2018-02-CreateStopwordList
The product of this notebook is a stopword list (for use with Mallet) that includes the most frequent and infrequent tokens across all of the documents in the study. By using probability to create the stopword list, I am able to exclude many of the OCR errors, as well as accommodate the particular vocabulary of the denomination.
In [1]:
%load_ext autoreload
%autoreload 2
In [2]:
import gensim
from text2topics import preprocess
import logging
import json
import os
import sys
In [3]:
# %load ../shared_elements/logging.py
# http://stackoverflow.com/questions/35936086/
logger = logging.getLogger()
logger.setLevel(logging.DEBUG)
# Create STDERR handler
handler = logging.StreamHandler(sys.stderr)
# ch.setLevel(logging.DEBUG)
# Create formatter and add it to the handler
formatter = logging.Formatter('%(name)s - %(levelname)s - %(message)s')
handler.setFormatter(formatter)
# Set STDERR handler as the only handler
logger.handlers = [handler]
In [4]:
initialCorpus = "/Users/jeriwieringa/Dissertation/text/text/2017-04-Final-Corpus.tar.gz"
dataDir = "/Users/jeriwieringa/Dissertation/drafts/data/2018-02-CorpusPreProcessing/"
# corpusDir = "/Users/jeriwieringa/Dissertation/text/text/2018-02-CorpusSubSets/"
In [5]:
processed_corpus = preprocess.Lemma_Corpus(initialCorpus)
corpus_stream = (tokens for _,_,tokens in processed_corpus)
In [6]:
id2word = gensim.corpora.Dictionary(corpus_stream)
id2word.save_as_text(os.path.join(dataDir, '{}.txt'.format('finalCorpus_fullDictionary')),
sort_by_word=False)
root - INFO - extracting file #0: 2017-04-Final-Corpus/ADV18981201-V02-01-page1.txt
root - INFO - ['heavenly', 'visitor', 'home', 'god', 'dwells', 'personal', 'experience', 'editorial', 'greeting', 'retrospective', 'interim', 'prospective', 'new', 'ask', 'aid', 'new', 'departure', 'college', 'report', 'church_school_teachers', 'tne', 'educational', 'fund', 'note', 'comment', 'winter', 'announcement', 'cover', 'yaiqin', 'hool']
gensim.corpora.dictionary - INFO - adding document #0 to Dictionary(0 unique tokens: [])
root - INFO - extracting file #500: 2017-04-Final-Corpus/ADV18990701-V01-07-page32.txt
root - INFO - extracting file #1000: 2017-04-Final-Corpus/ADV19000701-V02-07-page6.txt
root - INFO - ['the_advocate', 'immutable', 'god', 'doe', 'thing', 'perfect', 'time', 'operation', 'law', 'instance', 'apple', 'fall', 'doe', 'fall', 'immutable', 'law', 'work', 'perfect', 'perfect', 'great_principle', 'work', 'know', 'god', 'work', 'law', 'continually', 'work', 'body', 'simply', 'illustration', 'working', 'god', 'heart', 'stop', 'second', 'god', 'beating', 'time', 'closer', 'look', 'working', 'law', 'human_body', 'greater', 'mystery', 'explanation', 'physiology', 'continual', 'deeper', 'profound', 'mystery', 'far', 'reach', 'end', 'working', 'law', 'spread', 'farther', 'farther', 'nearly', 'approach', 'god', 'greater', 'mystery', 'god', 'work', 'living', 'thing', 'god', 'principle', 'eveiy', 'individual', 'study', 'principle', 'attitude', 'assume', 'possible', 'operate', 'certain', 'way', 'possible', 'mighty', 'arm', 'work', 'place', 'need', 'attitude', 'god', 'supply', 'need', 'real', 'need', 'right', 'attitude', 'god', 'right', 'attitude', 'god', 'possible', 'god', 'wish', 'come', 'education', 'boy', 'girl', 'need', 'trained', 'opportunity', 'assuming', 'right', 'attitude', 'god', 'bringing', 'use', 'principle', 'subject', 'healing', 'undo', 'great', 'deal', 'mischief', 'great', 'deal', 'ofrestoring', 'church', 'school', 'board', 'elder', 'kaurle', 'wise_men', 'decide', 'erect', 'building', 'secure', 'service', 'competent', 'workman', 'involved', 'mechanic', 'required', 'bond', 'faithful', 'efficient', 'performance', 'contract', 'business', 'firm', 'employ', 'clerk', 'accountant', 'required', 'evidence', 'competency', 'human_life', 'endangered', 'disease', 'accident', 'sensible', 'man', 'employ', 'novice', 'counsel', 'treatment', 'particular', 'care', 'matter', 'reason', 'evident', 'important', 'involved', 'case', 'money', 'invested', 'second', 'human_life', 'balance', 'value', 'entrusted', 'hand', 'inexperienced', 'incompetent', 'person', 'men', 'temporal', 'thing', 'afford', 'trust', 'incompetent', 'afford', 'permit', 'school', 'board', 'thoroughly', 'fitted', 'duty', 'devolving', 'school', 'connected', 'eternal_interests', 'school', 'sense', 'distinctively', 'seventh', 'day', 'adventist', 'school', 'board', 'composed', 'wholly', 'seventh', 'day', 'adventist', 'school', 'seventh', 'day', 'adventist', 'school', 'seventh', 'day', 'adventist', 'converted', 'seventh', 'day', 'adventist', 'duty', 'connected', 'school', 'lead', 'student', 'christ', 'unconverted', 'people', 'school', 'board', 'composed', 'converted', 'seventliday', 'adventist', 'reason', 'evident']
root - INFO - extracting file #1500: 2017-04-Final-Corpus/ADV19011101-V03-09-page28.txt
root - INFO - extracting file #2000: 2017-04-Final-Corpus/ADV19030101-V05-01-page17.txt
root - INFO - ['time', 'people', 'egypt', 'time', 'fulfilled', 'day', 'brought', 'hard', 'bitter', 'year', 'bondage', 'prophecy', 'shining', 'light', 'dark_place', 'especially', 'darkness', 'grew', 'deeper', 'life', 'bitter', 'shone', 'brighter', 'light', 'ing', 'time', 'deliverance', 'near', 'learn', 'exact', 'fulfillment', 'prophecy', 'lesson', 'vii', 'february', 'giving', 'manna', 'stated', 'moses', 'deut', 'suffering', 'people', 'hunger', 'feeding', 'bread', 'knew', 'god', 'teaching', 'lived', 'word', 'proceeds', 'mouth', 'god', 'kept', 'alive', 'eating', 'hut', 'case', 'man', 'pride', 'tempted', 'think', 'life', 'realize', 'dependence', 'liie', 'giver', 'fresh', 'supply', 'life', 'frequent', 'interval', 'die', 'taught', 'life', 'food', 'eat', 'think', 'life', 'hunger', 'food', 'led', 'think', 'giver', 'bread', 'cause', 'nourish', 'iife', 'word', 'god', 'earth', 'bring', 'forth', 'food', 'food', 'mean', 'life', 'eat', 'daily_bread', 'feeding', 'word', 'god', 'know', 'god', 'let', 'israelite', 'hunger', 'gave', 'food', 'unusual', 'way', 'order', 'teach', 'lesson', 'god', 'commanded', 'cloud', 'rained', 'bread', 'heaven', 'com', 'pare', 'way', 'usually', 'feed', 'shown', 'isa', 'recalling', 'lesson', 'creation', 'bread', 'eat', 'rained', 'heaven', 'command', 'god', 'god', 'provided', 'bread', 'people', 'logo', 'gather', 'certain', 'rate', 'day', 'thread', 'day', 'day', 'thou', 'giv', 'gather', 'gather', 'food', 'self', 'shall', 'left', 'starve', 'son', 'unselfishness', 'thoughtful', 'care', 'taught', 'gathered', 'stay', 'tent', 'little', 'child', 'small', 'gather', 'mother', 'stay', 'care', 'aged', 'feeble', 'provided', 'gathered', 'gathered', 'little', 'lack', 'commenting', 'apostle', 'paul', 'showed', 'brought', 'cor', 'abundance', 'needed', 'supply', 'lacked', 'equality', 'compare', 'state', 'thing', 'early_church', 'spirit', 'god', 'controlled', 'redsea', 'divided', 'connect', 'lesson', 'god', 'led', 'israelite', 'pillar', 'cloud', 'trial', 'god', 'leading', 'following', 'long', 'wre', 'submit', 'guidance', 'meet', 'difficulty', 'danger', 'safe', 'way', 'led', 'israelite', 'midst', 'great', 'trouble', 'teach', 'special', 'lesson', 'help', 'life', 'long', 'clear', 'egyptian', 'destroyed', 'act', 'rebellion', 'blinded', 'hardness', 'heart', 'dared', 'pur', 'sue', 'israelite', 'farther', 'saw', 'god', 'opened', 'path', 'sea', 'god', 'path', 'people', 'need', 'longer', 'let', 'water', 'come', 'egyptian', 'fault', 'right', 'midst', 'sea', 'water', 'met', 'connect', 'lesson', 'creation', 'christ', 'object', 'lesson', 'teaching', 'divide', 'water', 'hold', 'hand', 'world', 'flowed', 'taught', 'invisible', 'thing', 'eternal', 'power', 'godhead', 'lesson', 'viii', 'february', 'giving', 'manna', 'special', 'point', 'hunger', 'teach', 'fed', 'word', 'god', 'bread', 'rained', 'heaven', 'gathering', 'god', 'equality', 'thing', 'common', 'suggestion', 'lesson', 'impressed', 'studying', 'the_advocate']
root - INFO - extracting file #2500: 2017-04-Final-Corpus/ADV19040501-V06-05-page9.txt
root - INFO - extracting file #3000: 2017-04-Final-Corpus/AmSn18890313-V04-08-page6.txt
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'parcel', 'common_law']
root - INFO - extracting file #3500: 2017-04-Final-Corpus/AmSn18900529-V05-22-page8.txt
root - INFO - extracting file #4000: 2017-04-Final-Corpus/AmSn18910903-V06-35-page1.txt
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root - INFO - extracting file #4500: 2017-04-Final-Corpus/AmSn18921201-V07-47-page6.txt
root - INFO - extracting file #5000: 2017-04-Final-Corpus/AmSn18940301-V09-09-page8.txt
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root - INFO - extracting file #8500: 2017-04-Final-Corpus/AmSn18991207-V14-48-page13.txt
root - INFO - extracting file #9000: 2017-04-Final-Corpus/AmSn19000726-V15-29-page2.txt
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root - INFO - extracting file #9500: 2017-04-Final-Corpus/CE19091201-V01-02-page17.txt
root - INFO - extracting file #10000: 2017-04-Final-Corpus/CE19110601-V02-05-page46.txt
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gensim.corpora.dictionary - INFO - adding document #10000 to Dictionary(91842 unique tokens: ['andthose', 'surveyor', 'bread', 'roman_power', 'campaigning']...)
root - INFO - extracting file #10500: 2017-04-Final-Corpus/CE19130101-V04-04-page33.txt
root - INFO - extracting file #11000: 2017-04-Final-Corpus/CE19140301-V05-07-page8.txt
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root - INFO - extracting file #11500: 2017-04-Final-Corpus/CE19150901-V07-01-page37.txt
root - INFO - extracting file #12000: 2017-04-Final-Corpus/CE19170101-V08-05-page31.txt
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root - INFO - extracting file #12500: 2017-04-Final-Corpus/CE19180501-V09-09-page28.txt
root - INFO - extracting file #13000: 2017-04-Final-Corpus/CE19200101-V11-05-page24.txt
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root - INFO - extracting file #13500: 2017-04-Final-Corpus/CUV19030325-V07-06-page4.txt
root - INFO - extracting file #14000: 2017-04-Final-Corpus/CUV19060314-V10-11-page1.txt
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root - INFO - extracting file #14500: 2017-04-Final-Corpus/CUV19080527-V13-20-page5.txt
root - INFO - extracting file #15000: 2017-04-Final-Corpus/CUV19090922-V14-36-page2.txt
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root - INFO - extracting file #15500: 2017-04-Final-Corpus/CUV19101214-V15-49-page6.txt
root - INFO - extracting file #16000: 2017-04-Final-Corpus/CUV19120306-V17-10-page8.txt
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root - INFO - extracting file #16500: 2017-04-Final-Corpus/CUV19130604-V18-23-page2.txt
root - INFO - extracting file #17000: 2017-04-Final-Corpus/CUV19140902-V19-35-page1.txt
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root - INFO - extracting file #17500: 2017-04-Final-Corpus/CUV19151118-V20-45-page3.txt
root - INFO - extracting file #18000: 2017-04-Final-Corpus/CUV19170208-V22-06-page5.txt
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root - INFO - extracting file #18500: 2017-04-Final-Corpus/CUV19180502-V23-18-page7.txt
root - INFO - extracting file #19000: 2017-04-Final-Corpus/CUV19190731-V24-31-page6.txt
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root - INFO - extracting file #19500: 2017-04-Final-Corpus/CUV19201007-V25-40-page3.txt
root - INFO - extracting file #20000: 2017-04-Final-Corpus/EDU18990201-V03-06-page29.txt
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gensim.corpora.dictionary - INFO - adding document #20000 to Dictionary(148471 unique tokens: ['andthose', 'house_worker', 'surveyor', 'henrco', 'bread']...)
root - INFO - extracting file #20500: 2017-04-Final-Corpus/GCB188811XX-VXX-XX-page14.txt
root - INFO - extracting file #21000: 2017-04-Final-Corpus/GCB18930129-V05-02-page29.txt
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root - INFO - extracting file #21500: 2017-04-Final-Corpus/GCB18950204-V01-01-page7.txt
root - INFO - extracting file #22000: 2017-04-Final-Corpus/GCB189504XX-V01-02-page32.txt
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root - INFO - extracting file #22500: 2017-04-Final-Corpus/GCB18990227-V08-10-page4.txt
root - INFO - extracting file #23000: 2017-04-Final-Corpus/GCB19010423-V04-01ex18-page9.txt
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root - INFO - extracting file #23500: 2017-04-Final-Corpus/GCB19090514-V06-01-page6.txt
root - INFO - extracting file #24000: 2017-04-Final-Corpus/GCB19130521-V07-05-page17.txt
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root - INFO - extracting file #24500: 2017-04-Final-Corpus/GCB19180409-V08-08-page6.txt
root - INFO - extracting file #25000: 2017-04-Final-Corpus/GH19020226-V04-08-page2.txt
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root - INFO - extracting file #25500: 2017-04-Final-Corpus/GH19071101-V04-11-page2.txt
root - INFO - extracting file #26000: 2017-04-Final-Corpus/GH19140201-V10-02-page5.txt
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root - INFO - extracting file #26500: 2017-04-Final-Corpus/GH19191101-V13-11-page2.txt
root - INFO - extracting file #27000: 2017-04-Final-Corpus/GOH18981101-V02-11-page5.txt
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root - INFO - extracting file #27500: 2017-04-Final-Corpus/GS18870301-V02-05-page8.txt
root - INFO - extracting file #28000: 2017-04-Final-Corpus/HM18900201-V02-02-page23.txt
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root - INFO - extracting file #28500: 2017-04-Final-Corpus/HM18910701-V03-07-page16.txt
root - INFO - extracting file #29000: 2017-04-Final-Corpus/HM18930201-V05-02-page2.txt
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root - INFO - extracting file #29500: 2017-04-Final-Corpus/HM18940801-V06-08-page12.txt
root - INFO - extracting file #30000: 2017-04-Final-Corpus/HM18960301-V08-03-page10.txt
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gensim.corpora.dictionary - INFO - adding document #30000 to Dictionary(212226 unique tokens: ['andthose', 'surveyor', 'bread', 'tvye', 'proteitants']...)
