%load_ext autoreload

%autoreload 2

from text2topics import reports
from text2topics import utilities
from text2topics import clean
import re
import os
from os import listdir
from os.path import isfile, join
import collections

%matplotlib inline

wordlist_dir = "/Users/jeriwieringa/Dissertation/drafts/data/word-lists"
wordlists = ["2016-12-07-SDA-last-names.txt", 
             "2016-12-07-SDA-place-names.txt", 
             "2016-12-08-SDA-Vocabulary.txt", 
             "2017-01-03-place-names.txt", 
             "2017-02-14-Base-Word-List-SCOWL&KJV.txt",
             "2017-02-14-Roman-Numerals.txt",
             "2017-03-01-Additional-Approved-Words.txt"
            ]

spelling_dictionary = utilities.create_spelling_dictionary(wordlist_dir, wordlists)

title = "SUW"

base_dir = "/Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/{}/".format(title)

Baseline

cycle = 'baseline'

stats = reports.overview_report(join(base_dir, cycle), spelling_dictionary, title)

Directory: /Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/SUW/baseline

Average verified rate: 0.930803878640141

Average of error rates: 0.08090269400884599

Total token count: 4788173

errors_summary = reports.get_errors_summary( stats )
reports.top_errors( errors_summary, 500 )

[('r', 13516),
 ('w', 11174),
 ('e', 10465),
 ('br', 8797),
 ('m', 8636),
 ('d', 7710),
 ('-', 6269),
 ('f', 6154),
 ('ñ', 5924),
 ('g', 4774),
 ("'", 4706),
 ('t', 4099),
 ('oo', 3876),
 ('n', 3801),
 ('¥', 2914),
 (')', 2304),
 ('re-', 2095),
 ('con-', 2092),
 ('th', 2084),
 ('bf', 1998),
 ('in-', 1605),
 ('gc', 1377),
 ('ck', 1353),
 ('tion', 1347),
 ('ky', 1278),
 ('ó', 1251),
 ('od', 1152),
 ('be-', 1029),
 ('/', 1029),
 ('de-', 1026),
 ('pp', 1012),
 ('bfl', 960),
 ('ex-', 895),
 ('u', 883),
 ('wm', 858),
 ('ence', 836),
 ('(agts', 804),
 ('ference', 796),
 ('ò', 757),
 ('com-', 743),
 ('en-', 719),
 ('k', 704),
 ("colporteurs'", 700),
 ('confer-', 681),
 ('mis-', 673),
 ('(', 651),
 ('io', 650),
 ('*', 645),
 ('ment', 638),
 ('twenty-cent-a-week', 568),
 ('_', 535),
 ('ers', 518),
 ('ad-', 506),
 ('sab-', 504)]

Check Special Character Use

reports.tokens_with_special_characters(errors_summary)

[('ñ', 5924),
 ('¥', 2914),
 (')', 2304),
 ('ó', 1251),
 ('/', 1029),
 ('(agts', 804),
 ('ò', 757),
 ('(', 651),
 ('*', 645),
 ('_', 535),
 ('(colored)', 334),
 ('%', 268),
 ('numbers)', 251),
 ('(fifty', 250),
 ('=', 248),
 ('ã', 234),
 ('(white)', 217),
 ('(a', 185),
 ('¡', 184),
 ('—', 178),
 ('”', 172),
 ('õ', 167),
 ('ñselected', 158),
 ('wk)', 148),
 ('•', 146),
 ('[', 144),
 ('godõs', 144),
 ('wk]', 136),
 ('(a)', 134),
 ('(b)', 132),
 ('|', 112),
 (']', 103),
 ('òthe', 96),
 ('¥¥', 86),
 ('ô', 86),
 ('`', 85),
 ('ñthe', 85),
 ('\ufeff', 84),
 ('òi', 82),
 ('(c)', 82),
 ('lordõs', 73),
 ('nameñ', 71),
 ('(the', 63),
 ('ñmrs', 61),
 ('*two', 61),
 ('(signed)', 57),
 ("sec'y¥treasurer", 56),
 ('(col', 55),
 ('(col)', 55),
 ('canvassersõ', 54),
 ("g'dtotals(a", 54),
 ('`the', 51),
 ('donõt', 50),
 ('(to', 50),
 ('(continued', 48),
 ('(d)', 47),
 ('¥¥¥', 46),
 ('ña', 45),
 ('[the', 43),
 ('“', 43),
 ('**', 42),
 ('(concluded', 41),
 ('^', 41),
 ('òwe', 40),
 ('__', 39),
 ('colored)', 39),
 ('(white', 38),
 ('(and', 37),
 ('òbible', 37),
 ('christõs', 36),
 ('(i)', 36),
 ('colporteursõ', 34),
 ('’', 34),
 ('gallons)', 33),
 ('¤', 33),
 ('óñ', 33),
 ('#', 33),
 ('òdaniel', 30),
 ('angelõs', 29),
 ('(or', 29),
 ('_bf', 28),
 ('©', 27),
 ('òit', 27),
 ('\\', 27),
 ('+', 26),
 ('yearõs', 26),
 ('_the', 26),
 ('ñj', 26),
 ('(i', 26),
 ('<', 26),
 ('ñw', 25),
 ('¥¥¥¥', 25),
 ('“the', 25),
 ('the¥', 25),
 ('(not', 25),
 ('ñby', 24),
 ('bracy*', 24),
 ('to¥', 23),
 ('òa', 23),
 ('(for', 23),
 ('andñ', 23),
 ('`bible', 23),
 ('(e)', 23),
 ('o)', 22),
 ('✓', 22),
 ('ñh', 22),
 ('ñand', 22),
 ('conferenceñ', 22),
 ('ñp', 22),
 ('(as', 21),
 ('the_', 21),
 ('(this', 21),
 ('à', 21),
 ('¥the', 21),
 ('(from', 21),
 ('ñid', 21),
 ('¥and', 21),
 ('conference*', 20),
 ('©ur', 20),
 ('c)', 20),
 ('worldõs', 20),
 ('peopleõs', 20),
 ('¥¥¥¥¥¥¥¥', 20),
 ('*(', 20),
 ('<>', 20),
 ('agentsõ', 19),
 ('ñc', 19),
 ('ãã', 19),
 ('*m', 19),
 ('weekõs', 19),
 ('ñbr', 19),
 ('taylor*', 18),
 ('christ)', 18),
 ('editorõs', 18),
 ('*mrs', 18),
 ('_br', 18),
 ('*e', 18),
 ('(concluded)', 18),
 ('òmy', 18),
 ('¥¥¥¥¥', 17),
 ('(r', 17),
 ('ñsigns', 17),
 ('>', 17),
 ('ñdr', 17),
 ('(which', 17),
 ('so/p', 17),
 ('totals(agts', 17),
 ('(p', 17),
 ('ñsel', 16),
 ('*j', 16),
 ('missionñ', 16),
 ('continued)', 16),
 ('òpast', 16),
 ('¥of', 16),
 ('`i', 16),
 ('ñchristian', 16),
 ('postñoffice', 16),
 ('ñvol', 16),
 ('{', 16),
 ('membershipamõtforyear', 16),
 ('*h', 16),
 ('confñno', 16),
 ('amõt', 16),
 ('¥¥¥¥¥¥', 16),
 ('ãbr', 16),
 ('oõclock', 16),
 ('“i', 15),
 ('wagner*', 15),
 ('*w', 15),
 ('¥a', 15),
 ('wool)', 15),
 ('~~', 15),
 ('ñl', 15),
 ('it)', 15),
 ('footlightsó', 15),
 ('ñr', 15),
 ('ãããã', 15),
 ('¥-', 15),
 ('ñno', 15),
 ('ii)', 14),
 ('(tenn', 14),
 ('ñaugust', 14),
 ('work)', 14),
 ('*r', 14),
 ('manõs', 14),
 ('ñall', 14),
 ('turner*', 14),
 ('hazelton*', 14),
 ('(f)', 14),
 ('con\xad', 14),
 ('th\x8e', 14),
 ('ñe', 14),
 ('ant)', 14),
 ('th\x8f', 14),
 ('■', 14),
 ('-¥', 14),
 ('ããã', 14),
 ('*c', 14),
 ('to_', 13),
 ('ñf', 13),
 ('(syriac)', 13),
 ('¥¥¥¥¥¥¥¥¥¥¥', 13),
 ('(*', 13),
 ('(smith)', 13),
 ('(matt', 13),
 ('¥to', 13),
 ("'ñ", 13),
 ('ñi', 13),
 ('`no', 13),
 ('(if', 13),
 ('ògreat', 13),
 ('to)', 13),
 ('°', 13),
 ('ñan', 13),
 ('ivory*', 13),
 ('*a', 13),
 ('and_', 13),
 ("'¥", 13),
 ('(about', 13),
 ('ñyes', 12),
 ('òas', 12),
 ('thereforeñ', 12),
 ('è', 12),
 ("`world's", 12),
 ('¥d', 12),
 ('(he', 12),
 ('ñtestimonies', 12),
 ('(at', 12),
 ('(see', 12),
 ('ñto', 12),
 ('¥¥¥¥¥¥¥¥¥', 12),
 ('~', 12),
 ('_to', 12),
 ('¥i', 12),
 ('ñjohn', 12),
 ('ñrev', 12),
 ('(personal', 12),
 ('_and', 12),
 ('ñthat', 11),
 ('(no', 11),
 ('(in', 11),
 ('i)', 11),
 ('(sunday)', 11),
 ('wade*', 11),
 ('do/a', 11),
 ('masterõs', 11),
 ('and¥', 11),
 ('(acts', 11),
 ('ñspurgeon', 11),
 ('ñbe', 11),
 ('ainõt', 11),
 ('i()', 11),
 ('ñsell', 11),
 ('de\xad', 11),
 ('õõ', 11),
 ('coble*', 11),
 ('brown*', 11),
 ('campbell*', 11),
 ('tennã', 11),
 ('mo/n', 11),
 ('eaton*', 11),
 ('¥in', 11),
 ('(two', 11),
 ('//', 11),
 ('¥¥¥¥¥¥¥¥¥¥¥¥', 11),
 ('òand', 11),
 ('dayõs', 11),
 ('ñbf', 11),
 ('_of', 11),
 ('“bible', 11),
 ('òour', 11),
 ('in¥', 10),
 ('*l', 10),
 ('edition)', 10),
 ('(page', 10),
 ('(fenton)', 10),
 ('===', 10),
 ('(continued)', 10),
 ('`it', 10),
 ('i/', 10),
 ('youthõs', 10),
 ('♦', 10),
 ('`daniel', 10),
 ('people)', 10),
 ('(cloth)', 10),
 ('(one', 10),
 ('miller*', 10),
 ('canõt', 10),
 ('òif', 10),
 ('(his', 10),
 ('wks)', 10),
 ('••', 10),
 ('ôi', 10),
 ('¡¡', 9),
 ('ñhenry', 9),
 ('(unincorporated)', 9),
 ('(conference', 9),
 ('(baton', 9),
 ('io)', 9),
 ('____', 9),
 ('¥¥¥¥¥¥¥', 9),
 ('doctrines)', 9),
 ('controversyó', 9),
 ('robertson*', 9),
 ('rouge)', 9),
 ('(bible', 9),
 ('õs', 9),
 ('tew*', 9),
 ('wilson*', 9),
 ('(luke', 9),
 ('òbest', 9),
 ('foley*', 9),
 ('(mrs', 9),
 ('revelationó', 9),
 ('ñseptember', 9),
 ('(board)', 9),
 ('(our', 9),
 ('of_', 9),
 ('(of', 9),
 ('òone', 9),
 ('cents)', 9),
 ('(gr', 9),
 ('eñ', 9),
 ('ôdaniel', 9),
 ('òin', 9),
 ('workersõ', 9),
 ('ñone', 9),
 ('¥¥¥¥¥¥¥¥¥¥', 9),
 ('/a', 8),
 ('òwhen', 8),
 ('òw', 8),
 ('hampton*', 8),
 ('edwards*', 8),
 ('watchmanñthe', 8),
 ('davis*', 8),
 ('*g', 8),
 ('wk)br', 8),
 ('colporteurs’', 8),
 ("`fireside'", 8),
 ('„', 8),
 ('ñin', 8),
 ('}', 8),
 ('mann*', 8),
 ('òthere', 8),
 ('_i', 8),
 ('murphy*', 8),
 ('is¥', 8),
 ('¥we', 8),
 ('harzman*', 8),
 ('“in', 8),
 ('ñpearl', 8),
 ('___', 8),
 ('a¥', 8),
 ('(isa', 8),
 ('dayñ', 8),
 ('ñthis', 8),
 ('ñfebruary', 8),
 ('fatherõs', 8),
 ('ñg', 8),
 ('ããããã', 8),
 ('m¥', 8),
 ('(dr', 8),
 ('ñs', 8),
 ('satanõs', 8),
 ('bodwell*', 8),
 ('ñm', 8),
 ('%-pound', 8),
 ('(it', 8),
 ('week)', 8),
 ('reed*', 8),
 ('bookmenõs', 8),
 ('green*', 8),
 ('**three', 8),
 ('schmehl*', 8),
 ('saviourõs', 7),
 ('¥¥¥¥¥¥¥¥¥¥¥¥¥', 7),
 ('(calif', 7),
 ('re\xad', 7),
 ('ñbp', 7),
 ('name—', 7),
 ('òt', 7),
 ('l/', 7),
 ('ñhow', 7),
 ('johnson*', 7),
 ('ôcoming', 7),
 ('hubbell*', 7),
 ('(three', 7),
 ('corporation)', 7),
 ('==', 7),
 ('work=', 7),
 ('ç', 7),
 ('futureó', 7),
 ('heavenõs', 7),
 ('weõll', 7),
 ('*f', 7),
 ('ic)', 7),
 ('*ill', 7),
 ('series)', 7),
 ('õt', 7),
 ('[or', 7),
 ('ñdavid', 7),
 ('(brother', 7),
 ('_be', 7),
 ('jones*', 7),
 ('footlights”', 7),
 ('(rayville)', 7),
 ('will¥', 7),
 ('ñjames', 7),
 ('sligh*', 7),
 ('õtis', 7),
 ('(fullerton)', 7),
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 ('(s', 7),
 ('ñt', 7),
 ('conferenceñweek', 7),
 ('hickman*', 7),
 ('ñcharles', 7),
 ('soft)', 7),
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 ('lifeõs', 7),
 ('(including', 7),
 ('(d', 7),
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 ('lowry*', 7),
 ('(july', 7),
 ('jesusõ', 7),
 ('ñjust', 7),
 ('(left', 7),
 ('*lee', 7),
 ('t)', 7),
 ('(ps', 6),
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 ('ballard*', 6),
 ('worker)', 6),
 ('(incorporated)', 6),
 ('o¥', 6),
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 ('widgery*', 6),
 ('hardy*', 6),
 ('¥for', 6),
 ('¨', 6),
 ('(improved)', 6),
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 ('ñb', 6),
 ('(weekly)', 6),
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 ('£', 6),
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 ('*-', 6),
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 ('¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥', 6),
 ('/louisiana', 6),
 ('membershipam’tforyear', 6),
 ('wood*', 6),
 ('(t', 6),
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 ('school)', 6),
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 ('t¥', 6),
 ('ñlongfellow', 6),
 ('[of', 6),
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 ('û', 6),
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 ('holland*', 6),
 ('texas)', 6),
 ('_bc', 6),
 ('keate**', 6),
 ('(who', 6),
 ('()', 6),
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 ('x¡', 6),
 ('`to', 6),
 ('hoursõ', 6),
 ('smith*', 6),
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 ('ñidem', 6),
 ('weeks)', 6),
 ('moore*', 6),
 ('williams*', 6),
 ('(march)', 6),
 ('griffiths*', 6),
 ('church)', 6),
 ('truth)', 6),
 ('(june', 6),
 ('ñeditor', 6),
 ('saleña', 6),
 ('nursesõ', 6),
 ('battle*', 6),
 ('they_', 6),
 ('¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥', 6),
 ('(texas)', 6),
 ('oneõs', 6),
 ('time)', 6),
 ('conf*', 6),
 ('¥our', 6),
 ('(plain)', 6),
 ('ñnot', 6),
 ('`great', 6),
 ('presidentõs', 5),
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 ('(pool)', 5),
 ('quarter)', 5),
 ('o*', 5),
 ('_work', 5),
 ('that¥', 5),
 ('can)', 5),
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 ('are_', 5),
 ('(gen', 5),
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 ('(shuttleworth)', 4),
 ('in\xad', 4),
 ('`god', 4),
 ('¥work', 4),
 ('ãããããã', 4),
 ('(librarian)', 4),
 ('ñen', 4),
 ('¥southern', 4),
 ('(referred', 4),
 ('%anitariums', 4),
 ('òso', 4),
 ('eringñdecember', 4),
 ('/v', 4),
 ('sunday)', 4),
 ('allen*', 3),
 ('suc\xad', 3),
 ('¥j', 3),
 ('thatñ', 3),
 ('(minutes', 3),
 ('ògo', 3),
 ("'/", 3),
 ('(april', 3),
 ('`lo', 3),
 ('waters*', 3),
 ('_possible', 3),
 ('nã', 3),
 ('ñuntil', 3),
 ('themñ', 3),
 ('morningõs', 3),
 ('“great', 3),
 ('“as', 3),
 ('(new)', 3),
 ('òhave', 3),
 ('saxon*', 3),
 ('*effie', 3),
 ('-_', 3),
 ('evidencesó', 3),
 ('harris*', 3),
 ('city)', 3),
 ('sug\xad', 3),
 ('¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥', 3),
 ('ar\x8e', 3),
 ('margin)', 3),
 ('(by', 3),
 ('ñnorthern', 3),
 ('ñbc', 3),
 ('weñ', 3),
 ('ñprinciples', 3),
 ("goin')", 3),
 ('_brother', 3),
 ('òtell', 3),
 ('(part', 3),
 ('conferenceñtwenty-cents-a-week', 3),
 ('ñjan', 3),
 ('cheeseñis', 3),
 ('ôt', 3),
 ('church*', 3),
 ('all¥', 3),
 ('¥with', 3),
 ('ñmargaret', 3),
 ('%anthem', 3),
 ('ham*', 3),
 ('wa¤', 3),
 ('¥from', 3),
 ('wilson(', 3),
 ('*k', 3),
 ('seventh=', 3),
 ('_truth', 3),
 ('(applause)', 3),
 ('souther/', 3),
 ('òdear', 3),
 ('todd*', 3),
 ('òfor', 3),
 ('ãcc', 3),
 ('___d', 3),
 ('ñanonymous', 3),
 ('or¥', 3),
 ('book\xad', 3),
 ('chastain*', 3),
 ('<à', 3),
 ('¥last', 3),
 ('sloane*', 3),
 ('lord)', 3),
 ('¦', 3),
 ('union¥', 3),
 ('*mary', 3),
 ("'¥'", 3),
 ('dart*', 3),
 ('usedñthe', 3),
 ('o%', 3),
 ('j¥', 3),
 ('(weekes)', 3),
 ('hughmoomaugh*br', 3),
 ('pfeiffer*', 3),
 ('teacher)', 3),
 ('(my', 3),
 ('¥very', 3),
 ('ñeducation', 3),
 ('c=i', 3),
 ('amõ', 3),
 ('(showing', 3),
 ('literatureñ', 3),
 ('union`', 3),
 ('\x87re', 3),
 ('-=', 3),
 ('òenclosed', 3),
 ('(moffatt)', 3),
 ('ôscriptural', 3),
 ('thereñ', 3),
 ('_years', 3),
 ('r)', 3),
 ('subs(', 3),
 ('(almost', 3),
 ('__________', 3),
 ('—“', 3),
 ('(third', 3),
 ('sof])', 3),
 ('some¥', 3),
 ('¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥', 3),
 ('weeksõ', 3),
 ('¥by', 3),
 ('ñfrancis', 3),
 ('people_', 3),
 ('angel’s', 3),
 ('earthõs', 3),
 ('timeñ', 3),
 ('ours)', 3),
 ('ñillinois', 3),
 ('department)', 3),
 ('ì', 3),
 ('will)', 3),
 ('_our', 3),
 ('(mark', 3),
 ('powers*', 3),
 ('¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥¥', 3),
 ('lightsó', 3),
 ('(with', 3),
 ('christianõs', 3),
 ('(september', 3),
 ('òremember', 3),
 ('lã', 3),
 ('òearly', 3),
 ('ôyou', 3),
 ('ñmissionary', 3),
 ('nutcysañnut', 3),
 ('-ã', 3),
 ('louisiana(c)', 3),
 ('ñst', 3),
 ('e_', 3),
 ...]

