TCOG-OCR-Evaluation-and-Correction
In [1]:
%load_ext autoreload
In [2]:
%autoreload 2
In [3]:
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
In [4]:
%matplotlib inline
In [5]:
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"
]
In [6]:
spelling_dictionary = utilities.create_spelling_dictionary(wordlist_dir, wordlists)
In [7]:
title = "TCOG"
In [8]:
base_dir = "/Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/{}/".format(title)
Baseline¶
In [9]:
cycle = 'baseline'
In [10]:
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/TCOG/baseline Average verified rate: 0.959743479825711 Average of error rates: 0.040890625 Total token count: 1803211
In [11]:
errors_summary = reports.get_errors_summary( stats )
reports.top_errors( errors_summary, 50 )
Out[11]:
[('ñ', 3529),
("'", 3320),
('-', 3126),
("officers'", 1335),
(')', 1176),
('¥', 794),
('e', 594),
('re-', 574),
('minutes)', 526),
('con-', 524),
('in-', 468),
('tion', 462),
('d', 449),
('g', 405),
('t', 372),
('be-', 352),
('r', 350),
('m', 346),
('mis-', 300),
('w', 293),
('(', 278),
('de-', 276),
('id', 263),
('pp', 253),
('com-', 235),
('ment', 230),
('ex-', 208),
('(ten', 207),
('f', 199),
('ñid', 198),
('(five', 188),
('mem-', 183),
('sionary', 182),
('en-', 181),
('n', 178),
('(see', 178),
('per-', 178),
("'the", 169),
('ex', 166),
('pro-', 164),
('dis-', 162),
('tions', 159),
('pre-', 147),
('soul-winning', 143),
('ñselected', 142),
('un-', 137),
('ful', 135),
('ence', 135),
('ñthe', 130),
('(to', 129),
(']', 128),
('bers', 125),
('im-', 121),
('ers', 121),
('mission-', 117),
('ary', 114),
("'i", 111),
('ber', 106),
('meet-', 105),
('to-', 98),
('ac-', 96),
('-id', 94),
('some-', 90),
('--', 90),
('an-', 89),
('sab-', 88),
('ments', 87),
('min-', 86),
('/', 86),
('chris-', 86),
('inter-', 84),
('ple', 83),
('ap-', 82),
("'tis", 81),
('for-', 81),
('peo-', 79),
('ad-', 79),
('mes-', 75),
('serv-', 75),
('sub-', 69),
('(fifteen', 68),
('tian', 65),
('the-', 65),
('(the', 64),
("the'", 63),
('ture', 63),
('ques-', 60),
('ent', 60),
('ference', 60),
('eze', 59),
('can-', 58),
('dren', 58),
("an'", 57),
('chil-', 57),
('with-', 56),
('(twenty', 56),
('th', 55),
('mal', 54),
("'of", 54),
('every-', 54),
('under-', 53),
('sup-', 53),
('work-', 53),
('at-', 53),
('fol-', 52),
('pres-', 52),
('hun-', 52),
('read-', 51)]
Review Special Character Use¶
In [12]:
reports.tokens_with_special_characters(errors_summary)
Out[12]:
[('ñ', 3529),
(')', 1176),
('¥', 794),
('minutes)', 526),
('(', 278),
('(ten', 207),
('ñid', 198),
('(five', 188),
('(see', 178),
('ñselected', 142),
('ñthe', 130),
('(to', 129),
(']', 128),
('/', 86),
('(fifteen', 68),
('(the', 64),
('(twenty', 56),
('(concluded', 49),
('(for', 45),
('ñthis', 43),
('[the', 41),
('ña', 38),
('¥¥', 38),
('ñmrs', 37),
('(this', 32),
('ñadapted', 31),
('ñin', 29),
('ñthat', 28),
('_', 28),
('(a)', 27),
('ñhave', 27),
('`', 26),
('ñit', 24),
('ñand', 24),
('(b)', 24),
('(a', 23),
('(or', 22),
('\\', 22),
('[', 21),
('ñwhat', 19),
('(plans', 18),
('ã', 18),
('reports)', 18),
('(john', 17),
('ñfor', 17),
('ñnot', 17),
('ñthese', 17),
('*', 16),
('(c)', 16),
('talk)', 16),
('junior)', 16),
('`the', 15),
('ñjohn', 15),
('(let', 15),
('ñno', 14),
('cents)', 14),
('(acts', 14),
('ñlet', 14),
('(matt', 14),
('ñi', 14),
('ñto', 14),
('ñwe', 14),
('ñj', 14),
('ñamos', 13),
('(luke', 12),
('ñibid', 12),
('(by', 12),
('ô', 12),
('(these', 12),
('¡', 11),
('ñmargaret', 11),
('%', 11),
('{', 11),
('wantedñyoung', 11),
('(i', 11),
('(continued', 11),
('margin]', 11),
('studyñ', 11),
('(no', 11),
('(and', 11),
('sash]', 10),
('ñreview', 10),
('(rom', 10),
('utes)', 10),
('ñan', 10),
('—', 10),
('/department', 10),
('(in', 9),
('(barb', 9),
('=', 9),
('meetings)', 9),
('ñone', 9),
('president)', 9),
('(i)', 9),
('(mark', 9),
('ñthere', 9),
('program)', 9),
('(if', 9),
('(including', 9),
('(it', 9),
('(died', 9),
('(v', 9),
('[read', 9),
('[draw', 9),
('ñf', 9),
('ñour', 8),
("ñ'", 8),
('ñall', 8),
('ñmary', 8),
("'ñ", 8),
('(d)', 8),
('edition)', 8),
('(tune', 8),
('¥the', 8),
('ñas', 8),
('york)', 8),
('ñs', 8),
('`i', 8),
('(except', 8),
('ñpage', 7),
('(price', 7),
('(signs', 7),
('ñjesus', 7),
('(gen', 7),
('ñwhen', 7),
('ñjames', 7),
('ñbut', 7),
('ñyes', 7),
('(eph', 7),
('times)', 7),
('part)', 7),
('(first', 7),
('to¥', 7),
('[show', 6),
('¥a', 6),
('`if', 6),
('(review', 6),
('[write', 6),
('-¥', 6),
('ñsome', 6),
('(new', 6),
('`this', 6),
('(suggestions', 6),
('ñe', 6),
('ñib', 6),
('ñask', 6),
('ñbishop', 6),
('(old', 6),
('ñhe', 6),
('[quote]', 6),
('(rev', 6),
('(from', 6),
('ñif', 6),
('(isa', 6),
('(page', 6),
('[or', 6),
('ñ/d', 6),
('i)', 6),
('(not', 6),
('ñmarianne', 5),
('ñare', 5),
('[for', 5),
('(mal', 5),
('juniors)', 5),
('(quoted', 5),
('(as', 5),
('(twenty-five', 5),
('(heb', 5),
('(three', 5),
('(four', 5),
('ñannie', 5),
('[a', 5),
('doneñ', 5),
('ñhelen', 5),
('ñthose', 5),
('ñdr', 5),
('ñby', 5),
('(two', 5),
('(talk)', 5),
('ñrev', 5),
('[quote', 5),
('ñis', 5),
('(our', 5),
('ñat', 5),
('fitter(', 5),
('ñmany', 5),
("'¥", 5),
('(last', 5),
('ñjust', 5),
('ñmake', 5),
('(one', 5),
('(now', 5),
('`you', 5),
('[this', 5),
('ñwho', 5),
('\ufeff', 5),
('(second', 4),
('¥of', 4),
('ñthey', 4),
('(margin)', 4),
('(there', 4),
('note)', 4),
('(give', 4),
('(that', 4),
('[these', 4),
('ho*', 4),
('todayñ', 4),
('ñmissionary', 4),
('(concluded)', 4),
('+', 4),
('ñr', 4),
('(when', 4),
('ñuse', 4),
('[satan]', 4),
('ñhas', 4),
('ñgeorge', 4),
('ñhelps', 4),
('ñsunday', 4),
('`go', 4),
('dayñ', 4),
('ñnever', 4),
('ñdo', 4),
('card]', 4),
('[jesus]', 4),
('ñbennett', 4),
('(revised)', 4),
('worldñ', 4),
('ñhugh', 4),
('ñm', 4),
('(lev', 4),
('ñc', 4),
('`to', 4),
('himñ', 4),
('ñon', 4),
('ñservice', 4),
('ñhenry', 4),
('[christ]', 4),
('ñbecause', 4),
('(s', 4),
('(of', 4),
('ñgood', 4),
('ñlove', 4),
('£', 4),
('herald)', 4),
('`yes', 4),
(")'", 4),
('(an', 4),
('soul-winningñno', 4),
('beñ', 4),
('ñpriscilla', 4),
('saidñ', 4),
('bible]', 4),
('(show', 4),
('(place', 4),
('ñfrom', 4),
('(point', 4),
('(lord', 4),
('(ps', 4),
('[signed]', 4),
('ñjoseph', 4),
('ñmatt', 3),
('(how', 3),
('*ere', 3),
('(have', 3),
('ñdavid', 3),
('`they', 3),
('(iowa)', 3),
('isñ', 3),
('ñread', 3),
('bñ', 3),
('`no', 3),
('(dent', 3),
('ñg', 3),
('know)', 3),
('ñlaura', 3),
('(you', 3),
('toñ', 3),
('ñwith', 3),
('ñella', 3),
('butñ', 3),
('liberty]', 3),
('[of', 3),
('(such', 3),
('bible)', 3),
('people]', 3),
('(with', 3),
('(after', 3),
('ñafter', 3),
('service)', 3),
('ñbe', 3),
('goñ', 3),
('it]', 3),
('ñtime', 3),
('(personal', 3),
('seven)', 3),
('[now', 3),
('ñevery', 3),
('it)', 3),
('(use', 3),
('`do', 3),
('lifeñthe', 3),
('>', 3),
('(missionary', 3),
('ourselvesñand', 3),
('to)', 3),
('(assign', 3),
('-/d', 3),
('blackboard)', 3),
('ñkate', 3),
('ñsir', 3),
('(adapted)', 3),
('meñ', 3),
('day)', 3),
('ñh', 3),
('(elder', 3),
('two)', 3),
('margin)', 3),
('he¥', 3),
('church)', 3),
('leader¥', 3),
('workñthe', 3),
('ñwilliam', 3),
('ñhere', 3),
('(e)', 3),
('man)', 3),
('(about', 3),
('ñplan', 3),
('(given', 3),
('[make', 3),
('ñchurch', 3),
('(seven', 3),
('(phil', 3),
('ñcount', 3),
('ñfollow', 3),
('conference)', 3),
('añ', 3),
('messageñthe', 3),
('a)', 3),
('ñarrange', 3),
('todayñthe', 3),
('(which', 3),
('(but', 3),
('an(', 3),
('church]', 3),
('(col', 3),
('(be', 3),
('(continued)', 3),
('(read', 3),
('ñreally', 3),
('(call', 3),
('¥are', 3),
('(who', 3),
('(we', 3),
('ñeven', 3),
('(senior', 3),
('usñ', 3),
('(eight', 3),
('namedñ', 3),
('no*', 3),
('`may', 3),
('(her', 3),
('who¥', 3),
('(compare', 3),
('(fleming', 3),
('ñ`', 3),
('*ill', 3),
('ñwould', 3),
('booksñ', 3),
('(draw', 3),
('`have', 3),
('(reading', 3),
('ñhome', 3),
('ñeach', 3),
('thatñ', 3),
('ñbible', 3),
('/d', 3),
('¥and', 3),
('timesñin', 2),
('ñnixon', 2),
('ñhis', 2),
('ñpass', 2),
('(genesis', 2),
('/i', 2),
('thereñevery', 2),
('churchñno', 2),
('ñwhile', 2),
('nobodyñonly', 2),
('the¥', 2),
('godñare', 2),
('loveñ', 2),
('iñ', 2),
('(instructor', 2),
('natureñwhich', 2),
('christñthe', 2),
('`two', 2),
('(esther', 2),
('(verses', 2),
('ñthen', 2),
('ñmy', 2),
('members]', 2),
('ñalexander', 2),
('ñsmith', 2),
('ñhelp', 2),
('[not', 2),
('ñanonymous', 2),
('noteñ', 2),
('studentsñfuture', 2),
('(at', 2),
('(make', 2),
('o(', 2),
("`armageddon'", 2),
('dozen)', 2),
('sufficed)', 2),
('jesusñ', 2),
('in¥', 2),
('(daniel', 2),
('(senior)', 2),
('ñcharles', 2),
('[missionary', 2),
('she¥', 2),
('/of', 2),
('#', 2),
('upñ', 2),
('judgmentñthe', 2),
('(east)', 2),
('(suggest', 2),
('whoñ', 2),
('[and', 2),
('(hodder', 2),
('`master', 2),
('///', 2),
('ñtwenty-five', 2),
('*as', 2),
('✓', 2),
('somethingñ', 2),
('*hen', 2),
('wa¥', 2),
('(then', 2),
('(h', 2),
('ñmore', 2),
('(five-', 2),
('me)', 2),
('(chap', 2),
('picture]', 2),
('ruleñ', 2),
('tiredñnot', 2),
('boy)', 2),
('__', 2),
('offeringñthe', 2),
('(morning', 2),
('i/', 2),
('will)', 2),
('[have', 2),
('ñmen', 2),
('(adapted', 2),
('or_', 2),
('cñ', 2),
('touchñ', 2),
('lady)', 2),
('(bath', 2),
('(they', 2),
('[church', 2),
('wayñ', 2),
('`lord', 2),
('ñprayer', 2),
('(usually', 2),
('ñepworth', 2),
("¥'", 2),
('live)', 2),
('al/', 2),
('ñpaul', 2),
('[handing', 2),
('signs)', 2),
('ñb', 2),
('company)', 2),
('ñunknown', 2),
('bengal)', 2),
('(num', 2),
('forñ', 2),
('hamptonñ', 2),
('(using', 2),
('warñwhat', 2),
('[in', 2),
('workers]', 2),
('(thoughts', 2),
('(joshua', 2),
('ñyour', 2),
('workñno', 2),
('timeñnot', 2),
('ñwatch', 2),
('(ask', 2),
('cases)', 2),
('(gal', 2),
('seventh¥day', 2),
('notñ', 2),
('(w', 2),
('--/d', 2),
(')the', 2),
('(junior', 2),
('leafñwhat', 2),
('not¥', 2),
('(j', 2),
('(oct', 2),
('trueñ', 2),
('elseñ', 2),
('(special', 2),
('`why', 2),
('american)', 2),
('ñfour', 2),
('ñduring', 2),
('calledñ', 2),
('ñidã', 2),
('ñfrancis', 2),
('`tomorrow', 2),
('[when', 2),
('others)', 2),
('`whosoever', 2),
('(morena)', 2),
('themñthe', 2),
('`bible', 2),
('picturesñamong', 2),
('how¥', 2),
('kindñ', 2),
('thereñ', 2),
('themñis', 2),
('years)', 2),
('ñnotice', 2),
('[who', 2),
('oldñ', 2),
('(isaiah', 2),
('missionary]', 2),
('ñelder', 2),
('(published', 2),
('ñwebster', 2),
('(adapt', 2),
('(outline', 2),
('ñsomething', 2),
('(just', 2),
('(nab', 2),
('`is', 2),
('ñchristian', 2),
('(referred', 2),
('ñsing', 2),
("ñ's", 2),
('ñher', 2),
('`be', 2),
('(in-', 2),
('¥you', 2),
('cent)', 2),
('price)', 2),
('clause)', 2),
('world)', 2),
('ñbertha', 2),
('afternoon]', 2),
('(interrupting)', 2),
('wñ', 2),
('(e', 2),
('(west)', 2),
('ñonly', 2),
('foxñ', 2),
('ñshe', 2),
('song)', 2),
('usñand', 2),
('manchuriañland', 2),
('is)', 2),
('[it', 2),
('[brother', 2),
('¥to', 2),
('[nora', 2),
('ñvery', 2),
('ñah', 2),
('ñwhich', 2),
('(ex', 2),
('ñl', 2),
('ñmatilda', 2),
('ñbeing', 2),
('(librarian)', 2),
('[if', 2),
('`say', 2),
('<', 2),
('`though', 2),
('theñ', 2),
('the)', 2),
('plagueñ', 2),
('(l', 2),
('say)', 2),
('(put', 2),
('`in', 2),
('exercises¥', 2),
('}', 2),
('ñwhere', 2),
('day]', 2),
('(nub', 2),
('ñagainst', 2),
('ñremember', 2),
('(r)', 2),
('spirit)', 2),
('ñvol', 2),
('read)', 2),
('(sketch', 2),
('(write', 2),
('(words', 2),
('ñof', 2),
('ñillustrated', 2),
('(holding', 2),
('(also', 2),
('ñselect', 2),
('ñbe-', 2),
