LDA Clean

Tutorial Here

OVERVIEW

1. GET the data
2. CLEAN the data with regex
3. TOKENIZE the data
4. REMOVE stopwords from the data

import pandas as pd
def get_data(url):
    df = pd.read_json(url)
    return df

def do_some_eda(df):
    print(df.target_names.unique())
    df.head()

import re
def clean_data(df):
    text_corpus = df.content.values.tolist()
    text_corpus = [re.sub('\S*@\S*\s?', '', doc) for doc in text_corpus] #removing emails
    text_corpus = [re.sub('\s+', ' ', doc) for doc in text_corpus] #removing newline 
    text_corpus = [re.sub("\'", "", doc) for doc in text_corpus] #removing single quotes
    return text_corpus

import gensim
import warnings
warnings.simplefilter("ignore", DeprecationWarning)
 
def doc_to_words(sentences):
    for sentence in sentences:
        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))

        
from nltk.corpus import stopwords
stop_words = stopwords.words('english')
stop_words.extend(['from', 'subject', 're', 'edu', 'use'])
 
def remove_stopwords(text):
    return [[word for word in gensim.utils.simple_preprocess(str(doc)) 
             if word not in stop_words] for doc in text_corpus]
 
    
import spacy
nlp = spacy.load('en', disable=['parser', 'ner'] )
 
def lemmatization(texts, allowed_postags=['NOUN', 'ADJ', 'VERB', 'ADV']):
    texts_out = []
    for idx, sent in enumerate(texts):
        if (idx) % 500 == 0:
            print(str(idx) + ' documents lemmatised')
        doc = nlp(" ".join(sent)) 
        texts_out.append([token.lemma_ for token in doc if token.pos_ in allowed_postags])
    return texts_out
 
# Create Dictionary
import gensim.corpora as corpora
def get_model(data_lemmatized):
    id2word = corpora.Dictionary(data_lemmatized)

    # Create Corpus
    corpus = [id2word.doc2bow(text) for text in data_lemmatized]

    # Build LDA model
    lda_model = gensim.models.ldamodel.LdaModel(corpus=corpus,
                                               id2word=id2word,
                                               num_topics=20, 
                                               per_word_topics=True)
    return corpus, lda_model


def format_topics_sentences(ldamodel, corpus, texts):
    # Array of top 10 topics
    top10array = []
 
    for row in range(ldamodel.num_topics):
        wp = ldamodel.show_topic(row)
        topic_keywords = ", ".join([word for word, prop in wp])
        top10array.append((row+1, topic_keywords))
 
    top10dict = dict(top10array)
 
    sent_topics_df = pd.DataFrame(pd.DataFrame([sorted(topic[0], key=lambda x: (x[1]), reverse=True) 
                                                for topic in ldamodel[corpus]])[0])
    sent_topics_df.columns=["Data"]
    sent_topics_df['Dominant_Topic'] = sent_topics_df.Data.apply(lambda x: x[0]+1)
    sent_topics_df['Perc_Contribution'] = sent_topics_df.Data.apply(lambda x: round(x[1],4))
    sent_topics_df['Topic_Keywords'] = sent_topics_df.Dominant_Topic.apply(lambda x: top10dict[x])
 
    # Add original text to the end of the output
    contents = pd.Series(texts)
    sent_topics_df = pd.concat([sent_topics_df, contents.rename("Text")], axis=1)
    sent_topics_df = sent_topics_df[['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords', 'Text']]
    return(sent_topics_df)
 


# def do_the_thing():
df = get_data('https://raw.githubusercontent.com/selva86/datasets/master/newsgroups.json')
# do_some_eda(df)
text_corpus = clean_data(df)
words = list(doc_to_words(text_corpus)) 
words = remove_stopwords(words)
words

# data_lemmatized = lemmatization(words, allowed_postags=['NOUN', 'ADJ', 'VERB', 'ADV'])

# corpus, lda_model = get_model(data_lemmatized)

# from pprint import pprint
# pprint(lda_model.print_topics())
# doc_lda = lda_model[corpus]
# df_topic_sents_keywords = format_topics_sentences(lda_model, corpus, text_corpus)
# df_topic_sents_keywords