Correction 1 -- Address Accented "o"s

# %load shared_elements/replace_accented_o.py
prev = "baseline"
cycle = "correction1"

directories = utilities.define_directories(prev, cycle, base_dir)
if not os.path.exists(directories['cycle']):
    os.makedirs(directories['cycle'])

corpus = (f for f in listdir(directories['prev']) if not f.startswith('.') and isfile(join(directories['prev'], f)))

for filename in corpus:
    with open(join(directories['prev'], filename)) as f:
        content = f.read()
        
    content = re.sub(r"(\w+)(õ|Õ)", r"\1'", content)
    
    with open(join(directories['cycle'], filename), mode="w") as o:
        o.write(content)
        o.close()

# %load shared_elements/summary.py
summary = reports.overview_report(directories['cycle'], spelling_dictionary, title)

Directory: /Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/SUW/correction1

Average verified rate: 0.9310001956905066

Average of error rates: 0.08073743466023321

Total token count: 4788173

# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]

[('r', 13516),
 ('w', 11174),
 ('e', 10465),
 ('br', 8797),
 ('m', 8636),
 ('d', 7710),
 ('-', 6269),
 ('f', 6154),
 ('ñ', 5924),
 ('g', 4774),
 ("'", 4708),
 ('t', 4099),
 ('oo', 3876),
 ('n', 3801),
 ('¥', 2914),
 (')', 2304),
 ('re-', 2095),
 ('con-', 2092),
 ('th', 2084),
 ('bf', 1998),
 ('in-', 1605),
 ('gc', 1377),
 ('ck', 1353),
 ('tion', 1347),
 ('ky', 1278),
 ('ó', 1251),
 ('od', 1152),
 ('/', 1029),
 ('be-', 1029),
 ('de-', 1026),
 ('pp', 1012),
 ('bfl', 960),
 ('ex-', 895),
 ('u', 883),
 ('wm', 858),
 ('ence', 836),
 ('(agts', 804),
 ('ference', 796),
 ('ò', 757),
 ('com-', 743),
 ("colporteurs'", 734),
 ('en-', 719),
 ('k', 704),
 ('confer-', 681),
 ('mis-', 673),
 ('(', 651),
 ('io', 650),
 ('*', 645),
 ('ment', 638),
 ('twenty-cent-a-week', 568)]

Correction 2 -- Normalize Characters

# %load shared_elements/normalize_characters.py
prev = cycle
cycle = "correction2"

directories = utilities.define_directories(prev, cycle, base_dir)
if not os.path.exists(directories['cycle']):
    os.makedirs(directories['cycle'])

corpus = (f for f in listdir(directories['prev']) if not f.startswith('.') and isfile(join(directories['prev'], f)))

for filename in corpus:
    content = utilities.readfile(directories['prev'], filename)

    # Substitute for all other dashes
    content = re.sub(r"—-—–‑", r"-", content)

    # Substitute formatted apostrophe
    content = re.sub(r"\’\’\‘\'\‛\´", r"'", content)
    
    # Replace all special characters with a space (as these tend to occur at the end of lines)
    content = re.sub(r"[^a-zA-Z0-9\s,.!?$:;\-&\'\"]", r" ", content)
    
    with open(join(directories['cycle'], filename), mode="w") as o:
        o.write(content)
        o.close()

# %load shared_elements/summary.py
summary = reports.overview_report(directories['cycle'], spelling_dictionary, title)

Directory: /Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/SUW/correction2

Average verified rate: 0.9380934729992245

Average of error rates: 0.07288841978287092

Total token count: 4772437

# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]

[('r', 13633),
 ('w', 11294),
 ('e', 10621),
 ('br', 8893),
 ('m', 8726),
 ('d', 7845),
 ('-', 6475),
 ('f', 6238),
 ("'", 4843),
 ('g', 4823),
 ('t', 4247),
 ('oo', 3890),
 ('n', 3876),
 ('th', 2133),
 ('re-', 2100),
 ('con-', 2094),
 ('bf', 2061),
 ('in-', 1614),
 ('gc', 1388),
 ('ck', 1359),
 ('tion', 1350),
 ('ky', 1288),
 ('od', 1155),
 ('be-', 1033),
 ('de-', 1033),
 ('pp', 1030),
 ('bfl', 971),
 ('u', 898),
 ('ex-', 898),
 ('agts', 875),
 ('wm', 864),
 ('ence', 843),
 ('ference', 796),
 ('wk', 763),
 ('com-', 743),
 ("colporteurs'", 736),
 ('k', 728),
 ('en-', 721),
 ('confer-', 682),
 ('mis-', 675),
 ('io', 662),
 ('ment', 639),
 ('twenty-cent-a-week', 575),
 ('ers', 522),
 ('ad-', 507),
 ('sab-', 505),
 ('at-', 502),
 ('meet-', 481),
 ('col-', 460),
 ('x', 460)]

Correction 3 -- Correct Line Endings

# %load shared_elements/correct_line_endings.py
prev = cycle
cycle = "correction3"

directories = utilities.define_directories(prev, cycle, base_dir)
if not os.path.exists(directories['cycle']):
    os.makedirs(directories['cycle'])

corpus = (f for f in listdir(directories['prev']) if not f.startswith('.') and isfile(join(directories['prev'], f)))

for filename in corpus:
    content = utilities.readfile(directories['prev'], filename)

    content = re.sub(r"(\w+)(\-\s{1,})([a-z]+)", r"\1\3", content)

    with open(join(directories['cycle'], filename), mode="w") as o:
        o.write(content)
        o.close()

# %load shared_elements/summary.py
summary = reports.overview_report(directories['cycle'], spelling_dictionary, title)

Directory: /Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/SUW/correction3

Average verified rate: 0.9558221330391822

Average of error rates: 0.05502030558906313

Total token count: 4711409

# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]

[('r', 13629),
 ('w', 11292),
 ('e', 10613),
 ('br', 8893),
 ('m', 8725),
 ('d', 7842),
 ('-', 6423),
 ('f', 6236),
 ("'", 4843),
 ('g', 4822),
 ('t', 4244),
 ('oo', 3889),
 ('n', 3873),
 ('th', 2132),
 ('bf', 2061),
 ('gc', 1388),
 ('ck', 1359),
 ('ky', 1288),
 ('od', 1149),
 ('pp', 1029),
 ('bfl', 971),
 ('u', 897),
 ('agts', 875),
 ('wm', 864),
 ("colporteurs'", 766),
 ('wk', 763),
 ('k', 728),
 ('io', 662),
 ('twenty-cent-a-week', 575),
 ('x', 460),
 ("canvassers'", 415),
 ('ords', 413),
 ('bs', 368),
 ('bp', 348),
 ('wks', 336),
 ('co', 334),
 ('sofp', 301),
 ("'the", 301),
 ('hm', 290),
 ('rd', 288),
 ('twenty-fourth', 287),
 ('bracy', 286),
 ('ga', 282),
 ('re', 273),
 ('q', 269),
 ('secretary-treasurer', 262),
 ('pg', 261),
 ('ex', 260),
 ('cx', 255),
 ('--', 252)]

Correction 4 -- Remove Extra Dashes

# %load shared_elements/remove_extra_dashes.py
prev = cycle
cycle = "correction4"

directories = utilities.define_directories(prev, cycle, base_dir)
if not os.path.exists(directories['cycle']):
    os.makedirs(directories['cycle'])

corpus = (f for f in listdir(directories['prev']) if not f.startswith('.') and isfile(join(directories['prev'], f)))

for filename in corpus:
    content = utilities.readfile(directories['prev'], filename)
    
    text = re.sub(r"[0-9,!?$:;&]", " ", content)
    tokens = utilities.tokenize_text(text)
    
    replacements = []
    for token in tokens:
        if token[0] is "-":
            replacements.append((token, token[1:]))
            
        elif token[-1] is "-":
            replacements.append((token, token[:-1]))
        else:
            pass
        
    if len(replacements) > 0:
        print("{}: {}".format(filename, replacements))
        
        for replacement in replacements:
            content = clean.replace_pair(replacement, content)
    else:
        pass

    with open(join(directories['cycle'], filename), mode="w") as o:
        o.write(content)
        o.close()

SUW19070702-V01-01-page1.txt: [('-be', 'be'), ('stars-foli.u.-', 'stars-foli.u.')]
SUW19070702-V01-01-page2.txt: [('.-', '.'), ('-nay', 'nay')]
SUW19070702-V01-01-page3.txt: [('--', '-'), ('know-', 'know'), ('REPORT-', 'REPORT')]
SUW19070702-V01-01-page4.txt: [('-', ''), ('-it', 'it'), ('vic-', 'vic'), ('CON-', 'CON')]
SUW19070702-V01-01-page5.txt: [('-', '')]
SUW19070702-V01-01-page6.txt: [('-we', 'we'), ('BRANDON-', 'BRANDON'), ('-', ''), ('bor-', 'bor'), ('-', ''), ('-', ''), ('-', '')]
SUW19070702-V01-01-page7.txt: [('-comes', 'comes')]
SUW19070702-V01-01-page8.txt: [('-', ''), ('-NASH.', 'NASH.'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('camp-meet-', 'camp-meet'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
SUW19070716-V01-02-page1.txt: [('re-', 're')]
SUW19070716-V01-02-page2.txt: [('-and', 'and'), ('-', '')]
SUW19070716-V01-02-page4.txt: [('MEET-', 'MEET')]
SUW19070716-V01-02-page5.txt: [('-book', 'book'), ('possibili-', 'possibili')]
SUW19070716-V01-02-page6.txt: [('-in', 'in'), ('-finding', 'finding'), ('---', '--')]
SUW19070716-V01-02-page8.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
SUW19070730-V01-03-page1.txt: [('Fi-', 'Fi')]
SUW19070730-V01-03-page2.txt: [('-of', 'of'), ('-', ''), ('CAMP-', 'CAMP'), ('-mean', 'mean'), ('-i-ced', 'i-ced')]
SUW19070730-V01-03-page3.txt: [('CIRCUM-', 'CIRCUM')]
SUW19070730-V01-03-page4.txt: [('CAMP-', 'CAMP'), ('--ley--being', '-ley--being'), ('-Brethren', 'Brethren')]
SUW19070730-V01-03-page5.txt: [('that-', 'that'), ('in-', 'in')]
SUW19070730-V01-03-page6.txt: [('-voted', 'voted'), ('PROG-', 'PROG')]
SUW19070730-V01-03-page7.txt: [('hay-', 'hay'), ('lack-', 'lack'), ('Ad-', 'Ad')]
SUW19070730-V01-03-page8.txt: [('pa-', 'pa'), ('-CO', 'CO'), ('-Cfittich-', 'Cfittich-'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('PROG-', 'PROG'), ('appoint-', 'appoint'), ('-', '')]
SUW19070813-V01-04-page2.txt: [('--more-glory-to', '-more-glory-to'), ('--God', '-God'), ('-by-telling', 'by-telling'), ('--reeeiVe', '-reeeiVe'), ('-uponothers"', 'uponothers"'), ('-', ''), ('---', '--'), ('THE-', 'THE')]
SUW19070813-V01-04-page3.txt: [('-', '')]
SUW19070813-V01-04-page4.txt: [('OAK-', 'OAK'), ('-', ''), ('-us', 'us'), ('-', ''), ('CAMP-MEET-', 'CAMP-MEET'), ('-', ''), ('char-', 'char')]
SUW19070813-V01-04-page5.txt: [('-', ''), ('from-', 'from'), ('ac-', 'ac'), ('SPEAR-', 'SPEAR'), ('July-', 'July'), ('-to', 'to')]
SUW19070813-V01-04-page6.txt: [('--No', '-No'), ('-.-.Tra-cts', '.-.Tra-cts'), ('Conference.-', 'Conference.'), ('MEET-', 'MEET'), ('-', ''), ('-Ttiarto', 'Ttiarto'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-Periodicals', 'Periodicals'), ('NO-', 'NO'), ('f.-', 'f.')]
SUW19070813-V01-04-page7.txt: [('-', ''), ('-D', 'D')]
SUW19070813-V01-04-page8.txt: [('-from', 'from'), ('-important.-', 'important.-'), ('-some', 'some'), ('PaoG-', 'PaoG'), ('ASSOCIA-', 'ASSOCIA'), ('TION-', 'TION'), ('-', ''), ('Con-', 'Con'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('PROG-', 'PROG')]
SUW19070827-V01-05-page1.txt: [('-for', 'for'), ('---', '--')]
SUW19070827-V01-05-page2.txt: [('-given', 'given'), ('ord--', 'ord-'), ('-Otir', 'Otir'), ('-', '')]
SUW19070827-V01-05-page3.txt: [('MEET-', 'MEET'), ('Union-', 'Union')]
SUW19070827-V01-05-page4.txt: [('-speciai-thing-thallias-biolightus', 'speciai-thing-thallias-biolightus'), ('-tlac', 'tlac'), ('-adopted', 'adopted'), ('out-', 'out')]
SUW19070827-V01-05-page5.txt: [('RE-', 'RE'), ('CAR-', 'CAR')]
SUW19070827-V01-05-page6.txt: [('is-only--a-fewweeks-', 'is-only--a-fewweeks'), ('-.groundin-Tampa.---These-who-have-Hotbegun', '.groundin-Tampa.---These-who-have-Hotbegun'), ('-should', 'should'), ('-', ''), ('-financial', 'financial'), ('ARMSTRONG.-', 'ARMSTRONG.'), ('-', '')]
SUW19070827-V01-05-page7.txt: [('-', ''), ('-', ''), ('by-', 'by'), ('ear-', 'ear'), ('neigh-', 'neigh')]
SUW19070827-V01-05-page8.txt: [('--whieh', '-whieh'), ('contains--', 'contains-'), ('-LIBRARIANS', 'LIBRARIANS'), ('-fli-orof-the', 'fli-orof-the'), ('--SUBSC-RIP', '-SUBSC-RIP'), ('--CENTS-A-YE', '-CENTS-A-YE'), ('-', ''), ('r-L.-', 'r-L.'), ('-Smith', 'Smith'), ('---', '--'), ('-J', 'J'), ('-Eurnhant', 'Eurnhant'), ('-', ''), ('-', ''), ('-P.-', 'P.-'), ('-', ''), ('-', ''), ('-page', 'page')]
SUW19070910-V01-06-page2.txt: [('most-', 'most'), ('improve-', 'improve'), ('-', '')]
SUW19070910-V01-06-page3.txt: [('--', '-'), ('mat-', 'mat'), ('grati-', 'grati')]
SUW19070910-V01-06-page4.txt: [('-denominational', 'denominational'), ('Th-ecanvass-', 'Th-ecanvass'), ('-fully', 'fully'), ('CAMP-', 'CAMP'), ('Grays-', 'Grays'), ('self-', 'self'), ('-.and--', '.and--')]
SUW19070910-V01-06-page5.txt: [('CAMP-', 'CAMP')]
SUW19070910-V01-06-page6.txt: [('col-', 'col'), ('-there', 'there'), ('-', ''), ('-leave', 'leave'), ('-', '')]
SUW19070910-V01-06-page7.txt: [('I-', 'I'), ('-is', 'is'), ('--', '-'), ("MI'S'SION-", "MI'S'SION")]
SUW19070910-V01-06-page8.txt: [('CONFER-', 'CONFER'), ('-', ''), ('-spetiat-duty', 'spetiat-duty'), ('uni-', 'uni'), ('-', ''), ('-sitbsiribe.', 'sitbsiribe.'), ('-', ''), ('-', ''), ('-', ''), ('-pulpit.', 'pulpit.'), ('-', ''), ('-', ''), ('proph-', 'proph')]
SUW19070924-V01-07-page1.txt: [("-cannot'", "cannot'")]
SUW19070924-V01-07-page2.txt: [('-lives.', 'lives.'), ('-', ''), ('-', ''), ('CARO-', 'CARO'), ('stead-', 'stead')]
SUW19070924-V01-07-page3.txt: [('campiMeeting-', 'campiMeeting'), ('command-', 'command')]
SUW19070924-V01-07-page4.txt: [('-', ''), ('-Euz-monr', 'Euz-monr'), ('MIS-', 'MIS'), ('-', ''), ('T-', 'T')]
SUW19070924-V01-07-page5.txt: [('-', ''), ('PRO-', 'PRO'), ('-', '')]
SUW19070924-V01-07-page6.txt: [('-that', 'that'), ('-the', 'the'), ('sup-', 'sup'), ('cre-', 'cre'), ('-', ''), ('READ-', 'READ'), ('growth."--', 'growth."-')]
SUW19070924-V01-07-page7.txt: [('-', ''), ('-.mg', '.mg'), ('-', ''), ('-', '')]
SUW19070924-V01-07-page8.txt: [('.....-A--eordial-', '.....-A--eordial'), ('SUBSCRIR-T-', 'SUBSCRIR-T'), ('--CENTS', '-CENTS'), ('-', ''), ('ad-', 'ad'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-work', 'work')]
SUW19071008-V01-08-page2.txt: [("arrest-'for-", "arrest-'for"), ('-he', 'he'), ('-hat', 'hat'), ('RESOLU-', 'RESOLU'), ('LIBERTY-', 'LIBERTY'), ('-E', 'E'), ('IN-TEN-', 'IN-TEN')]
SUW19071008-V01-08-page3.txt: [('-', ''), ('Cum-', 'Cum')]
SUW19071008-V01-08-page4.txt: [('-', ''), ('Rowe-', 'Rowe'), ('Liberty-', 'Liberty'), ('Washbtirn-', 'Washbtirn'), ('-', ''), ('-S.', 'S.'), ('-Whereas', 'Whereas'), ('-steps', 'steps'), ('-erittcation', 'erittcation'), ('-a', 'a'), ('CAMP-', 'CAMP')]
SUW19071008-V01-08-page5.txt: [('MIS-', 'MIS')]
SUW19071008-V01-08-page6.txt: [('-of', 'of'), ('-the', 'the'), ('--English', '-English'), ('-early', 'early'), ('--', '-'), ('-high', 'high'), ('-low--must', 'low--must'), ('-soon.', 'soon.'), ('-warned.', 'warned.'), ('-Godis-', 'Godis-'), ('-light', 'light'), ('-what', 'what'), ('-he', 'he'), ('-', ''), ('-workers', 'workers')]
SUW19071008-V01-08-page7.txt: [('stu-', 'stu')]
SUW19071008-V01-08-page8.txt: [('-', ''), ('-', ''), ('-I.', 'I.'), ('-did', 'did'), ('compare.-', 'compare.'), ('-disciples', 'disciples'), ('-', ''), ('-II.', 'II.'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('--', '-'), ('--', '-'), ('-', ''), ('-', ''), ('-number', 'number'), ('departmeats-', 'departmeats'), ('-', ''), ('acceptably."-', 'acceptably."'), ('-', '')]
SUW19071022-V01-09-page1.txt: [('-nets', 'nets'), ('ad-', 'ad')]
SUW19071022-V01-09-page2.txt: [('-the', 'the'), ('-', ''), ('example-', 'example'), ('--', '-'), ('-', '')]
SUW19071022-V01-09-page3.txt: [('--', '-'), ('-', '')]
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SUW19201125-V14-47-page4.txt: [('boOk."-', 'boOk."'), ('al-', 'al'), ('-a', 'a'), ('-indicated', 'indicated'), ('-These', 'These'), ('-You', 'You'), ('-root', 'root'), ('faithfully.-', 'faithfully.'), ('in-', 'in')]
SUW19201125-V14-47-page5.txt: [('-CONFERENCE', 'CONFERENCE'), ('-Watson', 'Watson'), ('ad-', 'ad')]
SUW19201125-V14-47-page6.txt: [('UNION-', 'UNION'), ('-born', 'born'), ('South-', 'South'), ('-', ''), ('in-', 'in'), ('--', '-'), ('Mis-', 'Mis'), ('-', ''), ('-schools', 'schools'), ('-for', 'for'), ('requesting-', 'requesting'), ('--', '-'), ('enlarged.-', 'enlarged.'), ('will--', 'will-'), ('-', ''), ('-', ''), ('-work', 'work'), ('-', ''), ('"Winter-', '"Winter'), ('-Sortie', 'Sortie'), ('the--peo-', 'the--peo'), ('-', ''), ('--', '-'), ("to-give'-", "to-give'"), ('Hof-', 'Hof'), ('-have-last', 'have-last'), ('-"\'', '"\''), ('-hut', 'hut'), ('-', '')]
SUW19201125-V14-47-page7.txt: [('-Housechapel', 'Housechapel'), ('-week', 'week'), ('-abOve', 'abOve'), ('-Memphis', 'Memphis'), ('-', ''), ('-Publishing', 'Publishing'), ('thinkers.-', 'thinkers.'), ('-Ruslfin.', 'Ruslfin.'), ('pled-', 'pled'), ('-', ''), ('-Harvest', 'Harvest')]
SUW19201125-V14-47-page8.txt: [('oufer-', 'oufer'), ('-His', 'His'), ('-', ''), ('-', '')]
SUW19201201-V14-48-page1.txt: [('-elect', 'elect')]
SUW19201201-V14-48-page2.txt: [('-', ''), ('bray-', 'bray')]
SUW19201201-V14-48-page6.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
SUW19201201-V14-48-page7.txt: [('WORK-', 'WORK'), ('de-', 'de'), ('-', '')]
SUW19201201-V14-48-page8.txt: [('-', ''), ('leftNash-', 'leftNash'), ('-of', 'of'), ('peo-', 'peo')]
SUW19201216-V14-50-page3.txt: [('-', '')]
SUW19201216-V14-50-page5.txt: [('-', '')]
SUW19201216-V14-50-page6.txt: [('quick-', 'quick')]
SUW19201216-V14-50-page7.txt: [('Louisiana-', 'Louisiana'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
SUW19201216-V14-50-page8.txt: [('Mc-', 'Mc')]
SUW19201223-V14-51-page2.txt: [('Louisana-', 'Louisana'), ('in-', 'in')]
SUW19201223-V14-51-page3.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('be-', 'be')]
SUW19201223-V14-51-page4.txt: [('-that', 'that'), ('Louisiana-', 'Louisiana')]
SUW19201223-V14-51-page5.txt: [('Socie-', 'Socie')]
SUW19201223-V14-51-page6.txt: [('Mc-', 'Mc')]
SUW19201223-V14-51-page7.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
SUW19201223-V14-51-page8.txt: [('-UNION', 'UNION'), ('-heard', 'heard')]
SUW19201230-V14-02-page1.txt: [('pre-', 'pre'), ('-The', 'The'), ('-a', 'a'), ('-thy', 'thy'), ('-human', 'human')]
SUW19201230-V14-02-page2.txt: [('T-', 'T'), ('-front', 'front'), ('-our', 'our'), ('-', ''), ('-', '')]
SUW19201230-V14-02-page3.txt: [('-called', 'called'), ('-', '')]
SUW19201230-V14-02-page4.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('OD-', 'OD'), ('-', ''), ('-', ''), ('-hlit', 'hlit'), ('-', ''), ('six-', 'six'), ('--iaj', '-iaj'), ('-their', 'their'), ('-and', 'and'), ('-ese', 'ese'), ('--', '-'), ('-', ''), ('-', ''), ('-', ''), ('Amine-', 'Amine'), ('-', '')]
SUW19201230-V14-02-page5.txt: [('-', ''), ('-do', 'do'), ('SOUTHERN-', 'SOUTHERN'), ('De-', 'De'), ('move-', 'move')]
SUW19201230-V14-02-page6.txt: [('-for', 'for'), ('applies.--', 'applies.-'), ('at-', 'at'), ('--', '-')]
SUW19201230-V14-02-page7.txt: [('MAGA-', 'MAGA'), ('-the', 'the'), ("-that'", "that'"), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('---', '--')]
SUW19201230-V14-02-page8.txt: [('-spent', 'spent'), ('great-', 'great'), ('-and', 'and'), ('-Independent', 'Independent'), ('-Takoma', 'Takoma')]