('`rejoice', 2),
('[he', 2),
('[let', 2),
('ofñ', 2),
('ñlayman', 2),
('tempera/nee', 2),
('doctrinal)', 2),
('ñfirst', 2),
('(help', 2),
('\\assigning', 2),
('a/', 2),
('studyñthe', 2),
('communityñ', 2),
('(each', 2),
('ñfrances', 2),
('ñbenedict', 2),
('[love]', 2),
('m)', 2),
('ñdaniel', 2),
('ñmiss', 2),
('todayñjoseph', 2),
('members)', 2),
('ñtoo', 2),
('saidñthat', 2),
('week)', 2),
('asñ', 2),
('one)', 2),
('oldñpast', 2),
('on¥', 2),
('and`', 2),
('ñcarpenter', 2),
('now]', 2),
('ñtell', 2),
('moneyñ', 2),
('(tell', 2),
('wrongñ', 2),
('¥be', 2),
('ñbegan', 2),
('ñfind', 2),
('`look', 2),
('(hold', 2),
('(had', 2),
('singñ', 2),
('ñanna', 2),
('ñmaterial', 2),
('andñ', 2),
('noteñin', 2),
('`we', 2),
('meeting)', 2),
('miles)', 2),
('(p', 2),
('give)', 2),
('ñenglish', 2),
('ñsimply', 2),
('(t)', 2),
('weeklyña', 2),
('[from', 2),
('(ga', 2),
('/s', 2),
('[showing', 2),
('(followed', 2),
('(general', 2),
('(notice', 2),
('genera/', 2),
('(note', 2),
('ñlb', 2),
('`a', 2),
('willñ', 2),
('(james', 2),
('(through', 2),
('fredñ', 2),
('[margin]', 2),
("ñ'tis", 2),
('`every', 2),
('too)', 2),
('`from', 2),
('idã', 2),
('ñright', 2),
('talks)', 2),
('`with', 2),
('(formerly', 2),
('religionñthe', 2),
('iñand', 2),
('quartet)', 2),
('(overseers)', 2),
('allñthe', 2),
('[by', 2),
('[four', 2),
('paper]', 2),
('¥for', 2),
('//', 2),
('youñ', 2),
('anañwe', 2),
('(pour', 2),
('th(', 2),
('ñpages', 2),
('(illustrate', 2),
('ñwhy', 2),
('(f)', 2),
('¥god', 2),
('answer)', 2),
('(effective', 2),
('ñgeneral', 2),
('thingñ', 2),
('(chorus', 2),
('ñsee', 2),
('(job', 2),
('age)', 2),
('awayñ', 2),
('(repeats)', 2),
('dialogue)', 2),
('ñyou', 2),
('ñwell', 2),
('(jan', 2),
('menñmen', 2),
('ñsaturday', 1),
('must)', 1),
('¥must', 1),
('servant]', 1),
('soñ', 1),
('(giving', 1),
('(rabbit-skin', 1),
('itñas', 1),
('_-____', 1),
('things¥iii', 1),
('conversion)', 1),
('the/priest', 1),
('singingñnicer', 1),
('officers`', 1),
('divisionñhas', 1),
('/husk', 1),
('movementñelder', 1),
('didñstop', 1),
('ñmoravian', 1),
("[angry'", 1),
('jonah)', 1),
('¥r', 1),
('dreamñand', 1),
('ti=e', 1),
('timesñindeed', 1),
("o'erñof", 1),
('signsñ', 1),
('(ore', 1),
('(so-reita)', 1),
('`take', 1),
('-)analytic', 1),
('serviceñwork', 1),
('[violet', 1),
('sabha(', 1),
('ñpicture', 1),
('(here', 1),
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('(chicago)', 1),
("yo'l`ltiht", 1),
('(sec', 1),
("junto')", 1),
('thoughtlessñengrossed', 1),
('ãbe', 1),
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('disobedience)', 1),
("fairmont'(w", 1),
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('peace)', 1),
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('¡laim', 1),
("feelin'ñ", 1),
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('¥people', 1),
('earthñgiving', 1),
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('concert)', 1),
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('danielñeyes', 1),
('for%week', 1),
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("god's)holy", 1),
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('¥d', 1),
('/yet', 1),
('ñlavatar', 1),
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('`gazett', 1),
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('/an', 1),
('jesusñwill', 1),
('javañthe', 1),
("large'ñ", 1),
('discipleñ', 1),
('ñrom', 1),
('galileeñwhich', 1),
("'ñamos", 1),
('cowñwas', 1),
("')", 1),
('christñdo', 1),
('youñstand', 1),
('ñstella', 1),
('\\we', 1),
('habitñto', 1),
('saysôthe', 1),
('(memorize)', 1),
('pathñstand', 1),
('open)', 1),
('(some', 1),
("bushed'ñ", 1),
('fowlsñmatt', 1),
('everybodyñyoung', 1),
("overheats's(", 1),
('degreeñborn', 1),
('through)', 1),
('thoughñif', 1),
('ñrelate', 1),
('jiiiitôzionarp', 1),
('somehowñthe', 1),
('openingñ', 1),
('`growing', 1),
('careñjust', 1),
('ñrd', 1),
('spotñ', 1),
('`watchman', 1),
('ñasking', 1),
('ñ¥', 1),
('+let', 1),
('[liberty', 1),
('earth-lif+', 1),
('stateñso', 1),
('ñme', 1),
('know%', 1),
('allñmen', 1),
('(told', 1),
('_there', 1),
('soulsñits', 1),
('his_request', 1),
('friendñtill', 1),
('ñjanet', 1),
('¡the', 1),
('(signed)', 1),
('[presenting', 1),
('theirñmoneyñin', 1),
('ñtestimoniesfor', 1),
('lossñof', 1),
('drink_', 1),
('surfaceñwill', 1),
('thisñthat', 1),
('creator)', 1),
('`enter', 1),
('[psalm', 1),
('volumes)', 1),
('the)a', 1),
('ñannounce', 1),
('(twenty-two', 1),
('worldñto', 1),
('friendsñluke', 1),
('warñto', 1),
('ñsevenñ', 1),
('(ohio)', 1),
('godñhis', 1),
('gloryñthen', 1),
('ñoctavius', 1),
('ñsaved', 1),
('outline)', 1),
('wit(', 1),
('becauseñhe', 1),
('ñgreat-heartedness', 1),
('ñre-', 1),
('furlough)', 1),
("çsperm'", 1),
("'`you", 1),
('ñrecogizing', 1),
('penuryñpassed', 1),
('catholic)', 1),
('mother]', 1),
('upñwith', 1),
('two(', 1),
('(writ', 1),
('denominationñthe', 1),
('ñlook', 1),
('(thanksgiving', 1),
('sailsñuntil', 1),
('goalñ', 1),
('touchñthat', 1),
('(g)', 1),
('paperñpaper', 1),
('nowñal-', 1),
('(truth)', 1),
('handñ', 1),
('meñespecially', 1),
('wean¥', 1),
('allñevangelical', 1),
('_____', 1),
('meta(', 1),
('nurse)', 1),
('readyñ', 1),
('ñuseful', 1),
('t♦_', 1),
('ism]', 1),
("withhimñefnor's", 1),
('visited¥after', 1),
('openedñthat', 1),
('cover/one', 1),
('boys_', 1),
('themñbrothers', 1),
('jesusñmoment', 1),
('lawñ', 1),
('pauperñalmost', 1),
('greatñwhat', 1),
('thei=e', 1),
('page)', 1),
('[seventy', 1),
('profitably)', 1),
('dollarsña', 1),
('storehouse]', 1),
('\\differed', 1),
('combing)', 1),
('butñthe', 1),
('_¥', 1),
('ôpart', 1),
('serviceñto', 1),
('¥`c', 1),
('consecrationñthe', 1),
('presentñincluding', 1),
('¡so', 1),
('¡poor-', 1),
('tôt', 1),
('(regular', 1),
('(man', 1),
('¥grace', 1),
('ahout`two', 1),
('[white', 1),
('fen¥', 1),
('upon/', 1),
('serviceñmidsummer', 1),
('(health', 1),
('[unrolls', 1),
('ñlittle', 1),
('[distribute', 1),
('`peace', 1),
('it/', 1),
('jesusñwhen', 1),
('(edition', 1),
('flitz#tonarp', 1),
('bin)', 1),
('ó', 1),
('linesñ', 1),
('pledgeñbeing', 1),
('meñmy', 1),
("neighbors'ñthat's", 1),
('doñit', 1),
('aniwa)', 1),
('conversionñin', 1),
('offerings]', 1),
('/elated', 1),
('l/to', 1),
('greatñand', 1),
('daughter]', 1),
('boysñ', 1),
('(meth', 1),
('/close', 1),
('loveñthe', 1),
('(button)', 1),
('homeñthough', 1),
('[pointing', 1),
('ñanything', 1),
('¥arly', 1),
('(intend', 1),
('possibleñthat', 1),
('(organized', 1),
('againñ', 1),
('missionsñthat', 1),
('`what', 1),
('(stories', 1),
('bookñthe', 1),
('ñmost', 1),
('quartersñ', 1),
('ñwhether', 1),
("(scribner'", 1),
('`gatup', 1),
('`jesus', 1),
...]
Correction 1 -- Normalize Characters¶
In [14]:
# %load shared_elements/normalize_characters.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:
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()
In [17]:
# %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/TCOG/correction1 Average verified rate: 0.9670947548262806 Average of error rates: 0.03345089285714285 Total token count: 1798072
In [18]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[18]:
[("'", 3370),
('-', 3155),
("officers'", 1335),
('e', 613),
('re-', 576),
('con-', 524),
('d', 474),
('in-', 473),
('id', 467),
('tion', 462),
('g', 413),
('t', 384),
('r', 362),
('be-', 354),
('m', 352),
('w', 303),
('mis-', 301),
('de-', 276),
('pp', 253),
('com-', 235),
('ment', 231),
('f', 217),
('ex-', 208),
('mem-', 183),
('sionary', 182),
('en-', 181),
('n', 180),
('per-', 178),
("'the", 170),
('ex', 169),
('pro-', 164),
('dis-', 162),
('tions', 160),
('pre-', 147),
('soul-winning', 147),
('un-', 138),
('ful', 135),
('ence', 135),
('bers', 125),
('im-', 122),
('ers', 121),
('mission-', 117),
('ary', 115),
("'i", 111),
('ber', 106),
('meet-', 105),
('to-', 98),
('--', 96),
('ac-', 96),
('-id', 94)]
Correction 2 -- Correct Line Endings¶
In [20]:
# %load shared_elements/correct_line_endings.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)
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()
In [23]:
# %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/TCOG/correction2 Average verified rate: 0.9816785590488941 Average of error rates: 0.018890625 Total token count: 1779991
In [24]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[24]:
[("'", 3370),
('-', 3144),
("officers'", 1335),
('e', 612),
('d', 474),
('id', 467),
('g', 411),
('t', 383),
('r', 361),
('m', 351),
('w', 303),
('pp', 253),
('f', 216),
('n', 179),
("'the", 170),
('ex', 169),
('soul-winning', 150),
("'i", 111),
('--', 96),
('-id', 94),
("'tis", 83),
("the'", 63),
('eze', 59),
("an'", 58),
('th', 57),
('mal', 54),
("'of", 54),
("'a", 49),
('good-by', 48),
("'and", 47),
('tbe', 45),
('mayta', 43),
('-the', 43),
("'to", 42),
('x', 42),
('scudder', 40),
("'he", 38),
('u', 37),
('agtte', 36),
("'in", 36),
('five-minute', 36),
('soul-winners', 36),
('z', 35),
('k', 35),
("to'", 34),
('follow-up', 33),
('soul-winner', 33),
('seventhday', 31),
('missi', 30),
('mt', 29)]
Correction 3 -- Remove Extra Dashes¶
In [26]:
# %load shared_elements/remove_extra_dashes.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)
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()
TCOG19140101-V01-01-page1.txt: [('-', '')]
TCOG19140101-V01-01-page10.txt: [('-', ''), ('-', '')]
TCOG19140101-V01-01-page11.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19140101-V01-01-page12.txt: [('-money', 'money'), ('-', '')]
TCOG19140101-V01-01-page13.txt: [('-create', 'create'), ('-', '')]
TCOG19140101-V01-01-page14.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-dying', 'dying')]
TCOG19140101-V01-01-page15.txt: [('-', '')]
TCOG19140101-V01-01-page16.txt: [('-S', 'S'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('I-', 'I'), ('-', ''), ('sec-', 'sec')]
TCOG19140101-V01-01-page2.txt: [('-report', 'report')]
TCOG19140101-V01-01-page3.txt: [('-', ''), ('espe-', 'espe')]
TCOG19140101-V01-01-page4.txt: [('-planned', 'planned')]
TCOG19140101-V01-01-page5.txt: [('Follow-', 'Follow'), ('-', '')]
TCOG19140101-V01-01-page6.txt: [('them-', 'them')]
TCOG19140101-V01-01-page7.txt: [('-is', 'is'), ('-', ''), ('-', '')]
TCOG19140101-V01-01-page8.txt: [('-', ''), ('-', ''), ('-', ''), ('un-', 'un')]
TCOG19140101-V01-01-page9.txt: [('-', ''), ('-', ''), ('-', '')]
TCOG19140201-V01-02-page10.txt: [('-', ''), ('-', ''), ('-', ''), ('p-', 'p'), ('-', ''), ('-', ''), ('-', '')]
TCOG19140201-V01-02-page11.txt: [('-', ''), ('--', '-'), ('wait-', 'wait'), ('de-', 'de'), ('offi-', 'offi'), ('stair-', 'stair'), ('assem-', 'assem'), ('-', ''), ('man-', 'man'), ('corn-', 'corn'), ('-', ''), ('-', '')]
TCOG19140201-V01-02-page12.txt: [('-', ''), ('-', ''), ('-', ''), ('i-', 'i'), ('-committee', 'committee'), ('-In', 'In'), ('-for', 'for')]
TCOG19140201-V01-02-page14.txt: [('-get', 'get'), ('timber-', 'timber')]
TCOG19140201-V01-02-page15.txt: [('Ribbon-', 'Ribbon')]
TCOG19140201-V01-02-page16.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19140201-V01-02-page2.txt: [('-', ''), ('In-', 'In'), ('-gathering-campaign', 'gathering-campaign'), ('-', ''), ('-to-his-church.---L', 'to-his-church.---L'), ('et-them-pr-each-the-great--', 'et-them-pr-each-the-great-')]
TCOG19140201-V01-02-page3.txt: [('-', ''), ('-', '')]
TCOG19140201-V01-02-page4.txt: [('-n.', 'n.')]