[['wheres',
  'thing',
  'car',
  'nntp',
  'posting',
  'host',
  'rac',
  'wam',
  'umd',
  'organization',
  'university',
  'maryland',
  'college',
  'park',
  'lines',
  'wondering',
  'anyone',
  'could',
  'enlighten',
  'car',
  'saw',
  'day',
  'door',
  'sports',
  'car',
  'looked',
  'late',
  'early',
  'called',
  'bricklin',
  'doors',
  'really',
  'small',
  'addition',
  'front',
  'bumper',
  'separate',
  'rest',
  'body',
  'know',
  'anyone',
  'tellme',
  'model',
  'name',
  'engine',
  'specs',
  'years',
  'production',
  'car',
  'made',
  'history',
  'whatever',
  'info',
  'funky',
  'looking',
  'car',
  'please',
  'mail',
  'thanks',
  'il',
  'brought',
  'neighborhood',
  'lerxst'],
 ['guy',
  'kuo',
  'si',
  'clock',
  'poll',
  'final',
  'call',
  'summary',
  'final',
  'call',
  'si',
  'clock',
  'reports',
  'keywords',
  'si',
  'acceleration',
  'clock',
  'upgrade',
  'article',
  'shelley',
  'qvfo',
  'innc',
  'organization',
  'university',
  'washington',
  'lines',
  'nntp',
  'posting',
  'host',
  'carson',
  'washington',
  'fair',
  'number',
  'brave',
  'souls',
  'upgraded',
  'si',
  'clock',
  'oscillator',
  'shared',
  'experiences',
  'poll',
  'please',
  'send',
  'brief',
  'message',
  'detailing',
  'experiences',
  'procedure',
  'top',
  'speed',
  'attained',
  'cpu',
  'rated',
  'speed',
  'add',
  'cards',
  'adapters',
  'heat',
  'sinks',
  'hour',
  'usage',
  'per',
  'day',
  'floppy',
  'disk',
  'functionality',
  'floppies',
  'especially',
  'requested',
  'summarizing',
  'next',
  'two',
  'days',
  'please',
  'add',
  'network',
  'knowledge',
  'base',
  'done',
  'clock',
  'upgrade',
  'havent',
  'answered',
  'poll',
  'thanks',
  'guy',
  'kuo'],
 ['thomas',
  'willis',
  'pb',
  'questions',
  'organization',
  'purdue',
  'university',
  'engineering',
  'computer',
  'network',
  'distribution',
  'usa',
  'lines',
  'well',
  'folks',
  'mac',
  'plus',
  'finally',
  'gave',
  'ghost',
  'weekend',
  'starting',
  'life',
  'way',
  'back',
  'sooo',
  'im',
  'market',
  'new',
  'machine',
  'bit',
  'sooner',
  'intended',
  'im',
  'looking',
  'picking',
  'powerbook',
  'maybe',
  'bunch',
  'questions',
  'hopefully',
  'somebody',
  'answer',
  'anybody',
  'know',
  'dirt',
  'next',
  'round',
  'powerbook',
  'introductions',
  'expected',
  'id',
  'heard',
  'supposed',
  'make',
  'appearence',
  'summer',
  'havent',
  'heard',
  'anymore',
  'since',
  'dont',
  'access',
  'macleak',
  'wondering',
  'anybody',
  'info',
  'anybody',
  'heard',
  'rumors',
  'price',
  'drops',
  'powerbook',
  'line',
  'like',
  'ones',
  'duos',
  'went',
  'recently',
  'whats',
  'impression',
  'display',
  'could',
  'probably',
  'swing',
  'got',
  'mb',
  'disk',
  'rather',
  'dont',
  'really',
  'feel',
  'much',
  'better',
  'display',
  'yea',
  'looks',
  'great',
  'store',
  'wow',
  'really',
  'good',
  'could',
  'solicit',
  'opinions',
  'people',
  'day',
  'day',
  'worth',
  'taking',
  'disk',
  'size',
  'money',
  'hit',
  'get',
  'active',
  'display',
  'realize',
  'real',
  'subjective',
  'question',
  'ive',
  'played',
  'around',
  'machines',
  'computer',
  'store',
  'breifly',
  'figured',
  'opinions',
  'somebody',
  'actually',
  'uses',
  'machine',
  'daily',
  'might',
  'prove',
  'helpful',
  'well',
  'hellcats',
  'perform',
  'thanks',
  'bunch',
  'advance',
  'info',
  'could',
  'email',
  'ill',
  'post',
  'summary',
  'news',
  'reading',
  'time',
  'premium',
  'finals',
  'around',
  'corner',
  'tom',
  'willis',
  'purdue',
  'electrical',
  'engineering',
  'convictions',
  'dangerous',
  'enemies',
  'truth',
  'lies',
  'nietzsche'],
 ['joe',
  'green',
  'weitek',
  'organization',
  'harris',
  'computer',
  'systems',
  'division',
  'lines',
  'distribution',
  'world',
  'nntp',
  'posting',
  'host',
  'amber',
  'ssd',
  'csd',
  'harris',
  'com',
  'newsreader',
  'tin',
  'version',
  'pl',
  'robert',
  'kyanko',
  'wrote',
  'writes',
  'article',
  'anyone',
  'know',
  'weitek',
  'graphics',
  'chip',
  'far',
  'low',
  'level',
  'stuff',
  'goes',
  'looks',
  'pretty',
  'nice',
  'got',
  'quadrilateral',
  'fill',
  'command',
  'requires',
  'four',
  'points',
  'weiteks',
  'address',
  'phone',
  'number',
  'id',
  'like',
  'get',
  'information',
  'chip',
  'joe',
  'green',
  'harris',
  'corporation',
  'computer',
  'systems',
  'division',
  'thing',
  'really',
  'scares',
  'person',
  'sense',
  'humor',
  'jonathan',
  'winters'],
 ['jonathan',
  'mcdowell',
  'shuttle',
  'launch',
  'question',
  'organization',
  'smithsonian',
  'astrophysical',
  'observatory',
  'cambridge',
  'usa',
  'distribution',
  'sci',
  'lines',
  'article',
  'tom',
  'baker',
  'article',
  'pack',
  'rat',
  'writes',
  'clear',
  'caution',
  'warning',
  'memory',
  'verify',
  'unexpected',
  'errors',
  'wondering',
  'expected',
  'error',
  'might',
  'sorry',
  'really',
  'dumb',
  'question',
  'parity',
  'errors',
  'memory',
  'previously',
  'known',
  'conditions',
  'waivered',
  'yes',
  'error',
  'already',
  'knew',
  'id',
  'curious',
  'real',
  'meaning',
  'quote',
  'tom',
  'understanding',
  'expected',
  'errors',
  'basically',
  'known',
  'bugs',
  'warning',
  'system',
  'software',
  'things',
  'checked',
  'dont',
  'right',
  'values',
  'yet',
  'arent',
  'set',
  'till',
  'launch',
  'suchlike',
  'rather',
  'fix',
  'code',
  'possibly',
  'introduce',
  'new',
  'bugs',
  'tell',
  'crew',
  'ok',
  'see',
  'warning',
  'liftoff',
  'ignore',
  'jonathan'],
 ['foxvog',
  'douglas',
  'rewording',
  'second',
  'amendment',
  'ideas',
  'organization',
  'vtt',
  'lines',
  'article',
  'tavares',
  'writes',
  'article',
  'foxvog',
  'douglas',
  'writes',
  'article',
  'tavares',
  'writes',
  'article',
  'john',
  'lawrence',
  'rutledge',
  'writes',
  'massive',
  'destructive',
  'power',
  'many',
  'modern',
  'weapons',
  'makes',
  'cost',
  'accidental',
  'crimial',
  'usage',
  'weapons',
  'great',
  'weapons',
  'mass',
  'destruction',
  'need',
  'control',
  'government',
  'individual',
  'access',
  'would',
  'result',
  'needless',
  'deaths',
  'millions',
  'makes',
  'right',
  'people',
  'keep',
  'bear',
  'many',
  'modern',
  'weapons',
  'non',
  'existant',
  'thanks',
  'stating',
  'youre',
  'coming',
  'needless',
  'say',
  'disagree',
  'every',
  'count',
  'believe',
  'individuals',
  'right',
  'weapons',
  'mass',
  'destruction',
  'find',
  'hard',
  'believe',
  'would',
  'support',
  'neighbors',
  'right',
  'keep',
  'nuclear',
  'weapons',
  'biological',
  'weapons',
  'nerve',
  'gas',
  'property',
  'cannot',
  'even',
  'agree',
  'keeping',
  'weapons',
  'mass',
  'destruction',
  'hands',
  'individuals',
  'hope',
  'us',
  'dont',
  'sign',
  'blank',
  'checks',
  'course',
  'term',
  'must',
  'rigidly',
  'defined',
  'bill',
  'doug',
  'foxvog',
  'says',
  'weapons',
  'mass',
  'destruction',
  'means',
  'cbw',
  'nukes',
  'sarah',
  'brady',
  'says',
  'weapons',
  'mass',
  'destruction',
  'means',
  'street',
  'sweeper',
  'shotguns',
  'semi',
  'automatic',
  'sks',
  'rifles',
  'doubt',
  'uses',
  'term',
  'using',
  'quote',
  'allegedly',
  'back',
  'john',
  'lawrence',
  'rutledge',
  'says',
  'weapons',
  'mass',
  'destruction',
  'immediately',
  'follows',
  'us',
  'thousands',
  'people',
  'killed',
  'year',
  'handguns',
  'number',
  'easily',
  'reduced',
  'putting',
  'reasonable',
  'restrictions',
  'rutledge',
  'mean',
  'term',
  'read',
  'article',
  'presenting',
  'first',
  'argument',
  'weapons',
  'mass',
  'destruction',
  'commonly',
  'understood',
  'switching',
  'topics',
  'first',
  'point',
  'evidently',
  'show',
  'weapons',
  'allowed',
  'later',
  'analysis',
  'given',
  'understanding',
  'consider',
  'another',
  'class',
  'believe',
  'speak',
  'company',
  'write',
  'today',
  'special',
  'investors',
  'packet',
  'doug',
  'foxvog'],
 ['brian',
  'manning',
  'delaney',
  'brain',
  'tumor',
  'treatment',
  'thanks',
  'reply',
  'organization',
  'university',
  'chicago',
  'lines',
  'people',
  'responded',
  'request',
  'info',
  'treatment',
  'astrocytomas',
  'email',
  'couldnt',
  'thank',
  'directly',
  'mail',
  'bouncing',
  'probs',
  'sean',
  'debra',
  'sharon',
  'thought',
  'id',
  'publicly',
  'thank',
  'everyone',
  'thanks',
  'im',
  'sure',
  'glad',
  'accidentally',
  'hit',
  'rn',
  'instead',
  'rm',
  'trying',
  'delete',
  'file',
  'last',
  'september',
  'hmmm',
  'news',
  'whats',
  'brian'],
 ['grubb',
  'ide',
  'vs',
  'scsi',
  'organization',
  'new',
  'mexico',
  'state',
  'university',
  'las',
  'cruces',
  'nm',
  'lines',
  'distribution',
  'world',
  'nntp',
  'posting',
  'host',
  'dante',
  'nmsu',
  'writes',
  'article',
  'grubb',
  'says',
  'pc',
  'magazine',
  'april',
  'although',
  'scsi',
  'twice',
  'fasst',
  'esdi',
  'faster',
  'ide',
  'support',
  'devices',
  'acceptance',
  'long',
  'stalled',
  'incompatability',
  'problems',
  'installation',
  'headaches',
  'love',
  'magazine',
  'writers',
  'make',
  'stupid',
  'statements',
  'like',
  'performance',
  'get',
  'numbers',
  'ill',
  'list',
  'actual',
  'performance',
  'ranges',
  'convince',
  'anyone',
  'statement',
  'absurd',
  'scsi',
  'ranges',
  'mb',
  'scsi',
  'ii',
  'ranges',
  'mb',
  'ide',
  'ranges',
  'mb',
  'esdi',
  'always',
  'mb',
  'although',
  'non',
  'standard',
  'versions',
  'shows',
  'dont',
  'know',
  'much',
  'scsi',
  'scsi',
  'scsi',
  'controler',
  'chip',
  'range',
  'indeed',
  'mb',
  'right',
  'scsi',
  'scsi',
  'scsi',
  'controller',
  'chip',
  'mb',
  'mb',
  'burst',
  'bit',
  'note',
  'increase',
  'speed',
  'mac',
  'quadra',
  'uses',
  'version',
  'scsi',
  'exist',
  'pc',
  'set',
  'scsi',
  'bit',
  'scsi',
  'mode',
  'mb',
  'mb',
  'burst',
  'scsi',
  'bit',
  'wide',
  'fast',
  'mode',
  'mb',
  'mb',
  'burst',
  'scsi',
  'bit',
  'wide',
  'fast',
  'mb',
  'mb',
  'burst',
  'data',
  'although',
  'scsi',
  'twice',
  'fast',
  'esdi',
  'correct',
  'scsi',
  'controller',
  'chip',
  'scsi',
  'reach',
  'mb',
  'indeed',
  'faster',
  'ide',
  'scsi',
  'facts',
  'posted',
  'newsgroup',
  'mac',
  'ibm',
  'info',
  'sheet',
  'available',
  'ftp',
  'sumex',
  'aim',
  'stanford',
  'info',
  'mac',
  'report',
  'mac',
  'ibm',
  'compare',
  'version',
  'txt',
  'may',
  'still',
  'part',
  'problem',
  'mac',
  'ibm',
  'pc',
  'inconsiant',
  'scsi',
  'though',
  'well',
  'documented',
  'quadra',
  'scsi',
  'chip',
  'apple',
  'salesperson',
  'said',
  'uses',
  'fast',
  'scsi',
  'chip',
  'mb',
  'mb',
  'burst',
  'scsi',
  'mb',
  'maximum',
  'synchronous',
  'quadra',
  'uses',
  'ansynchronous',
  'scsi',
  'slower',
  'seems',
  'mac',
  'ibm',
  'see',
  'scsi',
  'interface',
  'think',
  'scsi',
  'maybe',
  'scsi',
  'interface',
  'driven',
  'machine',
  'scsi',
  'controller',
  'chip',
  'bit',
  'mode',
  'much',
  'faster',
  'true',
  'scsi',
  'go',
  'dont',
  'slam',
  'article',
  'dont',
  'understand',
  'going',
  'one',
  'reference',
  'quadras',
  'scsi',
  'controller',
  'chip',
  'digital',
  'review',
  'oct'],
 ['win',
  'icon',
  'help',
  'please',
  'organization',
  'university',
  'northern',
  'iowa',
  'lines',
  'win',
  'downloaded',
  'several',
  'icons',
  'bmps',
  'cant',
  'figure',
  'change',
  'wallpaper',
  'icons',
  'help',
  'would',
  'appreciated',
  'thanx',
  'brando',
  'ps',
  'please',
  'mail'],
 ['stan',
  'kerr',
  'sigma',
  'designs',
  'double',
  'article',
  'ux',
  'organization',
  'university',
  'illinois',
  'urbana',
  'lines',
  'joseph',
  'pellettiere',
  'writes',
  'looking',
  'information',
  'sigma',
  'designs',
  'double',
  'board',
  'figure',
  'hardware',
  'compression',
  'board',
  'works',
  'autodoubler',
  'sure',
  'also',
  'much',
  'would',
  'one',
  'cost',
  'ive',
  'board',
  'year',
  'work',
  'diskdoubler',
  'autodoubler',
  'due',
  'licensing',
  'problem',
  'stac',
  'technologies',
  'owners',
  'boards',
  'compression',
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  'might',
  'say',
  'kuwaitis',
  'non',
  'white',
  'ooops',
  'forgot',
  'kuwaitis',
  'oil',
  'rich',
  'loaded',
  'petro',
  'dollars',
  'etc',
  'dont',
  'count',
  'peter'],
 ['daniel',
  'cohen',
  'interesting',
  'adb',
  'behaviour',
  'nntp',
  'posting',
  'host',
  'yalevm',
  'ycc',
  'yale',
  'organization',
  'yale',
  'university',
  'lines',
  'article',
  'lawrence',
  'doliveiro',
  'waikato',
  'university',
  'writes',
  'ive',
  'noticed',
  'interesting',
  'phenomenon',
  'centris',
  'unplug',
  'keyboard',
  'mouse',
  'plug',
  'without',
  'turning',
  'power',
  'mouse',
  'suddenly',
  'switches',
  'half',
  'normal',
  'movement',
  'speed',
  'check',
  'mouse',
  'control',
  'panel',
  'theres',
  'change',
  'setting',
  'still',
  'full',
  'speed',
  'way',
  'like',
  'restarting',
  'machine',
  'restores',
  'normal',
  'mouse',
  'speed',
  'way',
  'happens',
  'newer',
  'style',
  'mouse',
  'came',
  'centris',
  'older',
  'style',
  'mouse',
  'iifx',
  'work',
  'thus',
  'dont',
  'think',
  'anything',
  'resolution',
  'setting',
  'mouse',
  'definitely',
  'quirk',
  'adb',
  'interface',
  'either',
  'hardware',
  'software',
  'centris',
  'noticed',
  'exact',
  'phenomenon',
  'occurs',
  'lciii',
  'perhaps',
  'quirk',
  'new',
  'machines',
  'dan'],
 ['gordon',
  'banks',
  'request',
  'information',
  'essential',
  'tremor',
  'indrol',
  'reply',
  'gordon',
  'banks',
  'organization',
  'univ',
  'pittsburgh',
  'computer',
  'science',
  'lines',
  'article',
  'writes',
  'essential',
  'tremor',
  'progressive',
  'hereditary',
  'tremor',
  'gets',
  'worse',
  'patient',
  'tries',
  'effected',
  'member',
  'limbs',
  'vocal',
  'cords',
  'head',
  'involved',
  'inderal',
  'beta',
  'blocker',
  'usually',
  'effective',
  'diminishing',
  'tremor',
  'alcohol',
  'mysoline',
  'also',
  'effective',
  'alcohol',
  'toxic',
  'treatment',
  'gordon',
  'banks',
  'jxp',
  'skepticism',
  'chastity',
  'intellect',
  'shameful',
  'surrender',
  'soon'],
 ['douglas',
  'fowler',
  'christian',
  'parenting',
  'organization',
  'case',
  'western',
  'reserve',
  'university',
  'cleveland',
  'ohio',
  'usa',
  'lines',
  'sorry',
  'posting',
  'mail',
  'keeps',
  'bouncing',
  'maybe',
  'help',
  'others',
  'anyway',
  'therefore',
  'pray',
  'others',
  'read',
  'actually',
  'response',
  'aunt',
  'kids',
  'since',
  'none',
  'yet',
  'hi',
  'sociology',
  'student',
  'currently',
  'researching',
  'young',
  'offenders',
  'looking',
  'way',
  'various',
  'groups',
  'children',
  'raised',
  'home',
  'moment',
  'formlulating',
  'information',
  'discipline',
  'within',
  'christian',
  'home',
  'please',
  'parent',
  'catagory',
  'email',
  'response',
  'following',
  'questionaire',
  'responses',
  'treated',
  'confidentially',
  'used',
  'prepare',
  'stats',
  'im',
  'posting',
  'good',
  'christian',
  'relative',
  'mail',
  'access',
  'since',
  'aunt',
  'uncle',
  'kids',
  'felt',
  'would',
  'relevant',
  'none',
  'yet',
  'ages',
  'sexes',
  'children',
  'year',
  'old',
  'yo',
  'twins',
  'yo',
  'boy',
  'yo',
  'boy',
  'yo',
  'girl',
  'spank',
  'kids',
  'dont',
  'call',
  'spanking',
  'yes',
  'rarely',
  'often',
  'dont',
  'call',
  'spanking',
  'reaction',
  'something',
  'dangerous',
  'trying',
  'stick',
  'finger',
  'fan',
  'running',
  'road',
  'maybe',
  'times',
  'except',
  'yo',
  'girl',
  'spanked',
  'yet',
  'call',
  'hurt',
  'feelings',
  'course',
  'give',
  'hugs',
  'stuff',
  'ensure',
  'know',
  'theyre',
  'still',
  'loved',
  'implement',
  'spank',
  'would',
  'painful',
  'traumatic',
  'never',
  'recall',
  'punished',
  'besides',
  'must',
  'immediate',
  'taking',
  'time',
  'go',
  'get',
  'toolmeans',
  'youre',
  'right',
  'away',
  'lessens',
  'impact',
  'emotional',
  'child',
  'evidenced',
  'fact',
  'little',
  'slap',
  'rear',
  'hurts',
  'perhaps',
  'seconds',
  'called',
  'spanking',
  'spank',
  'method',
  'discipline',
  'lots',
  'logical',
  'consequences',
  'instance',
  'yo',
  'matthew',
  'dared',
  'good',
  'friend',
  'jump',
  'treehouse',
  'would',
  'push',
  'made',
  'sure',
  'didnt',
  'play',
  'together',
  'days',
  'hed',
  'know',
  'would',
  'make',
  'lose',
  'friends',
  'quickly',
  'hes',
  'never',
  'done',
  'anything',
  'like',
  'since',
  'also',
  'time',
  'rooms',
  'timer',
  'dont',
  'keep',
  'arguing',
  'leaving',
  'since',
  'hard',
  'argue',
  'macine',
  'go',
  'closed',
  'door',
  'tell',
  'timeout',
  'wont',
  'calm',
  'theyre',
  'tantrumy',
  'top',
  'stairs',
  'theyre',
  'really',
  'young',
  'age',
  'location',
  'bath',
  'ohio',
  'right',
  'outside',
  'akron',
  'northeast',
  'part',
  'ohio',
  'age',
  'ever',
  'commit',
  'criminal',
  'offence',
  'none',
  'kids',
  'would',
  'dream',
  'hope',
  'teach',
  'parents',
  'physical',
  'punishment',
  'isnt',
  'always',
  'required',
  'parents',
  'excuse',
  'hit',
  'hard',
  'ere',
  'disciplined',
  'kid',
  'lots',
  'timeouts',
  'family',
  'husbands',
  'never',
  'used',
  'spankings',
  'fact',
  'grandmother',
  'law',
  'one',
  'kids',
  'almost',
  'never',
  'spanked',
  'around',
  'turn',
  'century',
  'none',
  'us',
  'ever',
  'afoul',
  'law',
  'man',
  'made',
  'gods',
  'law',
  'jesus',
  'says',
  'referring',
  'small',
  'child',
  'holding',
  'ye',
  'least',
  'ye',
  'also',
  'bible',
  'also',
  'says',
  'things',
  'kind',
  'merciful',
  'especially',
  'loving',
  'colossians',
  'room',
  'selfish',
  'anger',
  'ill',
  'admit',
  'ive',
  'tempted',
  'times',
  'ive',
  'felt',
  'like',
  'spanking',
  'hard',
  'anger',
  'maybe',
  'kid',
  'deserved',
  'little',
  'slap',
  'rear',
  'would',
  'given',
  'would',
  'devils',
  'work',
  'could',
  'feel',
  'temptation',
  'angrily',
  'ordered',
  'kid',
  'room',
  'went',
  'room',
  'praying',
  'asking',
  'gods',
  'forgiveness',
  'much',
  'calmer',
  'feel',
  'like',
  'spanking',
  'felt',
  'done',
  'enough',
  'punishment',
  'doug',
  'fowler',
  'age',
  'mommys',
  'daddys',
  'ever',
  'wonder',
  'casey',
  'relatives',
  'give',
  'lots',
  'hugs',
  'love',
  'missed',
  'rd',
  'strike',
  'poem',
  'support',
  'cause',
  'heaven',
  'great',
  'ran',
  'first',
  'made',
  'big',
  'hug',
  'lasts',
  'forever',
  'ever'],
 ...]

# # Visualize the topics
# import pyLDAvis
# import pyLDAvis.gensim  
# pyLDAvis.enable_notebook()
# vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word)
# vis

# Group top 5 sentences under each topic
sent_topics_sorteddf_mallet = pd.DataFrame()
 
sent_topics_outdf_grpd = df_topic_sents_keywords.groupby('Dominant_Topic')
 
for i, grp in sent_topics_outdf_grpd:
    sent_topics_sorteddf_mallet = pd.concat([sent_topics_sorteddf_mallet, 
                                             grp.sort_values(['Perc_Contribution'], ascending=[0]).head(1)], 
                                            axis=0)

# Reset Index    
sent_topics_sorteddf_mallet.reset_index(drop=True, inplace=True)
 
# Format
sent_topics_sorteddf_mallet.columns = ['Topic_Num', "Topic_Perc_Contrib", "Keywords", "Text"]
 
# Show
sent_topics_sorteddf_mallet.head()