root - INFO - extracting file #30500: 2017-04-Final-Corpus/HM18971101-V09-10-page14.txt
root - INFO - extracting file #31000: 2017-04-Final-Corpus/HR18681001-V03-04-page16.txt
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root - INFO - extracting file #31500: 2017-04-Final-Corpus/HR18701001-V05-04-page14.txt
root - INFO - extracting file #32000: 2017-04-Final-Corpus/HR18720301-V07-03-page16.txt
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root - INFO - extracting file #32500: 2017-04-Final-Corpus/HR18730701-V08-07-page5.txt
root - INFO - extracting file #33000: 2017-04-Final-Corpus/HR18741101-V09-11-page23.txt
root - INFO - ['crazy', 'drink', 'whisky', 'whisky', 'drinker', 'use', 'feel', 'use', 'want', 'stimulant', 'cause', 'feeling', 'yes', 'look', 'reasonable', 'know', 'case', 'whisky', 'tobacco', 'copal', 'church', 'illinois', 'currie', 'great', 'man', 'fallen', 'person', 'bishop', 'whitehouse', 'universally', 'acknowledged', 'profound', 'thinker', 'the_health_reformer', 'doe', 'fact', 'conclusion', 'contro', 'admit', 'use', 'verted', 'troubled', 'way', 'trust', 'testimony', 'yes', 'doe', 'feeling', 'inflube', 'cause', 'ence', 'stimulant', 'narcotic', 'aware', 'use', 'toson', 'inebriate', 'feel', 'long', 'bacco', 'whisky', 'complaint', 'bad', 'feeling', 'deprived', 'thing', 'tobacco', 'deprivation', 'half', 'day', 'set', 'nearly', 'crazy', 'day', 'think', 'feel', 'worse', 'doirg', 'day', 'doubtless', 'far', 'better', 'supplied', 'liquor', 'careful', 'conscientious', 'obedience', 'rule', 'enabled', 'fulfill', 'injunction', 'scripture', 'present', 'body', 'living', 'sacrifice', 'holy', 'acceptable', 'god', 'learn', 'eat', 'drink', 'glory', 'god', 'having', 'seen', 'men', 'nearly', 'late', 'bishop', 'protestant', 'epi', 'tea', 'learned', 'scholar', 'country', 'case', 'bread', 'potato', 'produced', 'heard', 'charmed', 'food', 'serf', 'build', 'fascinated', 'wonderful', 'brilliancy', 'intellectual', 'power', 'day', 'like', 'unhis', 'death', 'power', 'unimpaired', 'derstand', 'food', 'strengthens', 'maintains', 'equilibrium', 'serf', 'nerve', 'healthy', 'order', 'organ', 'stimulant', 'build', 'strengthen', 'healthy', 'influence', 'direct', 'influence', 'nerve', 'weaken', 'finally', 'destroy', 'use', 'persisted', 'user', 'whisky', 'tobacco', 'lived', 'seventy_years', 'like', 'moses', 'eye', 'dim', 'natural', 'force', 'abate', 'thing', 'subject', 'comment', 'eulogy', 'press', 'pulpit', 'country', 'thing', 'overlook', 'refer', 'mean', 'rose', 'cotemporaries', 'american', 'secured', 'greater', 'honor', 'university', 'england', 'bishop', 'whitehouse', 'owing', 'entirely', 'greatand', 'tea', 'necessary', 'article', 'ness', 'genius', 'think', 'think', 'steady', 'nerve', 'quiet', 'bear', 'abuse', 'longer', 'nervous', 'prostrated', 'trembling', 'remedy', 'nerve', 'recover', 'wonted', 'tone', 'infatuated', 'individual', 'late', 'wake', 'realize', 'folly', 'point', 'matter', 'plain', 'seen', 'moral', 'drawn', 'case', 'record', 'studiously', 'considered', 'subject', 'article', 'good_food', 'cause', 'unpleasant', 'sensation', 'headache', 'stimulators', 'complain', 'occasional', 'deprivation', 'article', 'habitually', 'cause', 'feeling', 'throw', 'away', 'article', 'forever', 'total', 'abstinence', 'save', 'degrading', 'slavery', 'body', 'mind', 'slavery', 'terrible', 'word', 'discriminate', 'mere', 'theory', 'reasoning', 'remember', 'matter', 'theorist', 'drawn', 'conclusion', 'dehed', 'divine', 'generation', 'ranked', 'gre', 'man', 'use', 'mean', 'success', 'rose', 'eminence', 'bishop', 'whitehouse', 'temperate', 'man', 'met', 'doubt', 'key', 'success', 'met', 'wedding', 'party', 'usual', 'table', 'supplied', 'abundance', 'cake', 'pie', 'pastry', 'declined', 'ate', 'plainest', 'dish', 'table', 'surprised', 'met', 'man', 'simple', 'habit', 'moved', 'highest', 'class', 'society', 'dinner', 'enjoyed', 'conversation', 'hour', 'wonderful', 'man', 'time', 'took', 'opportunity', 'learning', 'habit', 'told', 'early', 'period', 'life', 'constantly', 'practiced', 'temperate', 'habit', 'attributed', 'success', 'paid', 'ready', 'work', 'resource', 'power', 'posse', 'available']
root - INFO - extracting file #33500: 2017-04-Final-Corpus/HR18760301-V11-03-page12.txt
root - INFO - extracting file #34000: 2017-04-Final-Corpus/HR18770601-V12-06-page30.txt
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root - INFO - extracting file #34500: 2017-04-Final-Corpus/HR18781001-V13-10-page2.txt
root - INFO - extracting file #35000: 2017-04-Final-Corpus/HR18800101-V15-01-page9.txt
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root - INFO - extracting file #35500: 2017-04-Final-Corpus/HR18810501-V16-05-page2.txt
root - INFO - extracting file #36000: 2017-04-Final-Corpus/HR18820801-V17-08-page29.txt
root - INFO - ['resume', 'work', 'state_boards', 'health', 'read', 'secretary', 'sanitary', 'convention', 'invitation', 'sanitary', 'convention', 'reed', 'city', 'signed', 'editor', 'minister', 'doctor', 'place', 'accepted', 'conditionally', 'time', 'convention', 'fixed', 'november', 'board', 'voted', 'accept', 'invitation', 'hold', 'sanitary', 'convention', 'pontiac', 'january', 'national', 'board', 'health', 'danger', 'public', 'health', 'caused', 'insufficient', 'appropriation', 'national', 'board', 'health', 'considered', 'telegram', 'expressive', 'apprehension', 'board', 'case', 'work', 'national', 'board', 'health', 'crippled', 'sent', 'michigan', 'senator', 'president', 'secretary', 'directed', 'forward', 'memorial', 'congress', 'subject', 'chemical', 'analysis', 'lyster', 'introduced', 'preamble', 'resolution', 'adopted', 'follows', 'essential', 'health', 'people', 'common', 'wealth', 'article', 'food', 'offered', 'sale', 'free', 'adulteration', 'resolved', 'board', 'analysis', 'report', 'experienced', 'step', 'right_direction', 'hardly', 'study', 'practical', 'importance', 'people', 'generally', 'sanitary', 'science', 'course', 'education', 'provided', 'school', 'college', 'country', 'recognition', 'needful', 'branch', 'instruction', 'royal', 'university', 'ireland', 'shown', 'progressive', 'spirit', 'establish', 'ing', 'course', 'sanitary', 'science', 'granting', 'diploma', 'passed', 'subject', 'embraced', 'follows', 'climate', 'chemistry', 'geology', 'physic', 'ventilation', 'drain', 'age', 'hygiene', 'food', 'sanitary', 'law', 'somewhat', 'singular', 'fact', 'public', 'recognition', 'country', 'need', 'instruction', 'sanitary', 'science', 'given', 'state_board', 'health', 'michigan', 'examines', 'candidate', 'stated', 'time', 'pas', 'eligible', 'health', 'officer', 'discovery', 'trichines', 'parasite', 'hog', 'exceedingly', 'com', 'mon', 'nearly', 'gotten', 'discovery', 'date', 'good_health', 'chemist', 'article', 'food', 'siderably', 'half', 'century', 'submitted', 'officer', 'following', 'concise', 'board', 'sum', 'money', 'tory', 'required', 'exceeding', 'year', 'devoted', 'necessary', 'expense', 'analysis', 'thirty', 'year', 'subsequent', 'description', 'capsule', 'hilton', 'year', 'identification', 'parasite', 'man', 'looked', 'mere', 'harm', 'curiosity', 'leidy', 'baker', 'offered', 'following', 'adopted', 'secretary', 'authorized', 'analysis', 'sue', 'secretion', 'excretion', 'human_body', 'aid', 'determining', 'discovered', 'parasite', 'flesh', 'cause', 'certain', 'disease', 'expense', 'swine', 'exceeding', 'lyster', 'special', 'committee', 'report', 'present', 'knowledge', 'respecting', 'cause', 'prevention', 'typhoid_fever', 'read', 'introduction', 'paper', 'subject', 'accepted', 'thanks', 'requested', 'complete', 'paper', 'publication', 'report', 'examination', 'candidate', 'sanitary', 'science', 'postponed', 'october', 'meeting', 'board', 'occur', 'october', 'connection', 'established', 'tween', 'appearing', 'totally', 'different', 'specie', 'men', 'swine', 'honor', 'important', 'discovery', 'belongs', 'zenker', 'dresden', 'germany', 'disease', 'discovered', 'servant', 'girl', 'admitted', 'typhus', 'patient', 'city', 'hospital', 'dresden', 'died', 'flesh', 'completely', 'infested', 'trichin', 'truly', 'happy', 'forget', 'unhappiness', 'ministering', 'activity', 'life', 'health', 'idleness', 'miserable', 'carry', 'death', 'corruption', 'coal', 'warm', 'own_hands']
root - INFO - extracting file #36500: 2017-04-Final-Corpus/HR18831101-V18-11-page7.txt
root - INFO - extracting file #37000: 2017-04-Final-Corpus/HR18850301-V20-03-page10.txt
root - INFO - ['itramtn', 'duction', 'opium', 'china', 'contributed', 'ruin', 'great_nation', 'pretend', 'exaggerating', 'terminate', 'note', 'following', 'extract', 'recent', 'memoir', 'macgowan', 'wenchow', 'custom', 'report', 'taking', 'mace', 'day', 'mean', 'quantity', 'opium', 'consumed', 'individual', 'foreign', 'market', 'suffice', 'supply', 'millionth', 'population', 'secondly', 'population', 'china', 'thirdly', 'indigenous', 'production', 'equal', 'importation', 'consequently', 'smoker', 'opium', 'represent', 'cent', 'population', 'admitting', 'rule', 'exception', 'rare', 'male', 'element', 'population', 'addicted', 'habit', 'subject', 'age', 'victim', 'precise', 'idea', 'number', 'smoker', 'know', 'number', 'men', 'year', 'age', 'adult', 'male', 'population', 'consumes', 'fbreign', 'opium', 'number', 'indigenous', 'drug', 'word', 'cent', 'male', 'population', 'age', 'smoke', 'opium', 'research', 'regard', 'indigenous', 'consumption', 'tend', 'prove', 'time', 'greater', 'boy', 'allus', 'trading', 'father', 'deal', 'horse', 'got', 'time', 'tellin', 'traded', 'everythin', 'hod', 'nothin', 'left', 'swap', 'traded', 'joe', 'took', 'johnny', 'johnny', 'took', 'joe', 'got', 'sick', 'sumthin', 'oldest', 'pretty', 'bad', 'ain', 'doctor', 'inside', 'mile', 'sister', 'life', 'country', 'people', 'allus', 'glad', 'chance', 'sick', 'come', 'good', 'luck', 'happened', 'sister', 'fur', 'doctor', 'come', 'jist', 'time', 'look', 'state', 'boy', 'mother', 'gone', 'stair', 'mix', 'medicine', 'oldest', 'boy', 'traded', 'brother', 'fair', 'square', 'wasn', 'goin', 'trade', 'said', 'joe', 'johnny', 'doctor', 'bottle', 'mother', 'medicine', 'fur', 'joe', 'teaspoonful', 'hour', 'treatment', 'right', 'johnny', 'nothin', 'matter', 'need', 'imported', 'opium', 'consider', 'offspring', 'opium', 'smoker', 'reached', 'stage', 'decrepitude', 'certainly', 'degenerate', 'inherits', 'penchant', 'degrading', 'soon', 'took', 'bed', 'johnny', 'habit', 'magnitude', 'evil', 'defy', 'calculation', 'statistician', 'escape', 'appreciation', 'political', 'economist', 'science', 'nature', 'comical', 'story', 'somebody', 'tell', 'following', 'story', 'comicality', 'teach', 'useful', 'lesson', 'person', 'know', 'sick', 'boy', 'sick_man', 'let', 'usually', 'nat', 'ral', 'way', 'stopping', 'treatment', 'person', 'swallowing', 'nauseous', 'drug', 'requisite', 'speedy', 'cure', 'matter', 'fish', 'buyin', 'reminds', 'happened', 'summer', 'ago', 'sister', 'ruther', 'little', 'boy', 'correct', 'yit', 'cur', 'ous', 'little', 'jist', 'played', 'got', 'nat', 'ral', 'way', 'joe', 'mother', 'kept', 'treatment', 'gettin', 'night', 'feed', 'stuff', 'poor', 'little', 'boy', 'got', 'wuss', 'wuss', 'mornin', 'mother', 'mother', 'guess', 'goin', 'die', 'ruttier', 'medicine', 'wish', 'johnny', 'trade', 'want', 'come', 'ken', 'tell', 'ken', 'old', 'mink', 'kin', 'gave', 'boot', 'account', 'havin', 'wesley', 'trade', 'mother', 'mean', 'told', 'johnny', 'tell', 'anybody', 'barnes', 'got', 'sick', 'forgot', 'medicine', 'went', 'away', 'hour', 'joe', 'sick', 'worth', 'mentionin', 'swaller', 'dose', 'horrid', 'stuff', 'pretty']
root - INFO - extracting file #37500: 2017-04-Final-Corpus/HR18870101-V22-01-page20.txt
root - INFO - extracting file #38000: 2017-04-Final-Corpus/HR18880101-V23-01-page15.txt
root - INFO - ['mouth', 'health', 'membrane', 'pink', 'color', 'closely', 'resembling', 'color', 'lip', 'disease', 'greatly', 'changed', 'health', 'mucous_membrane', 'constantly', 'moist', 'moisture', 'derived', 'source', 'certain', 'little', 'gland', 'corresponding', 'gland', 'skin', 'produce', 'sweat', 'perspiration', 'pour', 'mucous_membrane', 'slightly', 'viscid', 'fluid', 'produce', 'watery', 'serous', 'fluid', 'source', 'moisture', 'tear', 'lachrymal', 'secretion', 'eye', 'constantly', 'pour', 'nose', 'little', 'bony', 'canal', 'communicates', 'eye', 'inner', 'corner', 'lastly', 'moisture', 'expired', 'breath', 'constantly', 'deposited', 'nose', 'nearer', 'outside', 'body', 'lower', 'temperature', 'inner', 'recess', 'lung', 'breath', 'escape', 'pharyngeal', 'tonsil', 'dome', 'shaped', 'portion', 'nose', 'conspicuous', 'collection', 'gland', 'considerable', 'quantity', 'secretion', 'formed', 'gland', 'extend', 'nasal', 'cavity', 'nearly', 'level', 'roof', 'mouth', 'everybody', 'familiar', 'fact', 'tonsil', 'throat', 'tucked', 'away', 'hidden', 'recess', 'head', 'tonsil', 'collection', 'gland', 'described', 'called', 'pharyngeal', 'tonsil', 'derives', 'position', 'nasal', 'cavity', 'referred', 'connection', 'rear', 'portion', 'mouth', 'cavity', 'termed', 'naso', 'pharynx', 'believe', 'important', 'acquainted', 'pharyngeal', 'tonsil', 'reason', 'exceedingly', 'troublesome', 'anatomy', 'diseased', 'condition', 'responsible', 'large_share', 'inconvenience', 'experienced', 'person', 'suffering', 'catarrh', 'main', 'object', 'supplying', 'mucous_membrane', 'nose', 'moisture', 'enable', 'add', 'moisture', 'air', 'drawn', 'lung', 'nose', 'ordinarily', 'drier', 'air', 'escape', 'lung', 'prevention', 'sort', 'process', 'breathing', 'remove', 'moisture', 'body', 'rapidly', 'mucous_membrane', 'lining', 'lung', 'dried', 'extent', 'perform', 'work', 'purifying', 'blood', 'poisonous', 'gas', 'interesting', 'note', 'ingenious', 'economy', 'nature', 'practice', 'saving', 'purpose', 'tear', 'moistened', 'lubricated', 'eyeball', 'movement', 'beneath', 'lid', 'throwing', 'cavity', 'numerous', 'shelf', 'like', 'projection', 'warm', 'moist', 'air', 'lung', 'impinges', 'passage', 'outward', 'facilitating', 'condensation', 'moisture', 'taken', 'incoming', 'air', 'moistened', 'rendered', 'agreeable', 'contact', 'delicate', 'lining', 'membrane', 'lung', 'wise', 'purpose', 'numerous', 'scroll', 'shaped', 'projection', 'nasal', 'cavity', 'apparent', 'mean', 'larger', 'evaporating', 'surface', 'secured', 'useful', 'purpose', 'accomplished', 'bony', 'projection', 'referred', 'present', 'large', 'surface', 'covered', 'mucous_membrane', 'densely', 'crowded', 'blood_vessel', 'warm', 'blood', 'rapidly', 'coursing', 'external', 'air', 'ordinarily', 'lower', 'temperature', 'interior', 'body', 'warmed', 'passage', 'lung', 'nature', 'wisely', 'calculated', 'proper', 'size', 'passage', 'nasal', 'cavity', 'properly', 'regulate', 'tide', 'air', 'constantly', 'like', 'bellow', 'like', 'action', 'lung', 'nose', 'strainer', 'close', 'inspection', 'external', 'opening', 'nose', 'reveal', 'fact', 'outer', 'edge', 'opening', 'collection', 'short', 'hair', 'evident', 'purpose', 'act', 'strainer', 'prevent', 'dust', 'insect', 'foreign', 'matter', 'suspended', 'moving', 'air', 'entering', 'nasal', 'cavity', 'lung', 'work', 'good', 'medicine', 'good', 'til']
root - INFO - extracting file #38500: 2017-04-Final-Corpus/HR18881001-V23-10-page1.txt
root - INFO - extracting file #39000: 2017-04-Final-Corpus/HR18890801-V24-08-page3.txt
root - INFO - []
root - INFO - extracting file #39500: 2017-04-Final-Corpus/HR18900701-V25-07-page31.txt
root - INFO - extracting file #40000: 2017-04-Final-Corpus/HR18910601-V26-06-page27.txt
root - INFO - ['total_number', 'person', 'alive', 'upwards', 'year', 'fourth', 'average', 'number', 'alive', 'age', 'period', 'twentyfour', 'year', 'actual', 'decline', 'greater', 'represents', 'number', 'person', 'alive', 'average', 'entire', 'period', 'taking', 'fact', 'consideration', 'number', 'person', 'upwards', 'loo', 'year', 'age', 'alive', 'prussia', 'upwards', 'dropping', 'longevity', 'quarter', 'century', 'certainly', 'appalling', 'significant', 'circumstance', 'fact', 'sanitarians', 'write', 'respecting', 'possible', 'improvement', 'human_race', 'influence', 'improved', 'sanitation', 'consider', 'public', 'sanitation', 'quarantine', 'law', 'general', 'hygienic', 'regulation', 'serve', 'useful', 'purpose', 'prevention', 'epidemic', 'endemic', 'disease', 'influence', 'time', 'serve', 'alive', 'great_number', 'physically', 'weak', 'people', 'worthless', 'human_being', 'carried', 'acute', 'disease', 'nature', 'method', 'securing', 'survival', 'fittest', 'law', 'public', 'sanitation', 'attention', 'individual', 'hygiene', 'likely', 'prove', 'end', 'detrimental', 'human_race', 'beneficial', 'heartily', 'favor', 'public', 'private', 'sanitation', 'suggest', 'attention', 'public', 'hygiene', 'earnest', 'attention', 'hygiene', 'individual', 'physically', 'mentally', 'morally', 'temperance', 'lecture', 'talk', 'water', 'know', 'earnest', 'advocate', 'temperance', 'principle', 'apology', 'offer', 'use', 'alcoholic_liquors', 'beverage', 'circumstance', 'sad', 'fact', 'bad', 'water', 'productive', 'probably', 'time', 'sickness', 'loss', 'life', 'bad', 'whisky', 'water', 'fault', 'foreign', 'substance', 'dangerous', 'germ', 'season', 'year', 'particularly', 'active', 'mischievous', 'germ', 'small', 'vegetable', 'organism', 'develop', 'rapidly', 'water', 'received', 'develop', 'poisonous', 'substance', 'produce', 'symptom', 'characteristic', 'germ', 'disease', 'typhoid', 'fever', 'cholera', 'dysentery', 'diarrhea', 'cholera', 'morbus', 'cholera', 'infantum', 'great_variety', 'disorder', 'known', 'summer', 'complaint', 'disease', 'charged', 'excessive', 'heat', 'bad', 'weather', 'bad', 'air', 'variety', 'cause', 'probable', 'cause', 'great_majority', 'case', 'bad', 'water', 'principal', 'source', 'contamination', 'water', 'vault', 'cesspool', 'barn', 'yard', 'pig', 'stye', 'chicken', 'coop', 'heap', 'decomposing', 'refuse', 'materal', 'connection', 'human', 'dwelling', 'noticeable', 'fact', 'disease', 'bad', 'water', 'fatal', 'small', 'town', 'rural_districts', 'large_cities', 'water', 'supply', 'large_cities', 'usually', 'common', 'source', 'carefully', 'protected', 'reasonable', 'degree', 'purity', 'secured', 'water', 'supply', 'family', 'small', 'town', 'rural_districts', 'premise', 'exposed', 'danger', 'source', 'mentioned', 'filth', 'home', 'manufacture', 'water', 'likely', 'contaminated', 'neighbor', 'premise', 'certain', 'afford', 'ample', 'source', 'sort', 'disease', 'producing', 'agent', 'ostrich', 'thrust', 'head', 'sand', 'eye', 'covered', 'imago', 'safe', 'pursuer', 'human_being', 'likewise', 'ignorant', 'sanitary', 'law', 'imagine', 'filth', 'thrust', 'cesspool', 'vault', 'buried', 'earth', 'way', 'harm', 'filth', 'disposed', 'dangerous', 'left', 'surface', 'earth', 'content', 'cesspool', 'vault', 'deposited', 'corner', 'garden', 'unsightly', 'offensive', 'sight', 'smell', 'buried', 'ground', 'dangerous', 'health', 'decomposing', 'matter', 'reduced', 'formless', 'state', 'action', 'microbe', 'ozone', 'atmosphere', 'deposited', 'beneath', 'surface', 'destructive', 'agency', 'work', 'slowly', 'consequence', 'filth', 'percolate', 'porous', 'soil', 'carrying', 'multitude', 'germ', 'easily', 'way', 'soil', 'contaminating', 'water', 'communicating', 'disease', 'fatal', 'character', 'constant', 'drawing', 'water', 'drain', 'surrounding', 'soil', 'encourages', 'filtration', 'filth', 'considerable', 'distance', 'probable', 'large_share', 'sickness', 'prevails', 'summer', 'season', 'editorial', 'danger', 'drink', 'abstract', 'lecture', 'editor', 'delivered', 'sanitarium', 'parlor']
gensim.corpora.dictionary - INFO - adding document #40000 to Dictionary(251101 unique tokens: ['andthose', 'surveyor', 'bread', 'tvye', 'proteitants']...)
root - INFO - extracting file #40500: 2017-04-Final-Corpus/HR18920501-V27-05-page34.txt
root - INFO - extracting file #41000: 2017-04-Final-Corpus/HR18930401-V28-04-page21.txt
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root - INFO - extracting file #41500: 2017-04-Final-Corpus/HR18940201-V29-02-page25.txt
root - INFO - extracting file #42000: 2017-04-Final-Corpus/HR18950101-V30-01-page38.txt
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root - INFO - extracting file #42500: 2017-04-Final-Corpus/HR18951201-V30-12-page3.txt
root - INFO - extracting file #43000: 2017-04-Final-Corpus/HR18961001-V31-10-page39.txt
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root - INFO - extracting file #43500: 2017-04-Final-Corpus/HR18970601-V32-06-page33.txt
root - INFO - extracting file #44000: 2017-04-Final-Corpus/HR18980101-V33-01-page31.txt
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root - INFO - extracting file #44500: 2017-04-Final-Corpus/HR18980801-V33-08-page62.txt
root - INFO - extracting file #45000: 2017-04-Final-Corpus/HR18990401-V34-04-page11.txt
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root - INFO - extracting file #45500: 2017-04-Final-Corpus/HR18991101-V34-11-page42.txt
root - INFO - extracting file #46000: 2017-04-Final-Corpus/HR19000501-V35-05-page28.txt
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root - INFO - extracting file #46500: 2017-04-Final-Corpus/HR19001201-V35-12-page1.txt
root - INFO - extracting file #47000: 2017-04-Final-Corpus/HR19020501-V37-05-page67.txt
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root - INFO - extracting file #47500: 2017-04-Final-Corpus/HR19021201-V37-12-page69.txt
root - INFO - extracting file #48000: 2017-04-Final-Corpus/HR19030701-V38-07-page47.txt
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root - INFO - extracting file #48500: 2017-04-Final-Corpus/HR19031201-V38-12-page94.txt
root - INFO - extracting file #49000: 2017-04-Final-Corpus/HR19040701-V39-07-page62.txt
root - INFO - ['nation', 'pleasure', 'ground', 'sanitarium', 'david', 'enpelt', 'hill', 'adirondack', 'mountain', 'lake', 'stream', 'adirondack', 'mountain', 'fish', 'wood', 'inviting', 'air', 'filled', 'health', 'night', 'cool', 'restful', 'visit', 'region', 'answer', 'question', 'regard', 'adirondacks', 'track', 'series', 'adirondack', 'mountain', 'reach', 'issued', 'new', 'york', 'central', 'copy', 'mailed', 'free', 'receipt', 'twocent', 'stamp', 'george', 'daniel', 'general', 'passenger', 'agent', 'grand', 'central', 'station', 'new', 'york', 'tri', 'city', 'sanitarium', 'situated', 'mol', 'bluff', 'overlooking', 'majestic', 'mississippi', 'advertisement', 'photophore', 'photophore', 'appliance', 'utilizing', 'powerful', 'curative', 'ray', 'light', 'consists', 'electric', 'lamp', 'placed', 'center', 'metallic', 'reflector', 'ray', 'light', 'connected', 'centered', 'surface', 'application', 'ray', 'radiant', 'energy', 'incandescent', 'film', 'lamp', 'shown', 'experiment', 'capable', 'penetrating', 'tissue', 'considerable', 'distance', 'fomentation', 'hot', 'application', 'affect', 'surface', 'photophore', 'sends', 'ray', 'light', 'heat', 'recess', 'tissue', 'effective', 'ordinary', 'mean', 'applying', 'heat', 'light', 'heat', 'curative', 'virtue', 'photophore', 'especially', 'helpful', 'neuralgia', 'rheumatism', 'sciatica', 'pain', 'chronic', 'pleurisy', 'chronic', 'cough', 'inactive', 'liver', 'chronic', 'gastritis', 'hyperpepsia', 'hypopepsia', 'constipation', 'chronic', 'intestinal', 'catarrh', 'ovarian', 'uterine', 'pain', 'pelvic', 'inflammation', 'inactive', 'kidney', 'painful', 'kidney', 'enlarged', 'spleen', 'photophore', 'needed', 'house', 'electrical', 'current', 'available', 'ready', 'immediate', 'use', 'simply', 'screw', 'plug', 'ordinary', 'lamp', 'socket', 'turn', 'button', 'photophore', 'instantly', 'begin', 'curative', 'work', 'sent', 'express', 'book', 'giving', 'instruction', 'use', 'named', 'malady', 'receipt', 'following', 'price', 'lamp', 'photophore', 'lamp', 'photophore', 'lamp', 'photophore', 'electric', 'light', 'bath', 'company', 'battle', 'creek', 'mich', 'replying', 'advertisement', 'mention', 'good', 'health', 'offer', 'delight', 'beautiful', 'changing', 'landscape', 'magnificently', 'constructed', 'equipped', 'building', 'service', 'sanitarium', 'trained', 'physician', 'nurse', 'carefully', 'prepared', 'daintily', 'served', 'hygienic', 'dietary', 'modern', 'facility', 'care', 'surgical', 'obstetrical', 'case', 'quiet', 'homelike', 'atmosphere', 'attractive', 'illustrated', 'booklet', 'describing', 'institution', 'advantage', 'method', 'cheer', 'fully', 'mailed', 'interested', 'address', 'sent', 'tri', 'city', 'sanitariui', 'oline', 'illinois']
root - INFO - extracting file #49500: 2017-04-Final-Corpus/HR19050101-V40-01-page25.txt
root - INFO - extracting file #50000: 2017-04-Final-Corpus/HR19050701-V40-07-page14.txt
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gensim.corpora.dictionary - INFO - adding document #50000 to Dictionary(273552 unique tokens: ['andthose', 'surveyor', 'bread', 'tvye', 'proteitants']...)