TCOG19140201-V01-02-page5.txt: [('-cases', 'cases'), ('-', ''), ('-', ''), ('-', ''), ('-awaits', 'awaits'), ('conscience."-', 'conscience."'), ('-subscriptions', 'subscriptions')]
TCOG19140201-V01-02-page6.txt: [('--shelter-his', '-shelter-his'), ('talk-with--', 'talk-with-')]
TCOG19140201-V01-02-page7.txt: [('-', ''), ('OFFI-', 'OFFI')]
TCOG19140201-V01-02-page8.txt: [('pre-', 'pre'), ('-', ''), ('-solicitation.--The-attraction-comes-from-the-Unitod-States', 'solicitation.--The-attraction-comes-from-the-Unitod-States'), ('-"', '"')]
TCOG19140201-V01-02-page9.txt: [('-', ''), ('-', '')]
TCOG19140301-V01-03-page10.txt: [('Mayo-', 'Mayo'), ('-', ''), ('--', '-')]
TCOG19140301-V01-03-page11.txt: [('dent.-', 'dent.'), ('operations."-', 'operations."'), ('majority."-', 'majority."'), ('-', ''), ('--', '-'), ('-', ''), ('-', ''), ('-', ''), ('Danish-', 'Danish'), ('nationali-', 'nationali')]
TCOG19140301-V01-03-page16.txt: [('death.--', 'death.-')]
TCOG19140301-V01-03-page2.txt: [('-join', 'join'), ('re-', 're'), ('im-', 'im'), ('num-', 'num')]
TCOG19140301-V01-03-page3.txt: [('-', ''), ('-', ''), ('Sister--', 'Sister-')]
TCOG19140301-V01-03-page4.txt: [('-', ''), ('-', '')]
TCOG19140301-V01-03-page5.txt: [('NOTE.-', 'NOTE.'), ('NOTE.-', 'NOTE.')]
TCOG19140301-V01-03-page6.txt: [("I'M-", "I'M"), ('-the', 'the')]
TCOG19140301-V01-03-page7.txt: [('-', ''), ('mes-', 'mes'), ('-', '')]
TCOG19140301-V01-03-page8.txt: [('-', ''), ('-', '')]
TCOG19140301-V01-03-page9.txt: [('-', ''), ('sti-', 'sti'), ('-', '')]
TCOG19140401-V01-04-page1.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19140401-V01-04-page10.txt: [('-Give', 'Give'), ('-', ''), ('Ta-wis-sis-', 'Ta-wis-sis')]
TCOG19140401-V01-04-page11.txt: [('-', '')]
TCOG19140401-V01-04-page12.txt: [('-Let', 'Let'), ('-', '')]
TCOG19140401-V01-04-page15.txt: [('perspi-', 'perspi')]
TCOG19140401-V01-04-page16.txt: [('-', '')]
TCOG19140401-V01-04-page2.txt: [('-that', 'that'), ('-', ''), ('-the', 'the')]
TCOG19140401-V01-04-page3.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19140401-V01-04-page4.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-It', 'It'), ('-', '')]
TCOG19140401-V01-04-page5.txt: [('-has', 'has'), ('-', '')]
TCOG19140401-V01-04-page7.txt: [('promi-', 'promi'), ('-byer', 'byer')]
TCOG19140401-V01-04-page8.txt: [('-', ''), ('-', '')]
TCOG19140401-V01-04-page9.txt: [('-him', 'him'), ('-', ''), ('-', ''), ('-', '')]
TCOG19140501-V01-05-page1.txt: [('-', ''), ('-', '')]
TCOG19140501-V01-05-page10.txt: [('-', ''), ('keno--', 'keno-'), ('-', ''), ('-', '')]
TCOG19140501-V01-05-page11.txt: [('-', ''), ('-', ''), ('-', '')]
TCOG19140501-V01-05-page12.txt: [('-', ''), ('-', '')]
TCOG19140501-V01-05-page14.txt: [('Newcastle-on-', 'Newcastle-on')]
TCOG19140501-V01-05-page15.txt: [('houses.---', 'houses.--')]
TCOG19140501-V01-05-page2.txt: [('them.-', 'them.'), ('State."--', 'State."-')]
TCOG19140501-V01-05-page3.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19140501-V01-05-page4.txt: [('prohibi-', 'prohibi'), ('NOTE.-', 'NOTE.')]
TCOG19140501-V01-05-page5.txt: [('-which', 'which'), ('win-', 'win')]
TCOG19140501-V01-05-page6.txt: [('time.".-', 'time.".'), ('proclaimed."-', 'proclaimed."'), ('worked."-', 'worked."'), ('converted."-', 'converted."'), ('dream."-', 'dream."'), ('success."-', 'success."'), ('darkness."-', 'darkness."'), ('on."-', 'on."'), ('-', ''), ('places."-', 'places."'), ('"-', '"'), ('plans."-', 'plans."'), ('officers."-', 'officers."'), ('-', ''), ('-', ''), ('-many', 'many'), ('them.-', 'them.'), ('end."-', 'end."'), ('magnitude."-', 'magnitude."'), ('-', ''), ('attention."-', 'attention."'), ('."-', '."'), ('".-', '".'), ('time."-', 'time."')]
TCOG19140501-V01-05-page7.txt: [('-', '')]
TCOG19140501-V01-05-page8.txt: [('-t', 't'), ('-', ''), ('-name', 'name')]
TCOG19140501-V01-05-page9.txt: [('-', ''), ('-', '')]
TCOG19140601-V01-06-page10.txt: [('-', ''), ('imme-', 'imme')]
TCOG19140601-V01-06-page11.txt: [('-o', 'o'), ('Bryan-', 'Bryan'), ('-These', 'These'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ("-OFFICERS'", "OFFICERS'")]
TCOG19140601-V01-06-page12.txt: [('Birds-', 'Birds'), ('-', ''), ('-', '')]
TCOG19140601-V01-06-page13.txt: [('-', '')]
TCOG19140601-V01-06-page14.txt: [('-', ''), ('-of', 'of')]
TCOG19140601-V01-06-page15.txt: [('--', '-'), ('-', ''), ('-kindly', 'kindly'), ('-own.', 'own.')]
TCOG19140601-V01-06-page16.txt: [('-', '')]
TCOG19140601-V01-06-page2.txt: [('-can', 'can'), ('i-', 'i')]
TCOG19140601-V01-06-page4.txt: [('-', ''), ('-', ''), ('-', ''), ('--Mle', '-Mle')]
TCOG19140601-V01-06-page5.txt: [('-', ''), ('-', ''), ('-', ''), ('-i', 'i'), ('-', ''), ('-', ''), ('appears.--', 'appears.-'), ('-', ''), ('r-', 'r'), ('-', '')]
TCOG19140601-V01-06-page6.txt: [('-', ''), ('-done', 'done'), ('-ct', 'ct'), ('-', ''), ('-', ''), ('-', '')]
TCOG19140601-V01-06-page7.txt: [('-T', 'T'), ('instruc-', 'instruc'), ('wrong.--', 'wrong.-')]
TCOG19140601-V01-06-page8.txt: [('-', ''), ('-', ''), ('mur-', 'mur')]
TCOG19140601-V01-06-page9.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-soap', 'soap')]
TCOG19140701-V01-07-page1.txt: [('-', '')]
TCOG19140701-V01-07-page10.txt: [('-', ''), ('-', '')]
TCOG19140701-V01-07-page11.txt: [('-boys', 'boys'), ("-OFFICERS'", "OFFICERS'"), ('-', ''), ('-him', 'him')]
TCOG19140701-V01-07-page15.txt: [('-', ''), ('NOTE.-', 'NOTE.')]
TCOG19140701-V01-07-page3.txt: [('NOTE.-', 'NOTE.'), ('."--', '."-'), ('pam-', 'pam')]
TCOG19140701-V01-07-page7.txt: [('-', ''), ('-', ''), ('-any', 'any')]
TCOG19140701-V01-07-page8.txt: [('-', ''), ('us--', 'us-'), ('-', '')]
TCOG19140801-V01-08-page1.txt: [('or-', 'or')]
TCOG19140801-V01-08-page12.txt: [('-', ''), ('heartily.-', 'heartily.'), ('eat-', 'eat'), ('-', ''), ('Patri-', 'Patri'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-been', 'been'), ('-', '')]
TCOG19140801-V01-08-page13.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('Ro-', 'Ro'), ('-mans', 'mans')]
TCOG19140801-V01-08-page15.txt: [('-', ''), ('-', ''), ('-', '')]
TCOG19140801-V01-08-page2.txt: [('------', '-----'), ('-', ''), ('--', '-'), ('----', '---'), ('---', '--'), ('------', '-----')]
TCOG19140801-V01-08-page3.txt: [('-', ''), ('-', ''), ('Revelation."-', 'Revelation."'), ('-', ''), ('obedience.-', 'obedience.'), ('--', '-'), ('-', ''), ('-', '')]
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TCOG19200201-V07-02-page4.txt: [('pre-', 'pre'), ('-we', 'we'), ('-', '')]
TCOG19200201-V07-02-page5.txt: [('-Watchman', 'Watchman'), ('Wash-', 'Wash')]
TCOG19200201-V07-02-page8.txt: [('-', ''), ('-', '')]
TCOG19200301-V07-03-page1.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('service.-', 'service.'), ('-', '')]
TCOG19200301-V07-03-page11.txt: [('-concerning', 'concerning'), ('-comes', 'comes'), ('-we', 'we'), ("OFFICERS'-", "OFFICERS'")]
TCOG19200301-V07-03-page13.txt: [('--which', '-which'), ('-', ''), ('-', ''), ('-', '')]
TCOG19200301-V07-03-page14.txt: [('-with', 'with'), ('pocket-', 'pocket')]
TCOG19200301-V07-03-page16.txt: [('-', ''), ('field.-', 'field.'), ('-onsecrated', 'onsecrated')]
TCOG19200301-V07-03-page2.txt: [('the-', 'the'), ('-', '')]
TCOG19200301-V07-03-page3.txt: [('in-', 'in'), ('-', ''), ('n-', 'n'), ('-', '')]
TCOG19200301-V07-03-page4.txt: [('workers."--', 'workers."-')]
TCOG19200301-V07-03-page5.txt: [('-', '')]
TCOG19200301-V07-03-page6.txt: [('of-', 'of')]
TCOG19200301-V07-03-page7.txt: [('-or', 'or'), ('Ill-', 'Ill')]
TCOG19200301-V07-03-page8.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19200401-V07-04-page1.txt: [('-', ''), ('-witness', 'witness'), ('-', ''), ('--', '-')]
TCOG19200401-V07-04-page11.txt: [('-', ''), ('-', ''), ('ad-', 'ad')]
TCOG19200401-V07-04-page12.txt: [('-I', 'I')]
TCOG19200401-V07-04-page13.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19200401-V07-04-page14.txt: [('-', ''), ('-n', 'n'), ('-ome', 'ome'), ('--ome', '-ome'), ('-n', 'n'), ('-n', 'n'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-eeking', 'eeking'), ('-by', 'by'), ('-', ''), ('meet-', 'meet'), ('-at', 'at'), ('-be', 'be'), ('-with', 'with')]
TCOG19200401-V07-04-page15.txt: [('-', ''), ('-fault', 'fault'), ('-', ''), ('--', '-'), ('-', ''), ('-', '')]
TCOG19200401-V07-04-page16.txt: [('corn-', 'corn'), ('literature-', 'literature'), ('-', '')]
TCOG19200401-V07-04-page2.txt: [('-with', 'with'), ('-', ''), ('-The', 'The'), ('-', ''), ('-at', 'at'), ('-chur', 'chur'), ('-that', 'that'), ('-aggressive', 'aggressive')]
TCOG19200401-V07-04-page3.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-I', 'I'), ('-', '')]
TCOG19200401-V07-04-page4.txt: [('-', ''), ('-', '')]
TCOG19200401-V07-04-page5.txt: [('Song-', 'Song')]
TCOG19200401-V07-04-page6.txt: [('-', ''), ('after-', 'after'), ('-farm', 'farm'), ('-carried', 'carried'), ('and-', 'and'), ('-', ''), ('-every', 'every')]
TCOG19200401-V07-04-page7.txt: [('invite-', 'invite'), ('--ton', '-ton')]
TCOG19200401-V07-04-page8.txt: [('-in', 'in')]
TCOG19200401-V07-04-page9.txt: [('--hest', '-hest'), ('-le', 'le'), ('-stay', 'stay'), ('-', '')]
TCOG19200501-V07-05-page1.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19200501-V07-05-page10.txt: [('-', '')]
TCOG19200501-V07-05-page11.txt: [('-', ''), ('back-', 'back'), ('-But', 'But'), ('-they', 'they'), ('-two', 'two'), ('-', ''), ('intro-', 'intro'), ('-version', 'version'), ('-a', 'a')]
TCOG19200501-V07-05-page12.txt: [('-Kings', 'Kings'), ('-', ''), ('inten-', 'inten')]
TCOG19200501-V07-05-page13.txt: [('-', ''), ('-', ''), ('-', ''), ('-Base', 'Base'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19200501-V07-05-page15.txt: [('-"', '"'), ('Chris-', 'Chris'), ('-', '')]
TCOG19200501-V07-05-page16.txt: [('fellow-', 'fellow'), ('em-', 'em'), ('-', '')]
TCOG19200501-V07-05-page2.txt: [('-', ''), ('Never-', 'Never'), ('-', ''), ('paying.-', 'paying.')]
TCOG19200501-V07-05-page3.txt: [('-', ''), ('-', '')]
TCOG19200501-V07-05-page4.txt: [('Camp-', 'Camp'), ('-', '')]
TCOG19200501-V07-05-page5.txt: [('-then', 'then'), ('in-', 'in')]
TCOG19200501-V07-05-page6.txt: [('-first', 'first'), ('-', ''), ('-which', 'which'), ('-member', 'member'), ('-wore', 'wore')]
TCOG19200501-V07-05-page7.txt: [('-of', 'of'), ('-came', 'came'), ('-reason', 'reason'), ('cam-', 'cam')]
TCOG19200501-V07-05-page8.txt: [('-loving', 'loving'), ('-', ''), ('-', '')]
TCOG19200601-V07-06-page1.txt: [('--', '-'), ('in-', 'in'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19200601-V07-06-page10.txt: [('-', ''), ('-', '')]
TCOG19200601-V07-06-page11.txt: [('world-', 'world'), ('con-', 'con'), ('-Saviour', 'Saviour'), ('-unwilling', 'unwilling'), ('-of', 'of'), ('-it', 'it'), ('-choir.', 'choir.'), ('dis-', 'dis'), ('-Wretched', 'Wretched')]
TCOG19200601-V07-06-page12.txt: [('-the', 'the'), ('-was', 'was')]
TCOG19200601-V07-06-page13.txt: [('-I', 'I'), ('-', ''), ('-', '')]
TCOG19200601-V07-06-page14.txt: [('myste-', 'myste')]
TCOG19200601-V07-06-page16.txt: [('-we', 'we')]
TCOG19200601-V07-06-page2.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19200601-V07-06-page3.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('outpouring--', 'outpouring-')]
TCOG19200601-V07-06-page5.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-t.Cheer-ful', 't.Cheer-ful'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-se', 'se'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-God', 'God'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('mis-', 'mis')]
TCOG19200601-V07-06-page6.txt: [('-', ''), ('"Pas-', '"Pas'), ('to-', 'to'), ('-his', 'his'), ('-', '')]
TCOG19200601-V07-06-page7.txt: [('-a', 'a'), ('-', ''), ('-', '')]
TCOG19200601-V07-06-page8.txt: [('-', ''), ('-', '')]
TCOG19200701-V07-07-page1.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19200701-V07-07-page10.txt: [('-', ''), ('-', ''), ('If-', 'If'), ('-', '')]
TCOG19200701-V07-07-page11.txt: [('-Hebrew', 'Hebrew'), ('-witness', 'witness'), ('pre-', 'pre'), ('-in', 'in')]
TCOG19200701-V07-07-page13.txt: [("-we've", "we've")]
TCOG19200701-V07-07-page14.txt: [('-"', '"'), ('-', ''), ('-', ''), ('Today.-', 'Today.'), ('-It', 'It'), ('-', ''), ('Prayers.-', 'Prayers.')]
TCOG19200701-V07-07-page15.txt: [('-Merrill', 'Merrill'), ('-think', 'think'), ('dates-', 'dates')]
TCOG19200701-V07-07-page16.txt: [('-War', 'War')]
TCOG19200701-V07-07-page2.txt: [('"-', '"')]
TCOG19200701-V07-07-page3.txt: [('-', '')]
TCOG19200701-V07-07-page4.txt: [('-', ''), ('.-', '.'), ('-', '')]
TCOG19200701-V07-07-page5.txt: [('-worth', 'worth'), ('-"', '"'), ('-', ''), ('-', '')]
TCOG19200701-V07-07-page6.txt: [('ac-', 'ac'), ('divi-', 'divi')]
TCOG19200701-V07-07-page7.txt: [('-', ''), ('-', '')]
TCOG19200701-V07-07-page8.txt: [('-', '')]
TCOG19200801-V07-08-page1.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19200801-V07-08-page10.txt: [('-The', 'The'), ('-', ''), ('-', ''), ('-', ''), ('-recreation', 'recreation'), ('-', ''), ('-', ''), ('-', '')]
TCOG19200801-V07-08-page11.txt: [('-her', 'her'), ('-', ''), ('-person', 'person'), ('-', ''), ('-', '')]
TCOG19200801-V07-08-page12.txt: [('-', '')]
TCOG19200801-V07-08-page13.txt: [('-', ''), ('-we', 'we'), ('-to', 'to'), ('-give', 'give'), ('-mission', 'mission')]
TCOG19200801-V07-08-page14.txt: [('mine-', 'mine'), ('We-', 'We')]
TCOG19200801-V07-08-page15.txt: [('-', ''), ('-no', 'no'), ('-was', 'was')]
TCOG19200801-V07-08-page16.txt: [('-very.', 'very.'), ('Rag-', 'Rag')]
TCOG19200801-V07-08-page2.txt: [('re-', 're'), ('-', ''), ('relat-', 'relat'), ('-elders', 'elders'), ('-a', 'a'), ('-in', 'in')]
TCOG19200801-V07-08-page3.txt: [('-an', 'an'), ('un-', 'un'), ('-', ''), ('effort-', 'effort'), ('-would', 'would')]
TCOG19200801-V07-08-page4.txt: [('-', ''), ('-are', 'are'), ('middle-', 'middle'), ('-a', 'a'), ('ready-', 'ready')]
TCOG19200801-V07-08-page6.txt: [('-upon', 'upon'), ('espe-', 'espe'), ('-cially', 'cially'), ('-gatherings', 'gatherings'), ('-of', 'of'), ('-glorious', 'glorious'), ('-the', 'the'), ('-', ''), ('-at', 'at'), ('head-', 'head'), ('-dress.', 'dress.'), ('-strangely', 'strangely'), ('-against', 'against')]
TCOG19200801-V07-08-page7.txt: [('-work', 'work'), ('-Opening', 'Opening'), ('con-', 'con'), ('-sideration', 'sideration'), ('les--', 'les-')]
TCOG19200801-V07-08-page8.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('in-', 'in'), ('-lost', 'lost'), ('-', ''), ('-grade', 'grade'), ('Enrol-', 'Enrol'), ('-', ''), ('Enrol-', 'Enrol'), ('num-', 'num'), ('-', '')]
TCOG19200901-V07-09-page1.txt: [('-won', 'won'), ('-Holy', 'Holy'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19200901-V07-09-page10.txt: [('-', '')]
TCOG19200901-V07-09-page11.txt: [('-', '')]
TCOG19200901-V07-09-page12.txt: [('-a', 'a'), ('approach-', 'approach')]
TCOG19200901-V07-09-page13.txt: [('-', ''), ('"-', '"'), ('-', '')]
TCOG19200901-V07-09-page14.txt: [('-', ''), ('-', ''), ('-and', 'and'), ('-', ''), ('-', ''), ('-for', 'for')]
TCOG19200901-V07-09-page15.txt: [('-', ''), ('-ameented', 'ameented'), ('-', ''), ('-', ''), ('-as', 'as'), ('-', ''), ('Ansieer.--', 'Ansieer.-'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-How', 'How'), ('-', ''), ('-some', 'some'), ('-', ''), ('.-', '.'), ('-the', 'the')]
TCOG19200901-V07-09-page16.txt: [('-', ''), ('-', ''), ('-active', 'active')]
TCOG19200901-V07-09-page2.txt: [('-one', 'one'), ('-', ''), ('-"', '"'), ('-N', 'N')]
TCOG19200901-V07-09-page3.txt: [('confusion.-', 'confusion.'), ('-servants', 'servants'), ('-Movement', 'Movement'), ('-Connection', 'Connection'), ('-instruments', 'instruments'), ('-Among', 'Among'), ('Nations.-', 'Nations.'), ('-of', 'of'), ('em---', 'em--')]
TCOG19200901-V07-09-page4.txt: [('-', ''), ('-', ''), ('-', '')]
TCOG19200901-V07-09-page6.txt: [('-VI', 'VI'), ('-', ''), ('opportun-', 'opportun')]
TCOG19200901-V07-09-page9.txt: [('follow-', 'follow'), ('-', ''), ('-', '')]
TCOG19201001-V07-10-page1.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('mod-', 'mod'), ('-', '')]
TCOG19201001-V07-10-page11.txt: [('drinks.-', 'drinks.')]
TCOG19201001-V07-10-page13.txt: [('-', ''), ('-our', 'our')]
TCOG19201001-V07-10-page14.txt: [('-was', 'was'), ('-years', 'years'), ('-', ''), ('-who', 'who'), ('-', ''), ('-', '')]
TCOG19201001-V07-10-page15.txt: [('labo-', 'labo'), ('con-', 'con')]
TCOG19201001-V07-10-page16.txt: [('meet-', 'meet'), ('-Sixteen', 'Sixteen')]
TCOG19201001-V07-10-page2.txt: [('-work', 'work')]
TCOG19201001-V07-10-page3.txt: [('-the', 'the'), ('-', '')]
TCOG19201001-V07-10-page4.txt: [('con-', 'con'), ('-time', 'time')]
TCOG19201001-V07-10-page5.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('hesi-', 'hesi')]
TCOG19201001-V07-10-page6.txt: [('hun-', 'hun')]
TCOG19201001-V07-10-page7.txt: [('the-', 'the'), ('neighbor-', 'neighbor')]
TCOG19201001-V07-10-page8.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19201001-V07-10-page9.txt: [('-', '')]
TCOG19201101-V07-11-page1.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
TCOG19201101-V07-11-page10.txt: [('-"Please', '"Please')]
TCOG19201101-V07-11-page11.txt: [('-', ''), ('-', ''), ('pro-', 'pro')]
TCOG19201101-V07-11-page12.txt: [('-together', 'together')]
TCOG19201101-V07-11-page13.txt: [('in-', 'in'), ('-the', 'the')]
TCOG19201101-V07-11-page14.txt: [('mur-', 'mur'), ('con-', 'con'), ('in-', 'in'), ('-today', 'today'), ('-to', 'to')]
TCOG19201101-V07-11-page16.txt: [('-', ''), ('--', '-')]
TCOG19201101-V07-11-page2.txt: [('-', '')]
TCOG19201101-V07-11-page3.txt: [('MESSEN-', 'MESSEN'), ('-', ''), ('-man.', 'man.')]
TCOG19201101-V07-11-page4.txt: [('spe-', 'spe')]
TCOG19201101-V07-11-page6.txt: [('-', ''), ('continued-', 'continued'), ('hope."--', 'hope."-')]
TCOG19201101-V07-11-page7.txt: [('high-', 'high'), ('train-', 'train'), ('ad-', 'ad'), ('class-', 'class')]
TCOG19201101-V07-11-page8.txt: [('-Volunteer', 'Volunteer'), ('-Hills', 'Hills'), ('-warm', 'warm'), ('-', ''), ('-', ''), ('-', '')]
TCOG19201101-V07-11-page9.txt: [('-', ''), ('Himself"--', 'Himself"-'), ('-', ''), ('-', '')]
TCOG19201201-V07-12-page1.txt: [('-', ''), ('-prayers.', 'prayers.'), ('thor-', 'thor'), ('-', '')]
TCOG19201201-V07-12-page10.txt: [('-we', 'we')]
TCOG19201201-V07-12-page12.txt: [('-', ''), ('-', ''), ('-', '')]
TCOG19201201-V07-12-page13.txt: [('stim-', 'stim')]
TCOG19201201-V07-12-page15.txt: [('-', '')]
TCOG19201201-V07-12-page16.txt: [('-', ''), ('-', ''), ('-will', 'will'), ('-', ''), ('-', '')]
TCOG19201201-V07-12-page2.txt: [('testi-', 'testi'), ('-A', 'A'), ('-', '')]
TCOG19201201-V07-12-page3.txt: [('-', ''), ('-', '')]
TCOG19201201-V07-12-page4.txt: [('-vain', 'vain'), ('-to', 'to')]
TCOG19201201-V07-12-page7.txt: [('-they', 'they'), ('-', ''), ('-only', 'only')]
TCOG19201201-V07-12-page9.txt: [('Decem-', 'Decem'), ('-', ''), ('--', '-')]
In [29]:
# %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/TCOG/correction3 Average verified rate: 0.9852239299762794 Average of error rates: 0.015097470238095241 Total token count: 1780311
In [30]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[30]:
[("'", 3395),
("officers'", 1338),
('e', 628),
('id', 541),
('d', 477),
('g', 417),
('t', 402),
('r', 380),
('m', 355),
('w', 308),
('pp', 253),
('f', 218),
('n', 192),
('ex', 173),
("'the", 171),
("'i", 111),
("'tis", 83),
("the'", 64),
('th', 60),
('soul-winning', 60),
("an'", 59),
('co', 59),
('eze', 59),
('mal', 54),
("'of", 54),
("'a", 50),
('re', 49),
("'and", 47),
('tbe', 45),
('x', 44),
('mayta', 43),
("'to", 42),
('u', 42),
('scudder', 40),
("'he", 38),
('agtte', 36),
('k', 36),
("'in", 36),
('z', 35),
("to'", 34),
('seventhday', 31),
('missi', 30),
('lb', 30),
('mt', 29),
("'for", 29),
("'what", 29),
('ro', 28),
("'we", 26),
('-', 26),
("'it", 26)]
Correction 4 -- Remove extra quotation marks¶
In [32]:
# %load shared_elements/remove_extra_quotation_marks.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)
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()
TCOG19140101-V01-01-page14.txt: [("'Before", 'Before'), ("'Twas", 'Twas')]
TCOG19140101-V01-01-page15.txt: [("'for", 'for'), ("'There", 'There')]
TCOG19140101-V01-01-page3.txt: [("'and", 'and'), ("'giving", 'giving')]
TCOG19140101-V01-01-page4.txt: [("'points", 'points'), ("'close", 'close')]
TCOG19140101-V01-01-page5.txt: [("'to", 'to')]
TCOG19140101-V01-01-page6.txt: [("'to", 'to')]
TCOG19140101-V01-01-page7.txt: [("'Gospel", 'Gospel')]
TCOG19140101-V01-01-page8.txt: [("'lives", 'lives'), ("'He", 'He')]
TCOG19140101-V01-01-page9.txt: [("'had", 'had'), ("'cause", 'cause')]
TCOG19140201-V01-02-page10.txt: [("'The", 'The'), ('\'sense."', 'sense."')]
