In [1]:
from nltk.corpus import wordnet
from nltk import word_tokenize, pos_tag
from nltk.stem import WordNetLemmatizer
SampleTXT='The yellow dog barked at the cat'
def get_wordnet_pos(treebank_tag):
if treebank_tag.startswith('J'):
return wordnet.ADJ
elif treebank_tag.startswith('V'):
return wordnet.VERB
elif treebank_tag.startswith('N'):
return wordnet.NOUN
elif treebank_tag.startswith('R'):
return wordnet.ADV
else:
return None
def lemmatize_sentence(sentence):
res = []
lemmatizer = WordNetLemmatizer()
print word_tokenize(sentence)
for word, pos in pos_tag(word_tokenize(sentence)):
print word, pos
wordnet_pos = get_wordnet_pos(pos) or wordnet.NOUN
res.append(lemmatizer.lemmatize(word, pos=wordnet_pos))
return res
In [8]:
import MySQLdb as mysql
In [ ]:
#connect into DB
conn = mysql.connect(host='140.116.112.164', user='iim_project', passwd='1qaz2wsx3eDC', db = "iim_project", charset="utf8")
cur = conn.cursor()
cur.execute("SELECT word FROM ES2002a_grammer")
words = cur.fetchall()
cur.execute("SELECT * FORM ES2002a_grammer")
final = cur.fetchall()
cur.close()
conn.close()
In [ ]:
final
In [38]:
words = list(words)
for i in range(len(words)):
words[i] = list(words[i])
In [39]:
for word in words:
word[0] = str(word[0])
In [40]:
words
Out[40]:
[['Uh_huh'],
['select'],
['a'],
['she'],
['has'],
['produced'],
['a'],
['powerpoint'],
['Uh'],
['I'],
['think'],
['it'],
["'s"],
['already'],
['on'],
['actually'],
['we'],
["'ll"],
['try'],
['the'],
['main'],
['thing'],
['work'],
['yeah'],
['applies'],
['in'],
['the'],
['back'],
['but'],
['okay'],
['right'],
['Now'],
['I'],
['yes'],
['okay'],
['right'],
['well'],
['was'],
['the'],
['kickoff'],
['meeting'],
['for'],
['our'],
['our'],
['project'],
['and'],
['this'],
['this'],
['is'],
['just'],
['what'],
['we'],
['we'],
["'re"],
['gon'],
['na'],
['be'],
['doing'],
['in'],
['the'],
['next'],
['twenty'],
['five'],
['minutes'],
['Um'],
['so'],
['personal'],
['just'],
['to'],
['kind'],
['of'],
['make'],
['sure'],
['that'],
['we'],
['all'],
['know'],
['each'],
['other'],
['I'],
["'m"],
['your'],
['and'],
['I'],
["'m"],
['the'],
['project'],
['manager'],
['manager'],
['do'],
["n't"],
['introduce'],
['yourself'],
['again'],
['Um'],
['data'],
['data'],
['and'],
['I'],
['I'],
['I'],
["'m"],
['supposed'],
['to'],
['be'],
['industrial'],
['designer'],
['okay'],
['Andrew'],
['and'],
['I'],
['I'],
["'m"],
['the'],
['marketing'],
['an'],
['expert'],
['I'],
["'m"],
['pregnant'],
['agent'],
['great'],
['okay'],
['I'],
['was'],
['we'],
["'re"],
['designing'],
['any'],
['remote'],
['control'],
['And'],
['oh'],
['I'],
['I'],
['have'],
['to'],
['record'],
['he'],
["'s"],
['here'],
['actually'],
['so'],
['this'],
['this'],
['do'],
['the'],
['Andrew'],
['and'],
['created'],
['created'],
['and'],
['you'],
["'ll"],
['arrived'],
['on'],
['time'],
['Um'],
['yes'],
['it'],
['is'],
['a'],
['design'],
['a'],
['new'],
['remote'],
['control'],
['as'],
['you'],
['can'],
['see'],
['is'],
['this'],
['this'],
['be'],
['original'],
['trendy'],
['and'],
['user'],
['friendly'],
['friendly'],
['Um'],
['so'],
['that'],
["'s"],
['kind'],
['of'],
['our'],
['our'],
['brief'],
['the'],
['wire'],
['and'],
['so'],
['there'],
['are'],
['are'],
['three'],
['different'],
['stages'],
['to'],
['the'],
['design'],
['And'],
['I'],
["'m"],
['not'],
['sure'],
['what'],
['what'],
['you'],
['guys'],
['have'],
['already'],
['received'],
['in'],
['your'],
['emails'],
['emails'],
['what'],
["'d"],
['you'],
['get'],
['I'],
['just'],
['got'],
["'cause"],
['I'],
['know'],
['you'],
['had'],
['to'],
['calls'],
['okay'],
['so'],
['we'],
['we'],
["'re"],
['gon'],
['na'],
['have'],
['like'],
['individual'],
['work'],
['and'],
['then'],
['a'],
['meeting'],
['meeting'],
['about'],
['it'],
['And'],
['repeat'],
['that'],
['process'],
['three'],
['times'],
['Um'],
['and'],
['at'],
['this'],
['point'],
['we'],
['get'],
['try'],
['the'],
['whiteboard'],
['over'],
['there'],
['I'],
['I'],
['I'],
['so'],
['you'],
['you'],
['get'],
['to'],
['draw'],
['your'],
['favourite'],
['animal'],
['and'],
['sum'],
['sum'],
['of'],
['so'],
['you'],
['you'],
["'d"],
['like'],
['to'],
['get'],
['more'],
['is'],
['very'],
['kids'],
['I.'],
['alright'],
['So'],
['this'],
['one'],
['here'],
['right'],
['okay'],
['I'],
['do'],
["n't"],
['alright'],
['my'],
['favourite'],
['animal'],
['and'],
['like'],
['ah'],
['ah'],
['a'],
['L'],
['I'],
['characters'],
['are'],
['about'],
['right'],
['yeah'],
['alright'],
['well'],
['basically'],
['high'],
['priority'],
['for'],
['any'],
['animal'],
['for'],
['me'],
['is'],
['that'],
['they'],
['they'],
['be'],
['willing'],
['to'],
['take'],
['a'],
['lot'],
['of'],
['physical'],
['affection'],
['from'],
['the'],
['family'],
['And'],
['just'],
['yeah'],
['they'],
['have'],
['lots'],
['of'],
['personality'],
['and'],
['this'],
['this'],
['and'],
['then'],
['robust'],
['good'],
['health'],
['health'],
['So'],
['this'],
['is'],
['the'],
['bigger'],
['I'],
['families'],
['be'],
['right'],
['lovely'],
['yeah'],
['no'],
['matter'],
['of'],
['on'],
['would'],
['be'],
['a'],
['monkey'],
['I'],
['I'],
['the'],
['smoke'],
['even'],
['for'],
['a'],
['and'],
['then'],
['one'],
['for'],
['the'],
['gon'],
['na'],
['real'],
['no'],
['and'],
['when'],
['when'],
['the'],
['other'],
['with'],
['them'],
['right'],
['here'],
['you'],
['can'],
['take'],
['as'],
['long'],
['over'],
['this'],
['is'],
['a'],
['like'],
['because'],
['we'],
['have'],
["n't"],
['got'],
['an'],
['awful'],
['lot'],
['there'],
["'s"],
['of'],
['day'],
['today'],
['do'],
["n't"],
['feel'],
['like'],
['your'],
['interaction'],
['anyway'],
['actually'],
['told'],
['me'],
['a'],
['lot'],
['more'],
['about'],
['the'],
['eagles'],
['it'],
["'s"],
['so'],
['much'],
['or'],
['what'],
['what'],
['have'],
['have'],
['to'],
['get'],
['yeah'],
['because'],
['I'],
['do'],
["n't"],
['know'],
['mine'],
['is'],
["n't"],
['gon'],
['na'],
['think'],
['on'],
['the'],
['spot'],
['oh'],
['is'],
['that'],
['a'],
['whale'],
['yeah'],
['yeah'],
['I.'],
['well'],
['like'],
['I'],
['do'],
["n't"],
['know'],
['it'],
["'s"],
['just'],
['for'],
['am'],
['I'],
['can'],
['think'],
['of'],
['the'],
['top'],
['of'],
['my'],
['head'],
['figure'],
['is'],
['in'],
['this'],
["'cause"],
['I'],
["'m"],
['allergic'],
['to'],
['most'],
['animals'],
['animal'],
['for'],
['so'],
['fish'],
['was'],
['a'],
['natural'],
['choice'],
['it'],
['was'],
['becoming'],
['ill'],
['I'],
['mean'],
['so'],
['I'],
['for'],
['a'],
['mess'],
['and'],
['mild'],
['an'],
['interesting'],
['okay'],
['I'],
['still'],
['did'],
["n't"],
['interaction'],
['with'],
['superb'],
['sketch'],
['by'],
['the'],
['way'],
['yeah'],
['okay'],
['I'],
['was'],
['gon'],
['na'],
['choose'],
['a'],
['dog'],
['as'],
['well'],
['But'],
['I'],
['just'],
['a'],
['different'],
['kind'],
['of'],
['dogs'],
['are'],
['my'],
['favourite'],
['animal'],
['animal'],
['is'],
['my'],
['dog'],
['dog'],
['at'],
['home'],
['I'],
['that'],
['that'],
['does'],
["n't"],
['really'],
['look'],
['like'],
['actually'],
['looks'],
['more'],
['like'],
['a'],
['pig'],
['actually'],
['oh'],
['right'],
['see'],
['a'],
['dog'],
['in'],
['there'],
['yeah'],
['yeah'],
['yeah'],
['that'],
["'s"],
['a'],
['good'],
['idea'],
['no'],
['serious'],
['too'],
['I'],
['what'],
['kind'],
['of'],
["'em"],
['he'],
["'s"],
['a'],
['mixture'],
['of'],
['of'],
['various'],
['things'],
['Um'],
['and'],
['what'],
['I'],
['I'],
['like'],
['about'],
['it'],
['Um'],
['that'],
["'s"],
['just'],
['as'],
['the'],
['death'],
['that'],
['his'],
['tail'],
['why'],
['And'],
['very'],
['friendly'],
['and'],
['teary'],
['and'],
['always'],
['pleased'],
['to'],
['see'],
['you'],
['and'],
['of'],
['and'],
['and'],
['it'],
["'s"],
['quite'],
['quite'],
['we'],
['as'],
['well'],
['so'],
['you'],
['know'],
['you'],
['can'],
['does'],
["n't"],
['take'],
['too'],
['much'],
['space'],
['Um'],
['the'],
['thing'],
['does'],
['a'],
['funny'],
['thing'],
['reaches'],
['detail'],
['That'],
["'s"],
['quite'],
['amusing'],
['yeah'],
['where'],
['this'],
['his'],
['own'],
['genitalia'],
['thing'],
['I'],
['think'],
['anything'],
['and'],
['it'],
['has'],
['actually'],
['had'],
['is'],
['dinner'],
['I'],
['and'],
['it'],
['it'],
['just'],
['all'],
['all'],
['of'],
['a'],
['sudden'],
['is'],
['get'],
['and'],
['start'],
['start'],
['chasing'],
['his'],
['tail'],
['pipe'],
['it'],
['around'],
['the'],
['living'],
['room'],
['yeah'],
['only'],
['when'],
['use'],
['little'],
['he'],
['got'],
['lots'],
['of'],
['attention'],
['for'],
['doing'],
['it'],
['and'],
['I'],
['conditioned'],
['maybe'],
['yeah'],
['that'],
['where'],
['did'],
['you'],
['find'],
['this'],
['just'],
['down'],
['here'],
['okay'],
['Reading'],
['next'],
['Um'],
['okay'],
['mean'],
['I'],
['I'],
['need'],
['to'],
['discuss'],
['the'],
['project'],
['fine'],
['now'],
['so'],
['according'],
['to'],
['the'],
['we'],
['we'],
["'re"],
['gon'],
['na'],
['be'],
['selling'],
['this'],
['remote'],
['control'],
['for'],
['twenty'],
['five'],
['euro'],
['Um'],
['Um'],
['and'],
['we'],
['we'],
['we'],
["'re"],
['aiming'],
['to'],
['make'],
['fifty'],
['million'],
['euro'],
['Um'],
['so'],
['we'],
['we'],
["'re"],
['gon'],
['na'],
['be'],
['selling'],
['this'],
['on'],
['an'],
['scale'],
['And'],
['we'],
['do'],
['want'],
['to'],
['cost'],
['anymore'],
['than'],
['twelve'],
['fifty'],
['euros'],
['so'],
['fifty'],
['percent'],
['to'],
['the'],
['selling'],
['price'],
['and'],
['we'],
['just'],
['go'],
['that'],
['again'],
['sure'],
['so'],
['this'],
['alright'],
['okay'],
['okay'],
['so'],
['cost'],
['like'],
['production'],
['cost'],
['is'],
['altogether'],
['a'],
['fifty'],
['but'],
['selling'],
['selling'],
['price'],
['is'],
['is'],
['that'],
['wholesale'],
['or'],
['retail'],
['retail'],
['like'],
['on'],
['the'],
['shelf'],
['I'],
['dunno'],
['I'],
['imagine'],
['That'],
["'s"],
['gross'],
['two'],
['hours'],
['I'],
['marginal'],
['probably'],
['is'],
['are'],
['still'],
['actually'],
['because'],
['it'],
["'s"],
['probably'],
['up'],
['to'],
['the'],
['the'],
['retailer'],
['to'],
['myself'],
['whatever'],
['price'],
['they'],
['want'],
['but'],
['I'],
['I'],
['do'],
["n't"],
['know'],
['I'],
['mean'],
['do'],
['you'],
['think'],
['the'],
['fact'],
['that'],
['it'],
['it'],
["'s"],
['going'],
['to'],
['be'],
['sold'],
['will'],
['have'],
['a'],
['bearing'],
['on'],
['how'],
['we'],
['design'],
['it'],
['at'],
['all'],
['yeah'],
['I'],
['think'],
['it'],
['will'],
['all'],
['right'],
['away'],
['I'],
["'m"],
['wondering'],
['if'],
['there'],
['is'],
['like'],
['the'],
['DVD'],
['players'],
['if'],
['they'],
['are'],
['zones'],
['oh'],
['yeah'],
['regions'],
['stuff'],
['is'],
['limited'],
['or'],
['something'],
['something'],
['yeah'],
['okay'],
['as'],
['well'],
['as'],
['characters'],
['different'],
['keypad'],
['styles'],
['and'],
['some'],
['yeah'],
['yeah'],
['well'],
['for'],
['a'],
['remote'],
['control'],
['do'],
['you'],
['think'],
['that'],
['would'],
['be'],
['a'],
['specific'],
['depends'],
['on'],
['how'],
['complicated'],
['a'],
['remote'],
['control'],
['is'],
['except'],
...]
In [52]:
res = []
lemmatizer = WordNetLemmatizer()
for i in range(len(words)):
for word, pos in pos_tag(words[i]):
wordnet_pos = get_wordnet_pos(pos) or wordnet.NOUN
res.append(lemmatizer.lemmatize(word, pos=wordnet_pos))
In [53]:
res
Out[53]:
['Uh_huh',
'select',
'a',
'she',
u'have',
u'produce',
'a',
'powerpoint',
'Uh',
'I',
'think',
'it',
"'s",
'already',
'on',
'actually',
'we',
"'ll",
'try',
'the',
'main',
'thing',
'work',
'yeah',
'applies',
'in',
'the',
'back',
'but',
'okay',
'right',
'Now',
'I',
'yes',
'okay',
'right',
'well',
u'be',
'the',
'kickoff',
'meeting',
'for',
'our',
'our',
'project',
'and',
'this',
'this',
u'be',
'just',
'what',
'we',
'we',
"'re",
'gon',
'na',
'be',
u'do',
'in',
'the',
'next',
'twenty',
'five',
u'minute',
'Um',
'so',
'personal',
'just',
'to',
'kind',
'of',
'make',
'sure',
'that',
'we',
'all',
'know',
'each',
'other',
'I',
"'m",
'your',
'and',
'I',
"'m",
'the',
'project',
'manager',
'manager',
'do',
"n't",
'introduce',
'yourself',
'again',
'Um',
'data',
'data',
'and',
'I',
'I',
'I',
"'m",
u'suppose',
'to',
'be',
'industrial',
'designer',
'okay',
'Andrew',
'and',
'I',
'I',
"'m",
'the',
'marketing',
'an',
'expert',
'I',
"'m",
'pregnant',
'agent',
'great',
'okay',
'I',
u'be',
'we',
"'re",
u'design',
'any',
'remote',
'control',
'And',
'oh',
'I',
'I',
'have',
'to',
'record',
'he',
"'s",
'here',
'actually',
'so',
'this',
'this',
'do',
'the',
'Andrew',
'and',
u'create',
u'create',
'and',
'you',
"'ll",
u'arrive',
'on',
'time',
'Um',
'yes',
'it',
u'be',
'a',
'design',
'a',
'new',
'remote',
'control',
u'a',
'you',
'can',
'see',
u'be',
'this',
'this',
'be',
'original',
'trendy',
'and',
'user',
'friendly',
'friendly',
'Um',
'so',
'that',
"'s",
'kind',
'of',
'our',
'our',
'brief',
'the',
'wire',
'and',
'so',
'there',
u'be',
u'be',
'three',
'different',
u'stage',
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u'receive',
'in',
'your',
u'email',
u'email',
'what',
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'you',
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u'get',
"'cause",
'I',
'know',
'you',
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'to',
u'call',
'okay',
'so',
'we',
'we',
"'re",
'gon',
'na',
'have',
'like',
'individual',
'work',
'and',
'then',
'a',
'meeting',
'meeting',
'about',
'it',
'And',
'repeat',
'that',
'process',
'three',
u'time',
'Um',
'and',
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'this',
'point',
'we',
'get',
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'the',
'whiteboard',
'over',
'there',
'I',
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'draw',
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'animal',
'and',
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'sum',
'of',
'so',
'you',
'you',
"'d",
'like',
'to',
'get',
'more',
u'be',
'very',
u'kid',
'I.',
'alright',
'So',
'this',
'one',
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'right',
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"n't",
'alright',
'my',
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'animal',
'and',
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'ah',
'ah',
'a',
'L',
'I',
u'character',
u'be',
'about',
'right',
'yeah',
'alright',
'well',
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'high',
'priority',
'for',
'any',
'animal',
'for',
'me',
u'be',
'that',
'they',
'they',
'be',
'willing',
'to',
'take',
'a',
'lot',
'of',
'physical',
'affection',
'from',
'the',
'family',
'And',
'just',
'yeah',
'they',
'have',
u'lot',
'of',
'personality',
'and',
'this',
'this',
'and',
'then',
'robust',
'good',
'health',
'health',
'So',
'this',
u'be',
'the',
u'big',
'I',
u'family',
'be',
'right',
'lovely',
'yeah',
'no',
'matter',
'of',
'on',
'would',
'be',
'a',
'monkey',
'I',
'I',
'the',
'smoke',
'even',
'for',
'a',
'and',
'then',
'one',
'for',
'the',
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'na',
'real',
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'with',
'them',
'right',
'here',
'you',
'can',
'take',
u'a',
'long',
'over',
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u'be',
'a',
'like',
'because',
'we',
'have',
"n't",
u'get',
'an',
'awful',
'lot',
'there',
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'of',
'day',
'today',
'do',
"n't",
'feel',
'like',
'your',
'interaction',
'anyway',
'actually',
'told',
'me',
'a',
'lot',
'more',
'about',
'the',
u'eagle',
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Content source: boompieman/iim_project
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