# %load shared_elements/summary.py
summary = reports.overview_report(directories['cycle'], spelling_dictionary, title)

Directory: /Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/SUW/correction4

Average verified rate: 0.9595301817445692

Average of error rates: 0.051165661439485324

Total token count: 4722507

# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]

[('r', 13689),
 ('w', 11325),
 ('e', 10685),
 ('br', 8901),
 ('m', 8758),
 ('d', 7871),
 ('f', 6276),
 ("'", 4947),
 ('g', 4845),
 ('t', 4345),
 ('n', 3901),
 ('oo', 3895),
 ('th', 2157),
 ('bf', 2077),
 ('gc', 1391),
 ('ck', 1364),
 ('ky', 1289),
 ('od', 1153),
 ('pp', 1036),
 ('bfl', 975),
 ('u', 900),
 ('agts', 875),
 ('wm', 867),
 ("colporteurs'", 766),
 ('wk', 765),
 ('k', 734),
 ('io', 668),
 ('co', 586),
 ('x', 471),
 ("canvassers'", 417),
 ('ords', 413),
 ('re', 399),
 ('bs', 368),
 ('bp', 349),
 ('wks', 336),
 ('twenty-cent-a-week', 311),
 ('sofp', 301),
 ("'the", 301),
 ('ex', 298),
 ('hm', 291),
 ('rd', 288),
 ('bracy', 286),
 ('ga', 284),
 ('q', 271),
 ('pg', 262),
 ('cx', 256),
 ('cc', 249),
 ('billups', 228),
 ('ro', 228),
 ('chastain', 228)]

Correction 5 -- Remove extra quotation marks

# %load shared_elements/remove_extra_quotation_marks.py
prev = cycle
cycle = "correction5"

directories = utilities.define_directories(prev, cycle, base_dir)
if not os.path.exists(directories['cycle']):
    os.makedirs(directories['cycle'])

corpus = (f for f in listdir(directories['prev']) if not f.startswith('.') and isfile(join(directories['prev'], f)))

for filename in corpus:
    content = utilities.readfile(directories['prev'], filename)
    
    text = re.sub(r"[0-9,!?$:;&]", " ", content)
    tokens = utilities.tokenize_text(text)
    
    corrections = []
    for token in tokens:
        token_list = list(token)
        last_char = token_list[-1]

        if last_char is "'":
            if len(token) > 1:
                if token_list[-2] is 's' or 'S':
                    pass
                else:
                    corrections.append((token, re.sub(r"'", r"", token)))
            else:
                pass
        elif token[0] is "'":
            corrections.append((token, re.sub(r"'", r"", token)))   
        else:
            pass
    
    if len(corrections) > 0:
        print('{}: {}'.format(filename, corrections))

        for correction in corrections:
            content = clean.replace_pair(correction, content)
    else:
        pass

    with open(join(directories['cycle'], filename), mode="w") as o:
        o.write(content)
        o.close()

SUW19070702-V01-01-page1.txt: [("'Organ.", 'Organ.'), ("'We", 'We'), ("'the", 'the'), ("'Lit'a", 'Lita'), ("'Be", 'Be'), ('\'"', '"'), ("'for", 'for')]
SUW19070702-V01-01-page5.txt: [("'victories", 'victories')]
SUW19070702-V01-01-page8.txt: [("'but", 'but'), ("'campers", 'campers')]
SUW19070716-V01-02-page3.txt: [("'should", 'should')]
SUW19070716-V01-02-page8.txt: [("'RATES", 'RATES')]
SUW19070730-V01-03-page3.txt: [("'to", 'to')]
SUW19070730-V01-03-page5.txt: [("'is", 'is')]
SUW19070730-V01-03-page7.txt: [("'I", 'I'), ("'Coming", 'Coming'), ("'us", 'us')]
SUW19070730-V01-03-page8.txt: [("'wrong", 'wrong')]
SUW19070813-V01-04-page3.txt: [("'We", 'We'), ("'have", 'have')]
SUW19070813-V01-04-page7.txt: [("'of", 'of'), ("'tis", 'tis'), ("'tis", 'tis'), ("'BFL", 'BFL')]
SUW19070827-V01-05-page1.txt: [("'the", 'the'), ("'lumber", 'lumber'), ("'combinations.", 'combinations.')]
SUW19070827-V01-05-page2.txt: [('\'"', '"')]
SUW19070827-V01-05-page4.txt: [("'September", 'September'), ("'board.", 'board.')]
SUW19070827-V01-05-page6.txt: [("'Sanitarium", 'Sanitarium'), ("'of", 'of')]
SUW19070827-V01-05-page7.txt: [("'appointed", 'appointed'), ("'in", 'in')]
SUW19070827-V01-05-page8.txt: [("'the", 'the')]
SUW19070910-V01-06-page1.txt: [("'Unless", 'Unless')]
SUW19070910-V01-06-page2.txt: [("'department", 'department')]
SUW19070910-V01-06-page5.txt: [("'thus", 'thus'), ("'was", 'was')]
SUW19070910-V01-06-page6.txt: [("'people", 'people')]
SUW19070910-V01-06-page7.txt: [("'in", 'in')]
SUW19070910-V01-06-page8.txt: [("'lamps", 'lamps'), ("'received", 'received')]
SUW19070924-V01-07-page5.txt: [("'unanswered.", 'unanswered.')]
SUW19070924-V01-07-page8.txt: [("'and", 'and'), ("'addition", 'addition')]
SUW19071008-V01-08-page3.txt: [("'be", 'be')]
SUW19071008-V01-08-page7.txt: [("'Lord", 'Lord'), ("'MSC", 'MSC')]
SUW19071022-V01-09-page1.txt: [("'into", 'into')]
SUW19071022-V01-09-page3.txt: [("'And", 'And'), ("'And", 'And')]
SUW19071022-V01-09-page4.txt: [("'OF", 'OF'), ("'Burton", 'Burton'), ("'Spaulding", 'Spaulding'), ("'When", 'When'), ("'ista", 'ista'), ("'in", 'in'), ("'in", 'in'), ("'sad", 'sad'), ("'favor", 'favor'), ("'message", 'message'), ("'heartily", 'heartily'), ("'approve", 'approve'), ("'and", 'and'), ("'reading", 'reading'), ("'organization", 'organization'), ("'as", 'as'), ("'conference.", 'conference.'), ("'them", 'them'), ("'place", 'place')]
SUW19071022-V01-09-page5.txt: [("'we", 'we'), ("'but", 'but'), ("'a", 'a'), ("'of", 'of'), ("'Conference", 'Conference'), ("'The", 'The'), ("'.", '.'), ("'New", 'New'), ("'sets", 'sets'), ("'be", 'be'), ("'OF", 'OF'), ("'othervisitingbrethren.Theaboverecomhforurt", 'othervisitingbrethren.Theaboverecomhforurt'), ("'reader", 'reader'), ("'all", 'all'), ("'the", 'the'), ("'Publishing", 'Publishing'), ("'of", 'of'), ("'paper", 'paper'), ("'to", 'to')]
SUW19071022-V01-09-page6.txt: [("'And", 'And'), ("'And", 'And')]
SUW19071022-V01-09-page8.txt: [("'favor", 'favor'), ("'The", 'The'), ("'the", 'the')]
SUW19071105-V01-10-page4.txt: [("'Ttte", 'Ttte')]
SUW19071105-V01-10-page5.txt: [("'secure", 'secure')]
SUW19071105-V01-10-page6.txt: [("'have", 'have'), ("'demand", 'demand')]
SUW19071105-V01-10-page7.txt: [("'Total", 'Total'), ("'Dec.", 'Dec.')]
SUW19071119-V01-11-page4.txt: [("'The", 'The'), ("'spread", 'spread'), ("'good", 'good'), ("'animated", 'animated')]
SUW19071119-V01-11-page7.txt: [("'Conf", 'Conf')]
SUW19071203-V01-12-page1.txt: [("'up", 'up')]
SUW19071203-V01-12-page4.txt: [("'INTERMEDIATE", 'INTERMEDIATE')]
SUW19071217-V01-13-page1.txt: [("'When", 'When')]
SUW19071217-V01-13-page3.txt: [("'is", 'is')]
SUW19071217-V01-13-page4.txt: [("'meeting", 'meeting')]
SUW19071217-V01-13-page6.txt: [("'Land", 'Land'), ("'is", 'is')]
SUW19071217-V01-13-page7.txt: [("'to", 'to')]
SUW19071231-V01-14-page3.txt: [("'everlasting", 'everlasting'), ('\'"', '"')]
SUW19071231-V01-14-page4.txt: [("'every", 'every')]
SUW19071231-V01-14-page8.txt: [("'should", 'should')]
SUW19080114-V02-01-page1.txt: [("'a", 'a'), ("'the", 'the'), ("'suffering", 'suffering'), ("'a", 'a'), ("'believers", 'believers'), ("'Notwithstanding", 'Notwithstanding')]
SUW19080114-V02-01-page2.txt: [("'woman", 'woman')]
SUW19080114-V02-01-page4.txt: [("'neath", 'neath')]
SUW19080114-V02-01-page7.txt: [("'the", 'the'), ("'town", 'town')]
SUW19080128-V02-02-page2.txt: [("'Daniel", 'Daniel')]
SUW19080128-V02-02-page4.txt: [("'books", 'books'), ("'matter.", 'matter.')]
SUW19080128-V02-02-page7.txt: [("'in", 'in'), ("'Controversy", 'Controversy')]
SUW19080128-V02-02-page8.txt: [("'McVagh", 'McVagh')]
SUW19080211-V02-03-page1.txt: [("'together", 'together'), ("'end", 'end')]
SUW19080211-V02-03-page3.txt: [("'wk", 'wk')]
SUW19080211-V02-03-page4.txt: [("'read", 'read'), ("'and", 'and')]
SUW19080218-V02-04-page1.txt: [("'Wait", 'Wait'), ("'speak.", 'speak.'), ("'to", 'to')]
SUW19080218-V02-04-page2.txt: [("'Atlanta", 'Atlanta')]
SUW19080218-V02-04-page3.txt: [('\'"', '"')]
SUW19080225-V02-05-page10.txt: [("'true", 'true')]
SUW19080225-V02-05-page12.txt: [("'being", 'being')]
SUW19080225-V02-05-page13.txt: [("'I", 'I')]
SUW19080225-V02-05-page15.txt: [("'Bible", 'Bible')]
SUW19080225-V02-05-page3.txt: [("'We", 'We'), ("'smaller", 'smaller')]
SUW19080225-V02-05-page4.txt: [("'been", 'been'), ("'important", 'important')]
SUW19080225-V02-05-page5.txt: [("'the", 'the'), ("'is", 'is'), ("'statement.", 'statement.'), ("'Canvassing", 'Canvassing'), ("'suggested", 'suggested'), ("'Southeastern", 'Southeastern'), ("'prayer", 'prayer'), ("'of", 'of'), ("'the", 'the'), ("'Southeastern", 'Southeastern')]
SUW19080225-V02-05-page8.txt: [("'Moved", 'Moved'), ("'Meeting", 'Meeting')]
SUW19080225-V02-05-page9.txt: [("'Union", 'Union'), ("'nice", 'nice')]
SUW19080303-V02-06-page1.txt: [("'pass", 'pass'), ("'soon", 'soon'), ("'of", 'of')]
SUW19080303-V02-06-page2.txt: [("'a", 'a'), ("'a", 'a'), ("'foundation", 'foundation')]
SUW19080303-V02-06-page3.txt: [("'AND", 'AND'), ("'of", 'of'), ("'FIT", 'FIT'), ('\'""Empire', '""Empire')]
SUW19080303-V02-06-page4.txt: [("'the", 'the'), ("'in", 'in'), ("'in", 'in'), ("'a", 'a'), ("'people", 'people')]
SUW19080310-V02-07-page2.txt: [("'conference", 'conference'), ("'was", 'was')]
SUW19080317-V02-08-page1.txt: [("'clay", 'clay'), ("'sent", 'sent'), ("'Out", 'Out'), ("'to", 'to')]
SUW19080317-V02-08-page2.txt: [("'can", 'can'), ("'expect", 'expect'), ("''geV", 'geV'), ("'if", 'if'), ("'Whetr", 'Whetr'), ("'for", 'for'), ("'Pay", 'Pay'), ("'freely.", 'freely.'), ("'corn", 'corn'), ("'denying", 'denying'), ("'struggle", 'struggle'), ("'in", 'in'), ("'He", 'He'), ("'to", 'to'), ("'trust", 'trust'), ("'Wasto", 'Wasto'), ("'He", 'He'), ("'gratitude", 'gratitude'), ("'of", 'of'), ("'rejoice", 'rejoice'), ("'to", 'to'), ("'if", 'if'), ("'earned", 'earned')]
SUW19080317-V02-08-page3.txt: [("'attended.", 'attended.'), ("'Daniel", 'Daniel'), ("'the", 'the'), ("'County", 'County'), ("'wise", 'wise')]
SUW19080317-V02-08-page4.txt: [("'nit", 'nit'), ("'who", 'who'), ("'Lord's", 'Lords'), ("'N", 'N')]
SUW19080324-V02-09-page1.txt: [("'active", 'active')]
SUW19080324-V02-09-page2.txt: [("'The", 'The'), ("'Creek.", 'Creek.')]
SUW19080324-V02-09-page3.txt: [("'husband", 'husband')]
SUW19080331-V02-10-page1.txt: [("'funds", 'funds'), ("'to", 'to'), ("'requeSt", 'requeSt')]
SUW19080331-V02-10-page2.txt: [("'work.", 'work.')]
SUW19080331-V02-10-page3.txt: [("'this", 'this')]
SUW19080331-V02-10-page4.txt: [("'words", 'words'), ("'witness", 'witness'), ("'for", 'for'), ("'who", 'who'), ("'methods", 'methods'), ("''hoOk", 'hoOk'), ("'at", 'at'), ("'for", 'for')]
SUW19080407-V02-11-page1.txt: [("'shows", 'shows'), ("'Tis", 'Tis')]
SUW19080407-V02-11-page2.txt: [("'the", 'the')]
SUW19080414-V02-12-page1.txt: [("'that", 'that'), ("'have", 'have')]
SUW19080421-V02-13-page2.txt: [("'riftrc", 'riftrc')]
SUW19080421-V02-13-page3.txt: [("'Object", 'Object')]
SUW19080421-V02-13-page7.txt: [("'Go", 'Go'), ("'Much", 'Much'), ("'Tis", 'Tis'), ("'Tis", 'Tis'), ("'The", 'The')]
SUW19080421-V02-13-page8.txt: [("'A", 'A')]
SUW19080428-V02-14-page1.txt: [("'work", 'work')]
SUW19080428-V02-14-page2.txt: [("'Convention", 'Convention'), ("'gatherings", 'gatherings')]
SUW19080428-V02-14-page3.txt: [("'G", 'G')]
SUW19080428-V02-14-page4.txt: [("'CONFERENCE", 'CONFERENCE')]
SUW19080505-V02-15-page2.txt: [("'and", 'and')]
SUW19080505-V02-15-page3.txt: [("'I", 'I')]
SUW19080512-V02-16-page3.txt: [("'Great", 'Great')]
SUW19080519-V02-17-page1.txt: [("'Tis", 'Tis'), ("'Tis", 'Tis')]
SUW19080526-V02-18-page2.txt: [("'Pineville", 'Pineville')]
SUW19080609-V02-20-page1.txt: [("'not", 'not')]
SUW19080616-V02-21-page3.txt: [("'Daniel", 'Daniel'), ("'wk...", 'wk...')]
SUW19080616-V02-21-page4.txt: [("'pamphlet", 'pamphlet')]
SUW19080623-V02-22-page2.txt: [("'attempts", 'attempts'), ("'be", 'be'), ("'of", 'of'), ("'assisted", 'assisted')]
SUW19080623-V02-22-page3.txt: [("'effort", 'effort')]
SUW19080630-V02-23-page2.txt: [("'Ogden", 'Ogden'), ("'F.caryk", 'F.caryk'), ("'I", 'I')]
SUW19080707-V02-24-page1.txt: [("'the", 'the')]
SUW19080707-V02-24-page3.txt: [("'hinders", 'hinders')]
SUW19080707-V02-24-page4.txt: [("'Try", 'Try')]
SUW19080707-V02-24-page6.txt: [("'Daniel", 'Daniel')]
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SUW19201125-V14-47-page6.txt: [("'of", 'of'), ("'frequently", 'frequently'), ("'society", 'society'), ("'to", 'to'), ("'who", 'who'), ("'many", 'many'), ("'of.their", 'of.their'), ("'faUlts", 'faUlts'), ("'ancty", 'ancty'), ("'of", 'of')]
SUW19201125-V14-47-page7.txt: [("'was", 'was'), ("'visiting", 'visiting'), ("'River", 'River'), ("''Who", 'Who'), ("'on", 'on'), ("'n", 'n'), ("'Choi", 'Choi'), ("'here", 'here'), ("'and", 'and'), ("'Itternal", 'Itternal'), ("'the", 'the'), ("'Each", 'Each'), ("'cidubt", 'cidubt'), ("'.", '.')]
SUW19201125-V14-47-page8.txt: [("'in", 'in'), ("'science", 'science')]
SUW19201201-V14-48-page5.txt: [("'Many", 'Many'), ("'ONION", 'ONION'), ("'Spare", 'Spare'), ("'Haste", 'Haste')]
SUW19201216-V14-50-page1.txt: [("'and", 'and')]
SUW19201216-V14-50-page5.txt: [("'Workings", 'Workings')]
SUW19201216-V14-50-page6.txt: [("'at", 'at'), ("'Morning", 'Morning')]
SUW19201223-V14-51-page5.txt: [("'different", 'different'), ("'laid", 'laid')]
SUW19201223-V14-51-page6.txt: [('\'"selfgoverning"', '"selfgoverning"')]
SUW19201230-V14-02-page1.txt: [("'Villein", 'Villein'), ("'modern", 'modern'), ("'modern", 'modern')]
SUW19201230-V14-02-page2.txt: [("'are", 'are'), ("'.", '.')]
SUW19201230-V14-02-page3.txt: [("'Life", 'Life'), ("'on", 'on')]
SUW19201230-V14-02-page5.txt: [("'the.", 'the.'), ("'work.", 'work.'), ("'We", 'We')]
SUW19201230-V14-02-page8.txt: [("'Act", 'Act'), ("'''teachers", 'teachers'), ("'during", 'during'), ("'or", 'or'), ("'the", 'the'), ("'forecasts", 'forecasts')]

# %load shared_elements/summary.py
summary = reports.overview_report(directories['cycle'], spelling_dictionary, title)

Directory: /Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/SUW/correction5

Average verified rate: 0.9606655978668613

Average of error rates: 0.04999638118214717

Total token count: 4722431

# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]

[('r', 13695),
 ('w', 11331),
 ('e', 10698),
 ('br', 8910),
 ('m', 8772),
 ('d', 7886),
 ('f', 6290),
 ('g', 4851),
 ("'", 4685),
 ('t', 4396),
 ('n', 3918),
 ('oo', 3897),
 ('th', 2159),
 ('bf', 2081),
 ('gc', 1391),
 ('ck', 1364),
 ('ky', 1289),
 ('od', 1158),
 ('pp', 1036),
 ('bfl', 976),
 ('u', 900),
 ('agts', 875),
 ('wm', 871),
 ('wk', 768),
 ("colporteurs'", 761),
 ('k', 735),
 ('io', 668),
 ('co', 589),
 ('x', 471),
 ('re', 414),
 ('ords', 413),
 ("canvassers'", 413),
 ('bs', 368),
 ('bp', 349),
 ('wks', 337),
 ('twenty-cent-a-week', 311),
 ('sofp', 301),
 ('ex', 298),
 ('hm', 292),
 ('rd', 288),
 ('bracy', 286),
 ('ga', 284),
 ('q', 271),
 ('pg', 262),
 ('cx', 256),
 ('cc', 249),
 ('ro', 229),
 ('billups', 228),
 ('chastain', 228),
 ('seventhday', 215)]

Correction 6 -- Rejoin Split Words

# %load shared_elements/rejoin_split_words.py
prev = cycle
cycle = "correction6"

directories = utilities.define_directories(prev, cycle, base_dir)
if not os.path.exists(directories['cycle']):
    os.makedirs(directories['cycle'])

corpus = (f for f in listdir(directories['prev']) if not f.startswith('.') and isfile(join(directories['prev'], f)))

for filename in corpus:
    content = utilities.readfile(directories['prev'], filename)
    
    text = re.sub(r"[0-9,!?$:;&]", " ", content)
    tokens = utilities.tokenize_text(text)
    errors = reports.identify_errors(tokens, spelling_dictionary)

    replacements = clean.check_if_stem(errors, spelling_dictionary, tokens, get_prior=False)
    
    if len(replacements) > 0:
        print('{}: {}'.format(filename, replacements))

        for replacement in replacements:
            content = clean.replace_split_words(replacement, content)
    else:
        pass

    with open(join(directories['cycle'], filename), mode="w") as o:
        o.write(content)
        o.close()

SUW19070702-V01-01-page8.txt: [('Bi', 'weekly')]
SUW19070716-V01-02-page1.txt: [('re', 'No')]
SUW19070716-V01-02-page2.txt: [('pre', 'pared'), ('proclama', 'tion')]
SUW19070716-V01-02-page8.txt: [('BI', 'WEEKLY'), ('co', 'operation')]
SUW19070730-V01-03-page3.txt: [('CIRCUM', 'STANCES')]
SUW19070730-V01-03-page8.txt: [('BI', 'WEEKLY'), ('pers', 'on')]
SUW19070813-V01-04-page4.txt: [('co', 'operate')]
SUW19070813-V01-04-page6.txt: [('Pa', 'mphlets'), ('co', 'operate')]
SUW19070813-V01-04-page7.txt: [('BR', 'o')]
SUW19070813-V01-04-page8.txt: [('BI', 'WEEKLY'), ('ASSOCIA', 'TION')]
SUW19070827-V01-05-page5.txt: [('RE', 'PORT')]
SUW19070827-V01-05-page7.txt: [('Mc', 'Rae')]
SUW19070827-V01-05-page8.txt: [('BI', 'WEEKLY')]
SUW19070910-V01-06-page8.txt: [('BI', 'WEEKLY')]
SUW19070924-V01-07-page4.txt: [('MIS', 'SIONARY')]
SUW19070924-V01-07-page7.txt: [('ro', 'W'), ('oo', 'H')]
SUW19070924-V01-07-page8.txt: [('BI', 'WEEKLY')]
SUW19071008-V01-08-page2.txt: [('RESOLU', 'TIONS')]
SUW19071008-V01-08-page3.txt: [('co', 'operate')]
SUW19071008-V01-08-page5.txt: [('MIS', 'SIONARY')]
SUW19071008-V01-08-page7.txt: [('ex', 'C')]
SUW19071008-V01-08-page8.txt: [('BI', 'WEEKLY')]
SUW19071022-V01-09-page4.txt: [('accom', 'plished')]
SUW19071022-V01-09-page5.txt: [('TRA', 'CT')]
SUW19071022-V01-09-page8.txt: [('ro', 'at'), ('BI', 'WEEKLY'), ('co', 'operation')]
SUW19071105-V01-10-page4.txt: [('co', 'operation')]
SUW19071105-V01-10-page5.txt: [('co', 'operation')]
SUW19071105-V01-10-page6.txt: [('Ma', 'C')]
SUW19071105-V01-10-page7.txt: [('ti', 'to'), ('BR', 'o')]
SUW19071105-V01-10-page8.txt: [('Sund', 'ay')]
SUW19071119-V01-11-page1.txt: [('CONFI', 'DENCE')]
SUW19071119-V01-11-page2.txt: [('PROGRE', 'SS')]
SUW19071119-V01-11-page4.txt: [('LITERA', 'TURE')]
SUW19071119-V01-11-page5.txt: [('co', 'operation')]
SUW19071119-V01-11-page8.txt: [('th', 'a'), ('BI', 'WEEKLY')]
SUW19071203-V01-12-page4.txt: [('co', 'workers')]
SUW19071203-V01-12-page7.txt: [('Mc', 'Kinnon'), ('ro', 'o'), ('Co', 'la'), ('BR', 'IO')]
SUW19071203-V01-12-page8.txt: [('BI', 'WEEKLY')]
SUW19071217-V01-13-page2.txt: [('MIS', 'SIONS'), ('pre', 'eminence'), ('PRE', 'EMINENCE')]
SUW19071231-V01-14-page1.txt: [('mis', 'sionary')]
SUW19071231-V01-14-page2.txt: [('noth', 'ing')]
SUW19071231-V01-14-page3.txt: [('re', 'maining')]
SUW19071231-V01-14-page7.txt: [('co', 'operate')]
SUW19071231-V01-14-page8.txt: [('SPE', 'CIAL'), ('BI', 'WEEKLY')]
SUW19080114-V02-01-page6.txt: [('co', 'operated')]
SUW19080114-V02-01-page7.txt: [('oo', 'H')]
SUW19080128-V02-02-page3.txt: [('LOCOMO', 'TIVE')]
SUW19080128-V02-02-page6.txt: [('larg', 'e')]
SUW19080128-V02-02-page7.txt: [('co', 'o')]
SUW19080128-V02-02-page8.txt: [('BI', 'WEEKLY'), ('RE', 'PORT'), ('Se', 'th'), ('Bre', 'thren')]
SUW19080211-V02-03-page1.txt: [('co', 'operation')]
SUW19080211-V02-03-page2.txt: [('Confere', 'nce')]
SUW19080211-V02-03-page3.txt: [('RE', 'PORT'), ('BR', 'o')]
SUW19080211-V02-03-page4.txt: [('BI', 'WEEKLY'), ('Chairm', 'an')]
SUW19080218-V02-04-page1.txt: [('ADVAN', 'TAGES')]
SUW19080218-V02-04-page3.txt: [('UN', 'ION'), ('Dobb', 'S')]
SUW19080218-V02-04-page4.txt: [('BI', 'WEEKLY'), ('co', 'operate')]
SUW19080225-V02-05-page1.txt: [('prin', 'ciples')]
SUW19080225-V02-05-page10.txt: [('ce', 'Real')]
SUW19080225-V02-05-page12.txt: [('Mc', 'Vagh')]
SUW19080225-V02-05-page13.txt: [('co', 'operation'), ('re', 'elected'), ('RE', 'SORT')]
SUW19080225-V02-05-page14.txt: [('co', 'worker')]
SUW19080225-V02-05-page16.txt: [('BI', 'WEEKLY')]
SUW19080225-V02-05-page2.txt: [('co', 'operation')]
SUW19080225-V02-05-page4.txt: [('co', 'operation')]
SUW19080225-V02-05-page7.txt: [('purpos', 'e')]
SUW19080225-V02-05-page8.txt: [('BI', 'ENNIAL'), ('co', 'operation')]
SUW19080303-V02-06-page1.txt: [('ti', 'e'), ('situa', 'tion')]
SUW19080303-V02-06-page2.txt: [('appre', 'ciated'), ('co', 'operation')]
SUW19080303-V02-06-page3.txt: [('Geor', "gia's")]
SUW19080303-V02-06-page4.txt: [('co', 'operate')]
SUW19080310-V02-07-page2.txt: [('ern', 'a')]
SUW19080310-V02-07-page3.txt: [('Dobb', 'S')]
SUW19080310-V02-07-page4.txt: [('SUBSCRIPTI', 'ON')]
SUW19080317-V02-08-page1.txt: [('ma', 'n'), ('re', 'sent')]
SUW19080317-V02-08-page2.txt: [('wa', 'ys'), ('co', 'workers'), ('re', 'sponse')]
SUW19080317-V02-08-page3.txt: [('co', 'operation')]
SUW19080317-V02-08-page4.txt: [('re', 'spond')]
SUW19080324-V02-09-page1.txt: [('enj', 'oyed')]
SUW19080331-V02-10-page1.txt: [('corre', 'spondence')]
SUW19080331-V02-10-page2.txt: [('VICKS', 'BURG'), ('co', 'operation')]
SUW19080331-V02-10-page4.txt: [('ro', 'o'), ('co', 'operation')]
SUW19080407-V02-11-page2.txt: [('Mc', 'Kinney'), ('MC', 'KINNEY')]
SUW19080407-V02-11-page3.txt: [('sof', 'T')]
SUW19080407-V02-11-page4.txt: [('Leade', 'r')]
SUW19080414-V02-12-page4.txt: [('Mc', 'Kinney'), ('Co', 'operate')]
SUW19080421-V02-13-page2.txt: [('secre', 'tary'), ('re', 'establishment')]
SUW19080421-V02-13-page6.txt: [('Orlean', 's'), ('hav', 'ing')]
SUW19080421-V02-13-page7.txt: [('KIsc', 'o')]
SUW19080428-V02-14-page3.txt: [('ES', 'D')]
SUW19080505-V02-15-page2.txt: [('co', 'operate')]
SUW19080505-V02-15-page4.txt: [('INSTITU', 'TION')]
SUW19080505-V02-15-page5.txt: [('BR', 'o')]
SUW19080512-V02-16-page3.txt: [('Mc', 'Kinney'), ('GC', 'S')]
SUW19080512-V02-16-page4.txt: [('SPE', 'CIAL'), ('co', 'operation')]
SUW19080519-V02-17-page3.txt: [('Ma', 'S')]
SUW19080526-V02-18-page1.txt: [('atten', 'tion')]
SUW19080526-V02-18-page3.txt: [('BR', 'o')]
SUW19080602-V02-19-page2.txt: [('brou', 'ght')]
SUW19080609-V02-20-page3.txt: [('co', 'operate')]
SUW19080616-V02-21-page3.txt: [('CANV', 'ASSING'), ('BR', 'it')]
SUW19080616-V02-21-page4.txt: [('muc', 'h')]
SUW19080623-V02-22-page1.txt: [('SANI', 'TARIUM')]
SUW19080623-V02-22-page3.txt: [('fA', 'D'), ('co', 'operation'), ('Wm', 'K')]
SUW19080623-V02-22-page4.txt: [('th', 'e'), ('TEM', 'PERANCE'), ('co', 'operation')]
SUW19080630-V02-23-page1.txt: [('mo', 'e')]
SUW19080630-V02-23-page2.txt: [('ke', 'a')]
SUW19080630-V02-23-page3.txt: [('RE', 'PORT'), ('Co', 'CK')]
SUW19080714-V02-25-page2.txt: [('congre', 'gational')]
SUW19080714-V02-25-page3.txt: [('Wm', 'K')]
SUW19080721-V02-26-page2.txt: [('co', 'operation')]
SUW19080721-V02-26-page7.txt: [('bo', 'D'), ('CU', 'MBERLAND'), ('Ch', 's'), ('oo', 'F')]
SUW19080728-V02-27-page2.txt: [('unpleas', 'ant')]
SUW19080728-V02-27-page3.txt: [('ro', 'o'), ('po', 'D')]
SUW19080728-V02-27-page4.txt: [('co', 'operate')]
SUW19080804-V02-28-page7.txt: [('fel', 'low'), ('Wm', 'K')]
SUW19080811-V02-29-page4.txt: [('Acad', 'emy')]
SUW19080825-V02-31-page3.txt: [('ro', 'o'), ('Wm', 'K')]
SUW19080825-V02-31-page4.txt: [('EDUCA', 'TION')]
SUW19080901-V02-32-page2.txt: [('MC', 'KINNON')]
SUW19080901-V02-32-page3.txt: [('Wm', 'K')]
SUW19080901-V02-32-page4.txt: [('Mc', 'VAGH'), ('TENNES', 'SEE')]
SUW19080908-V02-33-page2.txt: [('foreig', 'n')]
SUW19080908-V02-33-page3.txt: [('Bri', 'CK'), ('Wm', 'K')]
SUW19080915-V02-34-page1.txt: [('co', 'operates')]
SUW19080915-V02-34-page3.txt: [('camp-', 'meeting')]
SUW19080915-V02-34-page5.txt: [('co', 'operation')]
SUW19080915-V02-34-page7.txt: [('Wm', 'K')]
SUW19080915-V02-34-page8.txt: [('th', 'A'), ('co', 'operation'), ('ev', 'en')]
SUW19080922-V02-35-page1.txt: [('co', 'operation')]
SUW19080922-V02-35-page3.txt: [('Wm', 'K')]
SUW19080922-V02-35-page4.txt: [('th', 'a'), ('somethin', 'g'), ('co', 'operation'), ('McKIN', 'NON')]
SUW19080929-V02-36-page1.txt: [('liqui', 'date'), ('co', 'operation')]
SUW19080929-V02-36-page3.txt: [('Wm', 'K')]
SUW19081006-V02-37-page5.txt: [('co', 'operate')]
SUW19081006-V02-37-page7.txt: [('Wm', 'K')]
SUW19081020-V02-39-page3.txt: [('fA', 'D')]
SUW19081020-V02-39-page4.txt: [('estab', 'lishing')]
SUW19081027-V02-40-page4.txt: [('th', 'e'), ('Soo', 'T'), ('ma', 'y')]
SUW19081110-V02-42-page2.txt: [('co', 'operation')]
SUW19081110-V02-42-page3.txt: [('Wm', 'K')]
SUW19081110-V02-42-page4.txt: [('MIS', 'SIONARY'), ('re', 'elected')]
SUW19081117-V02-43-page5.txt: [('co', 'operation'), ('CONVEN', 'TIONS')]
SUW19081117-V02-43-page7.txt: [('Wm', 'K')]
SUW19081117-V02-43-page8.txt: [('Medi', 'cal'), ('RE', 'PORT')]
SUW19081124-V02-44-page1.txt: [('co', 'operation')]
SUW19081124-V02-44-page2.txt: [('co', 'operation')]
SUW19081124-V02-44-page3.txt: [('NI', 'L'), ('co', 'operation'), ('BR', 'o')]
SUW19081124-V02-44-page4.txt: [('Mc', 'Vagh')]
SUW19081201-V02-45-page1.txt: [('RE', 'PORT')]
SUW19081208-V02-46-page1.txt: [('Mc', 'Intosh'), ('Grav', 'es')]
SUW19081208-V02-46-page2.txt: [('Mc', 'Dowell'), ('Repre', 'sentative')]
SUW19081208-V02-46-page3.txt: [('Avr', 'a'), ('MOUN', 'TAINS')]
SUW19081208-V02-46-page4.txt: [('INGATH', 'ERING'), ('Ja', 'to'), ('co', 'operation')]
SUW19081208-V02-46-page5.txt: [('ver', 'Y')]
SUW19081208-V02-46-page6.txt: [('OM', 'it')]
SUW19081208-V02-46-page7.txt: [('G.', '')]
SUW19081215-V02-47-page2.txt: [('co', 'operation')]
SUW19081215-V02-47-page4.txt: [('Mc', 'Kinney'), ('INSTI', 'TUTE')]
SUW19081222-V02-48-page1.txt: [('Sev', 'enth'), ('Reve', 'lation'), ('transla', 'tion'), ('Tennes', 'see'), ('diffi', 'culties')]
SUW19081222-V02-48-page2.txt: [('il', 'e'), ('chil', 'dren'), ('grudg', 'ingly'), ('har', 'mony'), ('ex', 'perience'), ('Contro', 'versy'), ('co', 'operate'), ('re', 'lating'), ('Revela', 'tion')]
SUW19081222-V02-48-page3.txt: [('cele', 'brated'), ('Co', 'n'), ('ren', 'dered'), ('Servan', 'ts'), ('exer', 'cises'), ('breth', 'ren'), ('un', 'derstanding')]
SUW19081222-V02-48-page4.txt: [('io', 'n'), ('Spaul', 'ding'), ('chil', 'dren'), ('es', 'pecially'), ('ex', 'ceeds'), ('se', 'ries'), ('ev', 'erywhere'), ('Vicks', 'burg'), ('Hender', 'son'), ('Freder', 'ick')]
SUW19081229-V02-49-page1.txt: [('peo', 'ple'), ('repre', 'sentatives'), ('ex', 'amine'), ('busi', 'ness'), ('solic', 'ited'), ('Relig', 'ious'), ('prac', 'tices'), ('re', 'ceiving'), ('wel', 'fare')]
SUW19081229-V02-49-page2.txt: [('misunder', 'standing'), ('Kissim', 'mee'), ('Breth', 'ren'), ('pre', 'pare'), ('phy', 'sicians'), ('re', 'consecrated'), ('ac', 'tivities'), ('breth', 'ren')]
SUW19081229-V02-49-page3.txt: [('tes', 'timony'), ('resur', 'rection'), ('delibera', 'tions'), ('spe', 'cial'), ('Revela', 'tion'), ('mo', 'n'), ('Wm', 'K')]
SUW19081229-V02-49-page4.txt: [('regu', 'lar'), ('il', 'l'), ('Mis', 'sionary'), ('quar', 'terly'), ('ex', 'perience'), ('busi', 'ness'), ('circula', 'tion'), ('Reynol', 'ds'), ('re', 'read'), ('Revela', 'tion'), ('particu', 'lars'), ('tru', 'e'), ('op', 'portunity'), ('conse', 'crate')]
SUW19090105-V03-01-page1.txt: [('corre', 'sponding')]
SUW19090105-V03-01-page2.txt: [('Gr', 'e'), ('chil', 'dren'), ('pre', 'meditated'), ('uncon', 'sciously'), ('expedi', 'ent'), ('re', 'sulted'), ('puz', 'zle'), ('shak', 'ing'), ('op', 'portunities')]
SUW19090105-V03-01-page3.txt: [('impor', 'tance'), ('regu', 'larity'), ('encour', 'agement'), ('Al', 'abama'), ('promis', 'ing'), ('knowl', 'edge')]
SUW19090105-V03-01-page4.txt: [('vis', 'ited'), ('Sev', 'eral'), ('Bi', 'ble'), ('denomi', 'national'), ('cour', 'age'), ('Ca', 'n')]
SUW19090112-V03-02-page1.txt: [('restor', 'ing'), ('Ch', 'in'), ('mis', 'sions'), ('Ou', 'r'), ('ex', 'posure'), ('lega', 'tion')]
SUW19090112-V03-02-page2.txt: [('oth', 'ers'), ('Contro', 'versy'), ('pre', 'cious'), ('ac', 'count'), ('Br', 'a'), ('ob', 'servance'), ('op', 'portunity')]
SUW19090112-V03-02-page3.txt: [('cour', 'age'), ('giv', 'ing')]
SUW19090112-V03-02-page4.txt: [('ap', 'pear'), ('Decem', 'ber'), ('presi', 'dent'), ('CO', 'OPERATIVE'), ('ex', 'cellent'), ('co', 'operation'), ('Ca', 'n'), ('secre', 'tary')]
SUW19090119-V03-03-page1.txt: [('denomina', 'tional'), ('Ja', 'n'), ('sor', 'row'), ('re', 'corded'), ('ef', 'fort'), ('impossi', 'bilities')]
SUW19090119-V03-03-page2.txt: [('devo', 'tion'), ('co', 'operate'), ('re', 'ceived'), ('Jes', 'sie')]
SUW19090119-V03-03-page3.txt: [('insti', 'tutes'), ('informa', 'tion'), ('Co', 'l'), ('confirma', 'tion'), ('co', 'operate'), ('princi', 'ples'), ('cer', 'tificate')]
SUW19090119-V03-03-page4.txt: [('io', 'n'), ('suc', 'cess'), ('Ga', 'l'), ('accom', 'panied'), ('pre', 'ceding'), ('prac', 'tically'), ('foun', 'dation'), ('Ca', 'n'), ('re', 'moved')]
SUW19090126-V03-04-page1.txt: [('io', 'n'), ('sepa', 'rate'), ('valu', 'able'), ('peo', 'ple'), ('Co', 'n'), ('sanita', 'rium'), ('publi', 'cation')]
SUW19090126-V03-04-page2.txt: [('Mc', 'Kinnon'), ('insti', 'tutes'), ('relig', 'ious'), ('fre', 'quently'), ('pre', 'sents'), ('Re', 'ligious'), ('Ca', 'r'), ('re', 'gard'), ('occa', 'sion'), ('contro', 'versy'), ('pledg', 'ing')]
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SUW19181017-V12-42-page2.txt: [('Genito', 'urinary')]
SUW19181017-V12-42-page4.txt: [('BR', 'No')]
SUW19181024-V12-43-page2.txt: [('th', 'is')]
SUW19181024-V12-43-page4.txt: [('BR', 'R')]
SUW19181024-V12-43-page6.txt: [('Mis', 'sion')]
SUW19181031-V12-44-page4.txt: [('BR', 'R')]
SUW19181107-V12-45-page4.txt: [('pre', 'eminent')]
SUW19181107-V12-45-page5.txt: [('pre', 'eminence'), ('RE', 'PORT')]
SUW19181107-V12-45-page7.txt: [('indi', 'vidual')]
SUW19181114-V12-46-page4.txt: [('BR', 'A')]
SUW19181121-V12-47-page5.txt: [('BR', 'R')]
SUW19181121-V12-47-page6.txt: [('co', 'operate')]
SUW19181128-V12-48-page2.txt: [('HIRLIN', 'GER')]
SUW19181128-V12-48-page4.txt: [('BR', 'R')]
SUW19181205-V12-49-page4.txt: [('CO', 'L'), ('BR', 'R')]
SUW19181205-V12-49-page5.txt: [('BR', 'R')]
SUW19181205-V12-49-page6.txt: [('th', 'at')]
SUW19181212-V12-50-page3.txt: [('offi', 'ce')]
SUW19181212-V12-50-page5.txt: [('BR', 'A')]
SUW19181212-V12-50-page8.txt: [('op', 'erations')]
SUW19190109-V13-03-page1.txt: [('newspa', 'pers')]
SUW19190109-V13-03-page3.txt: [('re', 'dedicated')]
SUW19190109-V13-03-page4.txt: [('BR', 'A')]
SUW19190109-V13-03-page5.txt: [('th', 'at')]
SUW19190109-V13-03-page8.txt: [("Sec'", 'y')]
SUW19190116-V13-04-page1.txt: [('th', 'in')]
SUW19190116-V13-04-page3.txt: [('re', 'member')]
SUW19190116-V13-04-page4.txt: [('re', 'entering')]
SUW19190116-V13-04-page5.txt: [('CO', 'L'), ('RE', 'PORT')]
SUW19190123-V13-05-page4.txt: [('BR', 'R')]
SUW19190123-V13-05-page6.txt: [('M.', '')]
SUW19190123-V13-05-page8.txt: [('co', 'operating')]
SUW19190130-V13-06-page8.txt: [('th', 'a')]
SUW19190206-V13-07-page2.txt: [('Singleter', 'y')]
SUW19190206-V13-07-page4.txt: [('CO', 'L'), ('BR', 'R')]
SUW19190213-V13-08-page3.txt: [('Insti', 'tute')]
SUW19190220-V13-09-page7.txt: [('prodi', 'gal')]
SUW19190227-V13-10-page5.txt: [('re', 'quested')]
SUW19190227-V13-10-page8.txt: [('vis', 'ited')]
SUW19190306-V13-11-page3.txt: [('ro', 'be')]
SUW19190313-V13-12-page4.txt: [('OD', 'E')]
SUW19190320-V13-13-page4.txt: [('PP', 'F'), ('BR', 'R')]
SUW19190320-V13-13-page5.txt: [('peo', 'ple'), ('OD', 'ER'), ('BR', 'R')]
SUW19190327-V13-14-page5.txt: [('hav', 'e')]
SUW19190327-V13-14-page7.txt: [('shoul', 'd'), ('Re', 'tells')]
SUW19190327-V13-14-page8.txt: [('Thom', 'pson')]
SUW19190403-V13-15-page1.txt: [('knowl', 'edge')]
SUW19190403-V13-15-page4.txt: [('BR', 'Ed')]
SUW19190403-V13-15-page5.txt: [('M.', '')]
SUW19190403-V13-15-page7.txt: [('th', 'e')]
SUW19190410-V13-16-page2.txt: [('re', 'consecration')]
SUW19190410-V13-16-page3.txt: [('secre', 'tary')]
SUW19190410-V13-16-page7.txt: [('th', 'in')]
SUW19190417-V13-17-page2.txt: [('Shoemak', 'er')]
SUW19190417-V13-17-page6.txt: [('BR', 'R')]
SUW19190417-V13-17-page7.txt: [('BR', 'A')]
SUW19190417-V13-17-page8.txt: [('li', 'I')]
SUW19190424-V13-18-page2.txt: [('th', 'at')]
SUW19190424-V13-18-page4.txt: [('Johnst', 'on')]
SUW19190424-V13-18-page5.txt: [('Clif', 't')]
SUW19190424-V13-18-page6.txt: [('re', 'organized')]
SUW19190424-V13-18-page7.txt: [('th', 'an'), ('BR', 'A')]
SUW19190501-V13-19-page1.txt: [('visi', 'ted')]
SUW19190501-V13-19-page4.txt: [('Ma', 'J')]
SUW19190501-V13-19-page5.txt: [('fi', 'r')]
SUW19190501-V13-19-page6.txt: [('BR', 'A')]
SUW19190501-V13-19-page7.txt: [('BR', 'R')]
SUW19190508-V13-20-page6.txt: [('CO', 'L'), ('BR', 'R')]
SUW19190508-V13-20-page7.txt: [('BR', 'R')]
SUW19190515-V13-21-page1.txt: [('wor', 'ld'), ('re', 'sponsibilities'), ('op', 'portunity')]
SUW19190515-V13-21-page5.txt: [('Co', 'X')]
SUW19190515-V13-21-page6.txt: [('OD', 'E'), ('BR', 'R')]
SUW19190515-V13-21-page7.txt: [('BR', 'r')]
SUW19190515-V13-21-page8.txt: [('Ool', 'tewah')]
SUW19190522-V13-22-page5.txt: [('th', 'in')]
SUW19190522-V13-22-page6.txt: [('th', 'is')]
SUW19190529-V13-23-page2.txt: [('th', 'in')]
SUW19190529-V13-23-page4.txt: [('th', 'in'), ('PP', 'R'), ('BR', 'A')]
SUW19190605-V13-24-page3.txt: [('th', 'is')]
SUW19190605-V13-24-page5.txt: [('BR', 'R')]
SUW19190605-V13-24-page7.txt: [('re', 'claimed')]
SUW19190612-V13-25-page2.txt: [('th', 'in')]
SUW19190619-V13-26-page4.txt: [('BR', 'A')]
SUW19190619-V13-26-page5.txt: [('BR', 'R')]
SUW19190619-V13-26-page7.txt: [('th', 'at')]
SUW19190626-V13-27-page2.txt: [('BR', 'R')]
SUW19190626-V13-27-page3.txt: [('BR', 'A')]
SUW19190626-V13-27-page6.txt: [('co', 'workers'), ('BR', 'R')]
SUW19190626-V13-27-page7.txt: [('BR', 'R')]
SUW19190703-V13-28-page4.txt: [('BR', 'Ed')]
SUW19190703-V13-28-page5.txt: [('BR', 'R')]
SUW19190710-V13-29-page4.txt: [('OD', 'E'), ('BR', 'R')]
SUW19190717-V13-30-page4.txt: [('th', 'at'), ('BR', 'R')]
SUW19190724-V13-31-page7.txt: [('Coun', 'cil'), ('Sev', 'entieth')]
SUW19190807-V13-32-page3.txt: [('pr', 'ov')]
SUW19190807-V13-32-page4.txt: [('BR', 'R')]
SUW19190807-V13-32-page5.txt: [('BR', 'A')]
SUW19190807-V13-32-page6.txt: [('Lif', 'er'), ('BR', 'R')]
SUW19190807-V13-32-page7.txt: [('KE', 'NTUCKY')]
SUW19190814-V13-33-page4.txt: [('BR', 'R'), ('OD', 'E')]
SUW19190814-V13-33-page6.txt: [('th', 'at'), ('M.', '')]
SUW19190821-V13-34-page1.txt: [('th', 'A')]
SUW19190821-V13-34-page4.txt: [('OD', 'E'), ('BR', 'R')]
SUW19190821-V13-34-page5.txt: [('BR', 'A')]
SUW19190828-V13-35-page4.txt: [('re', 'sults'), ('BR', 'A')]
SUW19190828-V13-35-page6.txt: [('Es', 'ar')]
SUW19190918-V13-38-page4.txt: [('BR', 'A')]
SUW19190925-V13-39-page3.txt: [('co', 'workers')]
SUW19190925-V13-39-page4.txt: [('BR', 'A')]
SUW19191002-V13-40-page1.txt: [('re', 'ceiving')]
SUW19191002-V13-40-page3.txt: [('Co', 'workers')]
SUW19191002-V13-40-page5.txt: [('ful', 'fillment')]
SUW19191002-V13-40-page8.txt: [('illustra', 'ted')]
SUW19191009-V13-41-page4.txt: [('BR', 'OIl')]
SUW19191009-V13-41-page6.txt: [('LUCIL', 'E')]
SUW19191009-V13-41-page7.txt: [('ex', 'ercise')]
SUW19191016-V13-42-page2.txt: [('Mc', 'Donald')]
SUW19191016-V13-42-page4.txt: [('re', 'I')]
SUW19191016-V13-42-page5.txt: [('BR', 'R')]
SUW19191016-V13-42-page6.txt: [('Rabb', 'is'), ('co', 'operation')]
SUW19191030-V13-44-page4.txt: [('BR', 'R')]
SUW19191030-V13-44-page5.txt: [('M.', '')]
SUW19191106-V13-45-page3.txt: [('th', 'at')]
SUW19191106-V13-45-page5.txt: [('BR', 'R')]
SUW19191113-V13-46-page8.txt: [('INGATH', 'ERING')]
SUW19191120-V13-47-page3.txt: [('ber', 'th'), ('Novem', 'ber')]
SUW19191120-V13-47-page5.txt: [('BRi', 'G')]
SUW19191204-V13-49-page1.txt: [('ena', 'bling')]
SUW19191204-V13-49-page3.txt: [('th', 'at')]
SUW19191204-V13-49-page7.txt: [('ut', 'a'), ('giv', 'en')]
SUW19191211-V13-50-page4.txt: [('BR', 'R')]
SUW19191211-V13-50-page5.txt: [('BR', 'as')]
SUW19191218-V13-01-page1.txt: [('th', 'at')]
SUW19191218-V13-01-page2.txt: [('re', 'ceived')]
SUW19191218-V13-01-page5.txt: [('gi', 'De')]
SUW19191218-V13-01-page6.txt: [('th', 'in'), ('Mc', 'Comas')]
SUW19200101-V14-02-page4.txt: [('BR', 'R')]
SUW19200101-V14-02-page8.txt: [('th', 'at')]
SUW19200108-V14-03-page4.txt: [('BR', 'R')]
SUW19200108-V14-03-page8.txt: [('th', 'at')]
SUW19200115-V14-04-page2.txt: [('Mc', 'Comas')]
SUW19200115-V14-04-page4.txt: [('BR', 'Ed')]
SUW19200115-V14-04-page8.txt: [('th', 'at'), ('ma', 'The')]
SUW19200122-V14-05-page5.txt: [('purp', 'oses')]
SUW19200122-V14-05-page8.txt: [('th', 'at')]
SUW19200129-V14-06-page1.txt: [('Youn', 'g')]
SUW19200129-V14-06-page8.txt: [('organiz', 'ation')]
SUW19200205-V14-07-page5.txt: [('OD', 'E')]
SUW19200205-V14-07-page7.txt: [('MI', 'M')]
SUW19200212-V14-08-page1.txt: [("Sec'", 'y')]
SUW19200212-V14-08-page2.txt: [('Mc', 'Conaughey')]
SUW19200212-V14-08-page5.txt: [('BR', 'R')]
SUW19200212-V14-08-page7.txt: [('ju', 't'), ('Mc', 'Intyre')]
SUW19200219-V14-09-page4.txt: [('co', 'operative'), ('BR', 'R')]
SUW19200219-V14-09-page5.txt: [('co', 'operation')]
SUW19200226-V14-10-page7.txt: [('EDUCA', 'TIONAL')]
SUW19200226-V14-10-page8.txt: [('Re', 'y')]
SUW19200304-V14-11-page1.txt: [('ca', 'pacity')]
SUW19200304-V14-11-page5.txt: [('re', 'establish')]
SUW19200311-V14-12-page3.txt: [('tu', 't')]
SUW19200311-V14-12-page5.txt: [('BR', 'R')]
SUW19200325-V14-14-page3.txt: [('th', 'at')]
SUW19200401-V14-15-page5.txt: [('PR', 'OD'), ('fi', 'D')]
SUW19200408-V14-16-page3.txt: [('trun', 'ks')]
SUW19200408-V14-16-page8.txt: [('Thom', 'pson')]
SUW19200415-V14-17-page3.txt: [('Bu', 'rton')]
SUW19200422-V14-18-page2.txt: [('th', 'at')]
SUW19200422-V14-18-page5.txt: [('BR', 'A')]
SUW19200422-V14-18-page6.txt: [('tr', 'Es')]
SUW19200422-V14-18-page8.txt: [('th', 'E')]
SUW19200429-V14-19-page6.txt: [('th', 'or')]
SUW19200506-V14-20-page4.txt: [('BR', 'A')]
SUW19200506-V14-20-page5.txt: [('BR', 'A')]
SUW19200513-V14-21-page3.txt: [('ra', 't'), ('fo', 'r')]
SUW19200513-V14-21-page4.txt: [('privi', 'legeS')]
SUW19200513-V14-21-page5.txt: [('HM', 'M')]
SUW19200513-V14-21-page8.txt: [('M.', '')]
SUW19200520-V14-22-page1.txt: [('insti', 'tution'), ('co', 'educational'), ('od', 'd')]
SUW19200520-V14-22-page2.txt: [('WORKE', 'R')]
SUW19200520-V14-22-page5.txt: [('da', 'T')]
SUW19200520-V14-22-page8.txt: [('Bi', 'ble'), ('va', 'cation')]
SUW19200527-V14-23-page1.txt: [('MAGAZIN', 'E')]
SUW19200527-V14-23-page3.txt: [('oppo', 'site')]
SUW19200527-V14-23-page5.txt: [('dal', 'E')]
SUW19200527-V14-23-page6.txt: [('Co', 'Workers'), ('li', 'The')]
SUW19200527-V14-23-page7.txt: [('th', 'at'), ('op', 'eration')]
SUW19200527-V14-23-page8.txt: [('ch', 'er')]
SUW19200603-V14-24-page1.txt: [('ca', 'ra'), ('enthu', 'siastic')]
SUW19200603-V14-24-page2.txt: [('ma', 'king')]
SUW19200603-V14-24-page3.txt: [('Coun', 'ty')]
SUW19200603-V14-24-page4.txt: [('co', 'operate')]
SUW19200603-V14-24-page5.txt: [('co', 'operation')]
SUW19200603-V14-24-page7.txt: [('Madi', 'son')]
SUW19200617-V14-26-page7.txt: [('ab', 'le')]
SUW19200617-V14-26-page8.txt: [('Mc', 'Gee'), ('fi', 'T'), ('beginn', 'ing')]
SUW19200624-V14-27-page2.txt: [('recog', 'nized'), ('vir', 'tue')]
SUW19200624-V14-27-page4.txt: [('bindin', 'g')]
SUW19200624-V14-27-page5.txt: [('BR', 'A')]
SUW19200624-V14-27-page7.txt: [('th', 'in')]
SUW19200701-V14-28-page4.txt: [('Pr', 'ice'), ('OD', 'E'), ('BR', 'R')]
SUW19200701-V14-28-page8.txt: [('G.', '')]
SUW19200708-V14-29-page4.txt: [('BR', 'R')]
SUW19200708-V14-29-page5.txt: [('co', 'operate')]
SUW19200715-V14-30-page1.txt: [('ren', 'dered')]
SUW19200722-V14-31-page1.txt: [('ce', 'ss')]
SUW19200722-V14-31-page4.txt: [('HM', 'M'), ('OD', 'D'), ('BR', 'R')]
SUW19200722-V14-31-page5.txt: [('BR', 'A')]
SUW19200729-V14-32-page2.txt: [('th', 'at')]
SUW19200729-V14-32-page3.txt: [('fo', 'r')]
SUW19200805-V14-33-page7.txt: [('Si', 't')]
SUW19200805-V14-33-page8.txt: [('th', 'A'), ('withi', 'n')]
SUW19200819-V14-35-page5.txt: [('th', 'in'), ('Bir', 'mingham')]
SUW19200819-V14-35-page6.txt: [('th', 'at'), ('wer', 'e')]
SUW19200821-V14-34-page1.txt: [('co', 'workers')]
SUW19200821-V14-34-page2.txt: [('th', 'in')]
SUW19200821-V14-34-page3.txt: [('comple', 'ted')]
SUW19200821-V14-34-page6.txt: [('th', 'at'), ('re', 't')]
SUW19200821-V14-34-page7.txt: [('sh', 'eet'), ('bearin', 'g')]
SUW19200821-V14-34-page8.txt: [('Thom', 'pson')]
SUW19200826-V14-36-page1.txt: [('sti', 'r'), ('tri', 'bes')]
SUW19200826-V14-36-page2.txt: [('discour', 'aging')]
SUW19200826-V14-36-page5.txt: [('th', 'in')]
SUW19200902-V14-37-page1.txt: [('th', 'e'), ('straig', 'ht')]
SUW19200902-V14-37-page3.txt: [('th', 'in'), ('quar', 'ter')]
SUW19200902-V14-37-page8.txt: [('Pu', 'l'), ('happin', 'ess')]
SUW19200909-V14-38-page3.txt: [('th', 'in')]
SUW19200909-V14-38-page4.txt: [('CO', 'lo')]
SUW19200909-V14-38-page5.txt: [('ti', 'e')]
SUW19200916-V14-39-page4.txt: [('breth', 'ren')]
SUW19200916-V14-39-page6.txt: [('un', 'Christian')]
SUW19200916-V14-39-page8.txt: [('re', 'turned')]
SUW19200923-V14-40-page2.txt: [('ga', 've')]
SUW19200923-V14-40-page5.txt: [('Ro', 'an'), ('delig', 'hted')]
SUW19200923-V14-40-page8.txt: [('th', 'A'), ('ac', 'complished')]
SUW19200930-V14-41-page1.txt: [('Mc', 'Elhany')]
SUW19200930-V14-41-page5.txt: [('campmeet', 'ing')]
SUW19200930-V14-41-page8.txt: [('re', 'veal')]
SUW19201014-V14-42-page6.txt: [('pre', 'pared')]
SUW19201021-V14-43-page3.txt: [('Odega', 'ard')]
SUW19201028-V14-44-page2.txt: [('un', 'der')]
SUW19201028-V14-44-page3.txt: [('pu', 'pils')]
SUW19201028-V14-44-page4.txt: [('th', 'at')]
SUW19201028-V14-44-page5.txt: [('co', 'workers')]
SUW19201028-V14-44-page8.txt: [('re', 'ceive')]
SUW19201111-V14-45-page1.txt: [('th', 'e')]
SUW19201111-V14-45-page4.txt: [('th', 'en')]
SUW19201125-V14-47-page2.txt: [('hav', 'e'), ('Pt', 'S')]
SUW19201125-V14-47-page4.txt: [('al', 'ways'), ('re', 'new')]
SUW19201125-V14-47-page6.txt: [('Mis', 'sionary'), ('popu', 'lation')]
SUW19201216-V14-50-page1.txt: [('cer', 'tificates')]
SUW19201216-V14-50-page8.txt: [('Mc', 'Donald')]
SUW19201223-V14-51-page1.txt: [('co', 'operation')]
SUW19201223-V14-51-page3.txt: [('Guf', 'fey')]
SUW19201223-V14-51-page5.txt: [('PP', 'F')]
SUW19201223-V14-51-page6.txt: [('ex', 'hibition')]
SUW19201230-V14-02-page1.txt: [('ple', 'at'), ('peo', 'ple'), ('pre', 'Viously')]
SUW19201230-V14-02-page5.txt: [('co', 'operation')]
SUW19201230-V14-02-page6.txt: [('unan', 'imously')]
SUW19201230-V14-02-page7.txt: [('MAGA', 'ZINE')]

# %load shared_elements/summary.py
summary = reports.overview_report(directories['cycle'], spelling_dictionary, title)

Directory: /Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/SUW/correction6

Average verified rate: 0.9615059628562554

Average of error rates: 0.0491875753920386

Total token count: 4719718

# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]

[('r', 13573),
 ('w', 11328),
 ('e', 10615),
 ('m', 8766),
 ('br', 8725),
 ('d', 7868),
 ('f', 6286),
 ('g', 4846),
 ("'", 4685),
 ('t', 4373),
 ('oo', 3874),
 ('n', 3841),
 ('th', 2088),
 ('bf', 2081),
 ('gc', 1385),
 ('ck', 1363),
 ('ky', 1288),
 ('od', 1150),
 ('pp', 1034),
 ('bfl', 976),
 ('u', 894),
 ('agts', 875),
 ('wm', 859),
 ('wk', 768),
 ("colporteurs'", 761),
 ('k', 716),
 ('io', 644),
 ('x', 459),
 ("canvassers'", 413),
 ('ords', 413),
 ('bs', 367),
 ('bp', 345),
 ('wks', 337),
 ('co', 320),
 ('twenty-cent-a-week', 311),
 ('sofp', 301),
 ('rd', 288),
 ('bracy', 286),
 ('hm', 286),
 ('ga', 281),
 ('q', 270),
 ('pg', 262),
 ('cx', 256),
 ('cc', 249),
 ('ex', 229),
 ('billups', 228),
 ('chastain', 228),
 ('seventhday', 215),
 ('ro', 214),
 ("bookmen's", 213)]

Review Remaining Errors

reports.docs_with_high_error_rate(summary)

[('SUW19200701-V14-28-page5.txt', 0.549),
 ('SUW19190807-V13-32-page5.txt', 0.509),
 ('SUW19200708-V14-29-page4.txt', 0.468),
 ('SUW19190807-V13-32-page4.txt', 0.466),
 ('SUW19200722-V14-31-page4.txt', 0.465),
 ('SUW19140917-V08-38-page6.txt', 0.459),
 ('SUW19190710-V13-29-page4.txt', 0.458),
 ('SUW19140903-V08-36-page6.txt', 0.447),
 ('SUW19200101-V14-02-page5.txt', 0.444),
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# %load shared_elements/high_error_rates.py
doc_keys = [x[0] for x in reports.docs_with_high_error_rate(summary) if x[1] > 0.45]

utilities.open_original_docs(doc_keys, directories['cycle'])

Opened files: 

SUW19200701-V14-28-page5.txt

SUW19190807-V13-32-page5.txt

SUW19200708-V14-29-page4.txt

SUW19190807-V13-32-page4.txt

SUW19200722-V14-31-page4.txt

SUW19140917-V08-38-page6.txt

SUW19190710-V13-29-page4.txt

Pages 4 and 5 are consistently tables with the names of distributors.

reports.long_errors(errors_summary, min_length=15)

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  'stick-to-itiveness',
  'god-doing-as-he-likes',
  'recently-erected',
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  'postmaster-general',
  'lintrtimitlimmilmalitoniiiiitoliixoniinimatimixgifink',
  'extra-constitutional',
  'absurtfitleavtio',
  'acterwhichfvitlgivemeanentrance',
  'tilinisseriously',
  'reportofwatchmanworkers',
  'trans-continental',
  "seventh-day'adventists",
  'altra-sensativeness',
  'our--institutions',
  'walltteerrbbrorwownn',
  'emeliarobersongc',
  'superintendent-and',
  'student-colporteurs',
  'iongaassociaiion',
  'five-dollar-a-member',
  'mounamiwommunnumunnwimurnotittiun',
  'iiiiiiiiiiiiiiiiiiikiiiiiiiiiiii',
  'conferencechurch',
  'ainallyjiniinclethisaiat',
  'two-cent-imental',
  'theinostsuccessful',
  'placingbindingordersfornearly',
  'sollatirc-triviorr',
  'wouldbegladtohearoftheprogressmade',
  'walteredmondsfer',
  'willgivethenamesnextweek',
  'five-hundreddollar',
  'efikageriiieither',
  'soijthrnijnionworker',
  'messingtweperiodical',
  'enccoouurargaegmeentt',
  'uncontractictory',
  'iireimilliimilmiimmiimernmemilliiirimmutn',
  'nagevilterrennessee',
  'convention-birmingham',
  "''understandest'",
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  'importantauxiliaries',
  'ingatheringilonor',
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  'meiiiiiimiiiiiimiii',
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  'discouragernents',
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  'mmmwmmmmmmmmmiiimv',
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  'danielandtherevelation',
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  'two-and-one-half',
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  'this-telegraphic',
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  'mmummtetimmuilltomoomoomett',
  'intimmeliinrolommponninnramtmaniumw',
  'immumnimminnumunnonsimminuir',
  'alahamsmississippl',
  'sabbath-schoolandy',
  'studentcolporteurs',
  'book-s-folibraries',
  'solornonbroussardbro',
  'electionofofficers',
  "cotivocatidrisregi'atel",
  'hamberg-american',
  'emeliarobersonmlse',
  'seenelnownemstimenemeeeinumelereenammeenenetenommintemumnimitmeemai',
  'three-and-a-half',
  'asplendidworkbeingdoneby',
  'considerableincrease',
  'juniorreadingcourse',
  'fnends-iti-the-sotithland',
  'fiersonalservice',
  'twenty-thousand-dollar',
  'the--pa-st-few-years',
  'perthiahamptonav',
  'imputtummummowommew',
  'great-grandchildren',
  'remembercorrectly',
  'laughter-provoking',
  'presses---containing',
  "'ffoin'inanagers",
  'tvventy-cents-a-week',
  'iiimiiiimiiiiiiiiiiiiii',
  'ten-thousand-dollar',
  'againstaifficult',
  'chalmerchastainisr',
  'ximmirminimilmlinnnutonmornommtimittmmimmtenminunexiluimq',
  'self-sufficiency',
  'theeallthedaysofthylife',
  'perthiahamptomar',
  'illittliiitliiiimililiiii',
  'imunionamuummummtiommmomonnj',
  'prayer-to-gottfor-bells',
  "arrmrsrvfrve''crmters",
  'attend-every-effort',
  'cigarette-smoking',
  'emeliarobersonnofa',
  'ilimminmommtamrounnummummiu',
  'jameswharrisonbr',
  'conferencetwenty-cents-a-week',
  'anddmprisonments',
  'mungnionnwiltraminwiftnimmitomm',
  'christianityagainst',
  'iiiiiiiiiiiiiiiiiii',
  'formereditoroftherepost',
  'prolongedcorrespondence',
  'peoplemanifested',
  'thereadersofthew',
  'itleirrifiatontel',
  "obscene'literature",
  'noinumiiimlnotigamilf',
  'lixammmmimilmmmwmm',
  'that-alaborer-or-some-la',
  'southwestern---fully',
  'efitpiffiltsliiiiigaioasition',
  "worship'shoirldtiot",
  'iinitmuxniltlwuywwxniiniwlffiixiiwniijujuinwunuuum',
  'recommendationthat',
  'pleasure-seeking',
  'aswellasthefinancialadvancementwhich',
  'sabbathafternoon',
  'churchmembership',
  'viansfieldreport',
  'withoutpreparation',
  'iimiiiiiimmiiiiiimiiiiiiimillii',
  'prejudice-killer',
  'embracingtannesaec',
  'near-sightedness',
  'totalsmembership',
  'wotikeiceiferiffentibn',
  'annaabeenntotnon',
  "iteligiotis'liberty",
  'however-respectable',
  'emitmimiltanwommitnimmuto',
  'stalwart-looking',
  'itintimilinlitlint',
  'committeeearendered',
  'miiiiiiiimiiiiiimmiiiiiim',
  'stumbling-blocks',
  'henrybalsbaughar',
  'five-horse-power',
  "ssb'oath-keepers",
  'balancesheetforninemonthsendingdec',
  'mullinnompttilialimula',
  'unmelontwomfoultitimmtummliknol',
  "twenty-five'dollars",
  "associate'editors",
  'twentycent-a-week',
  "membershipain'tforyear",
  'istheresultofendeavor',
  'inomenomummommumommommilimaimatilifunimmoilem',
  "telephone'rriessage'",
  'iiniuwiminnixownin',
  'miiiiiimiiiiiiiiiin',
  'commoncourtesies',
  'henrybalsbauglunz',
  'conference---dec',
  'attendedtheunionconferencecom',
  'commandment-keeper',
  'societyrsecretary',
  'unionrconference',
  "easze-affeebeee'se",
  'other-employmeat',
  'woolmammtwilialounimmemoolij',
  'louisiisainaancaocnfonf',
  'one-dollar-per-member',
  'iamashamedofsome',
  'protestantmagazine',
  'payyourtitheandofferingstoyourchurchtreasurerunless',
  '-----------------------------------',
  'houstonkindredsr',
  'her-loss--is---felt',
  'significant-that',
  'ganinfloydcountylastmonday',
  'non-sabbath-keepers',
  'seventhdaradeentists',
  'ordained-ministers',
  'five-dollar-bill',
  'canimnimmtlimoimmmunwrimmummumommium',
  'mmannwnilliallimmumummumom',
  'vatancesthetirring',
  'olderestablished',
  'iteiinitiiiiviske',
  'notonly-will-the-ooltewah',
  'rillodiememeweimeinew',
  'tvveiity-cents-a-week',
  'forty-weeks-in-the-year',
  'address-all-c-er-respendeflee-te',
  'high-cost-of-living',
  'conversationsaid',
  'thesanitarininis',
  'fifty-cent-a-week',
  'himea-gross-profirof',
  'formissionarypurpose',
  "cativassers'texperiences",
  'anniemrinleyrpsa',
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  'heart-possession',
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  "missionary'thinks",
  "the-lis't-tt-pledges",
  'birminghamselling',
  'lowatthepresenttime',
  'intsininummiiiijullnint',
  'storelrottsesteps',
  'changed-to-immortality',
  'thilelialteibeisonpofa',
  'than-the--sparrows',
  'marguritestrawhum',
  'iiimilnimmiiminumnimiiii',
  'home-niissionary',
  'sticktoitiveness',
  'eieiiiimeljonele',
  'perthiahamptonnv',
  'emeliarobersonce',
  'imiirnviumuilituwili',
  'chalmerchastainbr',
  'dolliehcallender',
  'colemankindredar',
  'commandment-keepers',
  'interestingreports',
  'amountdue-tojune',
  'twenty-five-cent',
  'reirsatffierviotild',
  "heinbersbipam'ifiryejr",
  'effeciiiiraltriierit',
  'sabbath-schoolsecy',
  'erwmeimenimeimme',
  'printing-presses',
  'mmnnommtwimmommtmous',
  'pgreitsox---swan',
  "monlitrslilpain'ttoryear",
  'expect-to--devote--myself',
  'practice-lessons',
  'counterattractions',
  'pionimirmtntemmlinnumimin',
  'dozenindividuals',
  "educational'-secretary",
  'williemceachernbr',
  'wearetounderstandwhatour',
  "the'sabbath-school",
  'benotafraidneitiv',
  'ainericandivision',
  'jeffersonhickmand',
  'ninlmnnmrnittrom',
  'anothersistersaid',
  'mrsoniehenderson',
  "such'experiences",
  "membershiparn'tfaryear",
  'twenty-cent-a-week',
  'mmuimmwiwiminiommi',
  'af-whom-can-neither',
  'flourishinghotries',
  'schoolwasreadand',
  'conferenceandtractsocietysecretaryandtreas',
  'thatthegraysvillesanitarium',
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  'perthiahamptonum',
  'gerotsrhuretftlancirn',
  'societysecretary',
  'mattiemckinneybf',
  'eeeedeteeeeeetieee',
  'representative-inthe',
  'iiiirililtrilmillriiimilli',
  'forty-hour-a-week',
  'perthiallamptonam',
  'maaynyssaparrwows',
  'florencegratharnntb',
  'mainthoroughfares',
  'tellsusofamaninglasgow',
  'iiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiii',
  'edwardwhittieraa',
  "varions'possibilities",
  'twerrty-fotrrth-avemie',
  'untimeemimottionimuneinitimeimromnffiumnomiiiminixiiminaimoommitimiimuutiiiimixiiimitlimmtmoianimuiiimixiiiiimimmmiummuniumulloommiiimmieumnimmullomoommtimminuo',
  'amzininamtutmatiormiumimm',
  'miumiumisiiiiiiimiiimimiiiiiminwo',
  'twenty-cents-a-week-fund',
  'americaroivision',
  'hattiesburgbrings',
  'chalmerchastainax',
  'louisianaconference',
  'swedish-american',
  'representorders-',
  'ingatheringworkisnowinprogress',
  'andunderwoodarepush',
  'fashionablewomen',
  'resultpopulation',
  'illillimilimiimi',
  'withrussiawasacon',
  'iiximyixiiimirnpiuil',
  'theireapaeitytegarding',
  'chaorryyetthiosf',
  'wilderness-tabernacle',
  'intoinsignificance',
  'concratitlations',
  'tvventy-cents-a-we',
  'goodand-he-isteaching',
  'mmininimmusimium',
  'edwardwhittierar',
  'opportunihustlers',
  "clayaiticntists'",
  'artmmmunummummmmnu',
  'divinelyappointed',
  'muniummomuummuum',
  "northings'tirea-tilt",
  'georgeandersonce',
  'extremelypracticalar',
  'cornmaundementes',
  'perthiahamptonme',
  'pithfishingifffouse',
  'literatureirrsuch',
  'walteredmondstnn',
  'mrsfewagnertmrsc',
  'aimshantyhepweooprlke',
  'commandment-breaker',
  'august-september',
  'itaimibiniiiimixnainink',
  'wititpractically',
  'againstabettiitlfrinadeat',
  'inlrabiting-native',
  'eirenienininefiniiiiiinsemerseseimesionmeneres',
  'anythingextraordinary',
  'mulmwmviniiiimim',
  'permanent-address',
  'enthusiasmtheeft',
  'publialiiiiiiiineliiimiof',
  'amountduetomayii',
  'correspoilidence',
  "eonfereneeplegge'",
  'delicatelyadjusted',
  'perthiahamptonar',
  'sarticleintheworker',
  'uunnumnutmanlitssailm',
  'departinginissionaries',
  'ilimiiiniliiiiiiiiiiiiiiiiiiiiiiimmlimillliimiimmoialiiiiintritiilli',
  'hard-heartedness',
  'are-in--the-time',
  '--------------------------------prices---------------------------------',
  'ten-cents-a-week',
  'torterrelrfrieeow',
  'erneliarobersonnof',
  ...],
 15)

Correction 7 -- Remove long repeating errors

# %load shared_elements/remove-tokens-with-long-strings-of-characters.py
prev = cycle
cycle = "correction7"

directories = utilities.define_directories(prev, cycle, base_dir)
if not os.path.exists(directories['cycle']):
    os.makedirs(directories['cycle'])

corpus = (f for f in listdir(directories['prev']) if not f.startswith('.') and isfile(join(directories['prev'], f)))

for filename in corpus:
    content = utilities.readfile(directories['prev'], filename)

    text = re.sub(r"[0-9,!?$:;&]", " ", content)
    tokens = utilities.tokenize_text(text)
    
    replacements = []
    replacements.append(clean.check_for_repeating_characters(tokens, "m|M"))
    replacements.append(clean.check_for_repeating_characters(tokens, "i|I"))
    replacements.append(clean.check_for_repeating_characters(tokens, "e|E"))
    replacements.append(clean.check_for_repeating_characters(tokens, "l|L"))
    replacements.append(clean.check_for_repeating_characters(tokens, "r|R"))
    
    replacements = [item for sublist in replacements for item in sublist]
            
    if len(replacements) > 0:
        print('{}: {}'.format(filename, replacements))

        for replacement in replacements:
            content = clean.replace_pair(replacement, content)
    else:
        pass
    
    with open(join(directories['cycle'], filename), mode="w") as o:
        o.write(content)
        o.close()

SUW19160106-V10-01-page8.txt: [('lommmiumminmemiumnimmignimunsuovomou', ' ')]
SUW19160323-V10-12-page8.txt: [('iiiiiiiiiiiirm', ' ')]
SUW19160720-V10-29-page1.txt: [('EIIIIIIIIIIIMMINIII', ' '), ('IIImilniMMIIMINUMNIMIIII', ' ')]
SUW19160720-V10-29-page6.txt: [('.MUMMTM..M.MWM.IIIMMMM.MMUMMII', ' ')]
SUW19160727-V10-30-page4.txt: [('.numanadernommoonnammommunmitmonnummonommumnrmiimmtmmunommommum"', ' ')]
SUW19160727-V10-30-page5.txt: [('gmmummunsimimmiummaiumumugmumummlominwninnimmunimultamantimmtitnommtmk', ' ')]
SUW19160810-V10-31-page5.txt: [('MMMIUMMIMIAMMMMMMMITNNUMMNIMIMMUMMEMMIEMMMMMM', ' ')]
SUW19160810-V10-31-page9.txt: [('ommaniAlMillmoimomiailiiiiummimommomntimiiimiiiiinomnimmluniiinMnimmlumionrmoonnaimairmalrumulanutt.', ' '), ('ommaniAlMillmoimomiailiiiiummimommomntimiiimiiiiinomnimmluniiinMnimmlumionrmoonnaimairmalrumulanutt.', ' ')]
SUW19161019-V10-41-page6.txt: [('ifilliallEIMMIMOINIMMIIMMIffillice', ' '), ('ifilliallEIMMIMOINIMMIIMMIffillice', ' ')]
SUW19161109-V10-44-page4.txt: [('ummuuttonolommommtmountunntmotomumiiimommummtouniiionmiumminIttionnummomaimmtmommumannimmanotunmoutiiiimtun', ' '), ('ummuuttonolommommtmountunntmotomumiiimommummtouniiionmiumminIttionnummomaimmtmommumannimmanotunmoutiiiimtun', ' ')]
SUW19161123-V10-46-page8.txt: [('PublialiiiiiiiineliiiMiof', ' ')]
SUW19170322-V11-12-page2.txt: [('amanammenumanmaniimmumummumaimmuutuumummummumiatiiiii.nommummumwom', ' ')]
SUW19170322-V11-12-page3.txt: [('IIiiiiiiilainiiiiiiinigutj', ' ')]
SUW19170419-V11-16-page1.txt: [('MmilaleimmimmimumillIralllutimmilimmo', ' ')]
SUW19170419-V11-16-page5.txt: [('daammimffirmatimmmuummo', ' '), ('MIIMMIIIIIIIMINilnIMMININIOMINIE', ' '), ('llllllllllllllllllllllll', ' ')]
SUW19170426-V11-17-page4.txt: [('mmannwnilliallimmumummumom', ' ')]
SUW19170524-V11-21-page1.txt: [('iiiiiisimmoomilamomommigismossiiiiimaimmiimilimoiligisimsiimiiiissomming', ' '), ('iiiiiisimmoomilamomommigismossiiiiimaimmiimilimoiligisimsiimiiiissomming', ' ')]
SUW19170614-V11-24-page1.txt: [('MIIIIiIMIIIIIIIIIIN', ' '), ('INIMIIIIIINNIIIIIIMISIIIIIIMMIIIIIIIIIIMIIIIIIIIMIIIIIIIMS', ' '), ('IIIIIIIIIIIIIIIIII.', ' '), ('MIIIIIIMIIIIIIMIIIIIIIM', ' ')]
SUW19170614-V11-24-page8.txt: [('IIIIIIIIIIIIIIIIIIIKIIIIIIIIIIII', ' ')]
SUW19170621-V11-25-page1.txt: [('MMIllttilinimtimaltuAlElliilimallilEntinvoultiillml', ' ')]
SUW19170628-V11-26-page1.txt: [('MIIIIIIIMMIIIIIIMIIIIIIIMIIIIIIIMMIIIMMIIIIIIM', ' '), ('MIIIIIIIIMIIIIIIMMIIIIIIM', ' '), ('IMIIIIIIIMIIIIIIIMIIIIIIMIII', ' '), ('MIIIIIIIMMIIIIIIMIIIIIIIMIIIIIIIMMIIIMMIIIIIIM', ' '), ('MIIIIIIIMIIIIIIIM', ' '), ('MIIIIIIMMIIIIIIIIIMMIIIIIIIIIIIIMIIIIIIrMIIIIIIIM', ' ')]
SUW19170705-V11-27-page1.txt: [('IIIIIIMIIIIIIMIIIII', ' '), ('MEIIIIIIMIIIIIIMIII', ' '), ('MIIIIIMCIIIIIMIIIIIIIM', ' '), ('MIIIIIMIIIIIIIM', ' ')]
SUW19170712-V11-28-page1.txt: [('MIIIIIIMMIIIIIMMIIIIIIMI', ' ')]
SUW19170719-V11-29-page1.txt: [('MIIIIIIIMMIIIIIIMM', ' '), ('MINCIIIIIIIMIIIIIMMIIIIIMMIIIIIIMIIIIIIIMIIIIIIM.', ' '), ('MIIIIIIMIIIIIIMIIIIIIM', ' ')]
SUW19170726-V11-30-page1.txt: [('Mmttilimm..Mmem', ' '), ('.mm.mmolmmammmmuw', ' '), ('.m..mmaM..W.Mw.mMimmori..m..W', ' '), ('iiIIIIIIIIIMIIRIIINE', ' '), ('IIIIIIMIIIIIIIM', ' '), ('IIMIIIIIIMMIIIIIIMIIIIIIIMillii', ' ')]
SUW19170726-V11-30-page8.txt: [('iMIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIInn', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
SUW19170816-V11-33-page1.txt: [('IIIIIIMMIIIIIMMX', ' ')]
SUW19170816-V11-33-page12.txt: [('iireimilliimilmiimmiimernmemilliiirimmutn', ' '), ('IIIMIIIIMIIIIIIIIIIIIII', ' '), ('MIIIINIMIIIIIIM', ' '), ('IIIIIIMIIIIIIIMIIM', ' '), ('HIIIKIIMMIIIIIIINIIIIIM', ' '), ('HIIIIINIIIIMIIIIIIMIIIIIIIIMIIHMIIIIIIIEHIMMIIIIIIMIIIIMIIIIIIIMNIM', ' ')]
SUW19170816-V11-33-page6.txt: [('lioliiiiimmounsimiumniiiiiiimilillimminilligionmeliniimumilmilingliiiimmuulommoililliiiiiiiimiumiligi', ' '), ('lioliiiiimmounsimiumniiiiiiimilillimminilligionmeliniimumilmilingliiiimmuulommoililliiiiiiiimiumiligi', ' '), ('lioliiiiimmounsimiumniiiiiiimilillimminilligionmeliniimumilmilingliiiimmuulommoililliiiiiiiimiumiligi', ' ')]
SUW19170816-V11-33-page7.txt: [('allinsommilimilimilimmelownlimilmmillumommoneliimemommildienolon', ' ')]
SUW19171206-V11-48-page3.txt: [('IIIIMUIIIIIIIII', ' ')]
SUW19180103-V12-01-page5.txt: [('Tmntnumm.mmilumm.', ' ')]
SUW19180110-V12-02-page3.txt: [('IrIIIrxIIIIrIIIIIriIIIIIIIIIInIInIMMu', ' ')]
SUW19180131-V12-05-page8.txt: [('rilkinulittglimmilimmilliiiiitipuniiirtniill', ' ')]
SUW19180314-V12-11-page8.txt: [('immiummoilmotolimummummommetil', ' ')]
SUW19180411-V12-15-page8.txt: [('rammintmommitotmiontremlimnimmino', ' ')]
SUW19180530-V12-22-page4.txt: [('IIIIIIIIIIIIIIII', ' ')]
SUW19180725-V12-30-page2.txt: [('IIIIIIIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIIIIIII', ' ')]
SUW19180725-V12-30-page4.txt: [('willomitilinotelemmunlmimiiminnminimnimmurimionommeimg.mailiomm', ' ')]
SUW19180725-V12-30-page7.txt: [('....."...................nnnomon.......onmnr.e.Seenelnownemstimenemeeeinumelereenammeenenetenommintemumnimitmeemai', ' ')]
SUW19180815-V12-33-page4.txt: [('IIIIIIIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
SUW19180829-V12-35-page8.txt: [('mommismilimitmtnimmulatulleminimmu', ' ')]
SUW19180905-V12-36-page6.txt: [('IIIIIIIIIIIIII', ' ')]
SUW19180905-V12-36-page8.txt: [('gimmimmiummitmonmittimmtuarmixtu', ' ')]
SUW19180912-V12-37-page8.txt: [('iiiiiililltiii', ' ')]
SUW19181010-V12-41-page1.txt: [('lintrtimitlimmilmalitOniiiiitoliixoniinimatimixgifink..', ' ')]
SUW19181017-V12-42-page5.txt: [('untimEemimottionimuneinitimeimromnffiumnomiiiminixiiminaimoommitimiimuutiiiimixiiimitlimmtmoianimuiiimixiiiiimimmmiummuniumulloommiiimmieumnimmullomoommtimminuo', ' '), ('untimEemimottionimuneinitimeimromnffiumnomiiiminixiiminaimoommitimiimuutiiiimixiiimitlimmtmoianimuiiimixiiiiimimmmiummuniumulloommiiimmieumnimmullomoommtimminuo', ' ')]
SUW19181024-V12-43-page8.txt: [('otimmiimiimintrinlimmormirenilimm', ' ')]
SUW19181107-V12-45-page2.txt: [('ilimiiiniliiiIIIIIIIIIIIIIIIIIIiimmlimillliimiimmoialiiiiIntritiilli', ' ')]
SUW19181107-V12-45-page3.txt: [('liwriiIIIIIIiiirilirmill', ' '), ('IIIIITIIIIIIIIi.', ' '), ('iiniiiillilintiiiitiii', ' '), ('Pliimilmilltrillirill', ' ')]
SUW19181205-V12-49-page3.txt: [('illittliiitliiiimiLiliiii', ' '), ('iiiiIiiii.ilitliiiititimiiitl', ' ')]
SUW19181212-V12-50-page8.txt: [('IIIIIIIIIIIIII', ' ')]
SUW19190116-V13-04-page5.txt: [('imommoonounimutassionnswelmaytolonemorynimouniMiwissolionimimumosownosimmunuommiummitumboommulmelaitunsesdeMoisOlnamillmilaimmlulaumiaOroonime', ' ')]
SUW19190123-V13-05-page8.txt: [('iIiitilliiiiiiltiliii', ' ')]
SUW19190206-V13-07-page4.txt: [('.mmulimmulimm.mmmimmwmmm..mmsomMRS.mmMnimmimm...mummmmmwsismmMM.mm..mmussmmmmiontft', ' ')]
SUW19190206-V13-07-page5.txt: [('MMUIMMWIWIMINIOMMI', ' ')]
SUW19190213-V13-08-page3.txt: [('alOiRIAMMAMMAMIWIWAIORMONAMOIONOMMOIWOMONArIAIMINOWAIMMMMWROOMPW', ' ')]
SUW19190213-V13-08-page8.txt: [('mungnionnwiltrAminwiftnimmitomm..modonmsoommitteip........', ' '), ('......mmummtetimmuilltomoomoomett.iiitumminoritialittitlimitommmillitioutimmomit.tiot.', ' ')]
SUW19190306-V13-11-page8.txt: [('motimmilintilinimmtimmor', ' ')]
SUW19190313-V13-12-page2.txt: [('ptommtmintotimmiiiimommunt', ' ')]
SUW19190410-V13-16-page4.txt: [('mmMMMmmmmmmmixuWmmmmtmmmiammummommnmmMiummm', ' '), ('WUMmmmwimmmmmmmmmsotmrnmm.MMMW.WIM', ' ')]
SUW19190508-V13-20-page6.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIM', ' ')]
SUW19190515-V13-21-page6.txt: [('canimnimmtlimoimmmunwrimmummumommium.miummumanonnummninemimmumme', ' ')]
SUW19190522-V13-22-page4.txt: [('.M.M.IMIM.MWMMM.M.M.MMM.MIMMIMMMMMMMM.MM...M.M.MMI.M.MM', ' ')]
SUW19190529-V13-23-page4.txt: [('Imputtummummowommew', ' ')]
SUW19190529-V13-23-page8.txt: [('immumnimminnumunnonsimminuir', ' ')]
SUW19190605-V13-24-page5.txt: [('MMWMIMMMIMMMI', ' ')]
SUW19190626-V13-27-page2.txt: [('migniitionmmilimmluxiteiimmiteimmenitunteimmeimatummtwommulantiotimmunmilluilotelorlotoommtiumilmtiommtilliiiminimiiitiiiinistealiiiiiiiitiumniiiiiiiiteion', ' '), ('migniitionmmilimmluxiteiimmiteimmenitunteimmeimatummtwommulantiotimmunmilluilotelorlotoommtiumilmtiommtilliiiminimiiitiiiinistealiiiiiiiitiumniiiiiiiiteion', ' ')]
SUW19190703-V13-28-page3.txt: [('mmnnommtwimmommtmous', ' ')]
SUW19190717-V13-30-page4.txt: [('MMIMMMIMM...M.', ' ')]
SUW19190724-V13-31-page3.txt: [('oumulmimmemummummunwo', ' ')]
SUW19191009-V13-41-page4.txt: [('rummEnummulmilmmuntuninummummoitimmtintmllummumumi', ' '), ('MMIOMMMUMMIIIMMMMMMWMWM', ' '), ('ximmirminimilmlinnnutonmornommtimittmmimmtenminunexiluimq.u.wmmom', ' ')]
SUW19191016-V13-42-page5.txt: [('inomenomummommumommommilimaimatiliFunimmoilem', ' ')]
SUW19191023-V13-43-page4.txt: [("l'IommmmlummmIsmmum.mmmmuumwmmuimummmmu.mmomm", ' ')]
SUW19191023-V13-43-page5.txt: [('IIMMIRIIIIIIMMMWMMWMW.MMMWMMMMMMMMMIIIMV', ' '), ('IIMMIRIIIIIIMMMWMMWMW.MMMWMMMMMMMMMIIIMV', ' '), ('miumiumisiiiiiiiMIIIMIMIIIIIMINWO', ' ')]
SUW19191106-V13-45-page1.txt: [('INIIIIIIIIIIMMIUMIMIIM', ' ')]
SUW19191106-V13-45-page8.txt: [('ilimminmommtamrounnummummiu', ' ')]
SUW19191113-V13-46-page4.txt: [('lixammmmimilmmmwmm', ' ')]
SUW19191113-V13-46-page5.txt: [('mummonimmitouummoinimmott.u.iinunttmomomitmommoomoin', ' '), ('iinItMuxniltlwuywwxniiniWlffiIxiiwniijUJuinwunuuum', ' ')]
SUW19191113-V13-46-page8.txt: [('ittwommumtiommittimmmmomm.', ' ')]
SUW19191204-V13-49-page4.txt: [('MMMIMMUMWMIMMUMIORIMM', ' ')]
SUW19191218-V13-01-page8.txt: [('IIIIMIiilliii.u', ' ')]
SUW19200122-V14-05-page4.txt: [('alliiiimusiiimiiiimillim.', ' ')]
SUW19200219-V14-09-page8.txt: [('imunionamuummummtiommmomonnj', ' ')]
SUW19200408-V14-16-page4.txt: [('.mMnmluimmm.immt.', ' ')]
SUW19200408-V14-16-page6.txt: [('IMMIIIMMMIIMUMMImmUmml', ' ')]
SUW19200415-V14-17-page4.txt: [('irfITIIIIIIIIIiii..i', ' ')]
SUW19200422-V14-18-page3.txt: [('IIIIIIIIIIIIII', ' ')]
SUW19200422-V14-18-page5.txt: [('IIIIIIIIIIIIIIII', ' ')]
SUW19200429-V14-19-page5.txt: [('umummmumittommutmlimmummiiiiimmniiiiimuommi', ' ')]
SUW19200617-V14-26-page7.txt: [('eeeedeteeeeeeTieee', ' ')]
SUW19200701-V14-28-page8.txt: [('INIMIIIMIIIIIIIIIIM', ' ')]
SUW19200708-V14-29-page3.txt: [('IiiilonuilirillinlIrillmlli', ' ')]
SUW19200819-V14-35-page3.txt: [('iIIIINIIIIIII', ' ')]
SUW19200819-V14-35-page8.txt: [('Mrrrnrlunrunrrirrrriirrr', ' ')]
SUW19200821-V14-34-page4.txt: [('artmmmunummummmmnu......mm...m...mmanmm.mmuomnumm.nmun.mm.mm', ' ')]
SUW19200923-V14-40-page5.txt: [('IRMIIIIIIIIIIIMIMUM', ' ')]
SUW19200930-V14-41-page7.txt: [('MIIITMUMMMIIININNII.MillalryNXIMOMM.', ' ')]
SUW19201014-V14-42-page7.txt: [('TIIIIIIIIIIIII', ' '), ('TIIIIIIIIIIII', ' ')]
SUW19201028-V14-44-page2.txt: [('unistammerunntniimmtiunstummt.', ' ')]
SUW19201118-V14-46-page6.txt: [('mIrmaitauumMimmimmuumissumlimmIllitimmummimilmmmminrmilmmrnmmilwimwtrmilluim', ' '), ('.MMWAV.I.MMIIIMmil....', ' ')]
SUW19201216-V14-50-page4.txt: [('mdlealneaulimumuliniumeneveranernsommuimmunumiinatemummummumeliMillimlitiummosu', ' ')]
SUW19201230-V14-02-page8.txt: [('imanniMminmfrommTlimmr', ' ')]

# %load shared_elements/summary.py
summary = reports.overview_report(directories['cycle'], spelling_dictionary, title)

Directory: /Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/SUW/correction7

Average verified rate: 0.9615479149318468

Average of error rates: 0.049118214716525936

Total token count: 4719510

# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]

[('r', 13573),
 ('w', 11326),
 ('e', 10614),
 ('m', 8754),
 ('br', 8725),
 ('d', 7868),
 ('f', 6286),
 ('g', 4846),
 ("'", 4685),
 ('t', 4373),
 ('oo', 3874),
 ('n', 3841),
 ('th', 2088),
 ('bf', 2081),
 ('gc', 1385),
 ('ck', 1363),
 ('ky', 1288),
 ('od', 1150),
 ('pp', 1034),
 ('bfl', 976),
 ('u', 891),
 ('agts', 875),
 ('wm', 859),
 ('wk', 768),
 ("colporteurs'", 761),
 ('k', 716),
 ('io', 644),
 ('x', 459),
 ("canvassers'", 413),
 ('ords', 413),
 ('bs', 367),
 ('bp', 345),
 ('wks', 337),
 ('co', 320),
 ('twenty-cent-a-week', 311),
 ('sofp', 301),
 ('rd', 288),
 ('bracy', 286),
 ('hm', 286),
 ('ga', 281),
 ('q', 270),
 ('pg', 262),
 ('cx', 256),
 ('cc', 249),
 ('ex', 229),
 ('billups', 228),
 ('chastain', 228),
 ('seventhday', 215),
 ('ro', 214),
 ("bookmen's", 213)]

Correction 8 -- Separate Squashed Words

# %load shared_elements/separate_squashed_words.py
import pandas as pd
from math import log

prev = cycle
cycle = "correction8"

directories = utilities.define_directories(prev, cycle, base_dir)
if not os.path.exists(directories['cycle']):
    os.makedirs(directories['cycle'])

corpus = (f for f in listdir(directories['prev']) if not f.startswith('.') and isfile(join(directories['prev'], f)))

verified_tokens = []

for filename in corpus:  
    content = utilities.readfile(directories['prev'], filename)
    clean.get_approved_tokens(content, spelling_dictionary, verified_tokens)

tokens_with_freq = dict(collections.Counter(verified_tokens))
words = pd.DataFrame(list(tokens_with_freq.items()), columns=['token','freq'])
words_sorted = words.sort_values('freq', ascending=False)
words_sorted_short = words_sorted[words_sorted.freq > 2]

sorted_list_of_words = list(words_sorted_short['token'])

corpus = (f for f in listdir(directories['prev']) if not f.startswith('.') and isfile(join(directories['prev'], f)))

for filename in corpus:
    content = utilities.readfile(directories['prev'], filename)

    text = utilities.strip_punct(content)
    tokens = utilities.tokenize_text(text)
    
    wordcost = dict((k, log((i+1)*log(len(sorted_list_of_words)))) for i,k in enumerate(sorted_list_of_words))
    maxword = max(len(x) for x in sorted_list_of_words)
    
    replacements = []
    
    for token in tokens:
        if not token.lower() in spelling_dictionary:
            if len(token) > 17:
                if re.search(r"[\-\-\'\"]", token):
                    pass
                else:
                    split_string = clean.infer_spaces(token, wordcost, maxword)
                    list_split_string = split_string.split()
                    
                    if clean.verify_split_string(list_split_string, spelling_dictionary):
                        replacements.append((token, split_string))
                    else:
                        pass
            else:
                pass
        else:
            pass
        
    if len(replacements) > 0:
        print("{}: {}".format(filename, replacements))
        
        for replacement in replacements:
            content = clean.replace_pair(replacement, content)
    
    else:
        pass

    with open(join(directories['cycle'], filename), mode="w") as o:
        o.write(content)
        o.close()

SUW19071022-V01-09-page5.txt: [('Theaboverecomhforurt', 'The a b o v ere com h for ur t'), ('andoneashighasfourteen', 'and one as high as fourteen')]
SUW19071217-V01-13-page8.txt: [('certificatereceipts', 'certificate receipts')]
SUW19080211-V02-03-page2.txt: [('standingcommittees', 'standing committees')]
SUW19080225-V02-05-page16.txt: [('Orthesedepartments', 'Or these departments')]
SUW19080303-V02-06-page2.txt: [('prolongedcorrespondence', 'prolonged correspondence')]
SUW19080407-V02-11-page2.txt: [('counterattractions', 'counter attractions')]
SUW19080407-V02-11-page4.txt: [('fVivsiistitnigngthbeaislidc', 'f V i v s i i s t i t n i g n g t h b e a i s l i d c')]
SUW19080421-V02-13-page7.txt: [('IVIBERLANNDIisCcON', 'I VI B ER L AN N D I i s C c O N')]
SUW19080526-V02-18-page3.txt: [('REPORTOFWATCHMANWORKERS', 'REPORT OF WATCHMAN WORKERS')]
SUW19080609-V02-20-page4.txt: [('Christianityagainst', 'Christianity against')]
SUW19081006-V02-37-page2.txt: [('providinghealthful', 'providing healthful')]
SUW19081006-V02-37-page7.txt: [('pleseemstogivethemconfidencetobelieve', 'p le seems to give them confidence to believe')]
SUW19081013-V02-38-page3.txt: [('commandmentkeeping', 'commandment keeping')]
SUW19081117-V02-43-page2.txt: [('effeciiiiraltriierit', 'eff e c i i i i r a l t r i i e r i t')]
SUW19081117-V02-43-page8.txt: [('littleliirifileathet', 'little l i iri file at h et')]
SUW19081215-V02-47-page2.txt: [('sowewentintothehouseand', 'so we went into the house and'), ('dernonstratiorTSthe', 'der non st rat i or T S t h e')]
SUW19081222-V02-48-page2.txt: [('thattimehisneighbor', 'that time his neighbor')]
SUW19081229-V02-49-page1.txt: [('Replyingtoyourfavorofthe', 'Reply ing to your favor of the')]
SUW19090105-V03-01-page2.txt: [('Maywenotfinishthisonegame', 'May we not finish this one game')]
SUW19090112-V03-02-page2.txt: [('andUnderwoodarepush', 'and Underwood are push')]
SUW19090112-V03-02-page3.txt: [('thatthehandofpersecution', 'that the hand of persecution')]
SUW19090119-V03-03-page4.txt: [('hasbeensetapartbythe', 'has been set apart by the')]
SUW19090202-V03-05-page4.txt: [('LifeJuJVLissiomXands', 'Life J u J V L i s s i o m X a n d s')]
SUW19090209-V03-06-page3.txt: [('BalanceSheetforNineMonthsEndingDec', 'Balance Sheet for Nine Months Ending Dec'), ('thathathnottheSonofGodhathnotlife', 'that hath not the Son of God hath not life')]
SUW19090209-V03-06-page4.txt: [('JUNIORREADINGCOURSE', 'JUNIOR READING COURSE')]
SUW19090216-V03-07-page3.txt: [('formereditoroftheRepost', 'former editor of the Rep o st')]
SUW19090223-V03-08-page4.txt: [('inthelittlethingsisaspleas', 'in the little things is as pleas')]
SUW19090316-V03-11-page2.txt: [('andIwantapartinhis', 'and I want apart in his')]
SUW19090413-V03-15-page3.txt: [('Wehadbutfewfacilities', 'We had but few facilities')]
SUW19090427-V03-17-page3.txt: [('InmakingupmyreporttotheGeneral', 'In making up my report to the General')]
SUW19090427-V03-17-page4.txt: [('placingbindingordersfornearly', 'placing binding orders for nearly')]
SUW19090504-V03-18-page1.txt: [('overthefairfameoffriendorfoe', 'over the fair fame of friend or foe')]
SUW19090518-V03-20-page3.txt: [('youcanaffordtomisstheblessing', 'you can afford to miss the blessing')]
SUW19090525-V03-21-page3.txt: [('thetruthisgaininginourconfer', 'the truth is gaining in our confer')]
SUW19090525-V03-21-page4.txt: [('tellsusofamaninGlasgow', 'tells us of a man in Glasgow'), ('istheresultofendeavor', 'is the result of endeavor')]
SUW19090608-V03-23-page4.txt: [('membersofaBibleclassinanEng', 'members of a Bible class in an Eng')]
SUW19090727-V03-30-page1.txt: [('importantauxiliarieS', 'important au xi liar i e S')]
SUW19090817-V03-33-page2.txt: [('aswellasthefinancialadvancementwhich', 'as well as the financial advancement which')]
SUW19090907-V03-35-page1.txt: [('proportionateattendance', 'proportionate attendance')]
SUW19091130-V03-47-page4.txt: [('NOTICEisherebygiventhatthesecondannual', 'NOTICE is hereby given that the second annual')]
SUW19100104-V04-01-page4.txt: [('extremelypracticalar', 'extremely practical ar')]
SUW19100125-V04-04-page14.txt: [('intoinsignificance', 'into in significance'), ('conferencepresident', 'conference president')]
SUW19100217-V04-07-page1.txt: [('ElectionofOfficers', 'Election of Officers')]
SUW19100526-V04-21-page8.txt: [('EmbracingTennessee', 'Embracing Tennessee')]
SUW19100630-V04-26-page8.txt: [('SoutheerfPubliahing', 'Sou the er f P u b l i a h i n g')]
SUW19100707-V04-27-page2.txt: [('MessingtWeperiodical', 'Me s sing t W e p e r i o d i c a l')]
SUW19100901-V04-34-page9.txt: [('formissionarypurpose', 'for missionary purpose')]
SUW19100922-V04-37-page2.txt: [('VcsitedWooleySprings', 'V c sit ed Wool e y S p r i n g s')]
SUW19100929-V04-38-page6.txt: [('aiMshantyhepweooprlke', 'ai Ms h an ty he p we o o p r l k e')]
SUW19101013-V04-40-page4.txt: [('theirsubscriptions', 'their subscriptions')]
SUW19101020-V04-41-page8.txt: [('impressivesounding', 'impressive sounding')]
SUW19101124-V04-46-page6.txt: [('patientlypersevere', 'patiently persevere')]
SUW19101215-V04-49-page4.txt: [('ConferencevvvvvVvvvv', 'Conference v v v v v V v v v v')]
SUW19101215-V04-49-page6.txt: [('triiirilateaChfarilify', 't r i i i r i l a t e a C h f a r i l i f y')]
SUW19110126-V05-04-page5.txt: [('withoutpreparation', 'without preparation')]
SUW19110810-V05-32-page3.txt: [('delicatelyadjusted', 'delicately adjusted')]
SUW19110907-V05-36-page4.txt: [('convictionpossessed', 'conviction possessed')]
SUW19120530-V06-22-page4.txt: [('motklitlibadlithoned', 'mot k l i t l i b a d l i t h o n e d')]
SUW19120801-V06-31-page7.txt: [('ErrieliaRobersonnofA', 'Err i el i a Roberson no f A')]
SUW19120822-V06-34-page7.txt: [('LouisiisainaanCaoCnfonf', 'Louis i is a in a an C a o C n f o n f')]
SUW19120912-V06-37-page4.txt: [('ConferencevvvVvvvvvv', 'Conference v v v V v v v v v v')]
SUW19121024-V06-43-page7.txt: [('ThilelialteibeisonpofA', 'T h i l e l i a l t e i b e i s o n p o f A')]
SUW19130102-V07-01-page1.txt: [('ainallyJiniinclethisAiat', 'a in ally J in i in cle this Ai at')]
SUW19130109-V07-02-page4.txt: [('Protestantmagazine', 'Protestant magazine')]
SUW19130320-V07-12-page7.txt: [('mOnthssubscriptions', 'm O n t h s s u b s c r i p t i o n s')]
SUW19130327-V07-13-page7.txt: [('KENTUCKYCONFERENCE', 'KENTUCKY CONFERENCE')]
SUW19130501-V07-18-page2.txt: [('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130501-V07-18-page4.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130508-V07-19-page4.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('Buildsonarockthatnaughtcanmove', 'Build son a rock that naught can move')]
SUW19130508-V07-19-page5.txt: [('wasthesubjectofthediscoursegivenat', 'was the subject of the discourse given at')]
SUW19130508-V07-19-page6.txt: [('beconnectedwithourinstitutionsorwithotherbranchesof', 'be connected with our institutions or with other branches of')]
SUW19130508-V07-19-page7.txt: [('wouldbegladtohearoftheprogressmade', 'would be glad to hear of the progress made')]
SUW19130515-V07-20-page2.txt: [('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130515-V07-20-page4.txt: [('thatbearsanyrelationtotheworkofGodshould', 'that bears any relation to the work of God should')]
SUW19130515-V07-20-page5.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130522-V07-21-page3.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('TractSocietySecretary', 'Tract Society Secretary'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130522-V07-21-page4.txt: [('LouisianaConference', 'Louisiana Conference'), ('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130529-V07-22-page3.txt: [('TractSocietySecretary', 'Tract Society Secretary'), ('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130529-V07-22-page4.txt: [('thatImaybesuccessfulinthefield', 'that I may be successful in the field'), ('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130529-V07-22-page8.txt: [('theremustofnecessitybetwo', 'there must of necessity be two')]
SUW19130612-V07-23-page2.txt: [('hisonlybegottensonthatwhosoeverbelievethinhimshould', 'his only begotten son that whosoever believeth in him should')]
SUW19130612-V07-23-page4.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer')]
SUW19130612-V07-23-page5.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130619-V07-24-page3.txt: [('interestingreports', 'interesting reports')]
SUW19130619-V07-24-page5.txt: [('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130619-V07-24-page6.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer')]
SUW19130626-V07-25-page2.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130626-V07-25-page3.txt: [('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130703-V07-26-page1.txt: [('WrittenontheMemphisSpecialinVirginia', 'Written on the Memphis Special in Virginia')]
SUW19130703-V07-26-page3.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('SecretaryandTreasurer', 'Secretary and Treasurer')]
SUW19130703-V07-26-page5.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130703-V07-26-page6.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer')]
SUW19130710-V07-27-page2.txt: [('FieldMissionarySecretary', 'Field Missionary Secretary'), ('Iamattheofficeforafewdays', 'I am at the office for a few days'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130710-V07-27-page6.txt: [('IamgoingtodomybestinthetwodaysthatIdowork', 'I am going to do my best in the two days that I do work')]
SUW19130717-V07-28-page2.txt: [('SecretaryandiTreasurer', 'Secretary and i Treasurer')]
SUW19130717-V07-28-page4.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130717-V07-28-page5.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer')]
SUW19130717-V07-28-page6.txt: [('UnionMissionaryAgent', 'Union Missionary Agent')]
SUW19130724-V07-29-page5.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('TractSocietySecretary', 'Tract Society Secretary'), ('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130724-V07-29-page6.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer')]
SUW19130731-V07-30-page2.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('TractSocietySecretary', 'Tract Society Secretary')]
SUW19130731-V07-30-page3.txt: [('TractSocietySecretary', 'Tract Society Secretary')]
SUW19130731-V07-30-page4.txt: [('ConferenceandTractSocietySecretaryandTreas', 'Conference and Tract Society Secretary and Treas')]
SUW19130731-V07-30-page7.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer')]
SUW19130731-V07-30-page8.txt: [('EmbracingTennessee', 'Embracing Tennessee'), ('TreasurerandAuditor', 'Treasurer and Auditor')]
SUW19130807-V07-31-page3.txt: [('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130814-V07-32-page3.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130814-V07-32-page7.txt: [('fortheelectionoftheboardoftrus', 'for the election of the board oft ru s')]
SUW19130814-V07-32-page8.txt: [('UnionMissionaryAgent', 'Union Missionary Agent')]
SUW19130821-V07-33-page3.txt: [('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130821-V07-33-page5.txt: [('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130821-V07-33-page8.txt: [('UnionMissionaryAgent', 'Union Missionary Agent')]
SUW19130828-V07-34-page1.txt: [('wholiveintheUnitedStatesand', 'who live in the United States and')]
SUW19130828-V07-34-page3.txt: [('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130828-V07-34-page7.txt: [('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130904-V07-35-page2.txt: [('DanielandtheRevelation', 'Daniel and the Revelation')]
SUW19130904-V07-35-page4.txt: [('weusedtwosmallcheckstomakechangealthough', 'we used two small checks to make change although'), ('butcouldnotbuywithouttheconsentofherhusband', 'but could not buy without the consent of her husband')]
SUW19130904-V07-35-page5.txt: [('WearesuretheWorker', 'We are sure the Worker'), ('butwefeelsureallwill', 'but we feel sure all will')]
SUW19130904-V07-35-page6.txt: [('FieldMissionarySecretary', 'Field Missionary Secretary'), ('andMissionaryVolunteerInstitutewas', 'and Missionary Volunteer Institute was')]
SUW19130911-V07-36-page4.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130911-V07-36-page5.txt: [('lowatthepresenttime', 'low at the present time'), ('andwewouldappreciateitverymuch', 'and we would appreciate it very much'), ('SecretaryandTreasurer', 'Secretary and Treasurer'), ('TractSocietySecretary', 'Tract Society Secretary')]
SUW19130911-V07-36-page6.txt: [('FieldMissionaryAgent', 'Field Missionary Agent'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130918-V07-37-page1.txt: [('Whilespendingafewdaysat', 'While spending a few days at')]
SUW19130918-V07-37-page2.txt: [('Wearetobeorganized', 'We are to be organized'), ('wearetounderstandwhatour', 'we are to understand what our')]
SUW19130918-V07-37-page3.txt: [('whatbooksaretobeprinted', 'what books are to be printed'), ('SecretaryandTreasurer', 'Secretary and Treasurer'), ('TractSocietySecretary', 'Tract Society Secretary'), ('IamgladtheLordhasgivenusthesystemwehaveinre', 'I am glad the Lord has given us the system we have in r e')]
SUW19130918-V07-37-page4.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionarySecretary', 'Field Missionary Secretary'), ('EducationalSecretary', 'Educational Secretary'), ('SecretaryandTreasurer', 'Secretary and Treasurer'), ('TractSocietySecretary', 'Tract Society Secretary'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19130918-V07-37-page5.txt: [('andmaterialhelptotheneedymissionfieldsasare', 'and material help to the needy mission fields as are'), ('willgivethenamesnextweek', 'will give the names next week')]
SUW19130918-V07-37-page6.txt: [('writesthatherhealthhas', 'writes that her health has')]
SUW19130918-V07-37-page8.txt: [('EmbracingTannesaec', 'Embracing Tan n e s a e c'), ('whowithhiswifeistouringthecountryinan', 'who with his wife is tour ing the country in an')]
SUW19130925-V07-38-page4.txt: [('TractSocietySecretary', 'Tract Society Secretary'), ('attendedtheUnionConferenceCom', 'attended the Union Conference Com'), ('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19130925-V07-38-page5.txt: [('terestingcompliments', 'ter est ing compliments'), ('SecretaryandTreasurer', 'Secretary and Treasurer'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19131002-V07-39-page2.txt: [('thattheGraysvilleSanitarium', 'that the Graysville Sanitarium')]
SUW19131002-V07-39-page3.txt: [('TractSocietySecretary', 'Tract Society Secretary')]
SUW19131002-V07-39-page5.txt: [('FieldMissionaryAgent', 'Field Missionary Agent'), ('visitedthefollowingplacesthepastweek', 'visited the following places the past week')]
SUW19131002-V07-39-page7.txt: [('Conferencetreasurer', 'Conference treasurer')]
SUW19131009-V07-40-page4.txt: [('theeallthedaysofthylife', 'thee all the days of thy life'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19131009-V07-40-page5.txt: [('SecretaryandiTreasurer', 'Secretary and i Treasurer'), ('TractSocietySecretary', 'Tract Society Secretary')]
SUW19131016-V07-41-page4.txt: [('FieldMissionarySecretary', 'Field Missionary Secretary'), ('isdeliveringbooksthisweek', 'is delivering books this week')]
SUW19131016-V07-41-page5.txt: [('Ingatheringworkisnowinprogress', 'Ingathering work is now in progress'), ('sarticleintheWorker', 's article in the Worker'), ('YouhadbettersubscribefortheSouthern', 'You had better subscribe for the Southern')]
SUW19131016-V07-41-page6.txt: [('RememberthatthepriceoftheWorker', 'Remember that the price of the Worker'), ('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19131016-V07-41-page7.txt: [('YourlettertotheSabbath', 'Your letter to the Sabbath')]
SUW19131023-V07-42-page2.txt: [('SecretaryandTreasurer', 'Secretary and Treasurer'), ('TractSocietySecretary', 'Tract Society Secretary'), ('FieldMissionarySecretary', 'Field Missionary Secretary')]
SUW19131023-V07-42-page6.txt: [('FieldMissionaryAgent', 'Field Missionary Agent')]
SUW19131120-V07-46-page3.txt: [('MississippiMission', 'Mississippi Mission')]
SUW19140115-V08-03-page2.txt: [('Missionaryvolunteer', 'Missionary volunteer')]
SUW19140226-V08-09-page8.txt: [('EmbracingTennessee', 'Embracing Tennessee')]
SUW19140514-V08-20-page5.txt: [('correspondencebetween', 'correspondence between')]
SUW19140730-V08-31-page7.txt: [('JeffersonHickmarmsaz', 'Jefferson Hick mar ms a z')]
SUW19150325-V09-12-page7.txt: [('SolornonBroussardBRo', 'So l or non Broussard BRo')]
SUW19150527-V09-21-page3.txt: [('studentcolporteurs', 'student colporteurs')]
SUW19150610-V09-23-page7.txt: [('SolomonBroussardBp', 'Solomon Broussard B p')]
SUW19150722-V09-29-page4.txt: [('AdministrativeExpense', 'Administrative Expense')]
SUW19151014-V09-40-page7.txt: [('Ailordersaceompanied', 'Ail orders ace o m p a n i e d')]
SUW19151104-V09-43-page8.txt: [('Theinostsuccessful', 'The in o st successful')]
SUW19151223-V09-50-page5.txt: [('PreviouslyReported', 'Previously Reported')]
SUW19160224-V10-08-page2.txt: [('missionarysecretary', 'missionary secretary')]
SUW19160323-V10-12-page6.txt: [('thisAnissionaryanumnition', 'this An is sion ar y a num nit ion')]
SUW19160420-V10-16-page6.txt: [('ConferenceDirectory', 'Conference Directory')]
SUW19160525-V10-21-page7.txt: [('PaulineStuyvesantBR', 'Pauline Stuyvesant B R')]
SUW19160622-V10-25-page6.txt: [('secretarytreasurership', 'secretary treasurer ship')]
SUW19160727-V10-30-page1.txt: [('Itintimilinlitlint', 'I tint i mil in lit l int')]
SUW19160727-V10-30-page9.txt: [('AdministrativeExpense', 'Administrative Expense')]
SUW19160831-V10-34-page1.txt: [('secretarytreasurer', 'secretary treasurer')]
SUW19161005-V10-39-page1.txt: [('theSotithernwillknow', 'the So tit her n w i l l k n o w')]
SUW19161012-V10-40-page8.txt: [('PablisMiitAlsoilatiOn', 'P a b l is M i i t A l s o i l a t i O n')]
SUW19161116-V10-45-page2.txt: [('departinginissionaries', 'departing in is sion ar i e s')]
SUW19161116-V10-45-page6.txt: [('liatitarbitalherink', 'l i at it ar bit a l her ink')]
SUW19161214-V10-49-page2.txt: [('conSiderableincrease', 'con S i der able increase')]
SUW19161214-V10-49-page4.txt: [('Payyourtitheandofferingstoyourchurchtreasurerunless', 'Pay your tithe and offerings to your church treasurer unless')]
SUW19161214-V10-49-page8.txt: [('PtitilliiirnTAssoiziation', 'P tit ill ii ir n T A s s o i z i a t i o n')]
SUW19161221-V10-50-page2.txt: [('immediatelyielling', 'immediately i ell ing')]
SUW19161221-V10-50-page8.txt: [('efitPiffiltsliiiiigaioasitiOn', 'e f i t P i f f i l t s l i i i i i g a i o a s i t i O n')]
SUW19170111-V11-02-page1.txt: [('friiisliedreattnig', 'fri i is lie dr eat t n i g')]
SUW19170111-V11-02-page7.txt: [('Perthialiamptonppv', 'P ert hi a l i am p ton p p v'), ('anythingextraordinary', 'anything extraordinary')]
SUW19170208-V11-06-page2.txt: [('EiekLlvlissionaySecretary', 'E i e k L l v l i s s i o n a y S e c r e t a r y')]
SUW19170222-V11-08-page8.txt: [('FICIELLIEDULLTETICLIP', 'F I C I E L L I E D U L L T E T I C L I P')]
SUW19170322-V11-12-page3.txt: [('ffsolilimAliiImmint', 'f f s o l i l i m A l i i I m m i n t')]
SUW19170419-V11-16-page4.txt: [('ElillOODODOODDECED', 'El ill O O DO DO ODD E C E D')]
SUW19170607-V11-23-page8.txt: [('oftheJacksoriTThrul', 'of the Jacks or i T T h r u l')]
SUW19170726-V11-30-page8.txt: [('IIIIIIIWNHISISMINIM', 'III III I W N H I S I S M I N I M')]
SUW19170823-V11-34-page7.txt: [('ChalmerChastainisR', 'C hal mer Chas tain is R')]
SUW19171004-V11-39-page8.txt: [('MississippLancLLouisiana', 'Miss is s i p p L an c L Louisiana')]
SUW19171011-V11-40-page6.txt: [('HertdersOfFehurelfiihii', 'H ert der s Of Fe h ur el f i i h i i')]
SUW19171018-V11-41-page8.txt: [('AlahamsMississippl', 'Ala ham s Miss is s i p p l')]
SUW19171025-V11-42-page7.txt: [('MrsMollieMillerMisc', 'Mrs Mollie Miller Misc')]
SUW19171129-V11-47-page7.txt: [('PerthiaTiamptonPry', 'P ert hi a T i a m p t o n P r y')]
SUW19171206-V11-48-page2.txt: [('preparedwhatitcallsaquestionnaire', 'prepared what it calls a questionnaire')]
SUW19171213-V11-49-page7.txt: [('pleritytalSbaughimnv', 'p l er it y t a l S b a u g h i m n v')]
SUW19171220-V11-50-page1.txt: [('PubishingAssociatiOn', 'Pub is h ing Assoc i at i On')]
SUW19180207-V12-06-page3.txt: [('minimilloomminnomillimmn', 'min i mil loom min no mill im m n')]
SUW19180314-V12-11-page1.txt: [('imilitimmilittilit', 'i mil it im mil it t i l i t')]
SUW19181010-V12-41-page4.txt: [('intsininummiiiijullnint', 'int sin i num m i i i i j u l l n i n t')]
SUW19190109-V13-03-page5.txt: [('KENTUCKYCONFERENCE', 'KENTUCKY CONFERENCE')]
SUW19190123-V13-05-page4.txt: [('MinneapolisJournal', 'Minneapolis Journal')]
SUW19190213-V13-08-page3.txt: [('luurruulnJlniniluul', 'lu ur ru u l n J l n i n i l u u l')]
SUW19190213-V13-08-page5.txt: [('PSnideokorthloGassesal', 'PS n i d e o k o r t h l o G a s s e s a l'), ('poomatewaripmermamix', 'p o o mate war i p mer m a m i x')]
SUW19190313-V13-12-page8.txt: [('convincingpresentatation', 'convincing present at at ion')]
SUW19190320-V13-13-page1.txt: [('positioneofinfluenceare', 'pos it i one of influence are')]
SUW19190327-V13-14-page3.txt: [('seasontionwholematter', 'seas ont ion whole matter')]
SUW19190515-V13-21-page6.txt: [('odisnimomilvonotimmo', 'o dis n i m o m i l v o n o t i m m o')]
SUW19190703-V13-28-page8.txt: [('iiiirililtrilmillriiimilli', 'iii iri lilt r i l m i l l r i i i m i l l i')]
SUW19190925-V13-39-page1.txt: [('sharewithHiminHisglory', 'share with Him in His glory')]
SUW19191016-V13-42-page3.txt: [('IIXImYIXIIImIrnpIuIl', 'I IX Im Y I XII Im Ir n p I u I l')]
SUW19191030-V13-44-page5.txt: [('noinumiiimlnotigamilf', 'no i num ii im l not i g a m i l f')]
SUW19191211-V13-50-page2.txt: [('canvasserevangelist', 'canvasser evangelist')]
SUW19191211-V13-50-page5.txt: [('imilimmulliiiiiimilummill', 'i mil im m u l l i i i i i i m i l u m m i l l')]
SUW19200115-V14-04-page2.txt: [('asplendidworkbeingdoneby', 'a splendid work being done by'), ('cardwillplacethetotalamount', 'card will place the total amount')]
SUW19200115-V14-04-page3.txt: [('itAIMIBINIIIIMIXNAININK', 'it AIM I B IN II IIM IX N A I N I N K')]
SUW19200122-V14-05-page4.txt: [('vVIMMINIVIMMilliiults', 'v V IM MIN IV IM Mill ii ult s')]
SUW19200429-V14-19-page4.txt: [('Imiirnviumuilituwili', 'Im i ir n v i u m u i l i t u w i l i')]
SUW19200527-V14-23-page2.txt: [('wailltotienprimoutemillnutuom', 'wail l tot i en p rim out e m i l l n u t u o m')]
SUW19200617-V14-26-page7.txt: [('StsrissieskaYeathe', 'Sts r i s s i e s k a Y e a t h e'), ('committeeearendered', 'committee ear end er ed')]
SUW19200819-V14-35-page4.txt: [('ASMIMMIXIIIIIIIIMMS', 'AS M I M M I X I I I I I I I I M M S')]
SUW19200902-V14-37-page4.txt: [('tilltlifililliinlIf', 'till t l i f i l i l l i i n l I f')]
SUW19200923-V14-40-page8.txt: [('ilitoluttellitliakt', 'i lit o lu t t e l l i t l i a k t')]
SUW19201014-V14-42-page7.txt: [('uslatuutiltillITIIIHR', 'us lat u u t i l t i l l I T I I I H R')]
SUW19201021-V14-43-page2.txt: [('sendmefiftyWatchman', 'send me fifty Watchman')]
SUW19201216-V14-50-page7.txt: [('recommendationthat', 'recommendation that')]
SUW19201230-V14-02-page4.txt: [('iinxiiimmurnsigilinISIUM', 'i in xi i im m u r n s i g i l i n I S I U M'), ('Phpeopleseemeagerj', 'P h people see meager j')]

# %load shared_elements/summary.py
summary = reports.overview_report(directories['cycle'], spelling_dictionary, title)

Directory: /Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/SUW/correction8

Average verified rate: 0.9615643026562551

Average of error rates: 0.049089465219139525

Total token count: 4721158

# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]

[('r', 13596),
 ('w', 11331),
 ('e', 10650),
 ('m', 8790),
 ('br', 8725),
 ('d', 7878),
 ('f', 6304),
 ('g', 4856),
 ("'", 4685),
 ('t', 4423),
 ('n', 3887),
 ('oo', 3874),
 ('th', 2088),
 ('bf', 2081),
 ('gc', 1385),
 ('ck', 1363),
 ('ky', 1288),
 ('od', 1150),
 ('pp', 1034),
 ('bfl', 976),
 ('u', 913),
 ('agts', 875),
 ('wm', 859),
 ('wk', 768),
 ("colporteurs'", 761),
 ('k', 724),
 ('io', 644),
 ('x', 462),
 ("canvassers'", 413),
 ('ords', 413),
 ('bs', 367),
 ('bp', 345),
 ('wks', 337),
 ('co', 320),
 ('twenty-cent-a-week', 311),
 ('sofp', 301),
 ('rd', 288),
 ('bracy', 286),
 ('hm', 286),
 ('ga', 281),
 ('q', 270),
 ('pg', 262),
 ('cx', 256),
 ('cc', 249),
 ('ex', 229),
 ('billups', 228),
 ('chastain', 228),
 ('seventhday', 215),
 ('ro', 214),
 ("bookmen's", 213)]