TCOG19140201-V01-02-page11.txt: [("'Had", 'Had')]
TCOG19140201-V01-02-page14.txt: [("'Neath", 'Neath'), ("'sister", 'sister')]
TCOG19140201-V01-02-page16.txt: [("'Bout", 'Bout'), ("'fore", 'fore')]
TCOG19140201-V01-02-page5.txt: [("'Christ.", 'Christ.')]
TCOG19140201-V01-02-page6.txt: [("'Search", 'Search'), ("'Bible", 'Bible')]
TCOG19140201-V01-02-page7.txt: [("'Great", 'Great'), ("'Introduced", 'Introduced')]
TCOG19140201-V01-02-page8.txt: [("'the", 'the')]
TCOG19140201-V01-02-page9.txt: [("'control", 'control'), ("'good", 'good')]
TCOG19140301-V01-03-page1.txt: [("'Now", 'Now')]
TCOG19140301-V01-03-page10.txt: [("'THE", 'THE'), ("'We", 'We'), ("'thus", 'thus'), ("'In", 'In'), ("'If", 'If'), ("'office", 'office'), ("'the", 'the'), ("'the", 'the'), ("'the", 'the'), ("'the", 'the'), ("'scum", 'scum'), ("'the", 'the'), ("'the", 'the')]
TCOG19140301-V01-03-page11.txt: [("'the", 'the'), ("'Ems", 'Ems')]
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TCOG19180701-V05-07-page11.txt: [("'diamond", 'diamond'), ("'the", 'the'), ("'Christ", 'Christ'), ("'the", 'the')]
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TCOG19180701-V05-07-page4.txt: [("'It", 'It'), ("'I", 'I'), ("'What", 'What')]
TCOG19180701-V05-07-page5.txt: [("'reach", 'reach'), ("'There", 'There')]
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TCOG19180801-V05-08-page12.txt: [("'told", 'told'), ("'a", 'a'), ("'one", 'one')]
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TCOG19180801-V05-08-page15.txt: [("'make", 'make'), ("'regions", 'regions')]
TCOG19180801-V05-08-page16.txt: [("'she", 'she'), ("'Here", 'Here'), ("'civilization.", 'civilization.'), ("'enough", 'enough')]
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TCOG19180901-V05-09-page9.txt: [("'a", 'a'), ("'Go", 'Go')]
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TCOG19181001-V05-10-page12.txt: [("'of", 'of')]
TCOG19181001-V05-10-page13.txt: [("'prayers", 'prayers')]
TCOG19181001-V05-10-page15.txt: [("'Little", 'Little')]
TCOG19181001-V05-10-page16.txt: [("'Jesus", 'Jesus')]
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TCOG19181001-V05-10-page4.txt: [("'Lift", 'Lift')]
TCOG19181001-V05-10-page5.txt: [("'the", 'the'), ("'men", 'men')]
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TCOG19181001-V05-10-page7.txt: [("'Well", 'Well'), ("'my", 'my'), ("'all", 'all'), ("'in", 'in')]
TCOG19181001-V05-10-page8.txt: [("'will", 'will')]
TCOG19181001-V05-10-page9.txt: [("'small", 'small')]
TCOG19181101-V05-11-page1.txt: [("'The", 'The'), ("'Yearly", 'Yearly'), ("'Clubs", 'Clubs'), ("'their", 'their')]
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TCOG19181101-V05-11-page11.txt: [("'buildings", 'buildings'), ("'Prayer", 'Prayer')]
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TCOG19181101-V05-11-page5.txt: [("'trials", 'trials'), ("'.issues", '.issues')]
TCOG19181101-V05-11-page6.txt: [("'She", 'She'), ("'They", 'They'), ("'a", 'a')]
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TCOG19190901-V06-09-page12.txt: [("'to", 'to'), ("'as", 'as'), ("'house.", 'house.')]
TCOG19190901-V06-09-page13.txt: [("'invite", 'invite'), ("'Secretary's", 'Secretarys')]
TCOG19190901-V06-09-page14.txt: [("'f", 'f'), ("'Brother", 'Brother'), ("'just", 'just'), ("'Did", 'Did'), ("'Now", 'Now')]
TCOG19190901-V06-09-page15.txt: [("'She", 'She'), ("'Twas", 'Twas'), ("'My", 'My'), ("'a", 'a'), ("'Has", 'Has')]
TCOG19190901-V06-09-page16.txt: [("'Goal", 'Goal'), ("'to", 'to')]
TCOG19190901-V06-09-page3.txt: [("'located", 'located')]
TCOG19190901-V06-09-page4.txt: [("'Task", 'Task'), ("'Source", 'Source'), ("'luring", 'luring')]
TCOG19190901-V06-09-page6.txt: [("'seating", 'seating')]
TCOG19190901-V06-09-page7.txt: [("'want", 'want')]
TCOG19191001-V06-10-page1.txt: [("'of", 'of')]
TCOG19191001-V06-10-page11.txt: [("'regular", 'regular'), ("'water.", 'water.')]
TCOG19191001-V06-10-page12.txt: [("'Jesus", 'Jesus')]
TCOG19191001-V06-10-page13.txt: [("'long", 'long'), ("'er", 'er'), ("'er", 'er'), ("'fraid", 'fraid'), ("'gone", 'gone')]
TCOG19191001-V06-10-page15.txt: [("'For", 'For'), ("'life", 'life')]
TCOG19191001-V06-10-page16.txt: [("'in", 'in')]
TCOG19191001-V06-10-page2.txt: [("'for", 'for')]
TCOG19191001-V06-10-page3.txt: [("'Band", 'Band')]
TCOG19191001-V06-10-page4.txt: [("'More", 'More'), ("'.", '.')]
TCOG19191001-V06-10-page5.txt: [("'the", 'the'), ("'be", 'be'), ("'one", 'one'), ("'Twas", 'Twas')]
TCOG19191001-V06-10-page6.txt: [("'promises", 'promises')]
TCOG19191001-V06-10-page8.txt: [("'most", 'most'), ("'tis", 'tis'), ("'tis", 'tis'), ("'Twould", 'Twould')]
TCOG19191001-V06-10-page9.txt: [("'for", 'for'), ("'regain", 'regain'), ("'improvement", 'improvement'), ("'odd", 'odd'), ("'Tis", 'Tis')]
TCOG19191101-V06-11-page12.txt: [("'in", 'in'), ("'social", 'social'), ('\'"', '"')]
TCOG19191101-V06-11-page13.txt: [("'They're", 'Theyre')]
TCOG19191101-V06-11-page14.txt: [("'tis", 'tis'), ("'tis", 'tis'), ("'tis", 'tis'), ("'cement", 'cement')]
TCOG19191101-V06-11-page15.txt: [("'f", 'f')]
TCOG19191101-V06-11-page16.txt: [("'Lelia", 'Lelia'), ("'Work", 'Work')]
TCOG19191101-V06-11-page2.txt: [("'referred", 'referred'), ("'church", 'church'), ("'the", 'the')]
TCOG19191101-V06-11-page3.txt: [("'multiplied", 'multiplied')]
TCOG19191101-V06-11-page4.txt: [("'Bob", 'Bob')]
TCOG19191101-V06-11-page6.txt: [("'different", 'different')]
TCOG19191101-V06-11-page8.txt: [("'just", 'just')]
TCOG19191101-V06-11-page9.txt: [("'to", 'to')]
TCOG19191201-V06-12-page10.txt: [("'Tis", 'Tis')]
TCOG19191201-V06-12-page11.txt: [("'F.", 'F.')]
TCOG19191201-V06-12-page13.txt: [("'Tis", 'Tis')]
TCOG19191201-V06-12-page14.txt: [("'ought", 'ought'), ("'and", 'and'), ("'winding", 'winding'), ("'of", 'of'), ('\'"', '"')]
TCOG19191201-V06-12-page15.txt: [("'of", 'of')]
TCOG19191201-V06-12-page3.txt: [("'Uncle", 'Uncle'), ("'No", 'No'), ("'Have", 'Have'), ("'I", 'I'), ("'What", 'What'), ("'Dear", 'Dear')]
TCOG19191201-V06-12-page7.txt: [("'Easy", 'Easy'), ("'and", 'and')]
TCOG19191201-V06-12-page9.txt: [("'twas", 'twas')]
TCOG19200101-V07-01-page10.txt: [("'secret", 'secret'), ("'and", 'and'), ("'as", 'as'), ("'and", 'and')]
TCOG19200101-V07-01-page11.txt: [("'Nay", 'Nay'), ("'Yes", 'Yes'), ("'Tie", 'Tie'), ("'laid", 'laid')]
TCOG19200101-V07-01-page12.txt: [('\'means"', 'means"'), ("'work.", 'work.'), ("'neath", 'neath')]
TCOG19200101-V07-01-page14.txt: [("'Nichau", 'Nichau')]
TCOG19200101-V07-01-page15.txt: [("'Ricotta", 'Ricotta'), ("'this", 'this'), ("'pointed", 'pointed'), ("'cause", 'cause'), ("'rithmetic.", 'rithmetic.')]
TCOG19200101-V07-01-page16.txt: [("'twill", 'twill'), ("'When", 'When')]
TCOG19200101-V07-01-page3.txt: [("'Ye", 'Ye')]
TCOG19200101-V07-01-page5.txt: [("'regardless", 'regardless')]
TCOG19200101-V07-01-page6.txt: [("'school", 'school'), ("'summer", 'summer'), ("'smallest", 'smallest'), ("'curbstone.", 'curbstone.')]
TCOG19200101-V07-01-page7.txt: [("'within", 'within'), ("'verts", 'verts'), ("'out", 'out'), ("'Manual", 'Manual')]
TCOG19200101-V07-01-page8.txt: [("'Topic", 'Topic')]
TCOG19200101-V07-01-page9.txt: [("'youth", 'youth')]
TCOG19200201-V07-02-page1.txt: [("'Reprove", 'Reprove')]
TCOG19200201-V07-02-page10.txt: [("'anchor", 'anchor'), ("'twas", 'twas'), ("'another.", 'another.')]
TCOG19200201-V07-02-page11.txt: [("'Daily", 'Daily'), ('\'"', '"'), ("'cover", 'cover')]
TCOG19200201-V07-02-page12.txt: [("'because", 'because'), ("'Love", 'Love'), ("'Love", 'Love')]
TCOG19200201-V07-02-page13.txt: [("'honor", 'honor'), ("'By", 'By'), ("'For", 'For')]
TCOG19200201-V07-02-page15.txt: [("'room", 'room'), ("'Behold", 'Behold')]
TCOG19200201-V07-02-page16.txt: [("'going", 'going')]
TCOG19200201-V07-02-page2.txt: [("'church", 'church'), ("'tense.", 'tense.'), ("'Fait", 'Fait'), ("'that", 'that'), ("'But", 'But'), ("'he", 'he'), ("'God", 'God')]
TCOG19200201-V07-02-page3.txt: [("'the", 'the')]
TCOG19200201-V07-02-page4.txt: [("'channels", 'channels')]
TCOG19200201-V07-02-page6.txt: [("'temper", 'temper'), ("'He", 'He')]
TCOG19200201-V07-02-page7.txt: [("'You", 'You'), ("'Every", 'Every'), ("'that", 'that'), ("'Christ", 'Christ')]
TCOG19200201-V07-02-page8.txt: [("'of", 'of'), ("'Secretary's", 'Secretarys')]
TCOG19200301-V07-03-page1.txt: [("'church.", 'church.'), ("'binding", 'binding')]
TCOG19200301-V07-03-page10.txt: [("'spiritual", 'spiritual')]
TCOG19200301-V07-03-page11.txt: [("'Song.", 'Song.'), ("'better", 'better'), ("'the", 'the')]
TCOG19200301-V07-03-page12.txt: [("'Doing", 'Doing'), ("'Good", 'Good')]
TCOG19200301-V07-03-page14.txt: [("'nether", 'nether')]
TCOG19200301-V07-03-page15.txt: [("'to", 'to'), ("'neath", 'neath'), ("'dared", 'dared')]
TCOG19200301-V07-03-page5.txt: [("'gleaming", 'gleaming')]
TCOG19200301-V07-03-page7.txt: [("'Tis", 'Tis'), ("'twill", 'twill')]
TCOG19200301-V07-03-page8.txt: [("'As", 'As')]
TCOG19200401-V07-04-page1.txt: [("'be", 'be'), ("'did", 'did'), ("'Verily", 'Verily')]
TCOG19200401-V07-04-page10.txt: [("'statement", 'statement'), ("'criticize", 'criticize'), ("'em", 'em')]
TCOG19200401-V07-04-page11.txt: [("'Tis", 'Tis')]
TCOG19200401-V07-04-page12.txt: [("'their", 'their')]
TCOG19200401-V07-04-page13.txt: [("'is", 'is')]
TCOG19200401-V07-04-page14.txt: [("'en", 'en'), ("'Is", 'Is'), ("'welting", 'welting'), ("'Well", 'Well'), ("'Well", 'Well'), ("'He", 'He')]
TCOG19200401-V07-04-page15.txt: [("'was", 'was')]
TCOG19200401-V07-04-page16.txt: [("'IRENE", 'IRENE'), ("'gainst", 'gainst'), ("'Tis", 'Tis'), ("'they", 'they')]
TCOG19200401-V07-04-page2.txt: [("'immediately", 'immediately'), ("'has", 'has'), ("'work.", 'work.'), ("'election", 'election')]
TCOG19200401-V07-04-page3.txt: [("'Reading", 'Reading'), ("'Collect", 'Collect'), ("'Follow", 'Follow'), ("'of", 'of'), ("'led", 'led'), ("'Here", 'Here'), ("'Thou", 'Thou'), ("'would", 'would'), ("'give", 'give'), ("'p.", 'p.')]
TCOG19200401-V07-04-page4.txt: [("'I", 'I')]
TCOG19200401-V07-04-page6.txt: [("'Christian", 'Christian'), ("'his", 'his'), ("'I", 'I'), ("'Wait", 'Wait'), ("'Why", 'Why'), ("'I", 'I'), ("'That's", 'Thats'), ("'John", 'John'), ("'one", 'one')]
TCOG19200401-V07-04-page7.txt: [("'a", 'a'), ("'church", 'church'), ("'We", 'We')]
TCOG19200401-V07-04-page8.txt: [("'Volunteer", 'Volunteer')]
TCOG19200401-V07-04-page9.txt: [("'was", 'was')]
TCOG19200501-V07-05-page1.txt: [("'country", 'country')]
TCOG19200501-V07-05-page10.txt: [("'SHAW.", 'SHAW.'), ("'He", 'He')]
TCOG19200501-V07-05-page11.txt: [("'Then", 'Then'), ("'bone", 'bone'), ("'They", 'They'), ("'had", 'had'), ("'of", 'of'), ("'then", 'then')]
TCOG19200501-V07-05-page13.txt: [("'Be", 'Be'), ("'Nuther", 'Nuther')]
TCOG19200501-V07-05-page15.txt: [("'casually.", 'casually.'), ("'San", 'San')]
TCOG19200501-V07-05-page16.txt: [("'witness", 'witness'), ("'and", 'and')]
TCOG19200501-V07-05-page3.txt: [("'Report", 'Report'), ("'Offering", 'Offering'), ("'Let", 'Let')]
TCOG19200501-V07-05-page4.txt: [("'as", 'as'), ("'Set", 'Set')]
TCOG19200501-V07-05-page5.txt: [("'Of", 'Of'), ("'A", 'A')]
TCOG19200501-V07-05-page6.txt: [("'missionary", 'missionary'), ("'of", 'of'), ("'down", 'down'), ("'objectionable", 'objectionable'), ("'Christ", 'Christ'), ("'Sabbath", 'Sabbath')]
TCOG19200501-V07-05-page7.txt: [("'brings", 'brings'), ("'but", 'but'), ("'Possibly", 'Possibly')]
TCOG19200601-V07-06-page1.txt: [("'he", 'he'), ("'January", 'January')]
TCOG19200601-V07-06-page10.txt: [("'him.", 'him.'), ("'in", 'in'), ("'Judas", 'Judas'), ("'our", 'our')]
TCOG19200601-V07-06-page11.txt: [("'doesn't", 'doesnt'), ("'Whether", 'Whether'), ("'class", 'class'), ("'Does", 'Does'), ("'heart", 'heart'), ("'idly", 'idly'), ("'etntlie", 'etntlie'), ("'The", 'The'), ("'huge", 'huge'), ("'of", 'of'), ("'cheek", 'cheek'), ("'Supper", 'Supper'), ("'the", 'the'), ("'Pietro", 'Pietro'), ("'artist", 'artist'), ("'hardened", 'hardened')]
TCOG19200601-V07-06-page12.txt: [("'think", 'think')]
TCOG19200601-V07-06-page14.txt: [("'Cast", 'Cast'), ("'the", 'the'), ("'The", 'The')]
TCOG19200601-V07-06-page15.txt: [("'Tis", 'Tis'), ("'all", 'all')]
TCOG19200601-V07-06-page16.txt: [("'s", 's'), ("'Ss", 'Ss')]
TCOG19200601-V07-06-page2.txt: [("'life.", 'life.'), ("'leaders", 'leaders')]
TCOG19200601-V07-06-page3.txt: [("'case", 'case'), ("'God", 'God'), ("'Surely", 'Surely')]
TCOG19200601-V07-06-page4.txt: [("'the", 'the'), ("'Bible", 'Bible')]
TCOG19200601-V07-06-page5.txt: [('\'."', '."'), ("'go", 'go'), ("'hat", 'hat')]
TCOG19200601-V07-06-page6.txt: [("'others", 'others'), ("'Collie", 'Collie'), ("'called", 'called'), ("'Closing", 'Closing'), ("'sorry", 'sorry'), ("'development", 'development'), ("'message", 'message')]
TCOG19200601-V07-06-page8.txt: [("'there", 'there'), ("'Society", 'Society'), ("'Phis", 'Phis'), ("'Consecration", 'Consecration')]
TCOG19200601-V07-06-page9.txt: [("'said", 'said'), ("'be", 'be'), ("'intellectual", 'intellectual'), ("'he", 'he'), ("'to", 'to'), ("'Twas", 'Twas')]
TCOG19200701-V07-07-page10.txt: [("'will", 'will'), ('\'"', '"')]
TCOG19200701-V07-07-page11.txt: [("'That", 'That'), ("'or", 'or'), ("'Many", 'Many')]
TCOG19200701-V07-07-page12.txt: [("'em", 'em'), ("'.", '.')]
TCOG19200701-V07-07-page13.txt: [("'bout", 'bout'), ("'im", 'im'), ("'im", 'im'), ("'ins", 'ins'), ("'ud", 'ud'), ("'bout", 'bout'), ("'z", 'z'), ("'round", 'round'), ("'im.", 'im.')]
TCOG19200701-V07-07-page14.txt: [("'fore", 'fore'), ("'vision", 'vision')]
TCOG19200701-V07-07-page16.txt: [("'Twould", 'Twould'), ("'Mid", 'Mid'), ("'word", 'word')]
TCOG19200701-V07-07-page2.txt: [("'We", 'We'), ("'should", 'should')]
TCOG19200701-V07-07-page3.txt: [("'in", 'in'), ("'the", 'the')]
TCOG19200701-V07-07-page4.txt: [("'a", 'a'), ("'beginning", 'beginning'), ("'Well", 'Well'), ("'Well", 'Well')]
TCOG19200701-V07-07-page5.txt: [("'sit", 'sit'), ("'the", 'the')]
TCOG19200701-V07-07-page6.txt: [("'complished", 'complished'), ("'lions", 'lions')]
TCOG19200701-V07-07-page7.txt: [("'I", 'I'), ("'he", 'he')]
TCOG19200701-V07-07-page8.txt: [("'I", 'I')]
TCOG19200701-V07-07-page9.txt: [("'I'm", 'Im')]
TCOG19200801-V07-08-page1.txt: [("'of", 'of')]
TCOG19200801-V07-08-page10.txt: [("'Junior", 'Junior')]
TCOG19200801-V07-08-page11.txt: [("'God", 'God'), ("'girl", 'girl'), ("'seem", 'seem'), ("'seventeen", 'seventeen'), ("'this", 'this'), ("'tarry", 'tarry')]
TCOG19200801-V07-08-page12.txt: [("'neath", 'neath')]
TCOG19200801-V07-08-page13.txt: [("'Salvation", 'Salvation'), ("'everything", 'everything'), ("'Have", 'Have'), ("'of", 'of')]
TCOG19200801-V07-08-page14.txt: [("'appreciative", 'appreciative'), ("'WITHIN", 'WITHIN'), ("'from", 'from')]
TCOG19200801-V07-08-page15.txt: [("'kind", 'kind'), ("'Form", 'Form'), ("'DONA", 'DONA'), ("'spirit", 'spirit'), ("'princes", 'princes')]
TCOG19200801-V07-08-page16.txt: [("'so", 'so'), ("'a", 'a')]
TCOG19200801-V07-08-page2.txt: [("'.", '.'), ("'believe", 'believe'), ("'charge", 'charge'), ("'was", 'was'), ("'secretary", 'secretary')]
TCOG19200801-V07-08-page3.txt: [("'its", 'its'), ("'work", 'work')]
TCOG19200801-V07-08-page4.txt: [("'who", 'who'), ("'that", 'that'), ("'medical", 'medical'), ("'of", 'of'), ("'of", 'of'), ("'denomination", 'denomination'), ("'accomplished", 'accomplished')]
TCOG19200801-V07-08-page5.txt: [("'Tis", 'Tis')]
TCOG19200801-V07-08-page6.txt: [("'and", 'and'), ("'voices", 'voices'), ("'Christ", 'Christ'), ("'Truly", 'Truly'), ("'The", 'The'), ("'to", 'to')]
TCOG19200801-V07-08-page7.txt: [("'ever", 'ever'), ("'In", 'In')]
TCOG19200801-V07-08-page8.txt: [("'he", 'he'), ("'rolled", 'rolled')]
TCOG19200801-V07-08-page9.txt: [("'contact", 'contact')]
TCOG19200901-V07-09-page10.txt: [("'feel", 'feel'), ("'invited", 'invited')]
TCOG19200901-V07-09-page12.txt: [("'tut", 'tut')]
TCOG19200901-V07-09-page13.txt: [("'not", 'not'), ("'entrance", 'entrance'), ("'s", 's'), ("'be", 'be')]
TCOG19200901-V07-09-page14.txt: [("'on", 'on'), ("'al", 'al'), ("'eternitY", 'eternitY'), ("'asked.", 'asked.'), ("'we", 'we')]
TCOG19200901-V07-09-page15.txt: [("'about", 'about'), ("'auntie", 'auntie'), ("'Just", 'Just'), ("'Way", 'Way'), ("'gift", 'gift'), ("'and", 'and'), ("'the", 'the')]
TCOG19200901-V07-09-page2.txt: [("'cannot", 'cannot'), ("'timer", 'timer'), ("'of", 'of')]
TCOG19200901-V07-09-page3.txt: [("'attended", 'attended'), ('\'"', '"'), ("'Will", 'Will'), ("'till", 'till'), ("'good", 'good'), ("'all", 'all'), ("'thus", 'thus'), ('\'"', '"'), ("'Many", 'Many')]
TCOG19200901-V07-09-page4.txt: [("'without", 'without'), ("'Annual", 'Annual')]
TCOG19200901-V07-09-page5.txt: [("'your", 'your'), ("'Tis", 'Tis')]
TCOG19200901-V07-09-page6.txt: [("'Where", 'Where')]
TCOG19200901-V07-09-page7.txt: [("'the", 'the')]
TCOG19200901-V07-09-page8.txt: [("'friendship", 'friendship'), ("'Tis", 'Tis')]
TCOG19200901-V07-09-page9.txt: [("'Howard", 'Howard')]
TCOG19201001-V07-10-page10.txt: [("'murderers", 'murderers')]
TCOG19201001-V07-10-page13.txt: [('\'"', '"'), ("'My", 'My'), ("'Week", 'Week')]
TCOG19201001-V07-10-page15.txt: [("'most", 'most')]
TCOG19201001-V07-10-page3.txt: [("'make", 'make')]
TCOG19201001-V07-10-page4.txt: [("'test", 'test'), ("'She", 'She'), ("'aching", 'aching'), ("'Saviour.", 'Saviour.')]
TCOG19201001-V07-10-page5.txt: [("'shall", 'shall')]
TCOG19201001-V07-10-page6.txt: [("'to", 'to'), ("''shalt", 'shalt')]
TCOG19201001-V07-10-page7.txt: [("'have", 'have'), ("'Are", 'Are'), ("'Come", 'Come'), ("'No", 'No')]
TCOG19201001-V07-10-page8.txt: [("'Light", 'Light')]
TCOG19201001-V07-10-page9.txt: [("'tis", 'tis')]
TCOG19201101-V07-11-page1.txt: [("'the", 'the'), ("'the", 'the'), ("'Give", 'Give'), ("'Strength", 'Strength'), ("'perishable", 'perishable')]
TCOG19201101-V07-11-page10.txt: [("'Sin", 'Sin'), ("'imperiled.", 'imperiled.')]
TCOG19201101-V07-11-page11.txt: [("'any", 'any')]
TCOG19201101-V07-11-page13.txt: [("'Tin", 'Tin'), ("'to", 'to'), ("'I", 'I')]
TCOG19201101-V07-11-page14.txt: [("'m", 'm'), ("'but", 'but'), ("'Tis", 'Tis'), ("'I", 'I')]
TCOG19201101-V07-11-page15.txt: [("'thank", 'thank'), ("'Lady", 'Lady'), ("'Lost", 'Lost'), ("'Lady", 'Lady'), ("'Lady", 'Lady'), ("'fastened", 'fastened'), ("'Lady", 'Lady')]
TCOG19201101-V07-11-page16.txt: [("'to", 'to'), ('\'"But', '"But'), ("'be", 'be')]
TCOG19201101-V07-11-page2.txt: [("'to", 'to')]
TCOG19201101-V07-11-page3.txt: [("'second", 'second')]
TCOG19201101-V07-11-page4.txt: [("'seeking", 'seeking')]
TCOG19201101-V07-11-page5.txt: [("'The", 'The')]
TCOG19201101-V07-11-page6.txt: [("'the", 'the')]
TCOG19201101-V07-11-page7.txt: [("'em", 'em'), ("'her", 'her')]
TCOG19201101-V07-11-page8.txt: [("'be", 'be'), ("'to", 'to'), ("'I", 'I')]
TCOG19201101-V07-11-page9.txt: [("'quiet", 'quiet')]
TCOG19201201-V07-12-page10.txt: [("'home.", 'home.')]
TCOG19201201-V07-12-page11.txt: [("'Big", 'Big')]
TCOG19201201-V07-12-page12.txt: [("'and", 'and')]
TCOG19201201-V07-12-page15.txt: [("'literature", 'literature')]
TCOG19201201-V07-12-page5.txt: [("'under", 'under')]
TCOG19201201-V07-12-page8.txt: [("'tis", 'tis'), ("'tis", 'tis'), ("'the", 'the')]
TCOG19201201-V07-12-page9.txt: [("'ter", 'ter'), ("'Webster.", 'Webster.')]
In [35]:
# %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/TCOG/correction4 Average verified rate: 0.9867158041488256 Average of error rates: 0.013583333333333333 Total token count: 1780311
In [36]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[36]:
[("'", 3299),
("officers'", 1329),
('e', 632),
('id', 542),
('d', 478),
('g', 417),
('t', 407),
('r', 381),
('m', 360),
('w', 308),
('pp', 253),
('f', 222),
('n', 195),
('ex', 173),
("the'", 62),
('th', 60),
('co', 60),
('soul-winning', 60),
("an'", 59),
('eze', 59),
('mal', 54),
('re', 53),
('tbe', 45),
('x', 44),
('mayta', 43),
('u', 42),
('scudder', 40),
('agtte', 36),
('z', 36),
('k', 36),
("to'", 34),
('seventhday', 31),
('missi', 30),
('lb', 30),
('mt', 29),
('ro', 28),
('nd', 26),
('-', 26),
('epartment', 26),
('cburth', 25),
('ft', 24),
('cburtb', 24),
("and'", 24),
('hsi', 24),
('good-by', 24),
("leaders'", 23),
('hasan', 23),
('hunchy', 23),
('al', 22),
('tion', 22)]
Correction 5 -- Rejoin Split Words¶
In [38]:
# %load shared_elements/rejoin_split_words.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)
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()
TCOG19140101-V01-01-page14.txt: [('Foreig', 'n')]
TCOG19140101-V01-01-page16.txt: [('ti', 'l')]
TCOG19140101-V01-01-page8.txt: [('unsc', 'reened')]
TCOG19140201-V01-02-page11.txt: [('Throug', 'h')]
TCOG19140201-V01-02-page2.txt: [('pr', 'each')]
TCOG19140201-V01-02-page4.txt: [('formi', 'dable')]
TCOG19140201-V01-02-page8.txt: [('conditio', 'ns')]
TCOG19140301-V01-03-page9.txt: [('sti', 'fling')]
TCOG19140401-V01-04-page10.txt: [('Nez', 'Perce')]
TCOG19140401-V01-04-page15.txt: [('swif', 'tly')]
TCOG19140401-V01-04-page8.txt: [('Mis', 'sions')]
TCOG19140501-V01-05-page16.txt: [('Asso', 'ciation'), ('re', 'sults')]
TCOG19140501-V01-05-page2.txt: [('pa', 'ge'), ('ge', 'o')]
TCOG19140501-V01-05-page4.txt: [('prohibi', 'tion')]
TCOG19140601-V01-06-page14.txt: [('Ning', 'po')]
TCOG19140601-V01-06-page2.txt: [('disf', 'ellowshiped')]
TCOG19140801-V01-08-page12.txt: [('Patri', 'archs')]
TCOG19140801-V01-08-page13.txt: [('Ro', 'mans')]
TCOG19140901-V01-09-page15.txt: [('Sik', 'Kim')]
TCOG19141001-V01-10-page15.txt: [('Sik', 'KIM'), ('CH', 'UNG')]
TCOG19141001-V01-10-page16.txt: [('ASSOCIA', 'TION')]
TCOG19141101-V01-11-page9.txt: [('co', 'uncil')]
TCOG19150101-V02-01-page14.txt: [('Rememb', 'er')]
TCOG19150101-V02-01-page16.txt: [('re', 'minder')]
TCOG19150101-V02-01-page3.txt: [('TI', 'E')]
TCOG19150101-V02-01-page8.txt: [('subdi', 'visions')]
TCOG19150201-V02-02-page7.txt: [('M.', '')]
TCOG19150401-V02-04-page12.txt: [('yo', 'ur')]
TCOG19150401-V02-04-page3.txt: [('redemp', 'tion')]
TCOG19150401-V02-04-page8.txt: [('re', 'ceive')]
TCOG19150501-V02-05-page14.txt: [('un', 'Christlike')]
TCOG19150601-V02-06-page7.txt: [('re', 'ligious')]
TCOG19150601-V02-06-page9.txt: [('re', 'written')]
TCOG19150701-V02-07-page16.txt: [('Ne', 'v'), ("Go'", 's')]
TCOG19150701-V02-07-page8.txt: [('wel', 'fare'), ('al', 'lowed')]
TCOG19150801-V02-08-page1.txt: [("Christ'", 's')]
TCOG19150801-V02-08-page16.txt: [('da', 'is')]
TCOG19150901-V02-09-page13.txt: [('li', 'fe')]
TCOG19150901-V02-09-page16.txt: [('luxuri', 'ous')]
TCOG19151001-V02-10-page8.txt: [('Wres', 'tle')]
TCOG19151001-V02-10-page9.txt: [('re', 'create')]
TCOG19151101-V02-11-page1.txt: [('GA', 'ZETTE')]
TCOG19151101-V02-11-page3.txt: [('Testi', 'monies'), ('op', 'portune'), ('unweary', 'ing')]
TCOG19151101-V02-11-page7.txt: [('re', 'create')]
TCOG19151201-V02-12-page10.txt: [('ti', 'a')]
TCOG19151201-V02-12-page2.txt: [('tup', 'is')]
TCOG19160101-V03-01-page7.txt: [('re', 'alize')]
TCOG19160201-V03-02-page4.txt: [('exer', 'cised'), ('giv', 'ing'), ('representa', 'tives'), ('re', 'strict'), ('Ma', 'the'), ('wa', 'in'), ('effec', 'tive'), ('arrang', 'ing')]
TCOG19160201-V03-02-page5.txt: [('asser', 'tions')]
TCOG19160201-V03-02-page6.txt: [('pre', 'sent')]
TCOG19160301-V03-03-page10.txt: [('Fili', 'pinos')]
TCOG19160301-V03-03-page11.txt: [('re', 'sold')]
TCOG19160301-V03-03-page12.txt: [('AL', 'E'), ('su', 'perior')]
TCOG19160301-V03-03-page14.txt: [('ob', 'served')]
TCOG19160601-V03-06-page1.txt: [('re', 'created')]
TCOG19160601-V03-06-page4.txt: [('Hospi', 'tality')]
TCOG19160801-V03-08-page10.txt: [('Divi', 'sion')]
TCOG19160901-V03-09-page10.txt: [('re', 'creation')]
TCOG19160901-V03-09-page12.txt: [('organi', 'zation')]
TCOG19160901-V03-09-page5.txt: [('re', 'people')]
TCOG19161001-V03-10-page14.txt: [('wo', 'rking')]
TCOG19161001-V03-10-page8.txt: [('GA', 'ZETTE')]
TCOG19161115-V03-11-page16.txt: [('Criti', 'cism'), ("Scribner'", 's')]
TCOG19161115-V03-11-page2.txt: [('instruc', 'tion')]
TCOG19161115-V03-11-page7.txt: [('glor', 'ify')]
TCOG19161115-V03-11-page8.txt: [('fi', 'ends')]
TCOG19161201-V03-12-page4.txt: [('conven', 'tional'), ('ti', 'the')]
TCOG19170101-V04-01-page13.txt: [('dif', 'ferent')]
TCOG19170301-V04-03-page11.txt: [("didn'", 't')]
TCOG19170501-V04-05-page1.txt: [('Co', 'operation')]
TCOG19170701-V04-07-page14.txt: [('co', 'Operate')]
TCOG19170701-V04-07-page16.txt: [('co', 'operation')]
TCOG19170801-V04-08-page3.txt: [('opportuni', 'ties')]
TCOG19170801-V04-08-page6.txt: [('kno', 'w')]
TCOG19170901-V04-09-page6.txt: [('pre', 'pared')]
TCOG19170901-V04-09-page8.txt: [('wi', 'thin')]
TCOG19171101-V04-11-page10.txt: [('impre', 'ss')]
TCOG19171101-V04-11-page13.txt: [('mor', 'ning')]
TCOG19171101-V04-11-page2.txt: [('grati', 'tude')]
TCOG19171101-V04-11-page3.txt: [('handker', 'chiefs')]
TCOG19171101-V04-11-page6.txt: [('vari', 'ous')]
TCOG19171201-V04-12-page1.txt: [('occa', 'sion'), ('oppor', 'tunity')]
TCOG19171201-V04-12-page2.txt: [('Ulti', 'mate')]
TCOG19171201-V04-12-page9.txt: [('ble', 'ak')]
TCOG19180101-V05-01-page16.txt: [('Indo', 'China')]
TCOG19180201-V05-02-page13.txt: [('heav', 'ens')]
TCOG19180201-V05-02-page7.txt: [('co', 'operative')]
TCOG19180301-V05-03-page1.txt: [('IL', 'e')]
TCOG19180301-V05-03-page3.txt: [('th', 'e')]
TCOG19180501-V05-05-page1.txt: [('Peo', 'ple')]
TCOG19180501-V05-05-page4.txt: [('co', 'operate')]
TCOG19180501-V05-05-page6.txt: [('Wha', 't')]
TCOG19180601-V05-06-page11.txt: [('murdere', 'd')]
TCOG19180701-V05-07-page2.txt: [('co', 'operate')]
TCOG19180701-V05-07-page3.txt: [('importan', 't'), ('co', 'operation')]
TCOG19180801-V05-08-page2.txt: [('appreci', 'ated')]
TCOG19180901-V05-09-page12.txt: [('id', 'a')]
TCOG19180901-V05-09-page16.txt: [('co', 'operation')]
TCOG19180901-V05-09-page2.txt: [('co', 'operate'), ("treasury'", 's'), ('augmenta', 'tion')]
TCOG19180901-V05-09-page3.txt: [('co', 'operation')]
TCOG19180901-V05-09-page4.txt: [('re', 'turns')]
TCOG19180901-V05-09-page5.txt: [('refor', 'm')]
TCOG19180901-V05-09-page9.txt: [('Co', 'on')]
TCOG19181001-V05-10-page5.txt: [('brin', 'g')]
TCOG19181101-V05-11-page8.txt: [('Naza', 'reth')]
TCOG19181201-V05-12-page10.txt: [('co', 'operation')]
TCOG19181201-V05-12-page14.txt: [('knowl', 'edge')]
TCOG19190101-V06-01-page1.txt: [('co', 'operate')]
TCOG19190101-V06-01-page10.txt: [('Jes', 'us')]
TCOG19190101-V06-01-page12.txt: [('sor', 'row')]
TCOG19190101-V06-01-page4.txt: [('th', 'at')]
TCOG19190101-V06-01-page6.txt: [('ac', 'quaintance'), ('cer', 'tain'), ('sug', 'gestive')]
TCOG19190101-V06-01-page9.txt: [('accom', 'plished')]
TCOG19190201-V06-02-page1.txt: [('Su', 'it')]
TCOG19190201-V06-02-page10.txt: [('co', 'operation')]
TCOG19190201-V06-02-page3.txt: [('co', 'operate')]
TCOG19190301-V06-03-page2.txt: [('reli', 'gious')]
TCOG19190301-V06-03-page5.txt: [('ou', 'r')]
TCOG19190301-V06-03-page8.txt: [('po', 'ses'), ('mu', 't')]
TCOG19190401-V06-04-page14.txt: [('MA', 'R')]
TCOG19190501-V06-05-page14.txt: [('BA', 'BY')]
TCOG19190501-V06-05-page15.txt: [('presi', 'dent')]
TCOG19190601-V06-06-page7.txt: [('co', 'operate')]
TCOG19190601-V06-06-page8.txt: [('dissolu', 'tion')]
TCOG19190701-V06-07-page7.txt: [('SUG', 'GESTIONS')]
TCOG19190801-V06-08-page16.txt: [('effi', 'cient')]
TCOG19190801-V06-08-page3.txt: [('re', 'ceived')]
TCOG19190801-V06-08-page8.txt: [('co', 'operate')]
TCOG19190901-V06-09-page14.txt: [('co', 'operate')]
TCOG19190901-V06-09-page2.txt: [('co', 'operation')]
TCOG19190901-V06-09-page5.txt: [('co', 'operation')]
TCOG19190901-V06-09-page6.txt: [('insti', 'tutes')]
TCOG19191001-V06-10-page10.txt: [('peo', 'Ple')]
TCOG19191001-V06-10-page5.txt: [('inex', 'perienced')]
TCOG19191001-V06-10-page9.txt: [('insignifi', 'cant')]
TCOG19191101-V06-11-page10.txt: [('da', 'rkness')]
TCOG19191201-V06-12-page14.txt: [('co', 'operate')]
TCOG19191201-V06-12-page2.txt: [('co', 'operating'), ('em', 'phasized')]
TCOG19191201-V06-12-page8.txt: [('co', 'operating')]
TCOG19200101-V07-01-page11.txt: [('conduc', "tor's")]
TCOG19200101-V07-01-page3.txt: [('MIS', 'SIONARY')]
TCOG19200101-V07-01-page4.txt: [('re', 'enforced')]
TCOG19200101-V07-01-page5.txt: [('co', 'operate')]
TCOG19200101-V07-01-page7.txt: [('co', 'operation')]
TCOG19200101-V07-01-page8.txt: [('Co', 'operate')]
TCOG19200201-V07-02-page1.txt: [('co', 'operated')]
TCOG19200201-V07-02-page10.txt: [('pri', 'ed')]
TCOG19200201-V07-02-page11.txt: [('Ole', 'in')]
TCOG19200201-V07-02-page2.txt: [('un', 'to'), ('Bab', 'y'), ('ren', 'der'), ('Ca', 'sar'), ('op', 'en'), ('Un', 'to')]
TCOG19200201-V07-02-page4.txt: [('pre', 'Serving')]
TCOG19200301-V07-03-page16.txt: [('un', 'to')]
TCOG19200301-V07-03-page2.txt: [('pre', 'eminence')]
TCOG19200401-V07-04-page2.txt: [('re', 'election')]
TCOG19200501-V07-05-page6.txt: [("time'", 's')]
TCOG19200501-V07-05-page8.txt: [('ma', 'I')]
TCOG19200601-V07-06-page13.txt: [('co', 'operation')]
TCOG19200601-V07-06-page5.txt: [('ful', 'ly'), ('wea', 'ry'), ('co', 'operation'), ('Ef', 'fort'), ('Mur', 'mur')]
TCOG19200601-V07-06-page7.txt: [('mov', 'e')]
TCOG19200701-V07-07-page11.txt: [('pre', 'Pared')]
TCOG19200701-V07-07-page6.txt: [('ac', 'complished')]
TCOG19200801-V07-08-page10.txt: [('un', 'Christian')]
TCOG19200801-V07-08-page2.txt: [('re', 'proof')]
TCOG19200801-V07-08-page3.txt: [('un', 'Promising')]
TCOG19200801-V07-08-page6.txt: [('espe', 'cially')]
TCOG19200901-V07-09-page2.txt: [('pre', 'eminence')]
TCOG19200901-V07-09-page6.txt: [('co', 'operation')]
TCOG19201001-V07-10-page3.txt: [('co', 'operation')]
TCOG19201101-V07-11-page12.txt: [('Sc', 'one')]
TCOG19201101-V07-11-page2.txt: [('pre', 'eminence')]
TCOG19201101-V07-11-page3.txt: [('co', 'operation'), ('MESSEN', 'GERS')]
TCOG19201101-V07-11-page8.txt: [('si', 'mon')]
TCOG19201201-V07-12-page15.txt: [('Czecho', 'Slovakia'), ('re', 'establishment'), ('pre', 'war')]
TCOG19201201-V07-12-page2.txt: [('co', 'operation'), ('testi', 'MOnY')]