root - INFO - extracting file #50500: 2017-04-Final-Corpus/HR19051201-V40-12-page6.txt
root - INFO - extracting file #51000: 2017-04-Final-Corpus/HR19060601-V41-06-page105.txt
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root - INFO - extracting file #51500: 2017-04-Final-Corpus/HR19061001-V41-10-page88.txt
root - INFO - extracting file #52000: 2017-04-Final-Corpus/HR19070401-V42-04-page47.txt
root - INFO - ['half', 'hour', 'rub', 'skin', 'briskly', 'short', 'application', 'heat', 'prevent', 'injury', 'tissue', 'long', 'application', 'cold', 'recognized', 'highest', 'medical', 'authority', 'better', 'heart', 'stimulant', 'heart_disease', 'icebag', 'applied', 'heart', 'half', 'hour', 'time', 'day', 'enema', 'measure', 'great_benefit', 'case', 'constipation', 'indigestion', 'onset', 'illness', 'fever', 'condition', 'temperature', 'regulated', 'according', 'circumstance', 'rule', 'cool', 'possible', 'causing', 'colic', 'pain', 'diarrhea', 'hot', 'enema', 'afford', 'relief', 'quickly', 'bulb', 'syringe', 'convenient', 'syringing', 'ear', 'earache', 'useful', 'way', 'small_children', 'baby', 'convenient', 'administering', 'enema', 'end', 'lubricated', 'inserting', 'water', 'passed', 'rectum', 'gentle', 'pressure', 'repeated', 'time', 'desired', 'little', 'baby', 'immediate', 'relief', 'colic', 'heating', 'compress', 'applied', 'body', 'condition', 'consists', 'piece', 'cheese', 'cloth', 'muslin', 'wrung', 'dry', 'cold_water', 'applied', 'surface', 'covered', 'impervious', 'material', 'mackintosh', 'oiled', 'silk', 'flannel', 'applied', 'snugly', 'prevent', 'entrance', 'air', 'edge', 'frequently', 'cause', 'chilling', 'covering', 'sufficient', 'prevent', 'evaporation', 'carefully', 'pinned', 'intersection', 'beneficial', 'precede', 'compress', 'fomentation', 'making', 'application', 'cold', 'begin', 'stimulation', 'cause', 'reaction', 'quickly', 'warms', 'compress', 'heat', 'retained', 'covering', 'act', 'like', 'continuous', 'fomentation', 'form', 'heating', 'compress', 'applied', 'produce', 'chilliness', 'result', 'compress', 'covered', 'thickly', 'persists', 'compress', 'removed', 'heating', 'compress', 'kind', 'worn', 'hour', 'overnight', 'removal', 'surface', 'sponged', 'cold_water', 'rubbed', 'briskly', 'secure', 'good', 'reaction', 'cold', 'lung', 'bronchitis', 'chautauqua', 'school', 'health']
root - INFO - extracting file #52500: 2017-04-Final-Corpus/HR19070901-V42-09-page62.txt
root - INFO - extracting file #53000: 2017-04-Final-Corpus/IR19030318-V09-06-page2.txt
root - INFO - ['indiana', 'reporter', 'published', 'indiana', 'conference_association', 'sevcnth', 'day', 'adventist', 'central', 'avenue', 'subscription', 'year', 'cent', 'subscriber', 'reporter', 'send', 'cent', 'year', 'subscription', 'central', 'ave', 'indianapolis', 'ind', 'receiving', 'extra', 'copy', 'paper', 'confer', 'favor', 'publisher', 'distributing', 'adventist', 'neighbor', 'church', 'elder', 'expected', 'distribute', 'church', 'meeting', 'entered', 'second', 'class', 'mail', 'matter', 'object_lesson', 'hankins', 'good_reports', 'come', 'actively', 'engaged', 'campaign', 'sold', 'book', 'received', 'blessing', 'calling', 'people', 'selling', 'taking', 'order', 'received', 'report', 'field', 'evident', 'fact', 'presented', 'stock', 'book', 'greatly', 'reduced', 'effort', 'taken', 'quota', 'paid', 'cash', 'church', 'state', 'free', 'send', 'money', 'work', 'emmanuel', 'missionary', 'college', 'soon', 'completed', 'suggest', 'church', 'able', 'pay', 'book', 'left', 'hand', 'april', 'time', 'selling', 'possibly', 'member', 'advance', 'money', 'book', 'giving', 'time', 'sell', 'money', 'better', 'plan', 'work', 'till', 'finally', 'completed', 'thank', 'brother', 'cooperation', 'effort', 'let', 'lay', 'armor', 'till', 'book', 'sold', 'pay', 'sister', 'missionary', 'tour', 'pacifie', 'coast', 'sent', 'nearly', 'running', 'expense', 'result', 'week', 'work', 'selling', 'paper', 'bro', 'sister', 'niehaus', 'started', 'similar', 'campaign', 'intending', 'pay', 'way', 'general', 'conference', 'selling', 'life', 'boat', 'sign', 'let', 'pray', 'success', 'space', 'forbids', 'mere', 'mention', 'work', 'far', 'louis', 'left', 'indianapolis', 'selling', 'sign', 'evening', 'following', 'sabbath', 'terre', 'haute', 'sold', 'sign', 'life', 'boat', 'joined', 'miss', 'nina', 'case', 'miss', 'ford', 'louis', 'louis', 'chicago', 'worker', 'expect', 'little', 'rock', 'bro', 'sister', 'niehaus', 'intend', 'work', 'fort', 'worth', 'paso', 'los', 'angeles', 'pasadena', 'santa', 'barbara', 'san', 'jose', 'arrive', 'san_francisco', 'april', 'friend', 'desiring', 'address', 'send', 'letter', 'care', 'pacific_press', 'oakland', 'calif', 'notice', 'delegate', 'general_conference', 'gone', 'till', 'apvil', 'address', 'elder', 'hankins', 'bliss', 'oakland', 'calif', 'care', 'pacific_press', 'till', 'notice', 'book_work', 'earnest', 'dunn', 'lord', 'earnest', 'vol', 'terribly', 'earnest', 'white', 'march', 'lord_calls', 'engage', 'canvassing', 'work', 'year', 'test', 'tract', 'canvasser', 'field', 'manual', 'canvasser', 'page', 'stop', 'weigh', 'statement', 'compare', 'ought', 'accomplished', 'circulating', 'book', 'desire', 'heart', 'lord', 'earnest', 'time', 'terribly', 'earnest', 'realize', 'corp', 'canvasser', 'ought', 'enlarged', 'realization', 'majority', 'instead', 'seeking', 'lord', 'open', 'way', 'enlist', 'consent', 'began', 'excuse', 'excuse', 'given', 'prominent', 'cut', 'canvasser', 'canvas', 'fitted', 'canvasser', 'living', 'canvassing', 'work', 'help', 'stay', 'work', 'simply', 'excuse', 'spoken', 'speaking', 'earnest', 'want', 'hoping', 'lead', 'think', 'earnest', 'suggest', 'person', 'making', 'excuse', 'fit', 'work', 'home', 'canvasser', 'thank', 'suggestion', 'excuse', 'pagan', 'idea', 'pure', 'simple', 'justification', 'self', 'excuse', 'longer', 'terribly', 'earnest', 'people', 'young', 'old', 'preacher', 'teacher', 'mechanic', 'business', 'men', 'farmer', 'earnest', 'thing', 'excuse', 'connect', 'work', 'hasten', 'coming', 'day', 'god', 'work', 'completed', 'generation', 'people', 'going', 'earnest', 'brother', 'sister', 'earnestness', 'courage', 'perseverence', 'faith', 'determination', 'gift', 'gixi', 'given', 'submit', 'god', 'acknowledging', 'haven', 'need', 'order', 'effic', 'lent', 'worker', 'praying', 'earnestly', 'god', 'spirit', 'earnestness', 'heart', 'number', 'people', 'state', 'book_work', 'built', 'god', 'way', 'brother', 'sister', 'won', 'tyou', 'come', 'saying', 'send', 'north', 'vernon', 'shrock', 'little', 'week', 'day', 'spent', 'getting', 'settled', 'time', 'spent', 'selling', 'object_lesson', 'people', 'kind', 'easy', 'access', 'far', 'wife', 'taken', 'order', 'conditional', 'book', 'delivered']
root - INFO - extracting file #53500: 2017-04-Final-Corpus/IR19070424-V13-09-page4.txt
root - INFO - extracting file #54000: 2017-04-Final-Corpus/IR19100330-V16-07-page2.txt
root - INFO - ['tabltshed', 'rescue', 'home', 'unis', 'plan', 'binding', 'chrisupon', 'place', 'treasure', 'fortunate', 'girl', 'tian', 'people', 'enterprise', 'lord', 'blessing', 'tithing', 'burthat', 'tenth', 'shall', 'laid', 'aside', 'effort', 'report', 'numden', 'depart', 'work', 'teach', 'lesson', 'ber', 'new', 'sabbath', 'keeper', 'plan', 'enjoined', 'requires', 'portion', 'result', 'work', 'hebrew', 'replaced', 'treasury', 'union_conference_committee', 'pealed', 'relaxed', 'rendered', 'emmanuel', 'missionary', 'enjoined', 'instead', 'sacred', 'sacred', 'college', 'board', 'meet', 'force', 'fully', 'purpose', 'support', 'berrien', 'spring', 'tuesday', 'afternoon', 'carried', 'extended', 'salwho', 'carry', 'message', 'salvation', 'company', 'ehlers', 'mcreynolds', 'vation', 'christ', 'world', 'covert', 'mortenson', 'tile', 'writer', 'fully', 'brought', 'light', 'went', 'college', 'important', 'christian', 'age', 'excuse', 'heaven', 'appointed', 'plan', 'man', 'return', 'lord', 'ing', 'faculty', 'elected', 'requirement', 'enjoined', 'plainly', 'matter', 'discussed', 'meetsteps', 'taken', 'carry', 'christ', 'teaching', 'resolution', 'passed', 'recent', 'yes', 'taught', 'right', 'ference', 'battle', 'creek', 'thereto', 'tithe', 'valuable', 'herb', 'organization', 'school', 'garden', 'luke', 'council', 'continued', 'thursday', 'night', 'stated', 'men', 'woman', 'excuse', 'misunderstanding', 'evading', 'duty', 'responsibility', 'god', 'laid', 'claim', 'relation', 'tithing', 'closing', 'work', 'duty', 'reveal', 'heavenly', 'stopping', 'south_bend', 'elkhart', 'spent', 'sabbath', 'tithing', 'shonld', 'world', 'want', 'church', 'glad', 'spirit', 'sacrifice', 'widen', 'acquainted', 'brethdeepen', 'closing', 'work', 'ren', 'sister', 'place', 'trying', 'plan', 'work', 'enduring', 'principle', 'visit', 'church', 'near', 'future', 'involved', 'vol', 'seventy', 'church', 'conference', 'requires', 'time', 'morris', 'lukens', 'origin', 'nature', 'time', 'tithing', 'arrangement', 'payment', 'tithe', 'recent_issue', 'pouffe', 'appeared', 'heading', 'following', 'owing', 'fact', 'people', 'moved', 'conference', 'drawn', 'mime', 'deposited', 'conference', 'association', 'position', 'accept', 'loan', 'small', 'large', 'pay', 'depositor', 'received', 'reply', 'notice', 'conference', 'called', 'thousand', 'dollar', 'reason', 'use', 'nicre', 'money', 'loaned', 'conference', 'association', 'safer', 'deposited', 'bank', 'safe', 'fact', 'angel', 'message', 'thing', 'world', 'filially', 'fail', 'association', 'use', 'thousand', 'dollar', 'time', 'interested', 'coin', 'minden', 'orris', 'lukens', 'new', 'field', 'agent', 'inasmuch', 'brother', 'burt', 'white', 'field', 'missionary', 'agent', 'gone', 'tennessee', 'bought', 'farm', 'expects', 'open', 'school', 'brother', 'morris', 'recommended', 'time', 'recent', 'session', 'lake_union_conference', 'come', 'indiana', 'proportion', 'god', 'blessing', 'given', 'property', 'man', 'man', 'carry', 'end', 'time', 'return', 'god', 'faithful', 'tithe', 'heavenly', 'father', 'origail', 'substance', 'distinct', 'arinate', 'plan', 'systematic', 'benevorangement', 'jesus_christ', 'lence', 'enrich', 'tie', 'vol', 'great', 'blessing', 'man', 'saw', 'given', 'people', 'plan', 'beneficence', 'raising', 'sum', 'sufficient', 'man', 'needed', 'enterprise', 'self', 'sustaining', 'god', 'relation', 'doe', 'tithe', 'susplan', 'tithing', 'beautitain', 'forbidden', 'fruit', 'eden', 'ful', 'simplicity', 'equality', 'lord', 'created', 'tree', 'hold', 'faith', 'eden', 'pleasant', 'good_courage', 'divine', 'origin', 'food', 'bade', 'adam', 'vol', 'tithing', 'prom', 'bled', 'typical', 'dispensation', 'tithing', 'reached', 'beck', 'ear', 'tree', 'god', 'rebeyond', 'day', 'moses', 'men', 'served', 'constant', 'reminder', 'required', 'offer', 'god', 'gift', 'ownership', 'gave', 'religious', 'purpose', 'defthem', 'opportunity', 'demonstrate', 'inite', 'given', 'moses', 'faith', 'trust', 'far', 'day', 'adam', 'perfect_obedience', 'require', 'vol', 'ments', 'god', 'elahns', 'hand', 'humanity', 'requires', 'god', 'designed', 'law', 'universe', 'church', 'company', 'rochester', 'speaking', 'account', 'people', 'plainly', 'stated', 'requirement', 'time', 'toy', 'visit', 'instead', 'designed', 'slade', 'ilt', 'important', 'notice', 'special', 'tithing', 'founded', 'principle', 'enduring', 'law', 'god', 'benefit', 'god', 'man', 'tithing', 'blessing', 'jew', 'god', 'given', 'eve', 'freely', 'enjoy', 'bounty', 'exception', 'tree', 'knowledge', 'good', 'evil']
root - INFO - extracting file #54500: 2017-04-Final-Corpus/LB19010101-V03-11-page1.txt
root - INFO - extracting file #55000: 2017-04-Final-Corpus/LB19020901-V05-09-page15.txt
root - INFO - ['hand', 'wrist', 'badly', 'swollen', 'hand', 'lanced', 'treated', 'alternate', 'hot', 'cold_water', 'minute', 'instructed', 'repeat', 'treatment', 'home', 'hour', 'boy', 'toothache', 'wish', 'offending', 'tooth', 'removed', 'attendant', 'dental', 'room', 'open', 'abscess', 'little', 'boy', 'neck', 'newsboy', 'come', 'running', 'holding', 'handkerchief', 'head', 'hit', 'brick', 'quarrel', 'fellow', 'newsboy', 'gotten', 'worst', 'shave', 'scalp', 'sew', 'gaping', 'edge', 'wound', 'bandage', 'head', 'item', 'morning', 'experience', 'dispensary', 'attended', 'patient', 'attended', 'lady', 'department', 'work', 'confined', 'wholly', 'dispensary', 'outside', 'answered', 'making', 'preparation', 'dinner', 'little', 'girl', 'come', 'following', 'note', 'written', 'ease', 'talk', 'higher', 'life', 'try', 'people', 'medical_missionary', 'grand', 'opportunity', 'laid', 'daily', 'need', 'help', 'work', 'half', 'dozen', 'strong', 'consecrated', 'young_man', 'woman', 'ample', 'opportunity', 'lifting', 'standard', 'light', 'truth', 'great_city', 'chicago', 'feeling', 'desire', 'devote', 'life', 'medical_missionary', 'work', 'need', 'feel', 'impressed', 'engage', 'work', 'write', 'superintendent', 'chicago', 'medical_missionary', 'work', 'thirty', 'place', 'stating', 'intention', 'medical_missionary', 'query', 'laborer', 'god', 'distant', 'field', 'recently', 'wrote', 'following', 'letter', 'inquiry', 'time', 'felt', 'burden', 'help', 'poor', 'needy', 'possible', 'able', 'start', 'health', 'food', 'restaurant', 'working', 'people', 'city', 'somewhat', 'plan', 'working', 'men', 'home', 'providing', 'lodging', 'utilize', 'room', 'restaurant', 'mission', 'service', 'inappropriate', 'feed', 'soul', 'body', 'room', 'having', 'learned', 'human_body', 'sacred', 'inclined', 'question', 'propriety', 'objection', 'plan', 'gospel', 'service', 'table', 'aside', 'pertaining', 'food', 'entirely', 'cleared', 'away', 'wish', 'provide', 'wholesome', 'food', 'cheap', 'rate', 'enterprise', 'self', 'supporting', 'safe', 'financial', 'proposition', 'charge', 'twice', 'actual', 'cost', 'raw', 'material', 'depend', 'half', 'proceeds', 'pay', 'rent', 'salary', 'running', 'expense', 'enterprise', 'reasonably', 'patronized', 'self', 'supporting', 'charging', 'twice', 'prepared', 'food', 'cost', 'raw', 'material', 'best', 'plan', 'serve', 'meal', 'counter', 'table', 'good_plan', 'counter', 'table', 'prefer', 'sit', 'table', 'prefer', 'sit', 'counter', 'successful', 'workingman', 'home', 'western', 'city', 'food', 'served', 'table', 'manage', 'meal', 'sabbath', 'sabbath', 'dining', 'room', 'open', 'picture', 'paper', 'send', 'doctor', 'emerald', 'avenue', 'stair', 'husband', 'brought', 'home', 'beaten', 'eye', 'bad', 'shape', 'leave', 'come', 'send', 'doctor', 'quick', 'emergency', 'bag', 'hand', 'number', 'given', 'man', 'dead', 'drunk', 'face', 'covered', 'blood', 'wife', 'explains', 'picket', 'duty', 'strike', 'gotten', 'trouble', 'brought', 'home', 'police', 'ambulance', 'washing', 'bloody', 'face', 'ugly', 'wound', 'forehead', 'eye', 'cleansed', 'edge', 'sutured', 'drunken', 'stupor', 'meantime', 'acting', 'anesthetic', 'wound', 'dressed', 'wife', 'told', 'send', 'husband', 'dispensary', 'day', 'treatment', 'visit', 'patient', 'seen', 'connected', 'dispensary', 'work', 'visiting', 'nurse', 'work', 'nurse', 'devote', 'time', 'visiting', 'sick', 'ministering', 'need', 'nurse', 'mean', 'raising', 'bed', 'sickness', 'grateful', 'patient', 'disease', 'claimed', 'blessed', 'experience', 'opportunity', 'afforded', 'connection', 'dispensary', 'work', 'privileged', 'meet', 'people', 'walk', 'life', 'sick', 'badly', 'diseased', 'disheartened', 'discouraged', 'talk', 'people', 'body', 'temple', 'sacred', 'trust', 'life', 'ignorance', 'disregard', 'waste', 'power', 'intellect', 'bring', 'body', 'sway', 'dis', 'the_life_boat']
root - INFO - extracting file #55500: 2017-04-Final-Corpus/LB19031101-V06-11-page8.txt
root - INFO - extracting file #56000: 2017-04-Final-Corpus/LB19050101-V08-01-page4.txt
root - INFO - ['the_life_boat', 'reason', 'chose', 'missionary', 'institution', 'united', 'state', 'help', 'save', 'men', 'cnps', 'white', 'ribbr', 'woman', 'went', 'prison', 'east', 'ali', 'saw', 'little', 'girl', 'aged', 'sixteen', 'said', 'year', 'ago', 'lived', 'country', 'pure', 'girl', 'america', 'came', 'fine', 'looking', 'fellow', 'path', 'proud', 'think', 'handsome', 'young', 'man', 'city', 'pay', 'attention', 'long', 'pretty', 'acquainted', 'riding', 'walking', 'dance', 'tell', 'mother', 'told', 'wanted', 'marry', 'trusted', 'willing', 'run', 'away', 'married', 'got', 'city', 'wedding', 'ceremony', 'wept', 'cried', 'person', 'knew', 'deserted', 'said', 'life', 'shame', 'die', 'started', 'work', 'bit', 'honest', 'work', 'finally', 'got', 'cent', 'piece', 'felt', 'tempted', 'end', 'life', 'went', 'restaurant', 'sat', 'nice', 'looking', 'woman', 'table', 'noticed', 'tear', 'came', 'said', 'trouble', 'won', 'tell', 'told', 'said', 'come', 'house', 'help', 'work', 'thought', 'lord', 'raised', 'friend', 'got', 'house', 'wolf', 'sheep', 'clothing', 'house', 'shame', 'night', 'robbery', 'police', 'roll', 'trunk', 'girl', 'jail', 'charged', 'robbery', 'house', 'sin', 'dear', 'woman', 'told', 'girl', 'story', 'christ', 'woman', 'washed', 'foot', 'wiped', 'hair', 'head', 'loved', 'forgiven', 'girl', 'like', 'lord', 'betrayed', 'traitor', 'knelt', 'floor', 'cell', 'gave', 'heart', 'jesus', 'brought', 'mission', 'best', 'girl', 'long', 'girl', 'said', 'home', 'dying', 'home', 'sickness', 'know', 'home', 'sickness', 'cried', 'sleep', 'sheer', 'loneliness', 'woman', 'train', 'girlafterward', 'wrote', 'way_home', 'sang', 'gospel', 'hymn', 'happy', 'neared', 'home', 'thought', 'door', 'closed', 'bolted', 'came', 'sight', 'cottage', 'saw', 'door', 'wide', 'open', 'said', 'room', 'morning', 'got', 'room', 'lamp', 'cover', 'turned', 'undressed', 'softly', 'knelt', 'thanked', 'lord', 'jesus_christ', 'home', 'crept', 'betvieen', 'snowy', 'sheet', 'soon', 'heard', 'coming', 'upstairs', 'knew', 'mother', 'heard', 'isnt', 'little', 'girl', 'coming', 'heart', 'breaking', 'sobbed', 'aloud', 'instant', 'arm', 'singing', 'praise', 'god', 'asked', 'door', 'open', 'said', 'night', 'left', 'door', 'left', 'open', 'night', 'left', 'gone', 'room', 'lamp', 'turned', 'cover', 'prayed', 'god', 'come', 'thank_god', 'prayer', 'answered', 'isn', 'god', 'blessing', 'missionary_work', 'marvelously', 'plead', 'help', 'life', 'boat', 'mission', 'help', 'mission', 'know', 'realizing', 'going', 'reap', 'harvest', 'worth', 'wearing', 'second', 'hand', 'clothing', 'save', 'soul', 'may_god', 'save', 'darling', 'going', 'saloon', 'house', 'shame', 'lead', 'come', 'presence', 'lord', 'saviour', 'jesus_christ', 'united', 'family', 'salvation', 'doe', 'trouble', 'trouble', 'trouble', 'understand', 'david', 'meant', 'said', 'cup', 'runneth', 'think', 'cup', 'saucer', 'run', 'tom', 'mackey']
root - INFO - extracting file #56500: 2017-04-Final-Corpus/LB19060301-V09-03-page33.txt
root - INFO - extracting file #57000: 2017-04-Final-Corpus/LB19070501-V10-05-page3.txt
root - INFO - ['illustrated', 'monthly', 'journal', 'devoted', 'charitable', 'philanthropic', 'health', 'soul', 'winning', 'work', 'entered', 'second', 'class_matter', 'july', 'postoffice', 'hinsdale', 'ill', 'act', 'congress', 'march', 'volume', 'hinsdale', 'ill', 'number', 'holy', 'land', 'experience', 'day', 'pearl', 'waggoner', 'hinsdale', 'ill', 'oft', 'read', 'story', 'christ', 'walked', 'men', 'lived', 'loved', 'suffered', 'communed', 'people', 'heart', 'yearning', 'face', 'listen', 'teaching', 'shore', 'galilee', 'longed', 'tired', 'burdened', 'rest', 'foot', 'sit', 'glad', 'contentment', 'listening', 'converse', 'sweet', 'care', 'quickly', 'vanish', 'pain', 'worth', 'sanctified', 'dear', 'presence', 'lighter', 'rendered', 'smile', 'true', 'knew', 'living', 'far', 'away', 'know', 'omnipresent', 'walking', 'day', 'compared', 'presence', 'judah', 'hill', 'lose', 'half', 'charm', 'sweeter', 'resting', 'everlasting', 'arm', 'oft', 'myriad', 'care', 'encumbered', 'long', 'lord', 'meet', 'brief', 'moment', 'seeking', 'bethany', 'retreat', 'learn', 'thing', 'needful', 'like', 'healing', 'balm', 'amid', 'world', 'mad', 'rushing', 'inward', 'calm', 'gethsemane', 'lone', 'garden', 'foot', 'hither', 'led', 'nigh', 'faltered', 'shrinking', 'bitter', 'cup', 'dread', 'loneliness', 'darkness', 'vied', 'drown', 'prayer', 'blackness', 'turned', 'sunlight', 'saviour', 'old', 'christ', 'sought', 'mountain', 'meet', 'evening', 'shadow', 'gather', 'oft', 'olivet', 'comfort', 'tell', 'happened', 'day', 'needed', 'message', 'help', 'way', 'earth', 'storm', 'wildly', 'raging', 'tempest', 'blow', 'hear', 'blessed', 'accent', 'saying', 'softly', 'peace', 'yea', 'seen', 'power', 'old', 'thousand', 'fed', 'hungry', 'tired', 'fainting', 'living', 'bread', 'master', 'follow', 'read', 'command', 'blessed', 'footprint', 'nearer', 'holy', 'land', 'sin', 'sick', 'fallen', 'sufferer', 'bed', 'pain', 'own_life', 'daily', 'hourly', 'let', 'live', 'life', 'buried', 'alive', 'sixteen', 'day', 'david', 'paulson', 'december', 'seven', 'miner', 'working', 'seventy', 'foot', 'surface', 'earth', 'edison', 'tunnel', 'near', 'bakersfield', 'cal', 'shaft', 'caved', 'burying', 'alive', 'heavy', 'dirt', 'car', 'fell', 'lindsey', 'hick', 'way', 'protect', 'boulder', 'making', 'cavity', 'underneath', 'fourteen', 'inch', 'shorter', 'length', 'shortly', 'news', 'flashed', 'wire', 'rescued', 'wrote', 'following', 'letter', 'going', 'issue', 'soon', 'special', 'prisoner', 'number', 'the_life_boat', 'occurred', 'ask', 'write', 'experience', 'especially', 'lesson', 'trust', 'lord']
root - INFO - extracting file #57500: 2017-04-Final-Corpus/LB19080701-V11-07-page26.txt
root - INFO - extracting file #58000: 2017-04-Final-Corpus/LB19090901-V12-09-page24.txt
root - INFO - ['life', 'boat', 'love', 'little', 'later', 'year', 'heart', 'ached', 'outcast', 'child', 'playing', 'busy', 'street', 'secured', 'permission', 'use', 'hall', 'sunday', 'afternoon', 'good', 'knew', 'good', 'behavior', 'civilization', 'wild_beasts', 'forest', 'thing', 'tried', 'teach', 'beautiful', 'word', 'like', 'father', 'pitieth', 'child', 'lord', 'pitieth', 'fear', 'tiim', 'stick', 'mind', 'came', 'child', 'total', 'stranger', 'parent', 'love', 'received', 'brutal', 'blow', 'drunken', 'curse', 'want', 'learn', 'god', 'going', 'treat', 'way', 'occurred', 'order', 'know', 'god', 'love', 'love', 'problem', 'love', 'wretched', 'dirty', 'ragged', 'vermininfested', 'street', 'arab', 'asked', 'god', 'love', 'heart', 'answered', 'prayer', 'notify', 'youngster', 'knew', 'understood', 'meant', 'love', 'god', 'meeting', 'struggled', 'trying', 'time', 'little', 'tot', 'said', 'love', 'gone', 'forget', 'impression', 'heart', 'dawned', 'love', 'resolved', 'god', 'help', 'business', 'loving', 'loveless', 'people', 'large', 'scale', 'plant', 'people', 'life', 'grows', 'interested', 'doe', 'begin', 'spring', 'life', 'body', 'perishes', 'food', 'water', 'air', 'want', 'body', 'craves', 'david', 'said', 'flesh', 'cried', 'living', 'god', 'doe', 'feed', 'soul', 'regularly', 'body', 'soon', 'half', 'starved', 'way', 'matter', 'professed', 'christian', 'leanness', 'soul', 'pathetic', 'mean', 'people', 'secure', 'away', 'god', 'happiness', 'drunken', 'woman', 'staggered', 'street', 'chicago', 'laughed', 'liquor', 'resurrected', 'laugh', 'buried', 'soul', 'light', 'hearted', 'care', 'free', 'school', 'girl', 'mangled', 'flower', 'people', 'perishing', 'gospel', 'receive', 'readily', 'hand', 'explain', 'beautiful', 'flower', 'mortal', 'rejoice', 'receive', 'flower', 'seen', 'dying', 'face', 'light', 'rose', 'flower', 'represented', 'maker', 'beautifully', 'crush', 'flower', 'hand', 'nearly', 'refuse', 'love', 'flower', 'care', 'mangled', 'hand', 'matter', 'getting', 'people', 'accept', 'gospel', 'appreciate', 'gospel', 'mussed', 'hand', 'doe', 'appeal', 'forget', 'bible', 'suggests', 'grow', 'lily', 'slice', 'bread', 'rub', 'hand', 'chicken', 'feed', 'relish', 'bible', 'study', 'thyself', 'workman', 'needeth', 'ashamed', 'rightly', 'dividing', 'word', 'truth', 'seek', 'god', 'fulfilled', 'life', 'genuine', 'soul', 'winner', 'learned', 'pray', 'know', 'missed', 'difficult', 'believe', 'god', 'individually', 'forget', 'soon', 'child', 'diphtheria', 'god', 'begin', 'antitoxin', 'blood', 'save', 'life', 'doe', 'individual', 'child', 'hear', 'needy', 'soul', 'hagar', 'poor', 'outcast', 'woman', 'child', 'dying', 'thirst', 'wilderness', 'cried', 'bible', 'angel', 'god', 'heard', 'child', 'showed', 'hagar', 'water', 'gen', 'right', 'child', 'probably', 'know', 'better', 'hagar', 'ought', 'sense']
root - INFO - extracting file #58500: 2017-04-Final-Corpus/LB19101001-V13-10-page6.txt
root - INFO - extracting file #59000: 2017-04-Final-Corpus/LB19111201-V14-12-page4.txt
root - INFO - ['the_life_boat', 'eating', 'thing', 'meal', 'meal', 'let', 'variation', 'meal', 'meal', 'tempt', 'appetite', 'physiological', 'foundation', 'principle', 'discovered', 'pawlow', 'great', 'russian', 'investigator', 'different', 'kind', 'gastric_juice', 'different', 'kind', 'food', 'fundamental_principle', 'food', 'appetizing', 'principle', 'demand', 'prepared', 'simplicity', 'nicety', 'invite', 'appetite', 'served', 'inviting', 'manner', 'palatable', 'appetite', 'grossly', 'perverted', 'relish', 'god', 'flavor', 'food', 'fragrance', 'flower', 'pleased', 'child', 'enjoy', 'good', 'music', 'delight', 'beautiful_things', 'nature', 'good', 'religion', 'eat', 'good', 'isa', 'divine', 'right', 'absolutely', 'essential', 'good', 'digestion', 'pawlow', 'showed', 'taste', 'food', 'called', 'gastric_juice', 'doe', 'come', 'far', 'short', 'good', 'taste', 'mean', 'good', 'gastric_juice', 'simple', 'tasty', 'nourishing', 'wholesome', 'food', 'prepared', 'simplicity', 'tasty', 'nourishing', 'fundamental_principle', 'diet', 'lacking', 'proper', 'element', 'nutrition', 'brings', 'reproach', 'health_reform', 'table', 'spread', 'food', 'proper', 'nourishment', 'body', 'robbed', 'element', 'body', 'need', 'health_reformers', 'discarded', 'certain', 'injurious', 'article', 'diet', 'given', 'proper', 'study', 'supply', 'place', 'food', 'sufficiently', 'nourishing', 'diet', 'simple', 'appetizing', 'nourishing', 'important', 'wholesome', 'previous', 'article', 'entitled', 'scientific', 'dietetics', 'teach', 'sensible', 'practical_way', 'secure', 'scientifically', 'nourishing', 'diet', 'article', 'scientific', 'hydrotherapy', 'published', 'tract', 'form', 'supplied', 'rate', 'cent', 'copy', 'cent', 'fifty', 'copy', 'address', 'the_life_boat', 'impossible', 'build', 'healthy', 'strong', 'robust', 'men', 'woman', 'daily', 'persist', 'eating', 'unhealthful', 'food', 'good', 'food', 'unwholesome', 'manner', 'banker', 'want', 'convince', 'good', 'silver', 'dollar', 'bogus', 'submits', 'fundamental', 'test', 'know', 'pass', 'satisfactorily', 'good', 'dollar', 'regard', 'given', 'article', 'diet', 'ask', 'simple', 'dish', 'rich', 'complicated', 'mixture', 'appetizing', 'nourishing', 'wholesome', 'ring', 'true', 'principle', 'sure', 'eat', 'thing', 'equal', 'glory', 'god', 'thank', 'heartily', 'knowledge', 'health_reform', 'principle', 'practical', 'application', 'let', 'apply', 'fundamental_principle', 'suspicious', 'article', 'diet', 'commonly', 'shall', 'discover', 'secret', 'vast_amount', 'chronic', 'disease', 'enormous', 'increase', 'bright', 'disease', 'rheumatism', 'apoplexy', 'nervous', 'breakdown', 'cancer', 'similar', 'disorder', 'intelligent', 'physician', 'recognize', 'largely', 'traced', 'dietetic', 'indiscretion', 'let', 'investigate', 'flesh_food', 'safely', 'pass', 'test', 'simple', 'people', 'appetizing', 'pass', 'second', 'contains', 'pound', 'pound', 'nourishment', 'bread', 'ordinary', 'article', 'food', 'doe', 'contain', 'like', 'cent', 'nutriment', 'score', 'pas', 'principle', 'weighed', 'balance', 'fourth', 'principle', 'wanting', 'time', 'unwholesome', 'following', 'reason', 'important', 'use', 'flesh_food', 'tendency', 'animalize', 'human', 'nature', 'rob', 'men', 'woman', 'love', 'sympathy', 'feel', 'fellow_men', 'lower', 'passion', 'control', 'higher', 'power', 'diet', 'character', 'word', 'harder', 'good', 'eats', 'meat', 'point', 'gautier', 'great', 'french', 'dietetic', 'authority', 'known', 'rat', 'laboratory', 'long', 'fed', 'bread']
root - INFO - extracting file #59500: 2017-04-Final-Corpus/LB19130201-V16-02-page33.txt
root - INFO - extracting file #60000: 2017-04-Final-Corpus/LB19140501-V17-05-page31.txt
root - INFO - ['conducted', 'principle', 'hinsdale_sanitarium', 'institution', 'sick', 'poor', 'treated', 'simple', 'effective', 'basis', 'reach', 'financially', 'plain', 'homelike', 'room', 'furnished', 'week', 'includes', 'house', 'expense', 'heat', 'light', 'board', 'furnished', 'european', 'plan', 'patient', 'paying', 'individually', 'eats', 'daily', 'treatment', 'fifty', 'cent', 'general', 'physicial', 'examination', 'entrance', 'case', 'requiring', 'attendant', 'charged', 'additional', 'moderate', 'rate', 'hour', 'the_life_boat', 'sanitarium', 'moderate', 'circumstance', 'good', 'samaritan', 'inn', 'write', 'information', 'address', 'good', 'samaritan', 'inn', 'hinsdale', 'ill', 'wanted', 'borrow', 'thousand', 'dollar', 'sum', 'upwards', 'real', 'estate', 'security', 'pay', 'cent', 'address', 'david', 'paulson', 'hinsdale', 'ill', 'executor', 'mean', 'master', 'work', 'dead', 'gone', 'observed', 'frequently', 'relative', 'unscrupulous', 'lawyer', 'succeeded', 'absolutely', 'defeating', 'intention', 'donor', 'better', 'way', 'property', 'alive', 'work', 'desire', 'receive', 'fixed', 'income', 'annuity', 'year', 'long', 'live', 'way', 'know', 'property', 'frittered', 'away', 'support', 'old_age', 'annuity', 'contract', 'immediately', 'effective', 'death', 'change', 'manner', 'interested', 'matter', 'write', 'suggestion', 'information', 'annuity', 'plan', 'sensible', 'people', 'adopting', 'camera', 'let', 'developing', 'printing', 'year', 'experience', 'taught', 'turn', 'class', 'print', 'finish', 'send', 'dims', 'bemire', 'best', 'result', 'quick', 'service', 'low', 'price', 'inui', 'card', 'bring', 'price', 'harner', 'photographic', 'expert', 'specialist', 'developing', 'finishing', 'amateur', 'washington', 'hinsdale', 'illinois', 'beautiful', 'bible', 'motto', 'society', 'school', 'church', 'easy', 'way', 'raise', 'money', 'selling', 'beautiful', 'colored', 'velvet', 'picture', 'motto', 'like', 'new', 'agent', 'large', 'profit', 'selling', 'everybody', 'buy', 'write', 'free', 'catalogue', 'maumee', 'valley', 'sale', 'company', 'spitzer', 'bldg', 'toledo', 'ohio']
gensim.corpora.dictionary - INFO - adding document #60000 to Dictionary(302909 unique tokens: ['andthose', 'surveyor', 'deci', 'bread', 'tvye']...)
root - INFO - extracting file #60500: 2017-04-Final-Corpus/LB19150701-V18-07-page3.txt
root - INFO - extracting file #61000: 2017-04-Final-Corpus/LB19160901-V19-09-page26.txt
root - INFO - ['the_life_boat', 'wrote', 'telling', 'new_light', 'received', 'the_life_boat', 'desiring', 'christian', 'write', 'like', 'write', 'feeling', 'dear', 'lovely', 'come', 'heart', 'feeling', 'come', 'know', 'helped', 'lead', 'christ', 'editorial', 'david', 'paulson', 'editor', 'qiu', 'fear', 'strike', 'possible', 'probable', 'probable', 'inevitable', 'promptest', 'effective', 'action', 'taken', 'read', 'bible', 'absolutely', 'purpose', 'living', 'time', 'earth', 'distress', 'nation', 'perplexity', 'men', 'heart', 'failing', 'fear', 'looking', 'thing', 'coming', 'earth', 'luke', 'death', 'harry', 'monroe', 'shortly', 'chicago', 'colonel', 'clark', 'chicago', 'business_man', 'godly', 'wife', 'observed', 'frightfully', 'satan', 'roping', 'sending', 'destruction', 'young_man', 'drifting', 'chicago', 'decided', 'start', 'moral', 'antitoxin', 'factory', 'opened', 'mission', 'corner', 'van', 'buren', 'custom', 'house', 'place', 'year', 'toughest', 'center', 'chicago', 'said', 'moody', 'named', 'pacific', 'garden', 'mission', 'thirt', 'year', 'ago', 'harry', 'monroe', 'drinking', 'heavily', 'gambler', 'police', 'eye', 'continually', 'gloriously', 'converted', 'pacific', 'garden', 'mission', 'gave', 'whol', 'heartedly', 'service', 'lord', 'service', 'devil', 'colonel', 'clark', 'died', 'harry', 'monroe', 'superintendent', 'mission', 'clark', 'job', 'lord', 'wonderfully', 'blessed', 'labor', 'clark', 'passed', 'seventy', 'refused', 'work', 'dearer', 'railway', 'strike', 'writing', 'confronted', 'prospect', 'natio', 'wide', 'railway', 'strike', 'ere', 'reach', 'reader', 'devoutly', 'hoped', 'great', 'calamity', 'averted', 'question', 'issue', 'amicably', 'settled', 'prevailing', 'optimism', 'strike', 'possibly', 'occur', 'terrible', 'result', 'human', 'suffering', 'immediate', 'effect', 'especially', 'large_cities', 'living', 'time', 'god', 'permitting', 'terrible', 'calamity', 'afflict', 'earth', 'people', 'led', 'forsake', 'idol', 'turn', 'source', 'help', 'point', 'quote', 'following', 'recent', 'editorial', 'chicago', 'tribune', 'european_war', 'world', 'said', 'european_war', 'impossible', 'reasoning', 'european_war', 'impossible', 'terrible', 'european_war', 'came', 'terrible', 'thought', 'american', 'public', 'representative', 'washington', 'watching', 'event', 'leading', 'nation', 'wide', 'railway', 'strike', 'mood', 'optimism', 'watched', 'oncoming', 'storm', 'world_war', 'strike', 'feel', 'costly', 'foolish', 'costly', 'tremendously', 'costly', 'foolish', 'time', 'public', 'government', 'realize', 'offer', 'assurance', 'strike', 'contrary', 'reason', 'far', 'unprejudiced', 'observer', 'judge']
root - INFO - extracting file #61500: 2017-04-Final-Corpus/LB19181101-V21-11-page22.txt
root - INFO - extracting file #62000: 2017-04-Final-Corpus/LB19200101-V23-01-page19.txt
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root - INFO - extracting file #62500: 2017-04-Final-Corpus/LH19040901-V19-09-page15.txt
root - INFO - extracting file #63000: 2017-04-Final-Corpus/LH19051101-V20-11-page10.txt
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root - INFO - extracting file #63500: 2017-04-Final-Corpus/LH19061201-V21-12-page36.txt
root - INFO - extracting file #64000: 2017-04-Final-Corpus/LH19080101-V23-01-page10.txt
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root - INFO - extracting file #64500: 2017-04-Final-Corpus/LH19081001-V23-10-page36.txt
root - INFO - extracting file #65000: 2017-04-Final-Corpus/LH19090601-V24-06-page4.txt
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root - INFO - extracting file #65500: 2017-04-Final-Corpus/LH19100101-V25-01-page61.txt
root - INFO - extracting file #66000: 2017-04-Final-Corpus/LH19100801-V25-08-page9.txt
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root - INFO - extracting file #66500: 2017-04-Final-Corpus/LH19110301-V26-03-page49.txt
root - INFO - extracting file #67000: 2017-04-Final-Corpus/LH19111001-V26-10-page56.txt
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root - INFO - extracting file #67500: 2017-04-Final-Corpus/LH19120601-V27-06-page16.txt
root - INFO - extracting file #68000: 2017-04-Final-Corpus/LH19130201-V28-02-page49.txt
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root - INFO - extracting file #68500: 2017-04-Final-Corpus/LH19131201-V28-12-page30.txt
root - INFO - extracting file #69000: 2017-04-Final-Corpus/LH19140901-V29-09-page9.txt
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root - INFO - extracting file #69500: 2017-04-Final-Corpus/LH19150701-V30-07-page34.txt
root - INFO - extracting file #70000: 2017-04-Final-Corpus/LH19160501-V31-05-page12.txt
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gensim.corpora.dictionary - INFO - adding document #70000 to Dictionary(318728 unique tokens: ['andthose', 'prunejuice', 'surveyor', 'deci', 'bread']...)
root - INFO - extracting file #70500: 2017-04-Final-Corpus/LH19170301-V32-03-page23.txt
root - INFO - extracting file #71000: 2017-04-Final-Corpus/LH19180601-V33-06-page2.txt
root - INFO - ['bitterness', 'mind', 'like', 'bitterness', 'mouth', 'stomach', 'produce', 'feeling', 'dissatisfaction', 'unrest', 'irritation', 'enmity', 'gloom', 'despondency', 'small', 'trial', 'little', 'family', 'trouble', 'business', 'difficulty', 'exaggerated', 'reasonable', 'limit', 'victim', 'dwells', 'continuously', 'shadow', 'life', 'shut', 'away', 'sunshine', 'flower', 'higher', 'plane', 'existence', 'mean', 'provided', 'feeling', 'bitterness', 'gloomy', 'outlook', 'life', 'eradicated', 'mind', 'factor', 'undermining', 'physical_health', 'carefully', 'searched', 'eliminated', 'place', 'substituted', 'thought', 'feeling', 'activity', 'bring', 'health', 'contentment', 'happiness', 'failure', 'exclude', 'life', 'thing', 'destructive', 'peace', 'mind', 'health', 'body', 'deprive', 'life', 'choicest', 'blessing', 'famous', 'treatment', 'employed', 'sanitarium', 'combined', 'quiet', 'cheerful', 'surroundings', 'home', 'like', 'atmosphere', 'regulated', 'diet', 'wonderful', 'aid', 'restoring', 'physical_health', 'joy', 'living', 'information_address', 'chamberlain', 'sanitarium', 'hospital', 'chamberlain', 'dak', 'write', 'advertiser', 'saw', 'life', 'dealtil']
root - INFO - extracting file #71500: 2017-04-Final-Corpus/LH19190901-V34-09-page2.txt
root - INFO - extracting file #72000: 2017-04-Final-Corpus/LH19201101-V35-11-page23.txt
root - INFO - ['aftl', 'following', 'meal', 'suggest', 'nature', 'diet', 'supply', 'sufficient', 'protein', 'mineral', 'salt', 'total', 'food', 'course', 'person', 'short', 'normal', 'weight', 'pound', 'total', 'food', 'day', 'calorie', 'protein', 'calorie', 'breakfast', 'protein', 'fat', 'egg', 'small', 'potato', 'baking', 'cup', 'stewed', 'tomato', 'large', 'apple', 'orange', 'peeled', 'car', 'total', 'cup', 'cottage', 'cheese', 'cup', 'mashed', 'potato', 'cup', 'string', 'bean', 'large', 'head', 'lettuce', 'tablespoon', 'lemon', 'juice', 'slice', 'graham', 'bread', 'glass', 'grape', 'juice', 'slice', 'graham', 'bread', 'bunch', 'grape', 'fresh', 'tomato', 'dinner', 'breakfast', 'total', 'day', 'dinner', 'supper', 'meal', 'supply', 'calorie', 'protein', 'sufficient', 'upkeep', 'living', 'vital', 'body', 'total', 'calorie', 'furnish', 'energy', 'exercise', 'body', 'excess', 'stored', 'fat', 'glass', 'skimmed', 'milk', 'slice', 'graham', 'bread', 'large', 'banana', 'large', 'apple', 'fat', 'car', 'total', 'cup', 'baked', 'bean', 'medium', 'potato', 'cooking', 'cup', 'green', 'pea', 'small', 'slice', 'graham', 'bread', 'cup', 'spinach', 'large', 'fig', 'glass', 'skimmed', 'milk', 'slice', 'graham', 'bread', 'small', 'pear', 'apple', 'sauce', 'small', 'dish', 'dinner', 'breakfast', 'total', 'day', 'supper', 'breakfast', 'protein', 'dinner', 'menu', 'day', 'calorie', 'protein', 'total', 'calorie']
root - INFO - extracting file #72500: 2017-04-Final-Corpus/LibM19081001-V03-04-page27.txt
root - INFO - extracting file #73000: 2017-04-Final-Corpus/LibM19110401-V06-02-page12.txt
root - INFO - ['liberty', 'complish', 'purpose', 'maker', 'law', 'enforce', 'sunday', 'rest', 'public_worship', 'almighty_god', 'primary', 'object', 'asserted', 'maker', 'law', 'view', 'enforcement', 'public_worship', 'almighty_god', 'business', 'government', 'united', 'state', 'individual', 'state', 'municipality', 'state', 'assuredly', 'god', 'worshiped', 'grant', 'maintain', 'urge', 'nance', 'doe', 'rest', 'religious', 'basis', 'sunday', 'law', 'purpose', 'promulgation', 'worship', 'almighty_god', 'hold', 'legitimate', 'occupation', 'civil_government', 'jesus_christ', 'commissioned', 'nation', 'state', 'municipality', 'enforce', 'gospel', 'people', 'state', 'business', 'promulgating', 'religion', 'power', 'force', 'accomplish', 'purpose', 'union', 'religion', 'university', 'pennsylvania', 'founded', 'edgar', 'smith', 'president', 'promulgation', 'worship', 'state', 'persecution', 'peothe', 'business', 'church', 'ple', 'involved', 'state', 'state', 'rest', 'worship', 'work', 'promulgating', 'worship', 'ala', 'day', 'sunday', 'mighty', 'god', 'chief', 'busicriminals', 'law', 'passed', 'ness', 'church', 'assumes', 'right', 'outlaw', 'conscience', 'requires', 'carry', 'work', 'rethem', 'observance', 'religious', 'ordiceived', 'divine', 'commission', 'nance', 'believe', 'business', 'government', 'prevent', 'argue', 'law', 'comreal', 'crime', 'create', 'criminal', 'pelling', 'cessation', 'worldly', 'employ', 'accompanied', 'sunday', 'law', 'menton', 'sunday', 'mere', 'civil', 'measure', 'constantine', 'sunday', 'law', 'police', 'regulation', 'religin', 'year', 'indited', 'prayer', 'iou', 'purpose', 'foreto', 'accompany', 'observance', 'going', 'judicial', 'precedent', 'soldier', 'compelled', 'repeat', 'judge', 'follow', 'holding', 'high_priest', 'religion', 'police', 'regulation', 'ordithe', 'ruler', 'realm', 'merely', 'police', 'regulation']
root - INFO - extracting file #73500: 2017-04-Final-Corpus/LibM19130701-V08-03-page41.txt
root - INFO - extracting file #74000: 2017-04-Final-Corpus/LibM19160101-V11-01-page18.txt
root - INFO - ['liberty', 'laity', 'civil_authority', 'punish', 'refused', 'observe', 'sunday', 'church', 'state', 'middle', 'age', 'edict', 'church', 'council', 'law', 'state', 'sunday', 'law', 'religious', 'year', 'canon', 'church', 'council', 'prove', 'sunday', 'religious', 'institu', 'law', 'enacted', 'force', 'concerning', 'observance', 'day', 'repairing', 'church', 'thereon', 'carefully', 'execution', 'person', 'person', 'whatsoever', 'shall', 'lord', 'day', 'apply', 'observation', 'exercising', 'thereon', 'duty', 'piety', 'true_religion', 'publicly', 'privately', 'men', 'sunday', 'law', 'civil_law', 'recorded', 'purely', 'religious', 'pretense', 'year', 'comprehension', 'christian_statesman', 'charge', 'treason', 'christian_statesman', 'finally', 'hurl', 'anathema', 'opponent', 'particularly', 'promoter', 'liberty', 'magazine', 'following', 'threatening', 'charge', 'treason', 'government', 'necessary', 'silence', 'gun', 'enemy', 'render', 'harmless', 'silence', 'battery', 'enemy', 'surely', 'allowed', 'harm', 'historic', 'institution', 'theory', 'liberty', 'lead', 'invasion', 'liberty', 'surely', 'fallacious', 'invades', 'right', 'nation', 'doubly', 'fallacious', 'opposition', 'sabbath', 'law', 'doe', 'invade', 'right', 'uproot', 'fundamental_principle', 'government', 'nation', 'sustain', 'relation', 'god', 'law', 'treason', 'james', 'madison', 'fattier', 'national', 'constitution', 'tion', 'ecclesiastical', 'divine', 'origin', 'contend', 'medieval', 'sunday', 'legislation', 'ecclesiastical', 'religious', 'seventeenth', 'century', 'act', 'ninth', 'charles', 'chap', 'issued', 'law', 'force', 'time', 'revolutionary', 'war', 'basis', 'american', 'sunday', 'law', 'preamble', 'act', 'state', 'object', 'clearly', 'national', 'reform', 'association', 'succeeds', 'getting', 'policy', 'incorporated', 'law', 'reinstate', 'gibbet', 'rack', 'stake', 'dissenter', 'nonconformist', 'deny', 'right', 'free', 'speech', 'free', 'press', 'petition', 'redress', 'grievance', 'protest', 'sent', 'governmental', 'authority', 'concerning', 'oppressive', 'statute', 'regarded', 'invasion', 'right', 'authority']
root - INFO - extracting file #74500: 2017-04-Final-Corpus/LibM19181001-V13-04-page25.txt
root - INFO - extracting file #75000: 2017-04-Final-Corpus/LUH19090512-V01-28-page2.txt
root - INFO - ['lake_union_herald', 'church', 'seclude', 'visiting', 'family', 'talking', 'praying', 'exhorting', 'encouraging', 'need', 'encouraging', 'presenting', 'saith', 'lord', 'cause', 'deficiency', 'altogether', 'little', 'work', 'personal', 'labor', 'greatly', 'needed', 'soul', 'saved', 'claim', 'follower', 'christ', 'work', 'christ', 'worked', 'living', 'self', 'glorify', 'god', 'acting', 'missionary', 'showing', 'genuine', 'love', 'master', 'making', 'possible', 'use', 'entrusted', 'talent', 'nature', 'work', 'christ', 'line', 'lose', 'sight', 'self', 'called', 'love', 'soul', 'christ', 'loved', 'feel', 'travail', 'soul', 'sinner', 'shall', 'converted', 'present', 'matchless', 'love', 'christ', 'hide', 'self', 'sight', 'care', 'taken', 'claim', 'christian', 'passion', 'self', 'importance', 'religion', 'showing', 'vanity', 'longing', 'distinction', 'hide', 'person', 'christ', 'expose', 'view', 'self', 'importance', 'idea', 'way', 'cherish', 'pleasing', 'sense', 'smartness', 'lord', 'bestow', 'holy', 'spirit', 'misinterpret', 'exalt', 'higher', 'self', 'pleasing', 'idea', 'great', 'hindrance', 'advancement', 'work', 'act', 'self', 'main', 'picture', 'presented', 'zeal', 'devotion', 'thought', 'great_power', 'truth', 'unaware', 'unfaithful', 'steward', 'swerve', 'work', 'wrong', 'line', 'self', 'importance', 'lead', 'left', 'false', 'exalt', 'work', 'man', 'magnifying', 'praising', 'judgment', 'rising', 'self', 'beginning', 'fall', 'separation', 'christ', 'degree', 'exalt', 'self', 'humbled', 'christian', 'light', 'christ', 'truth', 'shine', 'self', 'kept', 'sight', 'christ', 'truth', 'light', 'mirror', 'reflect', 'truly', 'work', 'glory', 'world', 'need', 'light', 'let', 'light', 'shine', 'men', 'good_works', 'glorify', 'father', 'heaven', 'hard', 'rich', 'enter', 'kingdom', 'heaven', 'rich', 'place', 'precious', 'treasure', 'advance', 'work', 'cause', 'god', 'curse', 'separating', 'soul', 'god', 'allow', 'lead', 'idolatry', 'self', 'god', 'want', 'rich_man', 'use', 'good', 'sacred', 'trust', 'steward', 'good', 'calculate', 'wisely', 'employing', 'power', 'use', 'best', 'advantage', 'money', 'entrusted', 'god', 'gift', 'misused', 'given', 'fervor', 'love', 'christ', 'soul', 'great_need', 'doinghis', 'best', 'wisely', 'talent', 'given', 'left', 'struggle', 'depend', 'capability', 'possessor', 'mean', 'lost', 'incentive', 'cultivate', 'talent', 'possible', 'communicating', 'abundance', 'money', 'spoiled', 'faithfully', 'fulfilling', 'stewardship', 'let', 'claim', 'christian', 'deal', 'wisely', 'lord', 'good', 'god', 'making', 'inventory', 'money', 'lent', 'spiritual', 'advantage', 'given', 'steward', 'careful', 'inventory', 'examine', 'economically', 'god', 'placed', 'charge', 'wasting', 'lord', 'good', 'selfish', 'outlay', 'order', 'display', 'spent', 'needlessly', 'laid', 'treasure', 'heaven', 'god', 'money', 'steward', 'talent', 'imparting', 'gift', 'communicating', 'gift', 'god', 'word', 'tender', 'sympathy', 'allowing', 'money', 'enemy', 'rank', 'ruin', 'seek', 'knowledge', 'truth', 'talent', 'soul', 'darkness', 'enlightened', 'true', 'faithful', 'word', 'heart', 'hungering', 'sympathy', 'perishing', 'away', 'god', 'sympathy', 'help', 'lord', 'need', 'word', 'dictated', 'holy', 'spirit', 'need', 'investment', 'mean', 'need', 'work', 'salvation', 'soul', 'permit', 'mean', 'taken', 'hand', 'child', 'allow', 'enemy', 'rob', 'mean', 'god', 'lifting', 'standard', 'truth', 'place', 'people', 'heard', 'message', 'mean', 'sunk', 'worldly', 'investment', 'turned', 'worldly', 'channel', 'good', 'lord', 'wner', 'render', 'account', 'work', 'christian', 'search', 'scripture', 'earnest_prayer', 'faith', 'work', 'love', 'purifies', 'soul', 'thread', 'selfishness', 'truth', 'received', 'heart', 'work', 'like', 'good', 'leaven']
root - INFO - extracting file #75500: 2017-04-Final-Corpus/LUH19100622-V02-25-page6.txt
root - INFO - extracting file #76000: 2017-04-Final-Corpus/LUH19110802-V03-31-page4.txt
root - INFO - ['lake', 'union', 'herald', 'canvasser', 'experience', 'place', 'canvassing', 'man', 'wife', 'remarked', 'dog', 'permitted', 'reach', 'house', 'allowed', 'stranger', 'enter', 'yard', 'pronounced', 'miracle', 'account', 'truly', 'guided', 'divine', 'watcher', 'kegebein', 'canvassed', 'man', 'rented', 'farm', 'later', 'met', 'home', 'like', 'book', 'said', 'read', 'leaving', 'house', 'waiting', 'car', 'told', 'step', 'car', 'daughter', 'like', 'book', 'sold', 'book', 'said', 'daughter', 'took', 'house', 'difficult', 'leading', 'work', 'leader', 'satan', 'going', 'book', 'home', 'experience', 'hard', 'time', 'regret', 'sleeping', 'door', 'night', 'aledo', 'aurora', 'broadview', 'belvidere', 'chicago', 'englewood', 'moline', 'onarga', 'ottawa', 'personal', 'pittwood', 'princeton', 'pontiac', 'elgin', 'galesburg', 'hinsdale', 'harvey', 'joliet', 'kankakee', 'princeville', 'rock', 'fall', 'rockford', 'sheridan', 'anne', 'stockton', 'streator', 'waldron', 'watseka', 'zion', 'city', 'humboldt', 'north', 'ravenswood', 'south', 'swedish', 'dearborn', 'west', 'new', 'castle', 'promised', 'good_help', 'general_conference', 'elder', 'thompson', 'possibly', 'thomason', 'good', 'laborer', 'general_conference', 'trust', 'recognize', 'meeting', 'failure', 'lord', 'especially', 'manifest', 'presence', 'let', 'earnestly', 'seek', 'god', 'converting', 'power', 'fell', 'meeting', 'best', 'attended', 'irwin', 'ludington', 'scottville', 'intention', 'hold', 'public_meetings', 'named', 'place', 'looking', 'situation', 'decided', 'present', 'best', 'bible', 'worker', 'plenty', 'let', 'remember', 'prayer', 'spent', 'day', 'canvassing', 'daniel', 'andrevelation', 'enjoyed', 'work', 'good_experiences', 'sent', 'appointment', 'meeting', 'scottville', 'chase', 'reed', 'city', 'clare', 'pleasant', 'marion', 'cadillac', 'copemish', 'frankfort', 'alden', 'hope', 'helped', 'encouraged', 'attend', 'camp_meeting', 'left', 'friday', 'time', 'reach', 'scottville', 'sabbath', 'plan', 'work', 'talked', 'new', 'missionary', 'secretary', 'elected', 'believe', 'ready', 'work', 'member', 'appreciate', 'having', 'church', 'building', 'debt', 'responded', 'readily', 'appeal', 'help', 'sister', 'church', 'maine', 'revival', 'come', 'church', 'experienced', 'jisro', 'niehaus', 'east', 'michigan', 'east', 'michigan', 'camp_meeting', 'conference', 'concluded', 'youth', 'child', 'brother', 'boylan', 'prof', 'taylor', 'weaver', 'charge', 'youth', 'meeting', 'nora', 'ammon', 'child', 'meet', 'erie', 'german', 'tithe', 'zgoil', 'tithe', 'taiign', 'june', 'receipt', 'indiana', 'little', 'month', 'received', 'kindest', 'treatment', 'editor', 'favored', 'free', 'announcement', 'subject', 'published', 'synopsis', 'sermon', 'visited', 'people', 'time', 'home', 'distributing', 'card', 'studying', 'word', 'praying', 'pleased', 'signified', 'intention', 'obey', 'definitely', 'taken', 'stand', 'thriving', 'city', 'work', 'live', 'state', 'congregation', 'transitory', 'sabbath', 'visited', 'middletown', 'kennard', 'church', 'result', 'visit', 'meeting', 'reclaimed', 'converted', 'invited', 'friend', 'hold', 'service', 'sunday', 'mont', 'lawn', 'park', 'private', 'park', 'theirs', 'mile', 'west', 'new', 'castle', 'interurban', 'line', 'remember', 'work', 'prayer', 'miller', 'lauda', 'muncie', 'eaton', 'doubt', 'dear_people', 'indiana', 'like', 'know', 'work', 'progressing', 'field', 'baptized', 'muncie', 'june', 'seven', 'eaton', 'june', 'went', 'kendleville', 'join', 'elder', 'elli', 'tent_effort', 'arrived', 'kendleville', 'tent', 'andrew', 'total', 'cent', 'week', 'doe', 'include', 'fund', 'moon', 'treas', 'use', 'shipped', 'advised', 'eaton', 'created', 'began', 'meeting', 'june', 'good', 'attendence', 'evening', 'keeping', 'sabbath', 'interested', 'hope', 'stand', 'truth', 'result', 'work', 'anderson', 'salem', 'marietta', 'good_work', 'onward', 'salem', 'church', 'member', 'awake', 'endeavoring', 'redeem', 'time', 'june', 'july', 'held', 'meeting', 'attendance', 'good', 'coming', 'eighteen', 'mile', 'heat', 'dust', 'sabbath', 'quarterly', 'meeting', 'glad', 'meet', 'new_members', 'rejoicing', 'present_truth', 'baptized', 'sunday', 'morning', 'keeping', 'sabbath', 'number', 'favorable', 'truth', 'returned', 'marietta', 'july', 'brother', 'hubbard', 'busy', 'preaching', 'visiting', 'away', 'good_interest', 'begun', 'sabbath', 'chas', 'allen', 'north', 'michigan', 'north', 'michigan', 'camp_meeting', 'trust', 'people', 'planning', 'attend', 'important_meeting', 'wish', 'remind', 'great_help', 'office', 'know', 'supply', 'need', 'let', 'know', 'earliest', 'opportunity', 'need', 'tent', 'need']
root - INFO - extracting file #76500: 2017-04-Final-Corpus/LUH19120911-V04-37-page8.txt
root - INFO - extracting file #77000: 2017-04-Final-Corpus/LUH19131112-V05-45-page2.txt
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root - INFO - extracting file #77500: 2017-04-Final-Corpus/LUH19141209-V06-49-page2.txt
root - INFO - extracting file #78000: 2017-04-Final-Corpus/LUH19160119-V08-03-page6.txt
root - INFO - ['operation', 'titus', 'operation', 'nelson', 'watseka', 'ill', 'rapidly', 'improving', 'health', 'present', 'kirby', 'risk', 'fayette', 'prominent', 'lawyer', 'politician', 'state', 'wide', 'acquaintance', 'awhile', 'pleased', 'improvement', 'fine', 'spiritual_things', 'sanitarium', 'weekly', 'meeting', 'held', 'soldier', 'home', 'mile', 'sanitarium', 'help', 'helping', 'work', 'good_interest', 'house', 'filled', 'time', 'north', 'michigan', 'conference_office', 'address', 'petoskey', 'petoskey', 'mich', 'president', 'irwin', 'north', 'michigan', 'teacher', 'institute', 'truthfully', 'inspiring', 'institute', 'attended', 'people', 'mesick', 'extended', 'hearty', 'welcome', 'teacher', 'visitor', 'close', 'cordial', 'invitation', 'return', 'showed', 'appreciation', 'institute', 'regular_attendance', 'teacher', 'present', 'save', 'absence', 'caused', 'illness', 'enjoyed', 'excellent', 'help', 'given', 'prof', 'russell', 'williams', 'elder', 'irwin', 'brother', 'blosser', 'miss', 'blosser', 'interesting', 'practical', 'paper', 'read', 'gave', 'teacher', 'new', 'vision', 'work', 'spirit', 'manifested', 'entire_time', 'question', 'box', 'filled', 'question', 'contributed', 'patron', 'teacher', 'teacher', 'reconsecrated', 'life', 'great', 'important_work', 'soul', 'saving', 'went', 'school', 'renewed', 'courage', 'greater', 'determination', 'better', 'work', 'child', 'care', 'work', 'success', 'need', 'seek', 'lord', 'earnestly', 'blessing', 'mistake', 'alice', 'wehner', 'cedar', 'lake_academy', 'item', 'spend', 'little', 'time', 'school', 'class', 'formed', 'botany', 'bookkeeping', 'agriculture', 'penmanship', 'january', 'little', 'later', 'class', 'started', 'testimony', 'act', 'apostle', 'enrolled', 'fifty', 'academy', 'nearly', 'student', 'spent', 'vacation', 'home', 'returned', 'vacation', 'william', 'mulholland', 'miss', 'faye', 'strickland', 'joined', 'school_work', 'miss', 'strickland', 'taking', 'postgraduate', 'course', 'leslie', 'burgess', 'left', 'vacation', 'work', 'hinsdale', 'burgess', 'farm', 'manager', 'past', 'summer', 'electric', 'lighting', 'plant', 'giving', 'best', 'satisfaction', 'barn', 'wired', 'boy', 'enjoy', 'chore', 'student', 'having', 'grippe', 'recovering', 'teacher', 'student', 'holding', 'meeting', 'sunday', 'night', 'near', 'schoolhouse', 'increasing', 'week', 'week', 'elder', 'garrett', 'recently', 'ordained', 'elder', 'deacon', 'edmore', 'church', 'sabbath', 'visited', 'greenville', 'church', 'brother', 'adam', 'muhn', 'critical', 'condition', 'blood', 'poisoning', 'east', 'michigan', 'conference_office', 'address', 'holly', 'mich', 'president', 'guthrie', 'good', 'institute', 'colporteurs', 'institute', 'closed', 'detroit', 'season', 'refreshing', 'attended', 'church', 'stay', 'pleasant', 'pleasure', 'associate', 'day', 'band', 'consecrated', 'worker', 'mission', 'brother', 'blosser', 'franklin', 'entire_time', 'elder', 'christian', 'brother', 'mace', 'visited', 'timely', 'talk', 'appreciated', 'favored', 'help', 'local', 'conference', 'worker', 'regular', 'worker', 'institute', 'student', 'spending', 'vacation', 'field', 'printed', 'page', 'young_lady', 'sold', 'copy', 'world', 'crisis', 'time', 'sold', 'thirty', 'thirty', 'minute', 'factory', 'people', 'willing', 'buy', 'chance', 'worker', 'entered', 'field', 'new', 'year', 'need', 'prayer', 'believer', 'lake_union_herald', 'work', 'succes', 'december', 'johnson', 'ann', 'arbor', 'alaiedon', 'alma', 'arbela', 'adrian', 'bancroft', 'belleville', 'birmingham', 'bay_city', 'breckenridge', 'bunker', 'hill', 'chesaning', 'coleman', 'chapin', 'tithe', 'linden', 'lapeer', 'leslie', 'lansing', 'memphis', 'marine', 'city', 'midland', 'napoleon', 'branch', 'ola', 'tithe', 'detroit', 'ovid', 'owosso', 'oxford', 'otter', 'lake', 'huron', 'prattville', 'rapson', 'detroit', 'detroit', 'individual', 'durand', 'edenville', 'elwell', 'elmwood', 'fairgrove', 'flint', 'flushing', 'gibson', 'greenbush', 'hillsdale', 'hazelton', 'holly', 'ithaca', 'jackson', 'jefferson', 'luce', 'reese', 'charles', 'saginaw', 'sandusky', 'spring', 'arbor', 'john', 'louis', 'sumner', 'thetford', 'vassar', 'watrousville', 'willis', 'westphalia', 'white', 'lake', 'pray', 'thing', 'ask', 'god', 'bless', 'thing', 'total']
root - INFO - extracting file #78500: 2017-04-Final-Corpus/LUH19170110-V09-02-page6.txt
root - INFO - extracting file #79000: 2017-04-Final-Corpus/LUH19180213-V10-07-page4.txt
root - INFO - ['great_help', 'publishing', 'truth', 'state', 'conference', 'advertising', 'meeting', 'filling', 'hall', 'certainly', 'glad', 'hope', 'stay', 'long', 'able', 'accomplish', 'desired', 'result', 'schilling', 'teacher', 'inslitute', 'teacher', 'institute', 'northern', 'illinois', 'conference', 'held', 'sheridan', 'january', 'inclusive', 'spite', 'wind', 'snow', 'attendance', 'nearly', 'perfect', 'institute', 'pronounced', 'best', 'held', 'consecration', 'theme', 'prof', 'russell', 'opening', 'talk', 'led', 'realize', 'need', 'thorough', 'consecration', 'god', 'work', 'place', 'prayer', 'life', 'hold', 'teacher', 'work', 'presented', 'miss', 'blosser', 'prayer', 'band', 'organized', 'band', 'met', 'morning', 'thirty', 'elder', 'schilling', 'stayed', 'entire', 'session', 'kindly', 'word', 'encouragement', 'source', 'strength', 'friday', 'evening', 'spoke', 'subject', 'high', 'calling', 'teacher', 'especially', 'fortunate', 'miss', 'cora', 'niccolls', 'chicago', 'palmer', 'writing', 'company', 'miss', 'niccolls', 'kindly', 'attitude', 'won', 'way', 'heart', 'desire', 'expressed', 'worker', 'cause', 'sabbath', 'evening', 'academy', 'gave', 'unusually', 'interesting', 'musical', 'literary', 'program', 'effort', 'miss', 'warren', 'planning', 'program', 'musical', 'number', 'given', 'request', 'appreciated', 'girl', 'miss', 'lamson', 'cooking', 'class', 'credit', 'preparing', 'meal', 'serving', 'table', 'provided', 'teacher', 'monday', 'morning', 'exciting', 'sleigh', 'ride', 'field', 'drift', 'separated', 'glad', 'institute', 'glad', 'way_home', 'glad', 'thought', 'soon', 'little', 'school', 'room', 'putting', 'practice', 'lesson', 'learned', 'greatest', 'ambition', 'analyzed', 'heart', 'desire', 'instrumental', 'hand', 'lord', 'leading', 'beautiful', 'flock', 'entrusted', 'care', 'path', 'truth', 'righteousness', 'mamie', 'meleen', 'sabbath', 'school', 'note', 'sent', 'headquarters', 'training', 'school', 'certificate', 'taken', 'course', 'like', 'certificate', 'write', 'point', 'helpful', 'send', 'conference_secretary', 'following', 'school', 'sent', 'officer', 'teacher', 'enrolled', 'member', 'training', 'course', 'joliet', 'sheridan', 'rockford', 'northshore', 'swedish', 'seminary', 'moline', 'like', 'hear', 'early_date', 'bible', 'bookmark', 'soon', 'given', 'member', 'absent', 'tardy', 'whole_year', 'entitled', 'honor', 'total', 'thirteenth', 'sabbath', 'offering', 'northern', 'illinois', 'increase', 'total', 'sabbath', 'school_offerings', 'increase', 'splendid', 'increase', 'school', 'believe', 'drop', 'rain', 'falling', 'god', 'people', 'word', 'thy', 'people', 'shall', 'willing', 'day', 'thy', 'power', 'february', 'sabbath', 'school_convention', 'southside', 'church', 'chicago', 'day', 'meeting', 'attend', 'bring', 'lunch', 'february', 'sabbath', 'school_convention', 'held', 'hinsdale_sanitarium', 'kindly', 'offered', 'entertain', 'member', 'surrounding', 'church', 'like', 'attend', 'convention', 'forenon', 'afternoon', 'session', 'conference_secretary', 'present', 'convention', 'evening', 'demonstration', 'appointment', 'bible', 'reading', 'conduct', 'cleora', 'webster', 'tri', 'city', 'sanitarium', 'sister', 'della', 'gardner', 'chicago', 'arrived', 'taken', 'duty', 'matron', 'sanitarium', 'add', 'efficiency', 'institution', 'appreciated', 'patient', 'helper', 'alike', 'miss', 'christene', 'nickleson', 'chicago', 'graduate', 'nurse', 'come', 'help', 'care', 'increasing', 'number', 'patient', 'come', 'report', 'taxing', 'force', 'fully', 'care', 'having', 'willing', 'consecrated', 'class', 'nurse', 'helper', 'sister', 'lauda', 'rapid', 'improvement', 'week', 'patient', 'delighted', 'method', 'spirit', 'place', 'webster', 'chaplain', 'lake', 'union', 'herald', 'antigo', 'north', 'wisconsin', 'conference_office', 'address', 'room', 'ashland', 'national', 'bank', 'building', 'ashland', 'president', 'irwin', 'ashland', 'eng', 'ashland', 'scand', 'jim', 'fall', 'knapp', 'ladysmith', 'lucas', 'maiden', 'rock', 'merrill', 'menominee', 'orange', 'tithe', 'miss', 'tithe', 'plum', 'city', 'polar', 'pound', 'prentice', 'rhinelander', 'rice', 'lake', 'spooner', 'superior', 'trade', 'lake', 'alder', 'washburn', 'zeba', 'total', 'miss', 'barron', 'bashaw', 'lake', 'bear', 'lake', 'beldenville', 'bloomville', 'bone', 'lake', 'bruce', 'chippewa', 'fall', 'clear', 'lake', 'clearwater', 'conference', 'crandon', 'cumberland', 'hancock', 'hines', 'iron', 'river', 'individual', 'january']
root - INFO - extracting file #79500: 2017-04-Final-Corpus/LUH19190305-V11-10-page4.txt
root - INFO - extracting file #80000: 2017-04-Final-Corpus/LUH19191210-V11-50-page5.txt
root - INFO - ['time', 'glorious', 'spiritual', 'awakening', 'time', 'began', 'lose', 'knew', 'crisis', 'came', 'life', 'came', 'place', 'deciding', 'god', 'lesson', 'christian_school', 'firmly', 'imbedded', 'thrust', 'aside', 'crisis', 'came', 'man', 'definite', 'purpose', 'today', 'worker', 'god', 'influence', 'christian_school', 'meant', 'difference', 'worldly', 'career', 'god', 'worth', 'year', 'worldly', 'young_lady', 'persuaded', 'adventist', 'friend', 'enter', 'academy', 'ring', 'finger', 'thought', 'christian_experience', 'came', 'entered', 'bible', 'class', 'attended', 'sabbath', 'meeting', 'gradually', 'awakened', 'evident', 'ring', 'truth', 'bible', 'teaching', 'mother', 'alarmed', 'possible', 'mean', 'displeasure', 'finally', 'began', 'sabbath', 'continued', 'studying', 'listening', 'point', 'message', 'mind', 'asked', 'baptism', 'influence', 'christian_school', 'home', 'experience', 'impossible', 'won', 'truth', 'instance', 'thousand', 'truth', 'clearly', 'logically', 'presented', 'consecrated', 'teacher', 'lasting', 'impression', 'pioneer', 'experience', 'young_people', 'indiana', 'academy', 'passing', 'splendid', 'preparation', 'future_work', 'god', 'little', 'concerning', 'result', 'strengthened', 'purpose', 'indicated', 'earnest', 'spirit', 'class', 'meeting', 'promise', 'sturdy', 'worker', 'god', 'result', 'christian_education', 'charles', 'marsh', 'relation', 'missionary', 'volunteer', 'department', 'indiana', 'academy', 'word', 'brevity', 'article', 'invitation', 'read', 'content', 'child', 'lord', 'god', 'shall', 'realize', 'relation', 'training', 'young_people', 'finishing', 'work', 'realization', 'merely', 'conviction', 'head', 'conversion', 'heart', 'love', 'own_son', 'daughter', 'supremely', 'send', 'away', 'school', 'child', 'anchored', 'faith', 'christian_education', 'need', 'read', 'know', 'relation', 'missionary', 'volunteer', 'department', 'academy', 'thing', 'department', 'established', 'enters', 'departmental', 'work', 'campaign', 'carry', 'department', 'lead', 'great', 'end', 'save', 'boy', 'girl', 'neighbor', 'boy', 'girl', 'wandered', 'lake', 'union', 'herald', 'heating', 'plant', 'away', 'win', 'abiding', 'truth', 'hold', 'mean', 'save', 'service', 'mobilization', 'army', 'young_people', 'indiana', 'training', 'camp', 'great', 'captain', 'young_people', 'work', 'relation', 'reciprocal', 'missionary', 'volunteer', 'society', 'recruiting', 'agency', 'enlist', 'young_man', 'woman', 'great', 'crusade', 'truth', 'triumph', 'generation', 'turn', 'footstep', 'cantonment', 'academy', 'efficient', 'soldier', 'answer', 'missionary', 'volunteer', 'society', 'counting', 'boy', 'girl', 'school', 'forth', 'win', 'young_people', 'christ', 'inspire', 'left', 'home', 'church', 'nobler', 'ideal', 'deeper', 'consecration', 'academy', 'train', 'service', 'society', 'fling', 'wide', 'gate', 'opportunity', 'train', 'service', 'surely', 'little', 'proclamation', 'message', 'spirit', 'power', 'elijah', 'sweep', 'world', 'turning', 'heart', 'father', 'child', 'heart', 'child', 'father', 'terrible', 'ominous', 'impending', 'warning', 'immediately', 'following', 'lest', 'smite', 'earth', 'curse', 'brings', 'mighty_work']
gensim.corpora.dictionary - INFO - adding document #80000 to Dictionary(337336 unique tokens: ['andthose', 'prunejuice', 'surveyor', 'deci', 'bread']...)
root - INFO - extracting file #80500: 2017-04-Final-Corpus/LUH19200901-V12-35-page8.txt
root - INFO - extracting file #81000: 2017-04-Final-Corpus/NMN19090715-V05-07-page9.txt
root - INFO - ['atta', 'ntion', 'redontial', 'blank', 'fjllod', 'delegate', 'chosen', 'north', 'michigan', 'conference', 'resent', 'nlorks', 'week', 'kindly', 'notif', 'fail', 'receive', 'blank', 'sent', 'edith', 'licclellane', 'isionamiffs', 'note', 'elder', 'irwin', 'expects', 'meet', 'leetsville', 'church', 'sabbath', 'brother', 'bristol', 'visited', 'cadillac', 'hoorestown', 'week', 'mum', 'pocketbook', 'umbrella', 'gladstone', 'camp', 'meting', 'losing', 'ingeire', 'north', 'michigan_tract', 'society', 'petoskey', 'mich', 'brother', 'irwin', 'johnson', 'repairinj', 'tent', 'getting', 'ready', 'petoskey', 'canp', 'meeting', 'sister', 'isabella', 'campbell', 'taking', 'needod', 'rest', 'west', 'writes', 'enjoying', 'vacation', 'greatly', 'brother', 'coon', 'piper', 'grassing', 'ironwood', 'wore', 'happily', 'surprised', 'finding', 'soma', 'sabbath', 'keeper', 'place', 'sabbath', 'sabbath', 'school', 'member', 'held', 'elder', 'bellow', 'brother', 'peterson', 'fenner', 'conducting', 'tent_meeting', 'english', 'language', 'ishpeming', 'brother', 'karl', 'stenberg', 'tent', 'meeting', 'conducted', 'avedish', 'card', 'ire', 'brother', 'bellvem', 'learn', 'attendance', 'english', 'tont', 'good', 'peopler', 'lee', 'tenld', 'meeting', 'spite', 'rain', 'difficulty', 'learn', 'swedish', 'tent', 'crowded', 'interested', 'listener', 'trust', 'people', 'conference', 'pray', 'success', 'company', 'men', 'atteution', 'sabbath', 'school', 'secretary', 'met', 'sae', 'half', 'secretary', 'sent', 'report', 'send', 'report', 'irrine', 'meal', 'immovaike', 'faith', 'god', 'rove', 'renew', 'subscription', 'news', 'shed', 'north', 'michigsnn', 'tract', 'society', 'copy', 'great', 'controversy', 'old', 'edition', 'gilt', 'morocco', 'binding', 'furnish', 'people', 'greatly', 'reduced', 'rate', 'book', 'new_edition', 'exception', 'illuetraeiona', 'scriptural', 'index', 'uvula', 'fel', 'opportunity', 'securing', 'best', 'book', 'published', 'mille', 'planning', 'coming', 'camp', 'meeting', 'forget', 'bring', 'home', 'supply', 'cooking', 'eil', 'ripe', 'olive', 'delicious']
root - INFO - extracting file #81500: 2017-04-Final-Corpus/PHJ18880101-V03-01-page20.txt
root - INFO - extracting file #82000: 2017-04-Final-Corpus/PHJ18890401-V04-04-page6.txt
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root - INFO - extracting file #82500: 2017-04-Final-Corpus/PHJ18900801-V05-08-page22.txt
root - INFO - extracting file #83000: 2017-04-Final-Corpus/PHJ18911201-V06-12-page1.txt
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root - INFO - extracting file #83500: 2017-04-Final-Corpus/PHJ18960301-V11-03-page24.txt
root - INFO - extracting file #84000: 2017-04-Final-Corpus/PHJ18991001-V14-10-page17.txt
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root - INFO - extracting file #84500: 2017-04-Final-Corpus/PHJ19020101-V17-01-page29.txt
root - INFO - extracting file #85000: 2017-04-Final-Corpus/PHJ19030301-V18-03-page17.txt
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root - INFO - extracting file #85500: 2017-04-Final-Corpus/PHJ19040501-V19-05-page12.txt
root - INFO - extracting file #86000: 2017-04-Final-Corpus/PUR19020130-V01-14-page3.txt
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root - INFO - extracting file #86500: 2017-04-Final-Corpus/PUR19030423-V02-18-page7.txt
root - INFO - extracting file #87000: 2017-04-Final-Corpus/PUR19040922-V04-08-page6.txt
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root - INFO - extracting file #87500: 2017-04-Final-Corpus/PUR19081015-V08-11-page4.txt
root - INFO - extracting file #88000: 2017-04-Final-Corpus/PUR19100331-V09-35-page3.txt
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root - INFO - extracting file #88500: 2017-04-Final-Corpus/PUR19110525-V10-43-page6.txt
root - INFO - extracting file #89000: 2017-04-Final-Corpus/PUR19120711-V11-50-page8.txt
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root - INFO - extracting file #89500: 2017-04-Final-Corpus/PUR19130925-V13-08-page6.txt
root - INFO - extracting file #90000: 2017-04-Final-Corpus/PUR19141210-V14-19-page2.txt
root - INFO - ['pacific_union_recorder', 'tize', 'missionary', 'holy', 'spirit', 'special', 'testimony', 'minister', 'question', 'time', 'living', 'demand', 'careful', 'prayerful', 'searching', 'heart', 'witnessed', 'bring', 'fulfillment', 'prediction', 'volume', 'follows', 'vision', 'night', 'representation', 'passed', 'great', 'reformatory', 'movement', 'god', 'people', 'praising', 'god', 'sick', 'healed', 'miracle', 'wrought', 'spirit', 'intercession', 'seen', 'manifested', 'great_day', 'pentecost', 'thousand', 'seen', 'visiting', 'family', 'opening', 'word', 'god', 'heart', 'convicted', 'power', 'holy', 'spirit', 'spirit', 'genuine', 'conversion', 'manifest', 'door', 'thrown', 'open', 'proclamation', 'truth', 'world', 'lightened', 'heavenly', 'influence', 'great_blessings', 'received', 'true', 'humble', 'people', 'god', 'volume', 'page', 'permit', 'urge', 'brother', 'sister', 'week', 'prayer', 'best', 'week', 'life', 'far', 'possible', 'let', 'lay', 'aside', 'business', 'work', 'seeking', 'lord', 'missionary_endeavor', 'sabbath', 'week', 'prayer', 'usual', 'annual', 'offering', 'taken', 'reason', 'far', 'largest', 'offering', 'come', 'thank', 'offering', 'god', 'fact', 'land', 'spared', 'awful', 'scourge', 'sweeping', 'europe', 'world', 'thing', 'reason', 'thankful', 'pleasing', 'god', 'bring', 'liberal', 'offering', 'help', 'quickly', 'finish', 'great_work', 'time', 'need', 'work', 'great', 'situation', 'demand', 'extraordinary', 'thing', 'god', 'time', 'trust', 'brother', 'consider', 'seriously', 'matter', 'large', 'offering', 'week', 'prayer', 'mean', 'deficit', 'accrued', 'present_year', 'cent', 'week', 'fund', 'entirely', 'let', 'large', 'possession', 'bring', 'liberal', 'offering', 'proportionately', 'poor', 'world', 'good', 'offering', 'sought', 'lord', 'earnestly', 'lord', 'lift', 'people', 'light', 'countenance', 'peace', 'cause', 'face', 'shine', 'saved', 'andross', 'new', 'year', 'resolution', 'associate', 'read', 'determines', 'little', 'girl', 'attended', 'union', 'conference', 'meeting', 'said', 'mama', 'talk', 'talk', 'old', 'comprehend', 'think', 'read', 'read', 'learn', 'learned', 'read', 'daily', 'newspaper', 'presume', 'young_people', 'aggregate', 'waste', 'year', 'time', 'reading', 'newspaper', 'worse', 'wasted', 'bible', 'wise_man', 'increase', 'learning', 'prov', 'intellectual', 'spiritual', 'progress', 'wish', 'resolutely', 'lay', 'course', 'reading', 'study', 'pursue', 'iron', 'know', 'general_conference', 'north_american_division', 'missionary', 'volunteer', 'department', 'asking', 'young_people', 'read', 'bible', 'suggest', 'include', 'purpose', 'new', 'year', 'resolution', 'belong', 'near', 'list', 'instructor', 'december', 'information', 'send', 'missionary', 'volunteer', 'society', 'enrolled', 'bible', 'reading', 'circle', 'day', 'having', 'resolution', 'ask', 'blessed', 'task', 'precedence', 'great', 'preacher', 'phillips', 'brook', 'deplored', 'reading', 'devotional', 'religious', 'book', 'exclusion', 'bible', 'said', 'religious_people', 'read', 'superficial', 'book', 'religious_sentiment', 'meet', 'face', 'face', 'strong', 'exacting', 'masculine', 'page', 'bible', 'want', 'strong', 'eat', 'strengthgiving', 'food', 'remembering', 'christian', 'life', 'word', 'proceedeth', 'mouth', 'god', 'kern', 'forerunner', 'lord', 'jesus', 'said', 'forerunner', 'having', 'entered', 'vail', 'sake', 'heb', 'word', 'having', 'bible', 'connection', 'comparative', 'text', 'ascertain', 'meaning', 'significant', 'import', 'employed', 'inspiration', 'place', 'source', 'information', 'point', 'appeal', 'custom', 'practice', 'ancient_times', 'greek_word', 'expression', 'consideration', 'prodromi', 'campaign', 'conquest', 'olden', 'time', 'applied', 'precautionary', 'measure', 'taken', 'guard', 'surprise', 'troop', 'concealment', 'accomplished', 'sending', 'chosen', 'men', 'advance', 'main', 'army', 'clear', 'way', 'successful', 'operation', 'reaching', 'intended', 'goal', 'alexander', 'assumed', 'command', 'expedition', 'overthrew', 'persian', 'empire', 'scout', 'freely', 'employed', 'duty', 'examine', 'carefully', 'course', 'main', 'body', 'troop', 'follow', 'continually', 'send', 'messenger', 'particular', 'information', 'important', 'came', 'observation', 'point', 'campaign', 'expected', 'close', 'decisive', 'victory', 'sense', 'word', 'concerning', 'christ', 'passed', 'course', 'great_body', 'believer', 'journey', 'clear', 'track', 'obstacle', 'information', 'important', 'course', 'experience', 'flesh', 'tempted', 'point', 'human', 'meet', 'prepared', 'assume', 'introductory', 'man', 'behalf', 'said', 'disciple', 'follow', 'prepare', 'place', 'come', 'receive', 'preparatory', 'return', 'sent', 'messenger', 'intervening', 'century', 'exact', 'information', 'needed', 'concerning', 'experience', 'meet', 'surely', 'pas', 'safely', 'enemy', 'work', 'tried', 'intercept', 'destroy', 'message', 'far', 'successful', 'work', 'forerunner']
gensim.corpora.dictionary - INFO - adding document #90000 to Dictionary(369658 unique tokens: ['debatefor', 'surveyor', 'bread', 'inchided', 'tvye']...)
root - INFO - extracting file #90500: 2017-04-Final-Corpus/PUR19160210-V15-27-page2.txt
root - INFO - extracting file #91000: 2017-04-Final-Corpus/PUR19170412-V16-36-page8.txt
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root - INFO - extracting file #91500: 2017-04-Final-Corpus/PUR19180606-V17-44-page2.txt
root - INFO - extracting file #92000: 2017-04-Final-Corpus/PUR19190814-V19-02-page8.txt
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root - INFO - extracting file #92500: 2017-04-Final-Corpus/PUR19201104-V20-12-page4.txt
root - INFO - extracting file #93000: 2017-04-Final-Corpus/RH18530526-V04-01-page3.txt
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root - INFO - extracting file #95500: 2017-04-Final-Corpus/RH18600412-V15-21-page7.txt
root - INFO - extracting file #96000: 2017-04-Final-Corpus/RH18610702-V18-06-page3.txt
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root - INFO - extracting file #96500: 2017-04-Final-Corpus/RH18620916-V20-16-page5.txt
root - INFO - extracting file #97000: 2017-04-Final-Corpus/RH18631201-V23-01-page1.txt
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root - INFO - extracting file #98000: 2017-04-Final-Corpus/RH18660501-V27-22-page1.txt
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gensim.corpora.dictionary - INFO - adding document #100000 to Dictionary(530927 unique tokens: ['attenlance', 'debatefor', 'surveyor', 'bread', 'inchided']...)
root - INFO - extracting file #100500: 2017-04-Final-Corpus/RH18701213-V36-26-page5.txt
root - INFO - extracting file #101000: 2017-04-Final-Corpus/RH18720220-V39-10-page8.txt
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root - INFO - extracting file #101500: 2017-04-Final-Corpus/RH18730506-V41-21-page4.txt
root - INFO - extracting file #102000: 2017-04-Final-Corpus/RH18740707-V44-04-page8.txt
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root - INFO - extracting file #102500: 2017-04-Final-Corpus/RH18751014-V46-15-page2.txt
root - INFO - extracting file #103000: 2017-04-Final-Corpus/RH18770104-V49-01-page6.txt
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root - INFO - extracting file #108500: 2017-04-Final-Corpus/RH18850407-V62-14-page10.txt
root - INFO - extracting file #109000: 2017-04-Final-Corpus/RH18851117-V62-45-page14.txt
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root - INFO - extracting file #109500: 2017-04-Final-Corpus/RH18860629-V63-26-page14.txt
root - INFO - extracting file #110000: 2017-04-Final-Corpus/RH18870215-V64-07-page14.txt
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root - INFO - extracting file #112000: 2017-04-Final-Corpus/RH18890723-V66-30-page14.txt
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root - INFO - extracting file #112500: 2017-04-Final-Corpus/RH18900311-V67-10-page10.txt
root - INFO - extracting file #113000: 2017-04-Final-Corpus/RH18901021-V67-41-page14.txt
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root - INFO - extracting file #113500: 2017-04-Final-Corpus/RH18910602-V68-22-page16.txt
root - INFO - extracting file #114000: 2017-04-Final-Corpus/RH18920119-V69-03-page2.txt
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root - INFO - extracting file #114500: 2017-04-Final-Corpus/RH18920823-V69-34-page6.txt
root - INFO - extracting file #115000: 2017-04-Final-Corpus/RH18930411-V70-15-page9.txt
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root - INFO - extracting file #115500: 2017-04-Final-Corpus/RH18931121-V70-46-page9.txt
root - INFO - extracting file #116000: 2017-04-Final-Corpus/RH18940710-V71-28-page1.txt
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root - INFO - extracting file #116500: 2017-04-Final-Corpus/RH18950219-V72-08-page1.txt
root - INFO - extracting file #117000: 2017-04-Final-Corpus/RH18950924-V72-39-page13.txt
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root - INFO - extracting file #117500: 2017-04-Final-Corpus/RH18960505-V73-18-page13.txt
root - INFO - extracting file #118000: 2017-04-Final-Corpus/RH18961201-V73-48-page7.txt
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root - INFO - extracting file #118500: 2017-04-Final-Corpus/RH18970629-V74-26s-page1.txt
root - INFO - extracting file #119000: 2017-04-Final-Corpus/RH18980104-V75-01-page19.txt
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root - INFO - extracting file #119500: 2017-04-Final-Corpus/RH18980719-V75-29-page1.txt
root - INFO - extracting file #120000: 2017-04-Final-Corpus/RH18990131-V76-05-page13.txt
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gensim.corpora.dictionary - INFO - adding document #120000 to Dictionary(818109 unique tokens: ['atrenalli', 'debatefor', 'surveyor', 'fotdi', 'timolives']...)
root - INFO - extracting file #120500: 2017-04-Final-Corpus/RH18990808-V76-32-page6.txt
root - INFO - extracting file #121000: 2017-04-Final-Corpus/RH19000306-V77-10-page2.txt
root - INFO - ['advent_review_and_sabbath_herald', 'teaching', 'lack', 'vitality', 'human', 'machinery', 'equally', 'exercised', 'labor', 'support', 'commended', 'regarded', 'belittling', 'position', 'minister', 'gospel', 'apostle', 'state', 'plainly', 'man', 'work', 'doe', 'use', 'physical', 'power', 'eat', 'healthful', 'equal', 'exercise', 'power', 'required', 'living', 'machinery', 'best', 'condition', 'unclogged', 'feebleness', 'disease', 'use', 'harmoniously', 'muscle', 'allowed', 'weak', 'inaction', 'brain', 'carry', 'large', 'share', 'work', 'human', 'machinery', 'bear', 'burden', 'leaving', 'philippi', 'paul', 'went', 'thessalonica', 'seacoast', 'history', 'work', 'recorded', 'second', 'chapter', 'second', 'thessalonian', 'labored', 'gospel', 'working', 'hand', 'gentle', 'writes', 'nurse', 'cherisheth', 'child', 'affectionately', 'desirous', 'willing', 'imparted', 'unto', 'gospel', 'god', 'own_souls', 'dear', 'unto', 'remember', 'brother', 'labor', 'travail', 'laboring', 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root - INFO - extracting file #121500: 2017-04-Final-Corpus/RH19001009-V77-41-page6.txt
root - INFO - extracting file #122000: 2017-04-Final-Corpus/RH19010521-V78-21-page1.txt
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root - INFO - extracting file #123500: 2017-04-Final-Corpus/RH19021028-V79-43-page13.txt
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root - INFO - extracting file #124500: 2017-04-Final-Corpus/RH19030903-V80-35-page1.txt
root - INFO - extracting file #125000: 2017-04-Final-Corpus/RH19040204-V81-05-page11.txt
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root - INFO - extracting file #125500: 2017-04-Final-Corpus/RH19040623-V81-25-page8.txt
root - INFO - extracting file #126000: 2017-04-Final-Corpus/RH19041117-V81-46-page4.txt
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root - INFO - extracting file #126500: 2017-04-Final-Corpus/RH19050413-V82-15-page22.txt
root - INFO - extracting file #127000: 2017-04-Final-Corpus/RH19050824-V82-34-page4.txt
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root - INFO - extracting file #127500: 2017-04-Final-Corpus/RH19060118-V83-03-page22.txt
root - INFO - extracting file #128000: 2017-04-Final-Corpus/RH19060614-V83-24-page19.txt
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root - INFO - extracting file #128500: 2017-04-Final-Corpus/RH19061101-V83-44-page22.txt
root - INFO - extracting file #129000: 2017-04-Final-Corpus/RH19070314-V84-11-page4.txt
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root - INFO - extracting file #129500: 2017-04-Final-Corpus/RH19070801-V84-31-page15.txt
root - INFO - extracting file #130000: 2017-04-Final-Corpus/RH19071212-V84-50-page26.txt
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gensim.corpora.dictionary - INFO - adding document #130000 to Dictionary(863708 unique tokens: ['atrenalli', 'debatefor', 'surveyor', 'fotdi', 'timolives']...)
root - INFO - extracting file #130500: 2017-04-Final-Corpus/RH19080423-V85-17-page8.txt
root - INFO - extracting file #131000: 2017-04-Final-Corpus/RH19080910-V85-37-page11.txt
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root - INFO - extracting file #131500: 2017-04-Final-Corpus/RH19090121-V86-03-page15.txt
root - INFO - extracting file #132000: 2017-04-Final-Corpus/RH19090603-V86-22-page4.txt
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root - INFO - extracting file #132500: 2017-04-Final-Corpus/RH19091028-V86-43-page22.txt
root - INFO - extracting file #133000: 2017-04-Final-Corpus/RH19100324-V87-12-page10.txt
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root - INFO - extracting file #133500: 2017-04-Final-Corpus/RH19100804-V87-31-page14.txt
root - INFO - extracting file #134000: 2017-04-Final-Corpus/RH19101222-V87-51-page18.txt
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root - INFO - extracting file #134500: 2017-04-Final-Corpus/RH19110518-V88-20-page12.txt
root - INFO - extracting file #135000: 2017-04-Final-Corpus/RH19111005-V88-40-page23.txt
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root - INFO - extracting file #135500: 2017-04-Final-Corpus/RH19120229-V89-09-page19.txt
root - INFO - extracting file #136000: 2017-04-Final-Corpus/RH19120725-V89-30-page11.txt
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root - INFO - extracting file #136500: 2017-04-Final-Corpus/RH19121212-V89-50-page15.txt
root - INFO - extracting file #137000: 2017-04-Final-Corpus/RH19130508-V90-19-page11.txt
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root - INFO - extracting file #137500: 2017-04-Final-Corpus/RH19130925-V90-39-page8.txt
root - INFO - extracting file #138000: 2017-04-Final-Corpus/RH19140212-V91-07-page15.txt
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root - INFO - extracting file #138500: 2017-04-Final-Corpus/RH19140709-V91-28-page11.txt
root - INFO - extracting file #139000: 2017-04-Final-Corpus/RH19141126-V91-50-page13.txt
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root - INFO - extracting file #139500: 2017-04-Final-Corpus/RH19150415-V92-19-page17.txt
root - INFO - extracting file #140000: 2017-04-Final-Corpus/RH19150902-V92-43-page20.txt
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gensim.corpora.dictionary - INFO - adding document #140000 to Dictionary(892491 unique tokens: ['atrenalli', 'debatefor', 'surveyor', 'fotdi', 'timolives']...)
root - INFO - extracting file #140500: 2017-04-Final-Corpus/RH19160120-V93-04-page20.txt
root - INFO - extracting file #141000: 2017-04-Final-Corpus/RH19160608-V93-29-page20.txt
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root - INFO - extracting file #141500: 2017-04-Final-Corpus/RH19161026-V93-53-page23.txt
root - INFO - extracting file #142000: 2017-04-Final-Corpus/RH19170322-V94-12-page12.txt
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root - INFO - extracting file #142500: 2017-04-Final-Corpus/RH19170809-V94-32-page9.txt
root - INFO - extracting file #143000: 2017-04-Final-Corpus/RH19180103-V95-01-page5.txt
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root - INFO - extracting file #143500: 2017-04-Final-Corpus/RH19180530-V95-22-page23.txt
root - INFO - extracting file #144000: 2017-04-Final-Corpus/RH19181031-V95-44-page5.txt
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root - INFO - extracting file #144500: 2017-04-Final-Corpus/RH19190306-V96-10-page16.txt
root - INFO - extracting file #145000: 2017-04-Final-Corpus/RH19190619-V96-25-page5.txt
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root - INFO - extracting file #145500: 2017-04-Final-Corpus/RH19191009-V96-41-page23.txt
root - INFO - extracting file #146000: 2017-04-Final-Corpus/RH19200129-V97-05-page12.txt
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root - INFO - extracting file #146500: 2017-04-Final-Corpus/RH19200513-V97-20-page30.txt
root - INFO - extracting file #147000: 2017-04-Final-Corpus/RH19200902-V97-36-page5.txt
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root - INFO - extracting file #147500: 2017-04-Final-Corpus/Sligo19160501-VXX-XX-page56.txt
root - INFO - extracting file #148000: 2017-04-Final-Corpus/Sligo19190201-V03-05-page16.txt
root - INFO - ['sligonian', 'christ', 'key', 'history', 'text', 'act', 'salvation', 'heaven', 'given', 'men', 'saved', 'given', 'men', 'watchword', 'great', 'morality', 'ethic', 'religion', 'appeared', 'sacred', 'writing', 'setting', 'forth', 'doctrine', 'duty', 'discipleship', 'held', 'leader', 'fact', 'tradition', 'christianity', 'sacred', 'writing', 'produced', 'aggressive', 'force', 'society', 'scripture', 'portray', 'moral', 'rule', 'life', 'list', 'good_things', 'strong', 'central', 'fact', 'christianity', 'unique', 'compared', 'portrays', 'person', 'founder', 'history', 'spiritual', 'creator', 'present_life', 'greatest', 'need', 'men', 'met', 'present', 'salvation', 'sinner', 'given', 'code', 'power', 'nature', 'men', 'sinner', 'need', 'saved', 'point', 'scripture', 'bible', 'plain', 'recall', 'instance', 'vivid', 'picture', 'fortieth', 'psalm', 'writer', 'narrates', 'own_experience', 'tell', 'pitiable', 'condition', 'sinking', 'choking', 'ooze', 'unspeakable', 'filth', 'ruined', 'dungeon', 'given', 'despair', 'shadow', 'cross', 'mouth', 'pit', 'kind', 'voice', 'word', 'encouragement', 'face', 'peer', 'right', 'dank', 'noisome', 'place', 'stranger', 'come', 'loneliest', 'darkest', 'corner', 'reach', 'strong', 'hand', 'weary', 'struggler', 'come', 'brother', 'come', 'help', 'need', 'perish', 'lay', 'hold', 'saved', 'silent', 'listen', 'brought', 'horrible', 'pit', 'miry', 'clay', 'set', 'foot', 'rock', 'established', 'going', 'hath', 'new_song', 'mouth', 'praise', 'unto', 'god', 'christ', 'kind', 'personal', 'saviour', 'theme', 'bible', 'cross', 'christ', 'glory', 'towering', 'wreck', 'time', 'wealth', 'sacred', 'story', 'gather', 'round', 'head', 'sublime']
root - INFO - extracting file #148500: 2017-04-Final-Corpus/SOL19000614-V15-23-page5.txt
root - INFO - extracting file #149000: 2017-04-Final-Corpus/SOL19020401-V17-05-page61.txt
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root - INFO - extracting file #149500: 2017-04-Final-Corpus/SOL19021201-V17-13-page32.txt
root - INFO - extracting file #150000: 2017-04-Final-Corpus/SOL19030709-V18-28-page5.txt
root - INFO - ['article', 'written', 'christian', 'christian_men', 'care', 'word', 'christ_jesus', 'teaching', 'holy', 'ghost', 'care', 'theory', 'men', 'written', 'christian', 'christian_men', 'woman', 'believe', 'bible', 'express', 'mind', 'god', 'sufficient', 'guide', 'appeal', 'men', 'believe', 'spiritual', 'transcends', 'mere', 'material', 'moral', 'political', 'principle', 'god', 'word', 'outweigh', 'policy', 'expediency', 'world', 'written', 'christian', 'christian', 'believe', 'shall', 'appear', 'judgment_seat', 'christ', 'wisest', 'best', 'decide', 'act', 'harmony', 'righteous', 'principle', 'government', 'written', 'christian', 'christian', 'believe', 'word', 'jesus', 'plant', 'heavenly_father', 'hath', 'planted', 'shall', 'rooted', 'written', 'christian', 'christian', 'believe', 'god', 'mightier', 'thing', 'winning', 'world', 'truth', 'truth', 'crushed', 'earth', 'wrought', 'power', 'error', 'world', 'enthusiastically', 'approve', 'agreeing', 'fundamental', 'christian', 'principle', 'better', 'study', 'vitally', 'important_subject', 'christian_citizenship', 'term', 'meaning', 'term', 'certain', 'reformer', 'ringing', 'change', 'majority', 'hear', 'thought', 'mean', 'citizenship', 'civil_government', 'christian', 'meaning', 'let', 'object', 'study', 'christian', 'true', 'christian_citizenship', 'word', 'christian', 'come', 'christ', 'mean', 'relating', 'derived', 'christ', 'doctrine', 'professing', 'belonging', 'religion', 'established', 'christ', 'standard', 'dictionary', 'citizen', 'defined', 'citizen', 'modern', 'use', 'term', 'citizen', 'applied', 'great', 'britain', 'dweller', 'town', 'general', 'sense', 'inhabitant', 'narrower', 'stricter', 'sense', 'enjoys', 'privilege', 'franchise', 'france', 'denotes', 'born', 'country', 'naturalized', 'america', 'sense', 'library', 'universal', 'knowledge', 'vol', 'word', 'citizenship', 'mean', 'status', 'citizen', 'right', 'privilege', 'standard', 'dictionary', 'paul', 'jew', 'tarsus', 'cilicia', 'citizen', 'mean', 'city', 'act', 'born', 'reared', 'egyptian', 'supposed', 'eye', 'law', 'roman', 'citizen', 'equal', 'gibbon', 'subject', 'empire', 'citizen', 'rome', 'citizenship', 'naught', 'paul', 'christian_citizenship', 'christian', 'relates', 'christ', 'derived', 'doctrine', 'christian_citizenship', 'citizenship', 'christ', 'citizenship', 'derived', 'true', 'citizenship', 'christian', 'citizenship', 'lay', 'claim', 'boast', 'citizenship', 'derived', 'christ_jesus', 'paul', 'christian_citizenship', 'came', 'christ', 'rome', 'accident', 'physical', 'birth', 'christian', 'citizen', 'rome', 'posse', 'christian_citizenship', 'lowest', 'slave', 'roman_empire', 'christian', 'truly', 'possessor', 'christian_citizenship', 'paul', 'gage', 'physical', 'birth', 'citizen', 'america', 'christian', 'kowalski', 'land', 'day', 'christian_citizenship', 'study', 'subject']
gensim.corpora.dictionary - INFO - adding document #150000 to Dictionary(916592 unique tokens: ['atrenalli', 'debatefor', 'surveyor', 'fotdi', 'timolives']...)
root - INFO - extracting file #150500: 2017-04-Final-Corpus/ST18740611-V01-02-page8.txt
root - INFO - extracting file #151000: 2017-04-Final-Corpus/ST18780509-V04-18-page2.txt
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root - INFO - extracting file #152500: 2017-04-Final-Corpus/ST18810623-V07-24-page9.txt
root - INFO - extracting file #153000: 2017-04-Final-Corpus/ST18820504-V08-18-page3.txt
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root - INFO - extracting file #156000: 2017-04-Final-Corpus/ST18870120-V13-03-page3.txt
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root - INFO - extracting file #158000: 2017-04-Final-Corpus/ST18930710-V19-35-page5.txt
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gensim.corpora.dictionary - INFO - adding document #160000 to Dictionary(999467 unique tokens: ['atrenalli', 'debatefor', 'surveyor', 'fotdi', 'timolives']...)
root - INFO - extracting file #160500: 2017-04-Final-Corpus/ST18991004-V25-40-page3.txt
root - INFO - extracting file #161000: 2017-04-Final-Corpus/ST19000822-V26-34-page10.txt
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root - INFO - extracting file #161500: 2017-04-Final-Corpus/ST19031223-V29-51-page12.txt
root - INFO - extracting file #162000: 2017-04-Final-Corpus/ST19041207-V30-48-page2.txt
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root - INFO - extracting file #162500: 2017-04-Final-Corpus/ST19050809-V31-32-page9.txt
root - INFO - extracting file #163000: 2017-04-Final-Corpus/ST19060321-V32-12-page14.txt
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root - INFO - extracting file #169500: 2017-04-Final-Corpus/ST19181008-V45-39-page16.txt
root - INFO - extracting file #170000: 2017-04-Final-Corpus/ST19190624-V46-25-page5.txt
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gensim.corpora.dictionary - INFO - adding document #170000 to Dictionary(1030478 unique tokens: ['atrenalli', 'debatefor', 'surveyor', 'iiiiiiiiin', 'fotdi']...)
root - INFO - extracting file #170500: 2017-04-Final-Corpus/ST19200210-V47-06-page9.txt
root - INFO - extracting file #171000: 2017-04-Final-Corpus/ST19201026-V47-42-page4.txt
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root - INFO - extracting file #171500: 2017-04-Final-Corpus/SUW19090223-V03-08-page2.txt
root - INFO - extracting file #172000: 2017-04-Final-Corpus/SUW19101201-V04-47-page2.txt
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root - INFO - extracting file #172500: 2017-04-Final-Corpus/SUW19120208-V06-06-page6.txt
root - INFO - extracting file #173000: 2017-04-Final-Corpus/SUW19130417-V07-16-page2.txt
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root - INFO - extracting file #173500: 2017-04-Final-Corpus/SUW19140709-V08-28-page6.txt
root - INFO - extracting file #174000: 2017-04-Final-Corpus/SUW19150930-V09-38-page4.txt
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root - INFO - extracting file #174500: 2017-04-Final-Corpus/SUW19161207-V10-48-page8.txt
root - INFO - extracting file #175000: 2017-04-Final-Corpus/SUW19180314-V12-11-page4.txt
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root - INFO - extracting file #175500: 2017-04-Final-Corpus/SUW19190619-V13-26-page8.txt
root - INFO - extracting file #176000: 2017-04-Final-Corpus/SUW19200923-V14-40-page6.txt
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root - INFO - extracting file #176500: 2017-04-Final-Corpus/TCOG19160301-V03-03-page10.txt
root - INFO - extracting file #177000: 2017-04-Final-Corpus/TCOG19181001-V05-10-page14.txt
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root - INFO - extracting file #177500: 2017-04-Final-Corpus/TMM18980301-V10-03-page10.txt
root - INFO - extracting file #178000: 2017-04-Final-Corpus/TMM18990201-V11-02-page5.txt
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root - INFO - extracting file #178500: 2017-04-Final-Corpus/TMM19000101-V12-01-page33.txt
root - INFO - extracting file #179000: 2017-04-Final-Corpus/TMM19001101-V12-11-page19.txt
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root - INFO - extracting file #179500: 2017-04-Final-Corpus/WMH19040518-V02-20-page1.txt
root - INFO - extracting file #180000: 2017-04-Final-Corpus/WMH19061205-V04-47-page3.txt
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gensim.corpora.dictionary - INFO - adding document #180000 to Dictionary(1053371 unique tokens: ['atrenalli', 'debatefor', 'surveyor', 'iiiiiiiiin', 'fotdi']...)
root - INFO - extracting file #180500: 2017-04-Final-Corpus/YI18540201-V02-02-page2.txt
root - INFO - extracting file #181000: 2017-04-Final-Corpus/YI18701101-V18-21-page3.txt
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root - INFO - extracting file #181500: 2017-04-Final-Corpus/YI18800421-V28-17-page3.txt
root - INFO - extracting file #182000: 2017-04-Final-Corpus/YI18820816-V30-33-page3.txt
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root - INFO - extracting file #182500: 2017-04-Final-Corpus/YI18841217-V32-51-page3.txt
root - INFO - extracting file #183000: 2017-04-Final-Corpus/YI18870504-V35-18-page3.txt
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root - INFO - extracting file #184000: 2017-04-Final-Corpus/YI18951003-V43-40-page7.txt
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root - INFO - extracting file #185000: 2017-04-Final-Corpus/YI19010221-V49-08-page3.txt
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root - INFO - extracting file #185500: 2017-04-Final-Corpus/YI19020508-V50-19-page7.txt
root - INFO - extracting file #186000: 2017-04-Final-Corpus/YI19030813-V51-31-page3.txt
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root - INFO - extracting file #186500: 2017-04-Final-Corpus/YI19050207-V53-06-page7.txt
root - INFO - extracting file #187000: 2017-04-Final-Corpus/YI19060508-V54-19-page3.txt
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root - INFO - extracting file #187500: 2017-04-Final-Corpus/YI19070716-V55-29-page3.txt
root - INFO - extracting file #188000: 2017-04-Final-Corpus/YI19080512-V56-19-page4.txt
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root - INFO - extracting file #188500: 2017-04-Final-Corpus/YI19081215-V56-50-page8.txt
root - INFO - extracting file #189000: 2017-04-Final-Corpus/YI19090720-V57-29-page15.txt
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root - INFO - extracting file #189500: 2017-04-Final-Corpus/YI19100222-V58-08-page4.txt
root - INFO - extracting file #190000: 2017-04-Final-Corpus/YI19100920-V58-38-page6.txt
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gensim.corpora.dictionary - INFO - adding document #190000 to Dictionary(1085526 unique tokens: ['atrenalli', 'debatefor', 'surveyor', 'iiiiiiiiin', 'fotdi']...)
root - INFO - extracting file #190500: 2017-04-Final-Corpus/YI19110418-V59-16-page6.txt
root - INFO - extracting file #191000: 2017-04-Final-Corpus/YI19111128-V59-48-page1.txt
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root - INFO - extracting file #191500: 2017-04-Final-Corpus/YI19120625-V60-26-page1.txt
root - INFO - extracting file #192000: 2017-04-Final-Corpus/YI19130128-V61-04-page13.txt
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root - INFO - extracting file #192500: 2017-04-Final-Corpus/YI19130826-V61-34-page2.txt
root - INFO - extracting file #193000: 2017-04-Final-Corpus/YI19140324-V62-12-page2.txt
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root - INFO - extracting file #193500: 2017-04-Final-Corpus/YI19141027-V62-43-page6.txt
root - INFO - extracting file #194000: 2017-04-Final-Corpus/YI19150525-V63-21-page6.txt
root - INFO - ['the_youth', 'owen', 'son', 'sailed', 'away', 'orient', 'march', 'hall', 'little', 'child', 'fitch', 'mother', 'fitch', 'accompany', 'son', 'wife', 'porto', 'rico', 'rich', 'blessing', 'lord', 'rest', 'dear_friends', 'labor', 'extension', 'glorious', 'kingdom', 'world', 'happy', 'lot', 'share', 'soon', 'coming', 'harvest', 'home', 'instructor', 'company', 'elder', 'fitch', 'visited', 'section', 'saw', 'chinese', 'native', 'costume', 'thing', 'china', 'visited', 'temple', 'saw', 'idol', 'joss', 'method', 'worship', 'glitter', 'calculated', 'appeal', 'sens', 'noticing', 'pile', 'little', 'paper', 'half', 'inch', 'square', 'small', 'hole', 'piece', 'inquired', 'represented', 'use', 'informed', 'chinese', 'carried', 'grave', 'friend', 'deceased', 'drop', 'paper', 'way', 'believe', 'soul', 'departed', 'flight', 'happy', 'body', 'buried', 'procession', 'reach', 'burial', 'place', 'bury', 'dead', 'devil', 'retarded', 'progress', 'account', 'having', 'hole', 'paper', 'dropped', 'way', 'soul', 'hindrance', 'interruption', 'flight', 'land', 'glory', 'order', 'difficult', 'satan', 'possible', 'strew', 'paper', 'thickly', 'way', 'reveals', 'darkness', 'superstition', 'missionary', 'meet', 'heathen_lands', 'soul', 'lighted', 'wisdom', 'high', 'prayer', 'ernest', 'lloyd', 'lord', 'know', 'ask', 'thee', 'thou', 'knowest', 'need', 'cause', 'dost', 'earnest', 'heed', 'weak', 'erring', 'mind', 'dare', 'ask', 'cross', 'consolation', 'open', 'thee', 'heart', 'thou', 'grace', 'impart', 'grant', 'needed', 'gift', 'resignation', 'smite', 'thou', 'heal', 'depress', 'raise', 'accomplish', 'life', 'thy', 'purpose', 'pure', 'hidden', 'evil', 'deliver', 'bliss', 'bitterness', 'thou', 'cup', 'sustain', 'joy', 'trial', 'sure', 'thy', 'purpose', 'unknown', 'adored', 'shall', 'cristobal', 'canal', 'zone', 'lillian', 'connerly', 'world', 'lighted', 'globe', 'recent_visit', 'panama', 'pacific', 'exposition', 'san_francisco', 'thing', 'interested', 'mean', 'advancement', 'message', 'booth', 'building', 'mechanical', 'art', 'thing', 'booth', 'attracts', 'attention', 'large', 'globe', 'foot', 'diameter', 'slowly', 'revolving', 'placed', 'small', 'electriclight', 'bulb', 'different', 'color', 'showing', 'denominational_work', 'established', 'world', 'different', 'color', 'represent', 'different_lines', 'work', 'color', 'represents', 'publishing', 'work', 'publishing', 'house', 'mission', 'press', 'little', 'light', 'indicates', 'spot', 'extensively', 'publication', 'issued', 'color', 'repres', 'educational_work', 'college', 'academy', 'mission_schools', 'island', 'sea', 'shown', 'large', 'globe', 'color', 'represents', 'medical_missionary_work', 'medical', 'institution', 'treatment_rooms', 'home', 'foreign_lands', 'white', 'globe', 'represent', 'evangelical_work', 'thickly', 'dotted', 'america', 'island', 'sea', 'africa', 'china', 'heathen_lands', 'especially', 'impressive', 'lesson', 'recalled', 'work', 'started', 'year', 'ago', 'great', 'weakness', 'grown', 'encircle', 'earth', 'light', 'little', 'bulb', 'reach', 'globe', 'light', 'god', 'truth', 'shining', 'center', 'influence', 'world', 'reaching', 'center', 'truly', 'earth', 'lightened', 'message', 'booth', 'sample', 'literature', 'language', 'published', 'visitor', 'invited', 'stop', 'rest', 'read', 'learning', 'work', 'previously', 'known', 'little', 'charge', 'booth', 'secured', 'address', 'thousand', 'interested', 'person', 'reading_matter', 'sent', 'later', 'contrast', 'splendid', 'representation', 'light', 'world', 'great', 'darkness', 'heathenism', 'seen', 'chinese', 'quarter', 'san_francisco', 'men', 'benighted', 'lamp', 'life', 'deny', 'salvation', 'salvation', 'joyful', 'sound', 'proclaim', 'till', 'earth', 'remotest', 'nation', 'heard', 'messiah', 'ford', 'lord', 'library', 'book', 'library', 'quarrel', 'lord', 'library', 'said', 'rich', 'leather', 'bound', 'book', 'glass', 'door', 'money', 'master', 'lavished', 'care', 'glitter', 'shine', 'lord', 'library', 'urged', 'encyclopedia', 'dictionary', 'big', 'embody', 'substance', 'knowledge', 'urged', 'volume', 'belle', 'lettres', 'philosophy', 'lord', 'library', 'climax', 'human', 'thought', 'page', 'contain', 'profound', 'lofty', 'human', 'imaginings', 'hope', 'faith', 'pshaw', 'sneered', 'volume', 'science', 'dream', 'reality', 'come', 'fact', 'real', 'life', 'based', 'lord', 'library', 'wrong', 'cried', 'novel', 'lord', 'library', 'book', 'refreshment', 'charm', 'master', 'weary', 'doe', 'turn', 'work', 'come', 'delight', 'lord', 'library', 'dispute', 'height', 'speaking', 'suddenly', 'knew', 'mysterious', 'silence', 'fell', 'quiet', 'voice', 'came', 'book', 'table', 'center', 'room', 'worn', 'book', 'page', 'marked', 'place', 'wet', 'tear', 'gently', 'spoke', 'lord', 'shepherd', 'shall', 'want', 'come', 'unto', 'weary', 'heavy_laden', 'rest', 'said', 'word', 'uttered', 'library', 'night', 'book', 'knew', 'lord', 'library', 'spoken', 'iesop', 'jones', 'christian', 'endeavor', 'world']
root - INFO - extracting file #194500: 2017-04-Final-Corpus/YI19160104-V64-01-page1.txt
root - INFO - extracting file #195000: 2017-04-Final-Corpus/YI19160801-V64-31-page1.txt
root - INFO - ['the_youth', 'instructor', 'vol', 'lxiv', 'kugust', 'rock', 'pile', 'college', 'campus', 'union', 'college', 'college', 'view', 'nebraska']
root - INFO - extracting file #195500: 2017-04-Final-Corpus/YI19170306-V65-10-page1.txt
root - INFO - extracting file #196000: 2017-04-Final-Corpus/YI19171009-V65-41-page1.txt
root - INFO - ['the_youth', 'instructor', 'vol', 'lxv', 'october', 'open', 'fireplace', 'cheery', 'flame', 'eden']
root - INFO - extracting file #196500: 2017-04-Final-Corpus/YI19180514-V66-20-page11.txt
root - INFO - extracting file #197000: 2017-04-Final-Corpus/YI19181217-V66-51-page15.txt
root - INFO - ['december', 'youth', 'instructor', 'sabbath', 'school', 'xiii', 'review', 'december', 'lesson', 'scripture', 'exodus', 'joshua', 'memory', 'verse', 'review', 'memory', 'verse', 'quarter', 'time', 'encampment', 'israel', 'sinai', 'crossing', 'jordan', 'encampment', 'canaan', 'principal', 'place', 'sinai', 'wilderness', 'paran', 'kadesh', 'harnea', 'wilderness', 'hor', 'kadesh', 'edom', 'moab', 'pisgah', 'promised', 'land', 'principal', 'person', 'moses', 'aaron', 'child', 'israel', 'spy', 'korah', 'balak', 'balaam', 'rahab', 'joshua', 'way', 'saviour', 'lead', 'cheer', 'winding', 'path', 'tread', 'grace', 'trial', 'feed', 'living', 'bread', 'weary', 'step', 'fal', 'soul', 'athirst', 'gushing', 'rock', 'spring', 'joy', 'question', 'giving', 'law', 'exoduti', 'preparation', 'people', 'required', 'hear', 'law', 'given', 'sinai', 'precaution', 'taken', 'safety', 'people', 'appearance', 'mount', 'lord', 'came', 'repeat', 'commandment', 'golden', 'calf', 'exodus', 'moses', 'called', 'commune', 'god', 'long', 'mount', 'receive', 'god', 'took', 'place', 'camp', 'away', 'sin', 'punished', 'building', 'tabernacle', 'exodus', 'god', 'ask', 'child', 'israel', 'build', 'purpose', 'material', 'received', 'draw', 'diagram', 'showing', 'tabernacle', 'room', 'location', 'furniture', 'court', 'brazen', 'altar', 'laver', 'tabernacle', 'rested', 'ilow', 'cloud', 'appear', 'night', 'israelite', 'guided', 'journeying', 'way', 'canaan', 'number', 'people', 'gone', 'day', 'journey', 'wilderness', 'complain', 'desire', 'supplied', 'caused', 'great', 'plague', 'people', 'spy', 'number', 'child', 'israel', 'camped', 'kadeshbarnea', 'bow', 'men', 'sent', 'canaan', 'spy', 'thoroughly', 'search', 'land', 'bring', 'report', 'agree', 'point', 'differ', 'caleb', 'joshua', 'lack', 'faith', 'israel', 'obliged', 'rebellion', 'horah', 'dathan', 'abiram', 'number', 'caused', 'rebellion', 'break', 'camp', 'test', 'appointed', 'day', 'korah', 'sympathizer', 'destroyed', 'sin', 'moses', 'number', 'deuteronomy', 'necessity', 'failed', 'israel', 'year', 'came', 'border', 'canaan', 'people', 'command', 'lord', 'way', 'moses', 'sin', 'sentence', 'passed', 'death', 'aaron', 'place', 'brazen', 'serpent', 'number', 'people', 'journeyed', 'oft', 'repeated', 'complaint', 'permitted', 'come', 'saved', 'serpent', 'represent', 'balak', 'salaam', 'number', 'child', 'israel', 'came', 'near', 'moab', 'king', 'send', 'wish', 'salaam', 'balaam', 'hindered', 'desired', 'arrived', 'moab', 'bow', 'time', 'attempt', 'curse', 'israel', 'result', 'death', 'moses', 'deuteronomy', 'joshua', 'old', 'moses', 'end', 'forty_years', 'wandering', 'child', 'israel', 'encamped', 'view', 'given', 'moses', 'came', 'pas', 'lord', 'moses', 'death', 'chosen', 'successor', 'israel', 'crossing', 'jordan', 'joshua', 'death', 'moses', 'command', 'joshua', 'receive', 'passage', 'jordan', 'possible', 'memorial', 'event', 'set', 'israelite', 'camp', 'promised', 'land', 'memory', 'test', 'circumstance', 'following', 'quotation', 'spoken', 'let', 'posse', 'able', 'overcome', 'thou_shalt', 'pas', 'lest', 'come', 'thee', 'sword', 'unto_thee', 'thou', 'smitten', 'time', 'commandment', 'lord', 'good', 'bad', 'own_mind', 'let', 'sanctuary', 'dwell', 'break', 'golden', 'earring', 'bring', 'unto', 'return', 'lord', 'unto', 'thousand', 'israel', 'shall', 'flock', 'herd', 'slain', 'suffice', 'sight', 'grasshopper', 'seeing', 'congregation', 'holy', 'pray', 'unto', 'lord', 'away', 'serpent', 'eternal', 'god', 'thy', 'refuge', 'underneath', 'everlasting', 'arm', 'kindness', 'unto', 'father', 'house', 'true', 'token', 'memory', 'verse', 'quarter', 'obey', 'voice', 'covenant', 'shall', 'peculiar', 'treasure', 'unto', 'people', 'law', 'lord', 'perfect', 'converting', 'soul', 'thou_shalt', 'god', 'dwell', 'high', 'holy', 'place', 'contrite', 'humble', 'spirit', 'isa', 'trust', 'lord', 'good', 'shalt', 'thou', 'dwell', 'land', 'verily', 'thou_shalt', 'fed', 'god', 'rom', 'murmur', 'murmured', 'destroyed', 'destroyer', 'cor', 'slow', 'anger', 'better', 'mighty', 'ruleth', 'spirit', 'taketh', 'city', 'prov', 'look', 'unto', 'saved', 'end', 'earth', 'god', 'isa', 'double', 'minded', 'man', 'unstable', 'way', 'james', 'strong', 'good_courage', 'afraid', 'thou', 'dismayed', 'lord_thy', 'god', 'thee', 'whithersoever', 'thou', 'goest', 'joshua', 'power', 'belongeth', 'unto', 'god']
root - INFO - extracting file #197500: 2017-04-Final-Corpus/YI19190715-V67-28-page15.txt
gensim.corpora.dictionary - INFO - built Dictionary(1099230 unique tokens: ['atrenalli', 'debatefor', 'surveyor', 'iiiiiiiiin', 'fotdi']...) from 197943 documents (total 101017762 corpus positions)
gensim.corpora.dictionary - INFO - saving dictionary mapping to /Users/jeriwieringa/Dissertation/drafts/data/2018-02-CorpusPreProcessing/finalCorpus_fullDictionary.txt
smart_open.smart_open_lib - DEBUG - {'uri': '/Users/jeriwieringa/Dissertation/drafts/data/2018-02-CorpusPreProcessing/finalCorpus_fullDictionary.txt', 'mode': 'wb', 'kw': {}}
smart_open.smart_open_lib - DEBUG - encoding_wrapper: {'errors': 'strict', 'fileobj': <_io.BufferedWriter name='/Users/jeriwieringa/Dissertation/drafts/data/2018-02-CorpusPreProcessing/finalCorpus_fullDictionary.txt'>, 'encoding': None, 'mode': 'wb'}
In [8]:
id2word.filter_extremes(no_below=20, no_above=0.6, keep_n=None)
id2word.save_as_text(os.path.join(dataDir, '{}.txt'.format('finalCorpus_filteredDictionary')),
sort_by_word=False)
gensim.corpora.dictionary - INFO - discarding 0 tokens: []...
gensim.corpora.dictionary - INFO - keeping 55520 tokens which were in no less than 20 and no more than 118765 (=60.0%) documents
gensim.corpora.dictionary - DEBUG - rebuilding dictionary, shrinking gaps
gensim.corpora.dictionary - INFO - resulting dictionary: Dictionary(55520 unique tokens: ['widespreading', 'surveyor', 'vestibule', 'deci', 'elde']...)
gensim.corpora.dictionary - INFO - saving dictionary mapping to /Users/jeriwieringa/Dissertation/drafts/data/2018-02-CorpusPreProcessing/finalCorpus_filteredDictionary.txt
smart_open.smart_open_lib - DEBUG - {'uri': '/Users/jeriwieringa/Dissertation/drafts/data/2018-02-CorpusPreProcessing/finalCorpus_filteredDictionary.txt', 'mode': 'wb', 'kw': {}}
smart_open.smart_open_lib - DEBUG - encoding_wrapper: {'errors': 'strict', 'fileobj': <_io.BufferedWriter name='/Users/jeriwieringa/Dissertation/drafts/data/2018-02-CorpusPreProcessing/finalCorpus_filteredDictionary.txt'>, 'encoding': None, 'mode': 'wb'}
Reloading dictionaries from files. If corpus is already processed, set dataDir and run from this point.
In [31]:
from text2topics import utilities
In [32]:
full_dictionary = utilities.extract_words_from_dictionary(os.path.join(dataDir, "finalCorpus_fullDictionary.txt"))
filtered_dictionary = utilities.extract_words_from_dictionary(os.path.join(dataDir, "finalCorpus_filteredDictionary.txt"))
In [33]:
filter_list = list(set(full_dictionary) - set(filtered_dictionary))
In [34]:
with open(os.path.join(dataDir, "finalCorpus_filterList.txt"), "w") as o:
for word in filter_list:
o.write("{}\n".format(word))
In [ ]: