('materialist/NN')]),\n",
" Match(words=[Word('secularist/NN')]),\n",
" Match(words=[Word('position/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('word/NN')]),\n",
" Match(words=[Word('future/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('challenge/NN')]),\n",
" Match(words=[Word('materialism/NN')]),\n",
" Match(words=[Word('secularism/NN')]),\n",
" Match(words=[Word('today/NN')]),\n",
" Match(words=[Word('struggle/NN')]),\n",
" Match(words=[Word('character/NN')]),\n",
" Match(words=[Word('materialism/NN')]),\n",
" Match(words=[Word('secularism/NN')]),\n",
" Match(words=[Word('destruction/NN')]),\n",
" Match(words=[Word('transition/NN')]),\n",
" Match(words=[Word('capitalism/NN')]),\n",
" Match(words=[Word('world.[1/NN')]),\n",
" Match(words=[Word('idea/NN')]),\n",
" Match(words=[Word('courage/NN')]),\n",
" Match(words=[Word('loss/NN')]),\n",
" Match(words=[Word('question/NN')]),\n",
" Match(words=[Word('root/NN')]),\n",
" Match(words=[Word('environment/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('destruction/NN')]),\n",
" Match(words=[Word('fait/NN')]),\n",
" Match(words=[Word('accompli/NN')]),\n",
" Match(words=[Word('environment/NN')]),\n",
" Match(words=[Word('fait/NN')]),\n",
" Match(words=[Word('accompli/NN')]),\n",
" Match(words=[Word('destruction/NN')]),\n",
" Match(words=[Word('point/NN')]),\n",
" Match(words=[Word('agreement/NN')]),\n",
" Match(words=[Word('antagonist/NN')]),\n",
" Match(words=[Word('fact/NN')]),\n",
" Match(words=[Word('magic/NN')]),\n",
" Match(words=[Word('practice/NN')]),\n",
" Match(words=[Word('magic/NN')]),\n",
" Match(words=[Word('cultural-subjective/NN')]),\n",
" Match(words=[Word('construction/NN')]),\n",
" Match(words=[Word('Objectivity/NN')]),\n",
" Match(words=[Word('Subjectivity/NN')]),\n",
" Match(words=[Word('banners[b/NN')]),\n",
" Match(words=[Word('world/NN')]),\n",
" Match(words=[Word('routine/NN')]),\n",
" Match(words=[Word('methodology/NN')]),\n",
" Match(words=[Word('duty/NN')]),\n",
" Match(words=[Word('order/NN')]),\n",
" Match(words=[Word('information/NN')]),\n",
" Match(words=[Word('meaning/NN')]),\n",
" Match(words=[Word('value/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('quest/NN')]),\n",
" Match(words=[Word('approach/NN')]),\n",
" Match(words=[Word('objectivity/NN')]),\n",
" Match(words=[Word('subjectivity/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('method/NN')]),\n",
" Match(words=[Word('knowledge/NN')]),\n",
" Match(words=[Word('objectivity/NN')]),\n",
" Match(words=[Word('banner/NN')]),\n",
" Match(words=[Word('power/NN')]),\n",
" Match(words=[Word('sense/NN')]),\n",
" Match(words=[Word('achievement/NN')]),\n",
" Match(words=[Word('objective/NN')]),\n",
" Match(words=[Word('fact/NN')]),\n",
" Match(words=[Word('questioning/NN')]),\n",
" Match(words=[Word('objectivity/NN')]),\n",
" Match(words=[Word('creation/NN')]),\n",
" Match(words=[Word('situation/NN')]),\n",
" Match(words=[Word('thing/NN')]),\n",
" Match(words=[Word('power/NN')]),\n",
" Match(words=[Word('interpretation/NN')]),\n",
" Match(words=[Word('one/NN')]),\n",
" Match(words=[Word('objectivity/NN')]),\n",
" Match(words=[Word('name/NN')]),\n",
" Match(words=[Word('event/NN')]),\n",
" Match(words=[Word('outcome/NN')]),\n",
" Match(words=[Word('method/NN')]),\n",
" Match(words=[Word('lab/NN')]),\n",
" Match(words=[Word('techno-social/NN')]),\n",
" Match(words=[Word('milieu/NN')]),\n",
" Match(words=[Word('world/NN')]),\n",
" Match(words=[Word('claim/NN')]),\n",
" Match(words=[Word('objectivity/NN')]),\n",
" Match(words=[Word('lab/NN')]),\n",
" Match(words=[Word('claim/NN')]),\n",
" Match(words=[Word('operator/NN')]),\n",
" Match(words=[Word('kind/NN')]),\n",
" Match(words=[Word('objectivity/NN')]),\n",
" Match(words=[Word('sheer/NN')]),\n",
" Match(words=[Word('extraction/NN')]),\n",
" Match(words=[Word('imposition/NN')]),\n",
" Match(words=[Word('method/NN')]),\n",
" Match(words=[Word('banner/NN')]),\n",
" Match(words=[Word('conquest/NN')]),\n",
" Match(words=[Word('hand/NN')]),\n",
" Match(words=[Word('ground/NN')]),\n",
" Match(words=[Word('subjectivity/NN')]),\n",
" Match(words=[Word('objectivity/NN')]),\n",
" Match(words=[Word('difference/NN')]),\n",
" Match(words=[Word('sciences.[2/NN')]),\n",
" Match(words=[Word('banner/NN')]),\n",
" Match(words=[Word('subjectivity/NN')]),\n",
" Match(words=[Word('turns/NN')]),\n",
" Match(words=[Word('turn/NN')]),\n",
" Match(words=[Word('t/NN')]),\n",
" Match(words=[Word('help/NN')]),\n",
" Match(words=[Word('advance/NN')]),\n",
" Match(words=[Word('destruction/NN')]),\n",
" Match(words=[Word('sense/NN')]),\n",
" Match(words=[Word('contrast/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('demoralization/NN')]),\n",
" Match(words=[Word('perspective/NN')]),\n",
" Match(words=[Word('advance/NN')]),\n",
" Match(words=[Word('Demoralization/NN')]),\n",
" Match(words=[Word('recognition/NN')]),\n",
" Match(words=[Word('limit/NN')]),\n",
" Match(words=[Word('possibility/NN')]),\n",
" Match(words=[Word('possibility/NN')]),\n",
" Match(words=[Word('feeling/NN')]),\n",
" Match(words=[Word('legitimacy/NN')]),\n",
" Match(words=[Word('objectivity/NN')]),\n",
" Match(words=[Word('subjectivity/NN')]),\n",
" Match(words=[Word('signal/NN')]),\n",
" Match(words=[Word('process/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('position/NN')]),\n",
" Match(words=[Word('subjectivity/NN')]),\n",
" Match(words=[Word('objectivity/NN')]),\n",
" Match(words=[Word('dismemberment/NN')]),\n",
" Match(words=[Word('sense[b/NN')]),\n",
" Match(words=[Word('matter/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('mobilization/NN')]),\n",
" Match(words=[Word('advance/NN')]),\n",
" Match(words=[Word('knowledge/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('situation/NN')]),\n",
" Match(words=[Word('power/NN')]),\n",
" Match(words=[Word('think/NN')]),\n",
" Match(words=[Word('learning/NN')]),\n",
" Match(words=[Word('process/NN')]),\n",
" Match(words=[Word('situation/NN')]),\n",
" Match(words=[Word('requirement/NN')]),\n",
" Match(words=[Word('power/NN')]),\n",
" Match(words=[Word('objective&slash;subjective/NN')]),\n",
" Match(words=[Word('disjunction/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('process/NN')]),\n",
" Match(words=[Word('ritual/NN')]),\n",
" Match(words=[Word('bullet-point/NN')]),\n",
" Match(words=[Word('instance/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('game/NN')]),\n",
" Match(words=[Word('truth/NN')]),\n",
" Match(words=[Word('power/NN')]),\n",
" Match(words=[Word('position/NN')]),\n",
" Match(words=[Word('addition/NN')]),\n",
" Match(words=[Word('inspiration/NN')]),\n",
" Match(words=[Word('instance/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('sweat/NN')]),\n",
" Match(words=[Word('lodge/NN')]),\n",
" Match(words=[Word('Today/NN')]),\n",
" Match(words=[Word('share/NN')]),\n",
" Match(words=[Word('reinvention/NN')]),\n",
" Match(words=[Word('art/NN')]),\n",
" Match(words=[Word('deliberation/NN')]),\n",
" Match(words=[Word('issue/NN')]),\n",
" Match(words=[Word('deliberation/NN')]),\n",
" Match(words=[Word('power/NN')]),\n",
" Match(words=[Word('sense/NN')]),\n",
" Match(words=[Word('care/NN')]),\n",
" Match(words=[Word('truth/NN')]),\n",
" Match(words=[Word('power/NN')]),\n",
" Match(words=[Word('agreement/NN')]),\n",
" Match(words=[Word('process/NN')]),\n",
" Match(words=[Word('party/NN')]),\n",
" Match(words=[Word('experiment/NN')]),\n",
" Match(words=[Word('capacity/NN')]),\n",
" Match(words=[Word('feel/NN')]),\n",
" Match(words=[Word('goddess/NN')]),\n",
" Match(words=[Word('room/NN')]),\n",
" Match(words=[Word('power/NN')]),\n",
" Match(words=[Word('generativity/NN')]),\n",
" Match(words=[Word('chant/NN')]),\n",
" Match(words=[Word('everything/NN')]),\n",
" Match(words=[Word('everything/NN')]),\n",
" Match(words=[Word('honour/NN')]),\n",
" Match(words=[Word('change/NN')]),\n",
" Match(words=[Word('everything/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('conversion/NN')]),\n",
" Match(words=[Word('i]She[i/NN')]),\n",
" Match(words=[Word('course/NN')]),\n",
" Match(words=[Word('trust/NN')]),\n",
" Match(words=[Word('possibility/NN')]),\n",
" Match(words=[Word('generativity/NN')]),\n",
" Match(words=[Word('kind/NN')]),\n",
" Match(words=[Word('role-playing/NN')]),\n",
" Match(words=[Word('role/NN')]),\n",
" Match(words=[Word('something/NN')]),\n",
" Match(words=[Word('position/NN')]),\n",
" Match(words=[Word('temptation/NN')]),\n",
" Match(words=[Word('kind/NN')]),\n",
" Match(words=[Word('authority/NN')]),\n",
" Match(words=[Word('hesitation/NN')]),\n",
" Match(words=[Word('betrayal/NN')]),\n",
" Match(words=[Word('art/NN')]),\n",
" Match(words=[Word('emergence/NN')]),\n",
" Match(words=[Word('intensification/NN')]),\n",
" Match(words=[Word('sensitivity/NN')]),\n",
" Match(words=[Word('sensitivity/NN')]),\n",
" Match(words=[Word('change/NN')]),\n",
" Match(words=[Word('relationship/NN')]),\n",
" Match(words=[Word('song[b/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('situation/NN')]),\n",
" Match(words=[Word('work/NN')]),\n",
" Match(words=[Word('laboratory/NN')]),\n",
" Match(words=[Word('redefinition/NN')]),\n",
" Match(words=[Word('biology/NN')]),\n",
" Match(words=[Word('abstraction/NN')]),\n",
" Match(words=[Word('interest/NN')]),\n",
" Match(words=[Word('prevail/NN')]),\n",
" Match(words=[Word('living/NN')]),\n",
" Match(words=[Word('none/NN')]),\n",
" Match(words=[Word('biology.[3/NN')]),\n",
" Match(words=[Word('song/NN')]),\n",
" Match(words=[Word('singer/NN')]),\n",
" Match(words=[Word('specialist/NN')]),\n",
" Match(words=[Word('microbiology/NN')]),\n",
" Match(words=[Word('character/NN')]),\n",
" Match(words=[Word('composition/NN')]),\n",
" Match(words=[Word('pattern/NN')]),\n",
" Match(words=[Word('song/NN')]),\n",
" Match(words=[Word('lab/NN')]),\n",
" Match(words=[Word('field/NN')]),\n",
" Match(words=[Word('life/NN')]),\n",
" Match(words=[Word('participation/NN')]),\n",
" Match(words=[Word('revolution/NN')]),\n",
" Match(words=[Word('biology/NN')]),\n",
" Match(words=[Word('heresy/NN')]),\n",
" Match(words=[Word('challenge/NN')]),\n",
" Match(words=[Word('creed/NN')]),\n",
" Match(words=[Word('advance/NN')]),\n",
" Match(words=[Word('science/NN')]),\n",
" Match(words=[Word('biology/NN')]),\n",
" Match(words=[Word('power/NN')]),\n",
" Match(words=[Word('research/NN')]),\n",
" Match(words=[Word('direction/NN')]),\n",
" Match(words=[Word('song/NN')]),\n",
" Match(words=[Word('assemblage/NN')]),\n",
" Match(words=[Word('interdependence/NN')]),\n",
" Match(words=[Word('extraction/NN')]),\n",
" Match(words=[Word('isolation/NN')]),\n",
" Match(words=[Word('road/NN')]),\n",
" Match(words=[Word('progress/NN')]),\n",
" Match(words=[Word('theory/NN')]),\n",
" Match(words=[Word('i]a/NN')]),\n",
" Match(words=[Word('priori[i/NN')]),\n",
" Match(words=[Word('object/NN')]),\n",
" Match(words=[Word('way/NN')]),\n",
" Match(words=[Word('situation/NN')]),\n",
" Match(words=[Word('biology/NN')]),\n",
" Match(words=[Word('ally/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('time/NN')]),\n",
" Match(words=[Word('demobilization/NN')]),\n",
" Match(words=[Word('s/NN')]),\n",
" Match(words=[Word('proposition/NN')]),\n",
" Match(words=[Word('future/NN')]),\n",
" Match(words=[Word('life/NN')]),\n",
" Match(words=[Word('place/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('cultivation/NN')]),\n",
" Match(words=[Word('art/NN')]),\n",
" Match(words=[Word('attention/NN')]),\n",
" Match(words=[Word('art/NN')]),\n",
" Match(words=[Word('vigilance/NN')]),\n",
" Match(words=[Word('relevance/NN')]),\n",
" Match(words=[Word('risk/NN')]),\n",
" Match(words=[Word('disaster/NN')]),\n",
" Match(words=[Word('demand/NN')]),\n",
" Match(words=[Word('precariousness/NN')]),\n",
" Match(words=[Word('stable/NN')]),\n",
" Match(words=[Word('Tsing/NN')]),\n",
" Match(words=[Word('Matsutake/NN')]),\n",
" Match(words=[Word('mushroom/NN')]),\n",
" Match(words=[Word('extraction/NN')]),\n",
" Match(words=[Word('exploitation/NN')]),\n",
" Match(words=[Word('matter[I/NN')]),\n",
" Match(words=[Word('Devastation/NN')]),\n",
" Match(words=[Word('unravelling/NN')]),\n",
" Match(words=[Word('life/NN')]),\n",
" Match(words=[Word('deliberate/NN')]),\n",
" Match(words=[Word('idea/NN')]),\n",
" Match(words=[Word('case/NN')]),\n",
" Match(words=[Word('mushroom/NN')]),\n",
" Match(words=[Word('i]symbionts[i/NN')]),\n",
" Match(words=[Word('knowledge/NN')]),\n",
" Match(words=[Word('objectivity/NN')]),\n",
" Match(words=[Word('subjectivity/NN')]),\n",
" Match(words=[Word('light/NN')]),\n",
" Match(words=[Word('situation/NN')]),\n",
" Match(words=[Word('situation/NN')]),\n",
" Match(words=[Word('woven[b/NN')]),\n",
" Match(words=[Word('future/NN')]),\n",
" Match(words=[Word('possibility/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('possibility/NN')]),\n",
" Match(words=[Word('name/NN')]),\n",
" Match(words=[Word('extraction/NN')]),\n",
" Match(words=[Word('web/NN')]),\n",
" Match(words=[Word('generativity.[6/NN')]),\n",
" Match(words=[Word('cultivation/NN')]),\n",
" Match(words=[Word('interdependence/NN')]),\n",
" Match(words=[Word('precariousness/NN')]),\n",
" Match(words=[Word('part/NN')]),\n",
" Match(words=[Word('growth/NN')]),\n",
" Match(words=[Word('selection/NN')]),\n",
" Match(words=[Word('off-ground/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('return/NN')]),\n",
" Match(words=[Word('climate/NN')]),\n",
" Match(words=[Word('justice/NN')]),\n",
" Match(words=[Word('i]Alliance/NN')]),\n",
" Match(words=[Word('alliances[i/NN')]),\n",
" Match(words=[Word('gender/NN')]),\n",
" Match(words=[Word('colour/NN')]),\n",
" Match(words=[Word('resistance/NN')]),\n",
" Match(words=[Word('storm/NN')]),\n",
" Match(words=[Word('need/NN')]),\n",
" Match(words=[Word('honour/NN')]),\n",
" Match(words=[Word('struggle/NN')]),\n",
" Match(words=[Word('for.[7/NN')]),\n",
" Match(words=[Word('commons/NN')]),\n",
" Match(words=[Word('world/NN')]),\n",
" Match(words=[Word('name/NN')]),\n",
" Match(words=[Word('property/NN')]),\n",
" Match(words=[Word('commons/NN')]),\n",
" Match(words=[Word('need/NN')]),\n",
" Match(words=[Word('capacity/NN')]),\n",
" Match(words=[Word('concern/NN')]),\n",
" Match(words=[Word('care/NN')]),\n",
" Match(words=[Word('maintenance/NN')]),\n",
" Match(words=[Word('commons.[8/NN')]),\n",
" Match(words=[Word('Resurgence/NN')]),\n",
" Match(words=[Word('word/NN')]),\n",
" Match(words=[Word('option/NN')]),\n",
" Match(words=[Word('future/NN')]),\n",
" Match(words=[Word('trust/NN')]),\n",
" Match(words=[Word('today/NN')]),\n",
" Match(words=[Word('s/NN')]),\n",
" Match(words=[Word('possibility/NN')]),\n",
" Match(words=[Word('worth/NN')]),\n",
" Match(words=[Word('option/NN')]),\n",
" Match(words=[Word('today/NN')]),\n",
" Match(words=[Word('standing/NN')]),\n",
" Match(words=[Word('place/NN')]),\n",
" Match(words=[Word('skepticism/NN')]),\n",
" Match(words=[Word('resurgence/NN')]),\n",
" Match(words=[Word('option/NN')]),\n",
" Match(words=[Word('ground/NN')]),\n",
" Match(words=[Word('soil/NN')]),\n",
" Match(words=[Word('commons/NN')]),\n",
" Match(words=[Word('abstraction/NN')]),\n",
" Match(words=[Word('process/NN')]),\n",
" Match(words=[Word('matter/NN')]),\n",
" Match(words=[Word('song/NN')]),\n",
" Match(words=[Word('song/NN')]),\n",
" Match(words=[Word('attention/NN')]),\n",
" Match(words=[Word('concern/NN')]),\n",
" Match(words=[Word('attention/NN')]),\n",
" Match(words=[Word('song/NN')]),\n",
" Match(words=[Word('question/NN')]),\n",
" Match(words=[Word('pluriverse/NN')]),\n",
" Match(words=[Word('rise/NN')]),\n",
" Match(words=[Word('fall/NN')]),\n",
" Match(words=[Word('value/NN')]),\n",
" Match(words=[Word('question/NN')]),\n",
" Match(words=[Word('answer/NN')]),\n",
" Match(words=[Word('difference/NN')]),\n",
" Match(words=[Word('world/NN')]),\n",
" Match(words=[Word('manner/NN')]),\n",
" Match(words=[Word('difference/NN')]),\n",
" Match(words=[Word('Enemy/NN')]),\n",
" Match(words=[Word('doi:10.2307&slash;466844/NN')]),\n",
" Match(words=[Word('I./NN')]),\n",
" Match(words=[Word('doi:10.1086&slash;668166/NN')]),\n",
" Match(words=[Word('Song/NN')]),\n",
" Match(words=[Word('i]Biology/NN')]),\n",
" Match(words=[Word('End/NN')]),\n",
" Match(words=[Word('Sex/NN')]),\n",
" Match(words=[Word('Introduction/NN')]),\n",
" Match(words=[Word('i]Pragmatism/NN')]),\n",
" Match(words=[Word('Name/NN')])]"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"search('NN', tree)\n"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"sense = wordnet.synsets(\"language\")[0]"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Synset('communication.n.02')"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sense.hypernym"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"matching owner\n",
"matching Man\n",
"matching Man\n",
"matching imperialist\n",
"matching colonialist\n",
"matching Man\n",
"matching materialist\n",
"matching secularist\n",
"matching antagonist\n",
"matching singer\n",
"matching specialist\n"
]
}
],
"source": [
"output = []\n",
"search_word=\"person\"\n",
"for search_word in search_word.split('|'):\n",
" synset = wordnet.synsets(search_word)[0]\n",
" pos = synset.pos\n",
" possible_words = search(pos, tree)\n",
" for match in possible_words:\n",
" # print (f\"match {match}\")\n",
" word = match[0].string\n",
" synsets = wordnet.synsets(word)\n",
" if len(synsets) > 0:\n",
" hypernyms = synsets[0].hypernyms(recursive=True)\n",
" if any(search_word == h.senses[0] for h in hypernyms):\n",
" print(f\"matching {word}\")\n",
" output.append(word)"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['owner',\n",
" 'Man',\n",
" 'Man',\n",
" 'imperialist',\n",
" 'colonialist',\n",
" 'Man',\n",
" 'materialist',\n",
" 'secularist',\n",
" 'antagonist',\n",
" 'singer',\n",
" 'specialist']"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"output"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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",
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"nbformat": 4,
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