In [41]:
# %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/TCOG/correction5 Average verified rate: 0.986843103119939 Average of error rates: 0.013447172619047619 Total token count: 1780131
In [42]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[42]:
[("'", 3299),
("officers'", 1329),
('e', 630),
('id', 541),
('d', 478),
('g', 416),
('t', 403),
('r', 380),
('m', 360),
('w', 308),
('pp', 253),
('f', 222),
('n', 195),
('ex', 173),
("the'", 62),
('th', 60),
('soul-winning', 60),
("an'", 59),
('eze', 59),
('mal', 54),
('tbe', 45),
('x', 44),
('mayta', 43),
('u', 42),
('scudder', 40),
('agtte', 36),
('z', 36),
('re', 36),
('k', 36),
("to'", 34),
('seventhday', 31),
('missi', 30),
('lb', 30),
('mt', 29),
('ro', 27),
('nd', 26),
('-', 26),
('epartment', 26),
('cburth', 25),
('ft', 24),
('cburtb', 24),
('hsi', 24),
("and'", 24),
('good-by', 24),
("leaders'", 23),
('hasan', 23),
('hunchy', 23),
('co', 22),
('pa', 21),
('-id', 20)]
Correction 6 -- Rejoin Split Words II¶
In [44]:
# %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=True)
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()
TCOG19140101-V01-01-page13.txt: [('m', 'om')]
TCOG19140201-V01-02-page1.txt: [('pro', 'tem')]
TCOG19140301-V01-03-page9.txt: [('f', 'ancy')]
TCOG19140401-V01-04-page1.txt: [('in', 'struction')]
TCOG19140501-V01-05-page16.txt: [('Move', 'ment')]
TCOG19140501-V01-05-page4.txt: [('prohibi', 'tion')]
TCOG19140601-V01-06-page1.txt: [('a', 'mi')]
TCOG19140601-V01-06-page15.txt: [('Yang', 'tze')]
TCOG19140601-V01-06-page4.txt: [('The', 'se')]
TCOG19140701-V01-07-page1.txt: [('sin', 'gle')]
TCOG19140701-V01-07-page12.txt: [('the', 'Se')]
TCOG19140801-V01-08-page12.txt: [('Patri', 'archs')]
TCOG19140801-V01-08-page2.txt: [('West', 'ern')]
TCOG19140901-V01-09-page13.txt: [('A', 'fter')]
TCOG19140901-V01-09-page15.txt: [('Jun', 'ior')]
TCOG19140901-V01-09-page16.txt: [('J', 'esus')]
TCOG19140901-V01-09-page7.txt: [('Span', 'ish')]
TCOG19140901-V01-09-page9.txt: [('are', 'ca')]
TCOG19141001-V01-10-page14.txt: [('M', 'ses')]
TCOG19141001-V01-10-page9.txt: [('are', 'ca')]
TCOG19141101-V01-11-page9.txt: [('co', 'uncil')]
TCOG19141201-V01-12-page5.txt: [('the', 're')]
TCOG19150101-V02-01-page13.txt: [('S', 'abbath')]
TCOG19150101-V02-01-page16.txt: [('won', 'derful'), ('en', 'deavor')]
TCOG19150101-V02-01-page3.txt: [('as', 'TI')]
TCOG19150401-V02-04-page8.txt: [('re', 'ceive')]
TCOG19150601-V02-06-page11.txt: [('or', 'phan')]
TCOG19150601-V02-06-page3.txt: [('a', 'cer')]
TCOG19150601-V02-06-page4.txt: [('sub', 'ject')]
TCOG19150601-V02-06-page6.txt: [('cam', 'paign')]
TCOG19150601-V02-06-page8.txt: [('pref', 'erence')]
TCOG19150701-V02-07-page11.txt: [('a', 'll')]
TCOG19150701-V02-07-page12.txt: [('lemon', 'ade')]
TCOG19150701-V02-07-page13.txt: [('as', 'ey')]
TCOG19150701-V02-07-page8.txt: [('phys', 'ically'), ('d', 'epartment')]
TCOG19150801-V02-08-page16.txt: [('Vol', 'unteer')]
TCOG19150801-V02-08-page8.txt: [('a', 're')]
TCOG19150901-V02-09-page8.txt: [('d', 'epartment')]
TCOG19151001-V02-10-page1.txt: [('bun', 'gling')]
TCOG19151001-V02-10-page8.txt: [('Wres', 'tle')]
TCOG19151101-V02-11-page12.txt: [('be', 'th')]
TCOG19151101-V02-11-page3.txt: [('op', 'portune')]
TCOG19151201-V02-12-page10.txt: [('the', 'Ta')]
TCOG19160101-V03-01-page7.txt: [('we', 're'), ('re', 'alize')]
TCOG19160201-V03-02-page4.txt: [('Sen', 'tinel'), ('in', 'terposing')]
TCOG19160201-V03-02-page5.txt: [('asser', 'tions')]
TCOG19160301-V03-03-page1.txt: [('the', 're')]
TCOG19160301-V03-03-page11.txt: [('as', 'ey'), ('in', 'ch')]
TCOG19160301-V03-03-page12.txt: [('to', 'ther'), ('ben', 'efit'), ('con', 'fession'), ('advance', 'ment')]
TCOG19160301-V03-03-page14.txt: [('is', 'th')]
TCOG19160301-V03-03-page16.txt: [('Chris', 'tian')]
TCOG19160401-V03-04-page11.txt: [('organ', 'izations')]
TCOG19160501-V03-05-page11.txt: [('r', 'ich')]
TCOG19160501-V03-05-page3.txt: [('inter', 'ested')]
TCOG19160601-V03-06-page5.txt: [('k', 'ep')]
TCOG19160801-V03-08-page10.txt: [('Confer', 'ence')]
TCOG19160801-V03-08-page12.txt: [('and', 're')]
TCOG19160801-V03-08-page14.txt: [('dis', 'tance')]
TCOG19160801-V03-08-page15.txt: [('the', 'reat')]
TCOG19160901-V03-09-page4.txt: [('prob', 'lems'), ('persist', 'ent')]
TCOG19161001-V03-10-page11.txt: [('W', 'estern')]
TCOG19161001-V03-10-page14.txt: [('wo', 'rking')]
TCOG19161115-V03-11-page16.txt: [('Criti', 'cism')]
TCOG19161201-V03-12-page16.txt: [('sub', 'jects'), ('mission', 'ary')]
TCOG19161201-V03-12-page3.txt: [('M', 'eetings'), ('M', 'issionary')]
TCOG19161201-V03-12-page7.txt: [('reg', 'ular'), ('OF', 'FICER')]
TCOG19170101-V04-01-page10.txt: [('Chris', 'tian')]
TCOG19170101-V04-01-page13.txt: [('dif', 'ferent')]
TCOG19170101-V04-01-page8.txt: [('Move', 'ment')]
TCOG19170201-V04-02-page1.txt: [('e', 'rnest')]
TCOG19170201-V04-02-page3.txt: [('No', 'Ma')]
TCOG19170201-V04-02-page8.txt: [('pro', 'vided'), ('com', 'munion')]
TCOG19170401-V04-04-page9.txt: [('cir', 'cumstances')]
TCOG19170601-V04-06-page7.txt: [('i', 'ndividual')]
TCOG19170701-V04-07-page11.txt: [('el', 'Kader')]
TCOG19170801-V04-08-page13.txt: [('Y', 'es')]
TCOG19170801-V04-08-page16.txt: [('con', 'verted')]
TCOG19170801-V04-08-page4.txt: [('right', 'eousness')]
TCOG19170901-V04-09-page15.txt: [('a', 'nd')]
TCOG19170901-V04-09-page2.txt: [('a', 'll')]
TCOG19171101-V04-11-page10.txt: [('impre', 'ss')]
TCOG19171101-V04-11-page3.txt: [('en', 'couraged')]
TCOG19171201-V04-12-page10.txt: [('R', 'egenerates'), ('S', 'anctifies'), ('I', 'nstructs'), ('P', 'urifies'), ('H', 'elps'), ('I', 'nspires'), ('Y', 'ield'), ('O', 'vercome'), ('L', 'ive')]
TCOG19171201-V04-12-page14.txt: [('E', 'ver'), ('pres', 'ent'), ('W', 'ork'), ('A', 'lways'), ('R', 'eady'), ('E', 'vade')]
TCOG19171201-V04-12-page9.txt: [('a', 'ble'), ('ble', 'ak')]
TCOG19180101-V05-01-page5.txt: [('the', 'se')]
TCOG19180201-V05-02-page15.txt: [('The', 're')]
TCOG19180401-V05-04-page4.txt: [('f', 'ormed')]
TCOG19180501-V05-05-page16.txt: [('A', 'nd')]
TCOG19180601-V05-06-page10.txt: [('Confer', 'ence')]
TCOG19180601-V05-06-page12.txt: [('I', 'sm')]
TCOG19180601-V05-06-page13.txt: [('Ad', 'ventists')]
TCOG19180601-V05-06-page7.txt: [('me', 'ow')]
TCOG19180801-V05-08-page6.txt: [('half', 'heartedness')]
TCOG19180901-V05-09-page3.txt: [('en', 'gaged')]
TCOG19181101-V05-11-page3.txt: [('sub', 'mit'), ('con', 'tradictions')]
TCOG19181201-V05-12-page16.txt: [('J', 'anuary')]
TCOG19181201-V05-12-page8.txt: [('appoint', 'Ment')]
TCOG19190101-V06-01-page1.txt: [('sec', 'Ondly')]
TCOG19190101-V06-01-page14.txt: [('the', 'mis'), ('a', 're'), ('the', 'se')]
TCOG19190101-V06-01-page15.txt: [('hard', 'heartedness')]
TCOG19190101-V06-01-page2.txt: [('OF', 'FICER')]
TCOG19190101-V06-01-page3.txt: [('I', 'sm'), ('system', 'atically')]
TCOG19190101-V06-01-page6.txt: [('sug', 'gestive'), ('correspond', 'ence')]
TCOG19190101-V06-01-page9.txt: [('Mem', 'ber'), ('accom', 'plished')]
TCOG19190201-V06-02-page11.txt: [('f', 'ood')]
TCOG19190201-V06-02-page4.txt: [('Mir', 'acles')]
TCOG19190201-V06-02-page8.txt: [('Ad', 'ventist'), ('con', 'verted')]
TCOG19190301-V06-03-page14.txt: [('In', 'structor')]
TCOG19190301-V06-03-page8.txt: [('I', 're'), ('pos', 'es')]
TCOG19190401-V06-04-page9.txt: [('T', 'yte')]
TCOG19190501-V06-05-page3.txt: [('Y', 'es')]
TCOG19190601-V06-06-page10.txt: [('y', 'ou')]
TCOG19190601-V06-06-page16.txt: [('p', 'iC')]
TCOG19190601-V06-06-page2.txt: [('arrange', 'ment')]
TCOG19190701-V06-07-page12.txt: [('W', 'oodrow')]
TCOG19190801-V06-08-page16.txt: [('organ', 'ized')]
TCOG19190901-V06-09-page14.txt: [('dis', 'couraged')]
TCOG19190901-V06-09-page6.txt: [('insti', 'tutes')]
TCOG19191001-V06-10-page12.txt: [('an', 'swer')]
TCOG19191001-V06-10-page15.txt: [('good', 'bys')]
TCOG19191001-V06-10-page5.txt: [('inex', 'perienced')]
TCOG19191101-V06-11-page10.txt: [('da', 'rkness')]
TCOG19200101-V07-01-page7.txt: [('con', 'verts'), ('con', 'stantly')]
TCOG19200201-V07-02-page2.txt: [('A', 'ts'), ('Han', 'iel'), ('hun', 'gry'), ('i', 'ng'), ('On', 'ly')]
TCOG19200301-V07-03-page13.txt: [('S', 'aved'), ('Vol', 'unteers')]
TCOG19200301-V07-03-page16.txt: [('U', 'nder'), ('C', 'hristian'), ('C', 'arefully'), ('U', 'ntiring'), ('S', 'ociety'), ('S', 'uccessful')]
TCOG19200301-V07-03-page2.txt: [('in', 'terest')]
TCOG19200401-V07-04-page13.txt: [('P', 'ower'), ('E', 'arnestness'), ('A', 'ssurance'), ('N', 'IAGARA')]
TCOG19200401-V07-04-page14.txt: [('V', 'olunteers'), ('S', 'eeking'), ('M', 'ission'), ('S', 'ome'), ('R', 'eady')]
TCOG19200401-V07-04-page15.txt: [('disc', 'ontent')]
TCOG19200501-V07-05-page2.txt: [('Never', 'theless')]
TCOG19200501-V07-05-page6.txt: [('Of', 'ttimes')]
TCOG19200501-V07-05-page7.txt: [('cam', 'Paign')]
TCOG19200601-V07-06-page11.txt: [('con', 'cerning')]
TCOG19200601-V07-06-page2.txt: [('de', 'scription')]
TCOG19200601-V07-06-page5.txt: [('will', 'ful'), ('lug', 'es')]
TCOG19200801-V07-08-page13.txt: [('ha', 've')]
TCOG19200801-V07-08-page15.txt: [('do', 'nn')]
TCOG19200801-V07-08-page6.txt: [('care', 'lessly')]
TCOG19200801-V07-08-page7.txt: [('con', 'sideration')]
TCOG19200801-V07-08-page8.txt: [('in', 'spiration')]
TCOG19200901-V07-09-page8.txt: [('V', 'olunteer')]
TCOG19201001-V07-10-page15.txt: [('won', 'derful')]
TCOG19201001-V07-10-page6.txt: [('I', 'ri')]
TCOG19201101-V07-11-page11.txt: [('be', 'tting'), ('e', 've')]
TCOG19201201-V07-12-page9.txt: [('B', 'eing'), ('E', 'xceptionally'), ('M', 'issionary'), ('D', 'ecember'), ('F', 'aithfully')]
In [47]:
# %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/TCOG/correction6 Average verified rate: 0.9869422784886932 Average of error rates: 0.013345238095238096 Total token count: 1779943
In [48]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[48]:
[("'", 3299),
("officers'", 1329),
('e', 625),
('id', 541),
('d', 475),
('g', 416),
('t', 402),
('r', 377),
('m', 355),
('w', 305),
('pp', 253),
('f', 218),
('n', 194),
('ex', 173),
("the'", 62),
('soul-winning', 60),
("an'", 59),
('eze', 59),
('th', 57),
('mal', 54),
('tbe', 45),
('x', 44),
('mayta', 43),
('scudder', 40),
('u', 40),
('agtte', 36),
('z', 36),
('k', 36),
("to'", 34),
('seventhday', 31),
('missi', 30),
('lb', 30),
('mt', 29),
('re', 28),
('ro', 27),
('-', 26),
('nd', 25),
('cburth', 25),
('ft', 24),
('cburtb', 24),
('hsi', 24),
("and'", 24),
('good-by', 24),
('epartment', 24),
('hasan', 23),
("leaders'", 23),
('hunchy', 23),
('co', 22),
('pa', 21),
('-id', 20)]
Review Remaining Errors¶
In [49]:
reports.docs_with_high_error_rate(summary)
Out[49]:
[]
In [ ]: