GH-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 = "GH"
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/GH/baseline Average verified rate: 0.937820099911431 Average of error rates: 0.06425506673257539 Total token count: 2285224
In [11]:
errors_summary = reports.get_errors_summary( stats )
reports.top_errors( errors_summary, 100 )
Out[11]:
[('-', 4029),
("'", 2999),
('ñ', 2726),
('e', 2495),
('m', 2108),
('w', 1965),
('¥', 1750),
('t', 1544),
('r', 1535),
(')', 1342),
('re-', 1261),
('d', 1107),
('f', 1100),
('con-', 1076),
('in-', 1058),
('g', 1037),
('n', 975),
('be-', 911),
('tion', 907),
('de-', 656),
('oo', 613),
('x', 591),
('com-', 526),
('(', 520),
('ment', 495),
('ex-', 487),
('th', 420),
('en-', 420),
('mis-', 371),
('dis-', 364),
('_', 359),
('un-', 320),
('pro-', 299),
('ple', 283),
('ers', 277),
('ac-', 272),
('im-', 267),
('ence', 266),
('per-', 264),
('tions', 261),
('peo-', 258),
('pre-', 256),
('/', 255),
('at-', 252),
('ad-', 228),
('ga', 222),
('co', 213),
('*', 209),
('to-', 206),
('sab-', 204),
('meet-', 204),
("'the", 202),
('ful', 197),
('ly', 197),
('col-', 190),
('ments', 187),
('an-', 186),
('ber', 185),
('the-', 181),
('al-', 178),
('for-', 168),
('ap-', 166),
('sionary', 164),
('k', 159),
("the'", 157),
('ance', 156),
('u', 155),
('mem-', 151),
('-the', 148),
('--', 146),
('them-', 145),
('mes-', 144),
('ference', 139),
('ored', 138),
('ern', 137),
('south-', 137),
('io', 135),
('with-', 132),
('ary', 132),
('build-', 131),
('work-', 130),
('pp', 129),
('oak-', 128),
('chil-', 127),
('inter-', 126),
('or-', 126),
('ã', 125),
('dren', 124),
('some-', 122),
("''", 122),
('so-', 121),
('mission-', 121),
('sub-', 120),
('bers', 117),
('confer-', 117),
('ent', 115),
('ceived', 115),
('can-', 114),
('sup-', 113),
('self-', 112),
("'of", 111),
('fol-', 111),
('ser-', 110),
('z', 109),
('thot', 107),
('ex', 107),
('pa', 106),
('hun-', 104),
('es-', 102),
('pres-', 101),
('teach-', 101)]
Check Special Character Use¶
In [12]:
reports.tokens_with_special_characters(errors_summary)
Out[12]:
[('ñ', 2726),
('¥', 1750),
(')', 1342),
('(', 520),
('_', 359),
('/', 255),
('*', 209),
('ã', 125),
('ñthe', 90),
('%', 81),
('`', 80),
('=', 75),
('ñselected', 67),
(']', 63),
('**', 52),
('+', 52),
('(continued', 47),
('tennã', 46),
('¥¥', 46),
('ô', 44),
('ña', 41),
('[the', 39),
('(the', 38),
('(see', 38),
('¡', 37),
('[', 37),
('(gen', 36),
('(verse', 34),
('\\', 34),
('(concluded', 32),
('(entered', 32),
('ñmrs', 31),
('ñsingle', 30),
('•', 30),
('(rom', 30),
('(rev', 30),
('(a)', 29),
('(heb', 29),
('(b)', 28),
('(i', 28),
('(john', 27),
('ñin', 26),
('_the', 26),
('(matt', 25),
('i)', 25),
('(isa', 24),
('(acts', 23),
('ñand', 23),
('ñed', 23),
('(and', 22),
('#', 22),
('ñanon', 22),
('¥¥¥', 22),
('—', 21),
('(c)', 21),
('¥the', 21),
("t('", 21),
("('", 20),
('ñthat', 20),
('the_', 20),
('(for', 19),
('the¥', 18),
('(ex', 16),
('ñj', 16),
('ñc', 16),
('ñto', 16),
('-¥', 15),
('ñsel', 15),
('\ufeff', 15),
('¥and', 15),
('(in', 15),
('(ps', 15),
('š', 14),
('ñbut', 14),
('ñi', 14),
('ñf', 14),
('(dan', 13),
('father]', 13),
('(d)', 13),
('(gal', 13),
('(colored)', 13),
('(luke', 13),
('(i)', 13),
('ó', 12),
("'¥", 12),
('``', 12),
('(not', 12),
('%iv', 12),
('ñwe', 12),
('ö', 11),
('ñr', 11),
('~', 11),
('and_', 11),
('[or', 11),
('a_', 11),
('^', 11),
('a/a', 11),
('ñnot', 11),
('(a', 11),
('✓', 11),
('ñthis', 10),
('(our', 10),
('of_', 10),
('`the', 10),
('name)', 10),
('(that', 10),
('(to', 10),
('[margin', 10),
('(eph', 10),
('ñid', 9),
('[christ]', 9),
('ñhe', 9),
("¥'", 9),
('¥of', 9),
('¥-', 9),
('ñno', 9),
('(verses', 9),
('-_', 9),
('(new', 9),
('o)', 9),
('et*', 8),
("nt('", 8),
('to)', 8),
('ñchristian', 8),
('(per', 8),
('(white)', 8),
('ñwho', 8),
('(p', 8),
('¥in', 8),
('ñg', 8),
('(signed)', 8),
('a¥', 8),
('ñs', 8),
('(e)', 8),
('ñit', 8),
("ñ'", 8),
('(which', 8),
('(f)', 8),
('_to', 8),
('ñfor', 8),
('(g)', 8),
('(as', 7),
('to¥', 7),
('ñall', 7),
('it)', 7),
('to_', 7),
('(margin', 7),
('in¥', 7),
('people)', 7),
('++', 7),
('ñdr', 7),
('(r', 7),
('(or', 7),
('(this', 7),
('***', 7),
('ñfrom', 7),
("ñyouth's", 7),
('ñmilitary', 6),
("`'", 6),
('*¥*', 6),
('`and', 6),
('[was]', 6),
('of¥', 6),
('ñl', 6),
('in_', 6),
('*if', 6),
('(h)', 6),
('*ir', 6),
('ñw', 6),
('itñ', 6),
("'`", 6),
('ñjames', 6),
('ñby', 6),
('[from', 6),
('(vs', 6),
('*the', 6),
('years)', 6),
("/'", 6),
('(model', 6),
('for_', 6),
('i/', 6),
('(compare', 6),
('_-', 6),
('}', 6),
(")'", 6),
('t)', 6),
('_i', 6),
('(christ)', 6),
('>', 6),
('(job', 6),
('ñrev', 6),
('publish=', 6),
('(eze', 6),
('and¥', 5),
("')", 5),
('¥a', 5),
('`by', 5),
('%m', 5),
('(phil', 5),
('a%', 5),
("'ñ", 5),
('(no', 5),
('is¥', 5),
('ñwhat', 5),
('¥i', 5),
('margin)', 5),
('with_', 5),
('who_', 5),
('(num', 5),
('(jer', 5),
('¥that', 5),
('south=', 5),
('(by', 5),
('ò', 5),
('the=', 5),
('(mark', 5),
('{', 5),
('(ado', 5),
('[this', 5),
('ii)', 5),
('//', 5),
('ñhow', 5),
('i¡', 5),
("father's]", 5),
('was¥', 5),
('¥¥¥¥', 5),
('ñ`', 5),
('be_', 5),
('(jno', 5),
('work)', 5),
('__', 5),
('(r)', 5),
('[of', 5),
('****', 5),
('ñthey', 5),
('ñis', 5),
('¥-¥', 5),
('_and', 5),
('ñjohn', 5),
('[moses]', 5),
('(he', 5),
('ñpatriarchs', 5),
('ñour', 5),
('ñe', 5),
('ñyes', 4),
('part)', 4),
('(col', 4),
('(with', 4),
('adapted]', 4),
('christ]', 4),
('children)', 4),
('¥at', 4),
('(now', 4),
('()', 4),
('`it', 4),
('ñlowell', 4),
('(from', 4),
('have¥', 4),
('(london)', 4),
('(margin)', 4),
('(n', 4),
('[margin]', 4),
('the]', 4),
('ñt', 4),
('#abbath', 4),
('ñof', 4),
('<', 4),
('(-', 4),
('¥with', 4),
('`with', 4),
('ñso', 4),
('/the', 4),
('/he', 4),
('_of', 4),
('continued)', 4),
('#ince', 4),
('godñ', 4),
('sabbath=school', 4),
('¤', 4),
('(ii)', 4),
('it_', 4),
("[christ's]", 4),
('ñpresent', 4),
('(continued)', 4),
('ñhis', 4),
('ñnew', 4),
('-(', 4),
('fuelñone', 4),
('(about', 4),
('are_', 4),
('[had]', 4),
('iñ', 4),
('¥we', 4),
('margin]', 4),
('allñ', 4),
('have_', 4),
('[self-denial]', 4),
('(patented)', 4),
('_people', 4),
('[in', 4),
('ñas', 4),
('at¥', 4),
('(personal', 4),
('`do', 4),
('/or', 4),
('io)', 4),
('_a', 4),
('ñdied', 4),
('re=', 4),
('ñgood', 4),
('`i', 4),
('(an', 4),
('¥to', 4),
('timeñ', 4),
('ñd', 4),
('been_', 4),
('the`', 4),
('ñwar', 3),
('them)', 3),
('al/', 3),
('we¥', 3),
('`we', 3),
('us_', 3),
('saidñ', 3),
('flyñshuttle', 3),
('ñthere', 3),
('`if', 3),
('(w', 3),
("'`i", 3),
('ñb', 3),
("ñram's", 3),
('the/', 3),
('ñmargaret', 3),
('ãof', 3),
('ñeditor', 3),
('ñella', 3),
("qt('", 3),
('_that', 3),
('be¥', 3),
('students_', 3),
('_give', 3),
('¥m', 3),
('¥it', 3),
('_this', 3),
('_herald', 3),
('(roman', 3),
('life)', 3),
('[gr', 3),
('all_', 3),
('£', 3),
('(widow', 3),
('(because', 3),
('*ip', 3),
("ñ''", 3),
('[a', 3),
('(where', 3),
('(chap', 3),
('*from', 3),
('of_the', 3),
('godã', 3),
('ñeven', 3),
('ñelizabeth', 3),
('(e', 3),
('con=', 3),
('(commissions', 3),
('ñbefore', 3),
('ñexchange', 3),
('once—lest', 3),
('-`', 3),
('aveã', 3),
('eight)', 3),
('`those', 3),
('york)', 3),
('*as', 3),
('ñiowa', 3),
('ñsunday-school', 3),
('(incorporated)', 3),
('(dent', 3),
('¥s', 3),
('`god', 3),
('[to', 3),
('[living]', 3),
('law]', 3),
('we_', 3),
('good)', 3),
('lord_', 3),
('for¥', 3),
('`some', 3),
('ñphillips', 3),
('(ala', 3),
('ñwas', 3),
('sunday=school', 3),
('god]', 3),
('_is', 3),
('[compare', 3),
('(midget', 3),
('i_', 3),
('()cob', 3),
('ñjust', 3),
('¥its', 3),
('%if', 3),
('tooñ', 3),
('month)', 3),
('(sold)', 3),
('f)', 3),
('(my', 3),
('oneñ', 3),
('ñhenry', 3),
('¥be', 3),
('ñedward', 3),
(')¥', 3),
('wool)', 3),
('-*', 3),
('(james', 3),
('`have', 3),
('¥¥¥¥¥', 3),
('a¡', 3),
('(io)', 3),
('(to)', 3),
('`)', 3),
('¥¥¥¥¥¥¥¥', 3),
('ñadapted', 3),
('work_', 3),
('¥%', 3),
('ñrobert', 3),
('¥on', 3),
('so_', 3),
('(trait)', 3),
('(zech', 3),
('ñreview', 3),
('south)', 3),
('¥¥¥¥¥¥', 3),
('_coming', 3),
('edition)', 3),
('ñsunday', 3),
('ñbible', 3),
('_our', 3),
('ñan', 3),
('knowñ', 3),
('is_', 3),
('û', 3),
('ñits', 3),
('`¥', 3),
('-)', 3),
('ñlondon', 3),
('ñoh', 3),
('_but', 3),
('andñ', 3),
('¦', 3),
('ñh', 3),
('s¥', 3),
('are¥', 3),
('ñm', 3),
('that_', 3),
('_they', 3),
('ñthese', 3),
("'*", 3),
('¥had', 3),
('¥for', 3),
('concluded)', 3),
('`what', 3),
('stã', 3),
('[adapte', 3),
('(mass', 2),
('_them', 2),
('(eternal', 2),
('(on', 2),
('¥from', 2),
('cents)', 2),
('_build', 2),
('¥your', 2),
('giveñ', 2),
('black)', 2),
('ñamos', 2),
('¥any', 2),
('ñgospel', 2),
('/e', 2),
('time)', 2),
('notñ', 2),
('weeks)', 2),
('volcanic)', 2),
('ñsydney', 2),
('*•', 2),
('[marginal', 2),
('toñ', 2),
('meñ', 2),
('))', 2),
('hourñthen', 2),
('ñchicago', 2),
('¥our', 2),
('lord)', 2),
('ñillustrated', 2),
('•=', 2),
('<>', 2),
('_r', 2),
('¥as', 2),
('ñsecretary', 2),
("'¥'", 2),
('¥-of', 2),
('neverñforever', 2),
('donations*', 2),
('beñ', 2),
('[ex', 2),
('andã', 2),
('(may', 2),
('[adapted]', 2),
('cheat)', 2),
('¥out', 2),
('ñspurgeon', 2),
('(sunday)', 2),
('(revelation', 2),
('(f', 2),
('ãbe', 2),
('agesñthe', 2),
("(satan's)", 2),
('recipes)', 2),
('friendñ', 2),
('first¥', 2),
('`so', 2),
('this_', 2),
('ñlittle', 2),
('spirit]', 2),
('(sept', 2),
('eyes_', 2),
('(conclusion', 2),
('grave]', 2),
('ñsin', 2),
('¥an', 2),
('ñmen', 2),
('ti*', 2),
('oneñand', 2),
('stampsñcost', 2),
('*p', 2),
('smilingñjust', 2),
('(australia)', 2),
('ñwhen', 2),
('(there', 2),
('-¥¥-¥', 2),
('right)', 2),
('mostñthe', 2),
('*-', 2),
('all¥', 2),
('(same', 2),
('foreverñnever', 2),
('ñsir', 2),
('[about', 2),
("'`god", 2),
('ñlesson', 2),
('workersñsowers', 2),
('(altho', 2),
('givenñ', 2),
('ñian', 2),
('¥was', 2),
('##', 2),
('i*', 2),
('¥-did', 2),
('_church', 2),
('¥lord', 2),
('no/', 2),
('of*', 2),
('us¥', 2),
('ñsun-', 2),
('in)', 2),
(')s', 2),
('ñshe', 2),
('ãã', 2),
('ñbooker', 2),
('ñenclosed', 2),
('_moody', 2),
('ñthen', 2),
('ñlet', 2),
('living)', 2),
('strachan_', 2),
('ñduring', 2),
('ñunderclothing', 2),
('%is', 2),
('peopleñ', 2),
('ãschool', 2),
('¥one', 2),
('but_', 2),
('y_', 2),
('ñn', 2),
('father)', 2),
('%i', 2),
('_school', 2),
('ñwhich', 2),
('i%', 2),
('dead)', 2),
('[bonds', 2),
('\\\\', 2),
('isñ', 2),
('_some', 2),
('(tenn', 2),
('ñgeo', 2),
('_how', 2),
('my_', 2),
('this¥', 2),
('(mrs', 2),
('grade)', 2),
('ãthey', 2),
('com_', 2),
('%ft', 2),
('(being', 2),
('know_', 2),
('as¥', 2),
('¥z', 2),
('(mal', 2),
('mis=', 2),
('_we', 2),
('•i', 2),
('ñmore', 2),
('moat)', 2),
('*for', 2),
('(paul)', 2),
('¥this', 2),
('ñmary', 2),
('_are', 2),
('a*', 2),
('(only', 2),
('company)', 2),
('a\\', 2),
('/-', 2),
('_world', 2),
('✓v', 2),
('¥¥=', 2),
('(judges', 2),
('¥ti', 2),
('r)', 2),
('k)', 2),
('ñprof', 2),
('ñwell', 2),
('`for', 2),
('view)', 2),
('ñare', 2),
('no=', 2),
('sin)', 2),
('literatureñand', 2),
('ñinstead', 2),
('preaching_', 2),
('_bible', 2),
('ñgod', 2),
('who¥', 2),
('wantedñ', 2),
('(aug', 2),
('(cut', 2),
('(concluded)', 2),
('serviceñ', 2),
('ñu', 2),
('`there', 2),
('todayñ', 2),
('`in', 2),
('ñor', 2),
('¥you', 2),
(')te', 2),
('/a', 2),
('¥can', 2),
('no¥', 2),
('_god', 2),
('ñbishop', 2),
("`world's", 2),
(')a', 2),
('`you', 2),
('*and', 2),
('¥their', 2),
('thou_', 2),
('(teachers', 2),
('angels)', 2),
('¥down', 2),
('_will', 2),
('ñdonation', 2),
('ñhave', 2),
('*physical', 2),
('several_', 2),
('teachers)', 2),
('heaven]', 2),
('ñliberty', 2),
('homesñ', 2),
('ãthe', 2),
('(pp', 2),
('¥¥¥¥¥¥¥', 2),
('¥saying', 2),
('s¥o', 2),
("(god's)", 2),
('`thy', 2),
('ñsigns', 2),
('[seven', 2),
('\\v', 2),
('by_', 2),
('completeness]', 2),
('[i', 2),
('ñif', 2),
('word]', 2),
('_quarter', 2),
('¨', 2),
('their¥', 2),
('good_', 2),
('¥united', 2),
('-=', 2),
('ñthose', 2),
('¥do', 2),
('■', 2),
('(chapter', 2),
('debt—', 2),
('`testimonies', 2),
('school)', 2),
('(do', 2),
('¥t', 2),
('showsñthat', 2),
('t()', 2),
('de=', 2),
('been¥', 2),
('(red', 2),
('by_the', 2),
('church_', 2),
('come_', 2),
('(death)', 2),
('\\the', 2),
('sayñand', 2),
('ñmay', 2),
('¥began', 2),
('(hot', 2),
('(love)', 2),
('`of', 2),
('(may)', 2),
('(below', 2),
("[god's]", 2),
('(though', 2),
('(but', 2),
('lie)', 2),
('ç', 2),
('earth]', 2),
('_sabbath', 2),
('*front', 2),
('ôif', 2),
('(eccl', 2),
('ñthomas', 2),
('(class', 2),
('_he', 2),
('o=', 2),
('t)to', 2),
('(word', 2),
('right_', 2),
(')-', 2),
('ñnone', 2),
('nc)', 2),
('fact)', 2),
('lawñthe', 2),
('/l', 2),
('coã', 2),
('ãthat', 2),
('do_', 2),
('`_`', 2),
('(ohio)', 2),
('_have', 2),
('ãi', 2),
('=-', 2),
('city)', 2),
('ñbaptist', 2),
('_colored', 2),
('ñservice', 2),
('does_', 2),
('(elder', 2),
('ñeverything', 2),
('¥tennessee', 2),
('day]', 2),
('¥p', 2),
('i=', 2),
('*--', 2),
('(formerly', 2),
('`that', 2),
('`hough', 2),
('*to', 2),
('_many', 2),
('[prom', 2),
('[transgression', 2),
('(myself)', 2),
('ñthree', 2),
('him_', 2),
('nict)t', 2),
('@', 2),
('ñyou', 2),
('o(', 2),
('è', 2),
('(ro)', 2),
('(who', 2),
('_poor', 2),
('camp=meeting', 2),
('t¥', 2),
('own_', 2),
('ñstandard', 2),
('(s', 2),
('¥e', 2),
('yearsñ', 2),
('`twas', 2),
('membershipñ', 2),
('(glory)', 2),
('people_', 2),
('our¥', 2),
('(care', 2),
('_several', 2),
('(t)', 2),
('ñwith', 2),
('`this', 2),
('ñwhere', 2),
('was_', 2),
('the__', 2),
('doñ', 2),
('ñlucy', 2),
('on)', 2),
('(some', 2),
('¡i', 2),
('`be', 2),
('fensesñwill', 2),
('(when', 2),
('e¥¥', 2),
('ii()', 2),
('`inasmuch', 2),
('(january', 2),
('*ere', 2),
('ñarranged', 2),
('[colored', 2),
('(lie', 2),
('¥all', 2),
('catholic)', 2),
('++why', 2),
("clt('", 2),
('(tune', 2),
('man¥', 2),
('(zrato', 2),
('thoughtñ', 2),
('neededñworkers', 2),
('water)', 2),
('being¥', 2),
('¥¥s', 2),
('his¥', 2),
('*ill', 2),
('ñgo', 2),
('r>', 2),
('ñindependent', 2),
('ñsuch', 2),
('(two', 2),
('`to', 2),
('ñhealth', 2),
('itñthat', 2),
('(she', 2),
('¡us', 2),
('(t', 2),
('newñ', 2),
('of=', 2),
('_ñ', 2),
('`colored', 2),
('(one', 2),
('re¥', 2),
('ñamerican', 2),
('¥--', 2),
('mortgages]', 2),
('(prov', 2),
('thingñ', 2),
('bodyñ', 2),
('¥did', 2),
('acres)', 2),
('_it', 2),
('deathñeternal', 2),
('k**', 2),
('fundñ', 2),
('a}', 2),
('which_', 2),
('bible)', 2),
('confer=', 2),
('#abbatii', 2),
('-**', 2),
('m/', 2),
('has_', 2),
('igor)', 2),
('ñunited', 2),
('\\to', 2),
('%pi', 2),
('which¥', 2),
('artñ', 2),
('sin_', 2),
('ñtestimony', 2),
('[were]', 2),
('¥if', 2),
('his=', 2),
('co/porter', 2),
('this*', 2),
('w¥', 2),
('herald¥', 2),
('_by', 2),
('he]', 2),
('will_', 2),
('courage_', 2),
('see_', 2),
('he_', 2),
('¥=', 2),
('_reading', 2),
('[we', 2),
('_new', 2),
('not_', 2),
('(boston)', 2),
('[through', 2),
('[abraham]', 2),
('*¥', 2),
('¥every', 2),
('#puclor', 1),
('/there', 1),
('ofb_e_itig', 1),
('iisene=', 1),
('%oakwood', 1),
('¥effort', 1),
('*preaching', 1),
('_no', 1),
('talk¥', 1),
('¥¥ip', 1),
('ñcalcium', 1),
('canvass=', 1),
('`e', 1),
('tw¡girls', 1),
('godñno', 1),
('knowledgeñdemands', 1),
('i¥', 1),
('mmegmmmmrnm%nmnmmn', 1),
('christñthe', 1),
('ñfaithful', 1),
('which/', 1),
('_horses', 1),
('oracleñthat', 1),
('ifñmy', 1),
('gent)', 1),
('griã', 1),
('aaa)', 1),
('[god]', 1),
('(roman)', 1),
('`tr', 1),
('(divinity)', 1),
('hairñperhaps', 1),
('`give', 1),
('_meetings', 1),
('clitif*ceecipecifliz', 1),
("c)t('", 1),
('r•e', 1),
('ñ-', 1),
('ñclearly', 1),
('of+', 1),
("'ñreally", 1),
('i\\nntr', 1),
('`practical', 1),
('t--)', 1),
('¥houston', 1),
('(leorgia', 1),
('i}', 1),
('work-¥', 1),
('ñphiladelphia', 1),
('noñthat', 1),
('attendance_of', 1),
('¥god', 1),
('*small', 1),
('ings`', 1),
('july_', 1),
('/arms', 1),
('*loo', 1),
("_angel's", 1),
('sometimeñand', 1),
('ageñ', 1),
('dieñfor', 1),
('¥oc-', 1),
('idea/', 1),
("''/v", 1),
('calmness¥', 1),
('frivt¡kn', 1),
('ñeach', 1),
('iilliiiii(', 1),
('=ice', 1),
('(like', 1),
('tradeñhis', 1),
("with¥'", 1),
('tt)', 1),
('defeatñwreckage', 1),
('hear)', 1),
('¥viry', 1),
('temporal]', 1),
('people]', 1),
("'i%", 1),
('animalsñtigers', 1),
('sometimesña', 1),
('ñmarie', 1),
('usñ', 1),
('ñfarm', 1),
('agencies¥', 1),
('imprisonmentñfor', 1),
("''tipecet*ecesitictcicsice", 1),
("`'sneaking", 1),
('evans-`', 1),
('difficulties)', 1),
('(praise', 1),
('was¥evidently', 1),
('ñhomi-', 1),
('mounts_', 1),
('/eternity', 1),
('farmñnow', 1),
...]
Correction 1 -- Normalize Characters¶
In [13]:
# %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()
Check Correction 1¶
In [14]:
# %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/GH/correction1 Average verified rate: 0.9442694976452395 Average of error rates: 0.057778546712802775 Total token count: 2278788
In [15]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[15]:
[('-', 4194),
("'", 3209),
('e', 2551),
('m', 2132),
('w', 1985),
('t', 1634),
('r', 1596),
('re-', 1264),
('f', 1151),
('d', 1134),
('con-', 1077),
('g', 1066),
('in-', 1059),
('n', 998),
('be-', 913),
('tion', 910),
('de-', 656),
('oo', 614),
('x', 598),
('com-', 528),
('ment', 497),
('ex-', 487),
('th', 423),
('en-', 422),
('mis-', 372),
('dis-', 364),
('un-', 321),
('pro-', 299),
('ple', 285),
('ers', 279),
('ac-', 272),
('im-', 267),
('ence', 266),
('per-', 264),
('tions', 261),
('peo-', 258),
('pre-', 256),
('at-', 252),
('ad-', 228),
('ga', 222),
('co', 219),
('to-', 206),
('sab-', 204),
('meet-', 204),
("'the", 202),
('ly', 199),
('ful', 197),
('col-', 191),
('ments', 188),
('an-', 186)]
Correction 2 -- Fix Line Endings¶
In [16]:
# %load shared_elements/correct_line_endings.py
prev = "correction1"
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()
Check Correction 2¶
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/GH/correction2 Average verified rate: 0.9667102022955556 Average of error rates: 0.035403855659911034 Total token count: 2239545
In [18]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[18]:
[('-', 4147),
("'", 3209),
('e', 2543),
('m', 2129),
('w', 1984),
('t', 1628),
('r', 1591),
('f', 1151),
('d', 1132),
('g', 1065),
('n', 991),
('oo', 613),
('x', 596),
('th', 423),
('ga', 220),
('co', 214),
("'the", 202),
('k', 174),
('--', 169),
('u', 163),
("the'", 160),
('-the', 148),
('io', 143),
("''", 131),
('pp', 130),
('ex', 129),
('z', 113),
("'of", 111),
('thot', 107),
('pa', 106),
('jno', 98),
('ky', 97),
('wm', 94),
("'and", 89),
('-to', 87),
('va', 84),
("an'", 83),
('tion', 82),
('ro', 81),
('ma', 76),
("'to", 76),
('al', 75),
("'a", 75),
("to'", 75),
("'tis", 74),
('-and', 74),
('-of', 72),
('altho', 71),
('con-', 69),
('mt', 68)]
Correction 3 -- Remove extra dashes¶
In [19]:
# %load shared_elements/remove_extra_dashes.py
prev = "correction2"
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()
GH18980501-V01-01-page11.txt: [('-', '')]
GH18980501-V01-01-page12.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('---', '--')]
GH18980501-V01-01-page2.txt: [('pur-', 'pur'), ('-', '')]
GH18980501-V01-01-page4.txt: [('minis-', 'minis'), ('-', ''), ('so.-', 'so.'), ('-', ''), ('"-', '"'), ('-the', 'the')]
GH18980501-V01-01-page5.txt: [('admi-', 'admi'), ('rapid-', 'rapid')]
GH18980501-V01-01-page6.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('phos-', 'phos'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
GH18980501-V01-01-page8.txt: [('-', '')]
GH18980501-V01-01-page9.txt: [('large-', 'large')]
GH18980701-V01-02-page1.txt: [('practi-', 'practi'), ('con-', 'con')]
GH18980701-V01-02-page10.txt: [('HER-', 'HER'), ('Smith-', 'Smith'), ('HER-', 'HER')]
GH18980701-V01-02-page2.txt: [('heaven-', 'heaven')]
GH18980701-V01-02-page3.txt: [('practi-', 'practi')]
GH18980701-V01-02-page4.txt: [('heaven-', 'heaven')]
GH18980701-V01-02-page6.txt: [('right-', 'right'), ('"MORN-', '"MORN')]
GH18980701-V01-02-page7.txt: [('ses-', 'ses'), ('-', ''), ('-', ''), ('Halla-', 'Halla')]
GH18980701-V01-02-page8.txt: [('pro-', 'pro')]
GH18980801-V01-03-page4.txt: [('enlight-', 'enlight')]
GH18980801-V01-03-page5.txt: [('--', '-')]
GH18980801-V01-03-page6.txt: [('ve-', 've'), ('part-', 'part')]
GH18980801-V01-03-page7.txt: [('mer-', 'mer'), ('over-', 'over')]
GH18980801-V01-03-page8.txt: [('blishing-', 'blishing'), ('-have', 'have'), ('Har-', 'Har'), ('-', '')]
GH18980901-V01-04-page2.txt: [('-', ''), ('effect-', 'effect')]
GH18980901-V01-04-page3.txt: [('-', '')]
GH18980901-V01-04-page4.txt: [('sat-', 'sat'), ('rais-', 'rais')]
GH18980901-V01-04-page5.txt: [('mil-', 'mil')]
GH18980901-V01-04-page7.txt: [('JUNI-', 'JUNI'), ('HER-', 'HER'), ('elic-', 'elic'), ('Klon-', 'Klon'), ('-', ''), ('manu-', 'manu')]
GH18980901-V01-04-page8.txt: [('Annum-', 'Annum'), ('-', ''), ('HER-', 'HER'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
GH18981201-V01-05-page10.txt: [('es-', 'es'), ('offi-', 'offi')]
GH18981201-V01-05-page11.txt: [('-', ''), ('-.', '.'), ('-GOSPEL', 'GOSPEL'), ('old-', 'old')]
GH18981201-V01-05-page12.txt: [('re-', 're')]
GH18981201-V01-05-page2.txt: [('-', ''), ('-St.', 'St.')]
GH18981201-V01-05-page6.txt: [('Did-', 'Did'), ('hand.-', 'hand.')]
GH18981201-V01-05-page8.txt: [('-', ''), ('-not', 'not')]
GH18981201-V01-05-page9.txt: [('-r', 'r')]
GH18990101-V01-06-page2.txt: [('-', '')]
GH18990101-V01-06-page3.txt: [('-', ''), ("'-", "'")]
GH18990101-V01-06-page4.txt: [('-', ''), ('Gos-', 'Gos'), ('morn-', 'morn'), ('teach-', 'teach')]
GH18990101-V01-06-page5.txt: [('instruct-', 'instruct')]
GH18990101-V01-06-page6.txt: [('Wendell-', 'Wendell')]
GH18990101-V01-06-page8.txt: [('nat-', 'nat'), ('-', '')]
GH18990201-V01-07-page1.txt: [('our-', 'our'), ('ut-', 'ut')]
GH18990201-V01-07-page2.txt: [('THANKS-', 'THANKS')]
GH18990201-V01-07-page4.txt: [('So-', 'So')]
GH18990301-V01-08-page1.txt: [('num-', 'num'), ('him-', 'him')]
GH18990301-V01-08-page11.txt: [('SOUTH-', 'SOUTH')]
GH18990301-V01-08-page12.txt: [('-', ''), ('---', '--')]
GH18990301-V01-08-page2.txt: [('HER-', 'HER')]
GH18990301-V01-08-page3.txt: [('al-', 'al')]
GH18990301-V01-08-page5.txt: [('ad-', 'ad')]
GH18990301-V01-08-page7.txt: [('by-', 'by'), ('every-', 'every'), ('roy-', 'roy')]
GH18990301-V01-08-page8.txt: [('Con-', 'Con')]
GH18990301-V01-08-page9.txt: [('oppor-', 'oppor'), ('inefface-', 'inefface')]
GH18990501-V01-09-page1.txt: [('-', ''), ('Gos-', 'Gos'), ('Gos-', 'Gos')]
GH18990501-V01-09-page2.txt: [('dif-', 'dif')]
GH18990501-V01-09-page3.txt: [('Be-', 'Be')]
GH18990501-V01-09-page4.txt: [('back-', 'back')]
GH18990801-V01-10-page1.txt: [('in-', 'in')]
GH18990801-V01-10-page2.txt: [('--', '-'), ('sacri-', 'sacri'), ('HERALD-', 'HERALD'), ('-', ''), ('dis-', 'dis')]
GH18990801-V01-10-page5.txt: [('-', '')]
GH18990801-V01-10-page7.txt: [('-', ''), ('-of', 'of'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ("-'", "'"), ('-tf.', 'tf.')]
GH18990801-V01-10-page8.txt: [('PUB-', 'PUB'), ('HER-', 'HER')]
GH18991001-V01-11-page1.txt: [('-received', 'received'), ('Gos-', 'Gos')]
GH18991001-V01-11-page11.txt: [('MIS-', 'MIS')]
GH18991001-V01-11-page12.txt: [('-', '')]
GH18991001-V01-11-page14.txt: [('earnest-', 'earnest'), ('-equipped', 'equipped')]
GH18991001-V01-11-page15.txt: [('-you', 'you')]
GH18991001-V01-11-page16.txt: [('SO-', 'SO'), ('-', ''), ('Brown-', 'Brown'), ('-', ''), ('HER-', 'HER'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('Friends-', 'Friends'), ('-', '')]
GH18991001-V01-11-page2.txt: [('-', ''), ('-is', 'is'), ('inter-', 'inter')]
GH18991001-V01-11-page20.txt: [('-CiFumEp.', 'CiFumEp.'), ('HER-', 'HER')]
GH18991001-V01-11-page23.txt: [('--', '-')]
GH18991001-V01-11-page24.txt: [('-', ''), ('m-', 'm')]
GH18991001-V01-11-page3.txt: [('-fere', 'fere'), ('-Shall', 'Shall'), ('-', '')]
GH18991001-V01-11-page6.txt: [('-"', '"'), ('Halla-', 'Halla')]
GH18991001-V01-11-page7.txt: [('al-', 'al'), ('-t', 't')]
GH18991001-V01-11-page9.txt: [('-To', 'To'), ('-', ''), ('enter-', 'enter')]
GH18991201-V01-12-page1.txt: [('hun-', 'hun')]
GH18991201-V01-12-page10.txt: [('-e', 'e')]
GH18991201-V01-12-page11.txt: [('Gos-', 'Gos'), ('Self-', 'Self')]
GH18991201-V01-12-page14.txt: [('-', ''), ('GOS-', 'GOS')]
GH18991201-V01-12-page18.txt: [('diewilder-', 'diewilder'), ('-', ''), ('yea-', 'yea'), ('By-', 'By'), ('-and', 'and')]
GH18991201-V01-12-page3.txt: [('-Co', 'Co'), ('---', '--')]
GH18991201-V01-12-page4.txt: [('-', ''), ('So-', 'So')]
GH18991201-V01-12-page5.txt: [('-', '')]
GH18991201-V01-12-page6.txt: [('repre-', 'repre')]
GH18991201-V01-12-page8.txt: [('-----', '----'), ('Lam-', 'Lam')]
GH19000101-V02-01-page1.txt: [('-', '')]
GH19000101-V02-01-page2.txt: [("channel's-", "channel's"), ('compre-', 'compre')]
GH19000101-V02-01-page3.txt: [('x-', 'x')]
GH19000101-V02-01-page5.txt: [('-', ''), ('univer-', 'univer')]
GH19000101-V02-01-page6.txt: [('-a', 'a'), ('-', ''), ('edu-', 'edu')]
GH19000101-V02-01-page8.txt: [('-', ''), ('Higgins-', 'Higgins'), ('-', ''), ('-', ''), ('-in', 'in'), ('-Struble', 'Struble'), ('order.-', 'order.'), ('-', ''), ('-Loop', 'Loop'), ('Mc-', 'Mc'), ('-', ''), ('-E', 'E'), ('-Schreiber', 'Schreiber'), ('Scho-', 'Scho'), ('-berg', 'berg'), ('Rol-', 'Rol'), ('-', ''), ('-', '')]
GH19000401-V02-04-page1.txt: [('-Jesus', 'Jesus')]
GH19000401-V02-04-page2.txt: [('Gos-', 'Gos'), ('synony-', 'synony')]
GH19000401-V02-04-page3.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
GH19000401-V02-04-page4.txt: [('SO-', 'SO'), ('what-', 'what'), ('-last', 'last'), ('-', ''), ('-', ''), ('de-', 'de'), ('-', ''), ('-', '')]
GH19000501-V02-05-page1.txt: [('be-', 'be')]
GH19000501-V02-05-page2.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('IN-', 'IN'), ('-T', 'T')]
GH19000501-V02-05-page3.txt: [('-', '')]
GH19000501-V02-05-page4.txt: [('SEC-', 'SEC'), ('-', ''), ('-', ''), ('-', '')]
GH19000501-V02-05-page5.txt: [('-', ''), ('-', ''), ('--', '-')]
GH19000501-V02-05-page6.txt: [('HER-', 'HER')]
GH19000501-V02-05-page7.txt: [('We-', 'We'), ('-CiRimu.', 'CiRimu.'), ('-to', 'to')]
GH19000501-V02-05-page8.txt: [('SUM-', 'SUM'), ('-f', 'f')]
GH19000601-V02-06-page10.txt: [('neces-', 'neces')]
GH19000601-V02-06-page11.txt: [('-', '')]
GH19000601-V02-06-page13.txt: [('pro-', 'pro'), ('priva-', 'priva'), ('prin-', 'prin')]
GH19000601-V02-06-page14.txt: [('HER-', 'HER'), ('pre-', 'pre')]
GH19000601-V02-06-page15.txt: [('Testa-', 'Testa'), ('-ment', 'ment'), ('-for', 'for'), ('-so', 'so')]
GH19000601-V02-06-page16.txt: [('-', '')]
GH19000601-V02-06-page17.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-v', 'v'), ('-', ''), ('-t-ZA', 't-ZA'), ('-f-z-u', 'f-z-u'), ("A'Y-", "A'Y"), ('-', ''), ('--c-ee', '-c-ee'), ('-Z', 'Z')]
GH19000601-V02-06-page18.txt: [('are-', 'are'), ('correspond-', 'correspond'), ('ad-', 'ad')]
GH19000601-V02-06-page19.txt: [('principles-', 'principles')]
GH19000601-V02-06-page2.txt: [('se-', 'se'), ('------', '-----'), ('-C', 'C'), ('-g', 'g'), ('-WHV', 'WHV'), ('-', '')]
GH19000601-V02-06-page20.txt: [('-from', 'from'), ('Vicks-', 'Vicks'), ('-', ''), ('-', ''), ('-', ''), ('J.-', 'J.'), ('-', ''), ('-', ''), ('Lintonia-', 'Lintonia'), ('Mississippi-', 'Mississippi'), ('im-', 'im'), ('Prim-', 'Prim'), ('-Mrs.', 'Mrs.'), ('-', ''), ('-', '')]
GH19000601-V02-06-page21.txt: [('-cover', 'cover')]
GH19000601-V02-06-page22.txt: [('the-', 'the')]
GH19000601-V02-06-page23.txt: [('-', ''), ('-', ''), ("-Y-'", "Y-'")]
GH19000601-V02-06-page24.txt: [('-Lb', 'Lb')]
GH19000601-V02-06-page4.txt: [('SIXTY-', 'SIXTY'), ('"GOS-', '"GOS')]
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GH19170901-V11-09-page1.txt: [('wonder-', 'wonder')]
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GH19170901-V11-09-page4.txt: [('Advent-', 'Advent'), ('con-', 'con'), ('righteous-', 'righteous')]
GH19170901-V11-09-page5.txt: [('-fellowship', 'fellowship'), ('-the', 'the'), ('fore--', 'fore-'), ('coopera-', 'coopera'), ('-', ''), ('Carolina-', 'Carolina'), ('-', '')]
GH19170901-V11-09-page6.txt: [('-In', 'In'), ('appear-', 'appear'), ('God."-', 'God."'), ('proper-', 'proper'), ('ord-', 'ord'), ('es-', 'es')]
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GH19170901-V11-09-page8.txt: [('des-', 'des'), ('breth-', 'breth'), ('Hunts-', 'Hunts'), ('prac-', 'prac'), ('them-', 'them'), ('the-', 'the'), ('-', '')]
GH19171101-V11-11-page1.txt: [('-', '')]
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GH19171101-V11-11-page3.txt: [('-on', 'on'), ('-', ''), ('-work', 'work'), ('Ad.-', 'Ad.'), ('-', ''), ('vol-', 'vol'), ('finish-', 'finish')]
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GH19180201-V12-02-page1.txt: [('in-', 'in')]
GH19180201-V12-02-page2.txt: [('chil-', 'chil'), ('Junior-', 'Junior'), ('suit-', 'suit')]
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GH19180201-V12-02-page4.txt: [('teach-', 'teach'), ('teach-', 'teach'), ('stu-', 'stu')]
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GH19180201-V12-02-page6.txt: [('-', ''), ('-', ''), ('-under', 'under'), ('-Adventists.', 'Adventists.'), ('-', ''), ('pas-', 'pas'), ('-', '')]
GH19180201-V12-02-page7.txt: [('impossi-', 'impossi')]
GH19180201-V12-02-page8.txt: [('El-', 'El'), ('valu-', 'valu'), ('re-', 're'), ('-', '')]
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GH19180401-V12-04-page3.txt: [('Gentiles"--', 'Gentiles"-'), ('accom-', 'accom')]
GH19180401-V12-04-page4.txt: [('wel-', 'wel'), ('truth-', 'truth'), ('con-', 'con'), ('-', ''), ('progress-', 'progress')]
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GH19180501-V12-05-page3.txt: [('Jeru-', 'Jeru')]
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GH19180501-V12-05-page5.txt: [('meet-', 'meet'), ('plac-', 'plac'), ('pre-', 'pre'), ('Fed-', 'Fed')]
GH19180501-V12-05-page6.txt: [('be-', 'be'), ('be-', 'be'), ('-', ''), ('-', '')]
GH19180501-V12-05-page7.txt: [('every-', 'every'), ('accord-', 'accord')]
GH19180501-V12-05-page8.txt: [('DEPARTMENT-', 'DEPARTMENT'), ('-friltEgICAN', 'friltEgICAN'), ('uni-', 'uni'), ('as-', 'as'), ('-best', 'best'), ('acknow-', 'acknow'), ('spiri-', 'spiri'), ('ex-', 'ex'), ('circum-', 'circum'), ('-', '')]
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GH19180601-V12-06-page4.txt: [('com-', 'com'), ('bicarbon-', 'bicarbon'), ('sym-', 'sym'), ('stand-', 'stand')]
GH19180601-V12-06-page5.txt: [('de-', 'de'), ('expla-', 'expla'), ('noncom-', 'noncom'), ('oper-', 'oper'), ('conscien-', 'conscien')]
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GH19180701-V12-07-page2.txt: [('opera-', 'opera'), ('send-', 'send'), ('their-', 'their'), ('South-', 'South')]
GH19180701-V12-07-page3.txt: [('neces-', 'neces'), ('-', ''), ('ninety-', 'ninety'), ('remem-', 'remem'), ('four-', 'four'), ('equip-', 'equip'), ('ex-', 'ex')]
GH19180701-V12-07-page4.txt: [('be-', 'be'), ('whose-', 'whose'), ('Edu-', 'Edu'), ('-especially', 'especially'), ('-', '')]
GH19180701-V12-07-page5.txt: [('contain-', 'contain'), ('of-', 'of'), ('thou-', 'thou'), ('Greens-', 'Greens'), ('build-', 'build')]
GH19180701-V12-07-page6.txt: [('be-', 'be'), ('-baptised', 'baptised'), ('--ITenn.', '-ITenn.')]
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GH19180701-V12-07-page8.txt: [('discuss-', 'discuss')]
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GH19180901-V12-09-page1.txt: [('Spring-', 'Spring')]
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GH19200901-V14-09-page3.txt: [('Member-', 'Member'), ('-healing', 'healing'), ('ValleY-and-', 'ValleY-and'), ('-society', 'society'), ('-.Pittsbiggtiacwirle', '.Pittsbiggtiacwirle'), ('-unspral', 'unspral'), ('abdrain.-', 'abdrain.'), ('Pa.-', 'Pa.'), ('-yearsAgoie', 'yearsAgoie')]
GH19200901-V14-09-page4.txt: [('month--', 'month-')]
GH19200901-V14-09-page6.txt: [('-', ''), ('-', ''), ('Domestic-', 'Domestic')]
GH19200901-V14-09-page7.txt: [('-to', 'to')]
GH19200901-V14-09-page8.txt: [('DIVI-', 'DIVI')]
GH19201001-V14-10-page1.txt: [('-', ''), ('-', ''), ('-of', 'of'), ('-with', 'with')]
GH19201001-V14-10-page2.txt: [('the-', 'the'), ('-', ''), ('Member-', 'Member')]
GH19201001-V14-10-page3.txt: [('-Tennessee', 'Tennessee')]
GH19201001-V14-10-page4.txt: [('-', '')]
GH19201001-V14-10-page5.txt: [('-testimonies', 'testimonies'), ('-vision', 'vision'), ('-of', 'of'), ('-', ''), ('-', ''), ('-', ''), ('-one', 'one')]
GH19201001-V14-10-page6.txt: [('Danish-', 'Danish')]
GH19201001-V14-10-page8.txt: [('-', '')]
GH19201101-V14-11-page2.txt: [('Second-', 'Second'), ('prac-', 'prac'), ('-iSe', 'iSe'), ('-', ''), ('-', ''), ('-her', 'her'), ('-on', 'on')]
GH19201101-V14-11-page3.txt: [('--Margaret', '-Margaret')]
GH19201101-V14-11-page4.txt: [('-', ''), ('-', ''), ('and-', 'and'), ('Cumber-', 'Cumber'), ('-', ''), ('-', ''), ('Various.-', 'Various.'), ('-', ''), ('-the', 'the'), ('-', ''), ('-a', 'a'), ('hen-', 'hen'), ('-', ''), ('-', ''), ('--', '-'), ('-and', 'and'), ('-business', 'business'), ('conference.-', 'conference.'), ('-.', '.'), ('-', '')]
GH19201101-V14-11-page5.txt: [('-', '')]
GH19201101-V14-11-page6.txt: [('-', ''), ('-', ''), ('--', '-'), ('..-', '..'), ('-stead', 'stead'), ('-Tenn.', 'Tenn.'), ('-ciiigtheiied', 'ciiigtheiied'), ('-', ''), ('-of', 'of'), ('-', ''), ('-', ''), ('-and', 'and'), ('to--', 'to-'), ('-throat', 'throat'), ('-.the', '.the')]
GH19201101-V14-11-page7.txt: [('-We', 'We'), ('-about', 'about'), ('-Sabbath', 'Sabbath'), ('-', '')]
GH19201101-V14-11-page8.txt: [('DIVI-', 'DIVI'), ('-amount', 'amount'), ('-and', 'and'), ('-for', 'for'), ('Ames-', 'Ames'), ('-theschool', 'theschool')]
GH19201201-V14-12-page1.txt: [('backward-', 'backward'), ('-of', 'of'), ('DO-Z-', 'DO-Z'), ('-', '')]
GH19201201-V14-12-page2.txt: [('-and', 'and'), ('re-', 're'), ('-membered', 'membered'), ('-she', 'she'), ('-', ''), ('-', ''), ('-lane', 'lane'), ('point-', 'point'), ('-lag', 'lag'), ('"-', '"'), ('-never', 'never'), ('-remembered', 'remembered'), ('-and', 'and'), ('-to', 'to'), ('-smiles', 'smiles'), ('-', ''), ('-', ''), ('---Margaret.', '--Margaret.')]
GH19201201-V14-12-page4.txt: [('-', ''), ('an-', 'an')]
GH19201201-V14-12-page5.txt: [('-the', 'the'), ('-', ''), ('-', '')]
GH19201201-V14-12-page6.txt: [('the-', 'the')]
GH19201201-V14-12-page7.txt: [('-our', 'our'), ('-experiences', 'experiences'), ('-evident', 'evident'), ('-education', 'education')]
GH19201201-V14-12-page8.txt: [('DIVI-', 'DIVI'), ('-', ''), ('-collegeView', 'collegeView'), ('that-', 'that'), ('-has', 'has'), ('-', '')]
Check Correction 3¶
In [20]:
# %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/GH/correction3 Average verified rate: 0.9718482863796035 Average of error rates: 0.030168067226890763 Total token count: 2241249
In [21]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[21]:
[("'", 3326),
('e', 2582),
('m', 2151),
('w', 1994),
('t', 1667),
('r', 1620),
('f', 1168),
('d', 1144),
('g', 1083),
('n', 1010),
('x', 619),
('oo', 614),
('th', 434),
('co', 295),
('ga', 221),
("'the", 204),
('k', 180),
('u', 169),
('ex', 167),
("the'", 165),
('re', 153),
('io', 148),
("''", 136),
('pp', 130),
('z', 121),
('pa', 113),
("'of", 111),
('thot', 107),
('ky', 98),
('jno', 98),
('wm', 94),
("'and", 90),
('tion', 86),
('al', 85),
('ro', 85),
('va', 85),
("an'", 84),
('ma', 80),
("'to", 77),
("'a", 75),
("to'", 75),
("'tis", 75),
('altho', 72),
('mc', 72),
('ti', 72),
('mt', 69),
("'s", 68),
('brot', 65),
('zo', 64),
('maynor', 61)]
Correction 4 -- Remove extra quotation marks¶
In [22]:
# %load shared_elements/replace_extra_quotation_marks.py
prev = "correction3"
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) > 3:
if token_list[-2] is 's' or 'S':
pass
else:
corrections.append((token, re.sub(r"'", r"", token)))
else:
pass
elif token[0] is "'":
if len(token) > 2:
corrections.append((token, re.sub(r"'", r"", token)))
else:
pass
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()
Check Correction 4¶
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/GH/correction4 Average verified rate: 0.9734787400661291 Average of error rates: 0.02856351952545725 Total token count: 2241070
In [24]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[24]:
[("'", 3130),
('e', 2595),
('m', 2154),
('w', 1994),
('t', 1675),
('r', 1628),
('f', 1175),
('d', 1147),
('g', 1085),
('n', 1015),
('x', 620),
('oo', 614),
('th', 436),
('co', 297),
('ga', 222),
('k', 179),
('u', 169),
('ex', 168),
('re', 166),
("the'", 161),
('io', 149),
('pp', 130),
('z', 121),
("''", 120),
('pa', 112),
('thot', 108),
('ky', 99),
('jno', 98),
('wm', 95),
('tion', 87),
('ro', 86),
('al', 85),
('va', 85),
("an'", 83),
('ma', 80),
("to'", 75),
("'a", 74),
('altho', 74),
('ti', 74),
('mc', 72),
('mt', 69),
("'s", 67),
('brot', 65),
('zo', 64),
('em', 62),
('maynor', 61),
('ft', 61),
('ip', 61),
('es', 58),
("and'", 58)]
Correction 5 -- Rejoin Burst Words¶
In [25]:
# %load shared_elements/rejoin_burst_words.py
prev = "correction4"
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)
pattern = re.compile("(\s(\w{1,2}\s){5,})")
replacements = []
clean.check_splits(pattern, spelling_dictionary, content, replacements)
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()
Check Correction 5¶
In [26]:
# %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/GH/correction5 Average verified rate: 0.9734260605463078 Average of error rates: 0.028585269401878402 Total token count: 2241557
In [27]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[27]:
[("'", 3130),
('e', 2589),
('m', 2152),
('w', 1992),
('t', 1674),
('r', 1625),
('f', 1175),
('d', 1142),
('g', 1085),
('n', 1012),
('x', 620),
('oo', 614),
('th', 436),
('co', 297),
('ga', 222),
('k', 179),
('ex', 168),
('re', 168),
('u', 164),
("the'", 161),
('io', 149),
('pp', 130),
('z', 121),
("''", 120),
('pa', 112),
('thot', 108),
('ky', 99),
('jno', 98),
('wm', 95),
('tion', 87),
('ro', 86),
('va', 85),
('al', 84),
("an'", 83),
('ma', 80),
("to'", 75),
("'a", 74),
('altho', 74),
('ti', 74),
('mc', 72),
('mt', 69),
('uthern', 67),
("'s", 67),
('brot', 65),
('zo', 64),
('em', 62),
('maynor', 61),
('ft', 61),
('ip', 61),
('es', 58)]
Correction 6 -- Rejoin Split Words¶
In [28]:
# %load shared_elements/rejoin_split_words.py
prev = "correction5"
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()
Check Correction 6¶
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/GH/correction6 Average verified rate: 0.9738946440103669 Average of error rates: 0.028095402867029166 Total token count: 2240613
Review Remaining Errors¶
In [30]:
reports.docs_with_high_error_rate(summary)
Out[30]:
[('GH19171201-V11-12-page7.txt', 0.551),
('GH19171201-V11-12-page6.txt', 0.499),
('GH19001201-V02-12-page7.txt', 0.482),
('GH19171201-V11-12-page2.txt', 0.438),
('GH19191001-V13-10-page1.txt', 0.317),
('GH19171201-V11-12-page3.txt', 0.294),
('GH19191001-V13-10-page9.txt', 0.273),
('GH19190901-V13-09-page1.txt', 0.258),
('GH19011201-V03-12-page14.txt', 0.252),
('GH19000601-V02-06-page23.txt', 0.252),
('GH19160501-V10-05-page2.txt', 0.225),
('GH19200101-V14-01-page1.txt', 0.224),
('GH19000601-V02-06-page24.txt', 0.206)]
In [31]:
doc_keys = [x[0] for x in reports.docs_with_high_error_rate(summary) if x[1] > 0.225]
In [32]:
# utilities.open_original_docs(doc_keys, directories['cycle'])
There was a scanning error with V11-12 such that the pages are overlapping.
In [33]:
reports.long_errors(errors_summary, min_length=15)
Out[33]:
(['memfifty-thousand', "strachan'slecture", 'estabscholarship', 'church-superstition', 'hundredchristian', "surrendet'edfully", "limited'knowledge", 'nmmmeommimmmmmmwmn', "ellarik'westrfeacho's", 'onetwenty-eighth', 'uncomfortstrength', 'thousand-and-one', 'eaeciallyhedfied', 'oaaaaaaaaaaaaaaaaaaaaaa', 'unnmmunomamommonmmnnum', 'uncharacteristics', 'arisingtherefrom', 'nine-hundred-acre', "bo'pleakkithilkfithg", 'tent-caterpillars', 'cccccccccccticccctt', "gregationtic'itineficwnift", 'iitiliiiiiiiiittilimiiiiiiiiiiii', 'jwitinljuliinliimit', 'non-profit-sharing', 'theserecommendations', 'qubgtiiailliwoftenotisited', 'ogligrsatiaarniqxjg', 'isaiahprophesied', 'religio-political', 'imilipftilimmommnralmfter', 'iiimminirelsofte', 'manufacturingtowns', 'well-ascertained', 'inmkesimaliimmemm', 'sisterannabutletrh', 'circumstantiatial', 'inwmiimminonvomm', 'iiiiiiiiiiiiiiiiil', 'wilikalkakalkalal', 'humanhhiissttory', 'hadmiligtspzottuntty', 'smififfnmliiimium', "frortiletir'olvir", 'faiththoroughfares', 'alkikalcilcakattik', 'blessedexperiences', 'selfgratification', 'lopmminaisiminpmnimnifee', 'illiglioliervetilcianevetif', 'warnick-crichlow', 'ltimmisisisininixisi', 'msmosnmmommmmmmmmmmmmmwmmmmmmmmm', 'righteousness-builders', 'pbweffromlielife', 'odatinaitglailoblia', 'restewinglairhatlhasapedirabirelsd', 'unpleasantnesses', 'theoretibuilding', 'internationalsabbath', "stiangest'leaders", 'ofpconiseitheccloser', 'neeeneenextgemmemvm', 'furtheremphasized', 'responsibilityjesting', 'threeleibworkers', 'instantanmessage', 'yitaternentuaaker', 'ghteousnessfound', 'shadillivelforemera', 'iittiombialifithe', 'mmeimlmnmmariimmninemmnmmnm', "l'illgeclaptarirtit", 'iriofilarmihrwilikrattigels', 'southernmissionarysociety', 'nfrikipailurkdryjirrpthi', 'theeurekafly-shuttleloom', 'large-heartedness', 'constantlycoming', 'ereforeturnyourselves', 'itisarevelationof', 'miltritiliiiiiiimm', 'establishedfirms', 'editorialcontributors', 'ftlaialfaliasnye', "gospel''ministry", 'trans-continental', 'nammmmmmmmmmmmimmmmummmuummmmmmmummummommmammn', "cold'applications", 'particularsabout', 'instidormitories', "y'eamiticnidtvutlat", 'erijefillialffiyilkfttychooses', 'self-righteousness', 'wricuillieffeinxeiftnis', "appoilltrneiit'was", 'qadvertliselthetikeetings', 'over-sqeamishness', 'tegfincdnielklknilsthieisttiellie', 'foundation-stone', 'absolutelynecessary', 'whohavenotbeenbaptized', 'thetninistration', 'missionarysecretaries', 'hundred-twenty-five', 'aampaaaiisaaniaaaava', 'fellow-passengers', 're-establishment', 'heraldsubscribers', 'unostentatiously', 'wefeelthatinsteadoftreatingthis', 'makingresolutions', "will-o'-the-wisp", 'ailainetenikeketta', 'super-calendered', 'fromtheself-denialboxes', 'peficotitccticcmetificept', 'rtijithreiviatral', 'vagmaceecteeceeted', 'ootordsabbathschool', "misrepresent'gcd's", 'nvasitimfaithfal', 'sinfully-neglected', 'schoobconvention', 'itlienariielittirnglo', 'nightandwassohighlypleasedthathe', 'heroofititheioevelith', 'naikinglandsditable', 'peopleinterested', 'fatherrsiididoextri', 'wiiiiiiiiimiliiiiiiimillomittiiiiiimt', 'thepiztutitlifitiorct', 'thimiimmiiiinoimmigiu', 'himselfsomewhere', 'anaholyvedrafoosaticarjf', 'livesubscriptions', 'spanish-speaking', 'growingchrysanthemums', 'attemptingimpossible', 'iiiitoliadditienaliask', 'indiscriminateiy', 'tring-a-ling-ling', 'toinsureinsertioninthecurrentissue', 'countaccommodations', 'bulletin-supplement', 'vesioiiiiitifiefic', "persecutiont'against", 'lfanialbozestributors', "cannibal'archipelagoes", 'scoldunderstanding', 'disobediencewith', 'whole-heartedness', 'novemvestigation', 'onlyoccasionally', 'thirteen-year-old', 'minrileilitioimmiion', 'responsibitities', 'regularprovision', 'equipmissionaries', 'aaaawaawaaaaaaaaaaaaaaaj', 'governor-general', 'sixteen-year-old', "regulailsrlfehi'doof", 'accotriplishment', "superintending'a", "fiviiiehis''ibertwetstilielina", 'self-preservation', 'frfteengituileisialternilf', 'messethgershastened', 'tommtummumummimmouttmitillmil', 'iiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiii', 'aliolfitherctoitalk', 'goodthertnometer', 'evidentlythought', 'maryflorencemckelvy', 'aoinstlemphopdvig', "exeellentl'advant", 'character-forming', 'wlvkhzireklaiickhi', 'necesnotsayawordaboutit', 'discerningopspirits', 'yearwehopetohavetimedormitories', 'zhureadersofgospel', "kffigfige'ticommonplace", 'perennialflowers', 'ipromisetousethisoutfitinsecuring', 'foreigncountries', 'mliiiiiillilliiiiiiii', 'beingconstructed', 'accomrighteousness', 'tkigibodeivjaithayaiiii', 'isalkilcarcalkik', "more-generons'since", 'tifacichiliatiut', 'spanish-americans', 'hermanmborinukscman', 'instrumenmalaria', 'professsalvation', 'self-assertiveness', 'undoubtdemanding', 'accomplishticket', "gazette'suggests", "taandl'faiaffrfhe", 'juliwijitiiliviasin', 'self-distrustful', 'specialdonations', 'eleprivelierself', "flr'w'ip'if'ir'if'ifnfwf", 'twentieth-century', 'rainedconsiderable', 'mnnrlrlrtflrtflrlllrlrll', 'variousinstitution', 'seatteredsabbath', 'mniiimipinimmimmenifts', "christian's-hope", 'ajiloutbaticbdarkiieisotolfhern', "transgressionofgod's", 'representativeclass', 'armagedchurch-members', "wairlrv'irvvrnorvarir", 'student-colporteurs', 'iiieniemnemeseemeeffleg', 'wkiikalcatkikalkalc', 'ingatheringpapers', 'succesafullystudent', 'wimmemisftraftwwwes', "hel'fitlfilledthe", 'unhealtlifulness', 'dasilypavillithe', 'heart-expression', 'imiltionomininpopimpommipos', 'thronewherepower', 'splemlitlbweivin', 'correspondeducation', 'mmimmmffommmmmmmmmmmmmmy', 'preparations-for', 'theeauseytheoateritif', 'one-six-hundredth', 'wamsmareareaerposftammimiom', "notrclosegoinpanienship'", 'mmarmmeeinrimtiimmmmeoenenm', 'kensansierftslik', 'lookwhereyouaregoing', 'wiiiwthwoaolidstiteaokingd', 'overappreciation', 'tiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiihiiiiiiiiiiiiii', 'itliiiituralryfibeleng', 'mnimmmmegmmeessinewarmenem', 'naturallypossess', 'conferenceofficers', 'dicstlikistiliwi', 'ccimcpccccmcipoilk', 'skillrelentanditi', 'eseeeeetesameeceeett', "rifidencetlieyib'vet", 'earkawasoifiebtuaip', 'iiiiiilllllllllllllllllllllll', "tariumnurses'class", 'sejethecrandtithaa', 'crowningevidence', 'likavatelatifpre', "enifi'adlunkreiuttie", 'iliftemisiminoloolninumin', 'icipoieectliitiovcsit', 'straight-forward', 'katkalkilltalkiiikitatcalt', 'siesvammeemenuneemmia', 'refreshassociation', 'worrithilependedrittpory', "to'carryfdfwgril", 'wheretnclidoilbtato', 'inimmumiiiimmiroommum', 'dlooprivilegeptailithig', 'offendedbitrbizeptiatildr', 'uunuuuniuuuuinuunnnw', 'essqliittilsktgiilliliebityseg', "importanee'within", 'lbrilividalbrilk', 'authoricigarette', 'spoolmhnuntnilesi', 'lisoabkosairlint', 'eliiildrenupfbilirael', 'missionaryvoluttteers', 'iiiiiiiiiiiiiiiiiiiiim', 'numberolonegtiasjdn', 'religo-political', 'isnomorehelpless', 'ofignigsiercclii', 'self-gratification', 'refitaraamaawiwivw', 'beeriiiriotoyedoiii', 'desirably-located', 'biltbinerelyirre', 'alwerftiftiftmnamminimmob', "needthoughtfulwelcome'the", 'daughters-in-law', 'eiracrisoolsammo', 'transfiguriition', 'mimtummunteuumnimomiumumnummunamtlimmilmottiumemrtmetommommionaintemmtioniteseontemlmmemmulammummultimumme', 'churchprinciples', 'self-sufficiency', 'iilagiggigliggggiggagggagezlviaghtiggaggilriatt', 'willjbeareceived', 'pseudo-courtships', 'carolinameetings', 'remsammallimpairmirii', 'oxiaisiorioefferfoil', 'boulder-coloupon', 'wisconstreskrtell', 'tiinieptfetrkiikle', 'ggiggtggialliget', 'comethupoutofthemidstofthepit', "christiait's'hearte", 'ewerimeammmleinkommmwewm', "affliction'shall", 'self-examination', 'welliestablished', 'smmmmemmmmmmmmmmmmmmmmmmmemmmmmmmmmmmmmm', 'itagliirreiltlfor', 'ommtuatitumummitttouttimmutstiomitnitsminimonsummommimm', 'philosospiritual', 'herivootirdtifytheiti', 'anticipategreater', 'mmeummmmmmmiimmemmmnmmke', 'characterbuilding', 'sornethinghigher', 'aminiemminimmoviin', 'theirconversation', 'acceptablelaborers', 'ljbearivipatipnitlyie', 'emsnmoemmemnmmmmemmmefommm', 'westmichconference', "'nriimitiimilattmmtam", 'electric-psychology', 'righteouspressed', 'bettimenardriison', 'geetireviiititty', 'discouragemerits', 'nashvilleheadquarters', "righteoustress'and", "women'smissionary", 'pleasure-seeking', "inirtathe'nuesult", 'nineteen-eighteen', 'tofthefarmlookinviting', 'gkokalfratkakawa', 'literarytraining', 'mmnumeamtintarommtimnmwtim', 'nipetyrsixperlod', 'tatstliqmviosurely', 'seventhprincipalship', 'thelliolusgffizelatiort', 'accomplishrhents', 'spanisivamerican', 'little-struggling', 'subscriptionsgiven', "thesccrripiptutr'es", 'tviotlirokiklithe', 'iiiiiiiiiiiiiiiiiiiiiiiitliiii', 'immwrisiftimmermige', 'ifposworkersastheygoforth', 'british-japanese', 'notdoingthineown', 'timbersittrothiotricate', 'abbieviatingwords', 'dixiehealthtomco', 'aaaaaaaaaaaaaaaaainaaaaaaaawa', 'murphyintroduced', 'offemirwinjvsluoalklottleyeabis', "showing'impatience", 'iiimmiiiimminiftimp', 'three-centerpoled', "workingofsatan'spowerto", 'modemeeeceepetecc', 'mcmmmamnmumnommummmummmmwmmmumum', 'ourrighteousness', 'dreadful-looking', 'ommishopoolrykom', 'willetwiseninifeland', 'mmmmmmrymmimmummmmmummmmmmtmmmururmimemernamomayeelpmmmmmmmmmmmmmmtmmullummmmwmmmmmomttttttmmmumttttttttttttttttt', 'ggiggitgigglaggg', 'multi-millionaire', 'possibildertaking', 'leaclistrkigickipdm', 'confereverywhere', 'ammiragiommlimmiman', "distinguish'that", "pointed'discussions", 'usiessrwartiewswttew', 'stick-to-it-ive-ness', 'twenty-cent-a-week', 'murfreesdevoting', 'iiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiii', 'wilticresultotheirnsible', 'mmmmmmmmmmmmmmmmmmmmmmmosimmrimmmrommmm', 'eogeosaaawmoantoo', 'glycerophosphates', 'influehtiahpeopjet', 'enshroudefffitivpmelpillaknif', 'underthemechanicalleader', 'understandiligohis', 'consciencesmitten', 'heavenstrengthened', "mfootf'tllswill'", 'encoitragenieoof', 'pleasant-weather', 'nimmotteirummairu', 'poverty-stricken', 'mpologliminlinaldllim', 'becaugeofindustries', 'sufficientamount', 'andimprisonments', 'firesideaccounting', 'tifiefietkiticticccccmccect', "ottestimmer's''cain", 'elementdominates', 'sanitaryconditions', 'maamaaaamaaaameameaaa', 'church-and-state', 'normaldepartrnent', 'opportuntroubled', 'agrowinginterest', 'stepheninspiration', 'whialidrernaintli', 'csicccecccccrt-csicoicccce', 'timetcctoctimett', 'jesuschristmakeththeewhole', 'contractingunless', 'definitelysupport', 'mmmmmmmesommmmmmem', 'church-membership', 'immmegmmeemmmeqmmnwmm', 'theatlantabuildingfund', 'csawhatareyougoodfor', 'llllllllllllllllllllllll', 'limirsokawroworw', "donotforgetusin'", 'esierniammieseoreesee', "the'discontinuance", 'wfelasterofitheillordiiwhielkyb', 'flasliartvfitinianity', 'well-disciplined', 'recognizingtheir', 'conductbelievers', 'severalinteresting', 'establishtenance', 'elgriatigwitgegagov', 'offeringtomision', 'shrunken-cheeked', 'toiffaasslothatyloilyitheman', 'ting-a-ling-ling', 'whiftlfitheiliordewollid', 'diplomaticarelations', 'neammmmmmmolmmosmmmm', 'llllillllllllliillllllllillllllllllllllll', "ankon'ffieiriefe", 'pittsbiggtiacwirle', 'self-renunciation', 'occipmectiefitifit', 'istrictrsurrounded', 'cheapeningmethods', 'rciriglictitionlhd', 'religrepresented', 'tworrilifialieisatretllsotif', 'jailextelitlihtt', 'mmliiiiiimmilliiiiilililli', 'iiiiiimilummirlimmulomm', 'currentliterature', "benefits'received", 'newyorkcityistheonlyonein', 'wdlanimaiiinfionninoininivivoli', 'buildingenterprises', "uagaingethe'sser", 'disinclinationtoeffort', 'electrotherapists', 'passtgilopplzirtu', "soinewhat'arouiedthe", 'sisters--because', 'churchmembership', 'picture-galleries', 'frrlifilimiinifill', 'iiniiiiiiiiiiiiiiiiiiiiniinn', 'enthhsiastically', 'panama-california', 'isimseeseeresmffiffia', "oleakilltarliew'", "treatmerit'rooms", 'onytheofliteentlilday', "unternpereil'mortar", 'fromthfself-denialboxes', 'lieopourechiponyou', 'lessonsbaasseedd', 'training-centers', 'individualoworks', 'rimagalmmisixteeliwitm', 'bread-and-buttery', "professor'beardsley", 'tiittleikithakild', 'mimmiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiii', 'cattalkikikalkilk', 'litheyligatheredt', 'mmmmmmunlimmmmmmmmmmmmmm', 'emmininiimimmomim', 'hallkwerkillkusbailikw', 'long-entertained', 'righteousunfavorable', 'counterenlightehed', 'christinsonohymnal', 'thentheyalsowhicharefallenasleepin', 'six-thousand-pound', 'ftioraftwiavoierwiluirdimempameam', 'commandment-keeping', 'bettefgovernment', 'ecesitictcicsice', 'weather-boarding', 'publishednonyhly', 'aompoismitarmsifireaminiiesil', 'offenseninpalswg', 'yourselfdesirable', 'ideiilwalgaciughty', 'lopinionninniinimm', 'wairkommirrwainra', 'spanish-american', 'cbloredipeoplein', 'rrommommiodwimilrimit', 'three-horsepower', 'othersweremoregifted', 'self-forgetfulness', 'ouropportunities', 'vgiarammullhgearellrellmmillimmmiirall', 'injurious-effects', 'ummimilimmiiiiii', 'fileekdigtribireiern', 'thesedisintegrating', "titielciumedly'l", "vvviapowtitietieeree'ver", 'secondclassmatteratthepostofficeat', 'ojimmimmmmmmmmni', 'sabbath-breaking', 'encouragthoughtful', 'wlieleeetigtiegationaof', 'especiallypointed', 'illimullimmilinn', "valuablel'gospel", 'flatteringthemselves', "hact'diedtbreach", 'danielwilcoxandwite', 'illillitrallilta', 'alaska-yukon-pacific', 'perpetualpovenant', 'spiritualcondition', 'italcatarcaticaft', 'righteousscarcely', "the'begintringofthe", 'ceccccsiscecticccecceieg', 'thoroughly-equipped', 'ristassaaiwwwwmo', 'combinedagencies', 'living-connection'], 15)
Correction 7 -- Remove Long Errors¶
In [35]:
# %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, "i|I"))
replacements.append(clean.check_for_repeating_characters(tokens, "a|A"))
replacements.append(clean.check_for_repeating_characters(tokens, "m|M"))
replacements.append(clean.check_for_repeating_characters(tokens, "l|L"))
replacements.append(clean.check_for_repeating_characters(tokens, "g|G"))
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()
GH18990801-V01-10-page8.txt: [('AAAAWAAWAAAAAAAAAAAAAAAJ', ' ')]
GH18991001-V01-11-page21.txt: [('AAAAAAAAAAAAAAAAAINAAAAAAAAWA', ' ')]
GH19000701-V02-07-page13.txt: [('iilagiggigliggggiggagggAgEzLviAghtiggaggilriAtt', ' '), ('ggiggTggiAlligEt', ' '), ('ggiggItgigglaggg', ' ')]
GH19010801-V03-08-page7.txt: [('IMMOIMOMMIIMMW', ' ')]
GH19021022-V04-41-page6.txt: [('Oaaaaaaaaaaaaaaaaaaaaaa.', ' ')]
GH19021112-V04-44-page5.txt: [('aa.aalaFvaaasasap.', ' ')]
GH19021224-V04-50-page6.txt: [('AisaaaaaaalaaaS', ' ')]
GH19140601-V10-06-page1.txt: [('AAMPAAAIISAANIAAAAVA', ' ')]
GH19140801-V10-08-page1.txt: [('VgiarammullhgearellrellmmillImmmiirall', ' '), ('VgiarammullhgearellrellmmillImmmiirall', ' ')]
GH19151201-V11-12-page1.txt: [('IIMIMPAIIPIII', ' ')]
GH19160101-V10-01-page1.txt: [('ammiragiommlimmiman', ' ')]
GH19160101-V10-01-page3.txt: [('rra.IIIIIilllllllllllllllllllllll', ' '), ('llllllllllllllllllllllll', ' '), ('llllillllllllliillllllllillllllllllllllll', ' ')]
GH19160301-V10-03-page1.txt: [('MliiiiiillilliiIIIIII', ' '), ('IIIIiiliiimiN', ' ')]
GH19160701-V10-07-page1.txt: [('.....mmliiiiiIMMIlliiiiilililli', ' ')]
GH19160801-V10-08-page1.txt: [('ummimilimmiiiiii.mmm.M', ' ')]
GH19161101-V10-11-page1.txt: [('IIIIIIIIIIINI', ' '), ('IIIIIIIIIIIIIIIIIl', ' '), ('IINIIIIIIIIIIIIIIIIIIIINIINN', ' '), ('iitiliiIIIIIIIttilimiiiiIIIIiiii', ' ')]
GH19161101-V10-11-page2.txt: [('tommtummumummimmouttmitillmil', ' ')]
GH19161101-V10-11-page4.txt: [('iiiiiimilummirlimmulomm', ' '), ('iinillainlill.nilliMI', ' ')]
GH19161201-V10-12-page1.txt: [('Wiiiiiiiiimiliiiiiiimillomittiiiiiimt', ' ')]
GH19170501-V11-05-page5.txt: [('mmmmmmunlimmmmmmmmmmmmmm.mmmmmmrymmimmummmmmummmmmmTMMMURURMIMEMERNAMOMAYEElpmmmmmmmmmmmmmmtmmullummmmwmmmmmomttttttmmmumttttttttttttttttt', ' ')]
GH19170701-V11-07-page6.txt: [('MMEUMMMMMMMIIMMEMMMNMMke', ' '), ('MMEIMLMNMMariIMMNINEMMNMMNM', ' ')]
GH19170901-V11-09-page1.txt: [('IIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIIIIIM', ' ')]
GH19171101-V11-11-page1.txt: [('iiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiii', ' ')]
GH19180101-V12-01-page1.txt: [('iiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiii', ' ')]
GH19180301-V12-03-page3.txt: [('illillitrallilta', ' ')]
GH19180801-V12-08-page1.txt: [('MMaRMMEEinriMTiiMMMMEOENENM', ' '), ('EMSNMOEMMEMNMMMMEMMMEFOMMM', ' ')]
GH19180901-V12-09-page1.txt: [('MIMMIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIItlIIII', ' ')]
GH19180901-V12-09-page9.txt: [('.IIIIIII.IlltIIIII', ' '), ('tIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIHIIIIIIIIIIIIII', ' ')]
GH19181101-V12-11-page1.txt: [('msmosNmmommmmmmmmmmmmmwmmmmmmmmm', ' '), ('MMMMMMMESOMMMMMMEM', ' ')]
GH19181201-V12-12-page1.txt: [('SMMMMEMMMMMMMMMMMMMMMMMMMEMMMMMMMMMMMMMM', ' '), ('OJIMMiMMMMMMMMNI', ' ')]
GH19190701-V13-07-page1.txt: [('IMMMEgMMEEMMMEqMMnWMM', ' ')]
GH19190901-V13-09-page1.txt: [('MAAMAAAAMAAAAMEAMEAAA', ' ')]
GH19200101-V14-01-page1.txt: [('nEammmmmmmolmmosmmmm', ' '), ('NMMMEOMMIMMMMMMWMN', ' ')]
GH19200201-V14-02-page1.txt: [('MMIMMMFFOMMMMMMMMMMMMMMY', ' ')]
GH19200601-V14-06,07-page10.txt: [('INIMMUMIIIIMMIROOMMUM', ' ')]
GH19200601-V14-06,07-page11.txt: [('mmmurmomm...m.mmmomm.m.mcmmmamnmumnommummmummmmwmmmumum.m.m.nammmmmmmmmmmmimmmmummmuummmmmmmummummommmammn', ' ')]
GH19200601-V14-06,07-page4.txt: [('ommtuatitumummitttouttimmutstiomitnitsminimonsummommimm.unnmmunomamommonmmnnum.mmennto....mitulmnill.', ' '), ('mimtummunteuumnimomiumumnummunamtlimmilmottiumemrtmetommommionaintemmtioniteseontemlmmemmulammummultImummE', ' ')]
GH19201101-V14-11-page1.txt: [('MMMMMMMMMMMMMMMMMMMMMMMOSIMMRIMMMROMMMM', ' ')]
In [38]:
# %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/GH/correction7 Average verified rate: 0.9739255171625807 Average of error rates: 0.02803905091448344 Total token count: 2240543
In [39]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[39]:
[("'", 3130),
('e', 2578),
('m', 2131),
('w', 1979),
('t', 1667),
('r', 1597),
('f', 1166),
('d', 1140),
('g', 1082),
('n', 1003),
('x', 620),
('oo', 585),
('th', 426),
('co', 279),
('ga', 221),
('k', 177),
('ex', 167),
('u', 163),
("the'", 161),
('io', 149),
('pp', 130),
("''", 120),
('z', 115),
('re', 114),
('pa', 110),
('thot', 108),
('ky', 99),
('jno', 98),
('wm', 95),
('ro', 85),
('va', 84),
("an'", 83),
('ma', 80),
('al', 77),
('tion', 75),
("to'", 75),
("'a", 74),
('altho', 74),
('mt', 69),
('ti', 69),
('brot', 65),
('zo', 64),
('maynor', 61),
('ft', 61),
('em', 58),
("and'", 58),
('ip', 58),
("oakwood's", 57),
('strother', 57),
('br', 57)]
Correction 8 -- Separate Squash Words¶
In [41]:
# %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'])
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)
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)
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()
GH18980501-V01-01-page12.txt: [('SOUTHERNMISSIONARYSOCIETY', 'SOUTHERN MISSIONARY SOCIETY')]
GH18980701-V01-02-page2.txt: [('variousinstitution', 'various institution')]
GH18990301-V01-08-page8.txt: [('correspondeducation', 'correspond education')]
GH19000501-V02-05-page6.txt: [('Ipromisetousethisoutfitinsecuring', 'I promise to use this outfit in securing')]
GH19000601-V02-06-page20.txt: [('buildingenterprises', 'building enterprises')]
GH19000701-V02-07-page17.txt: [('FiresideAccounting', 'Fireside Accounting')]
GH19000701-V02-07-page18.txt: [('subscriptionsgiven', 'subscriptions given')]
GH19000701-V02-07-page4.txt: [('representativeclass', 'representative class')]
GH19000801-V02-08-page4.txt: [('absolutelynecessary', 'absolutely necessary')]
GH19001101-V02-11-page8.txt: [('Nashvilleheadquarters', 'Nashville headquarters')]
GH19001201-V02-12-page6.txt: [('Heavenstrengthened', 'Heaven strengthened')]
GH19010601-V03-06-page6.txt: [('CSaWHATAREYOUGOODFOR', 'C S a WHAT ARE YOU GOOD FOR')]
GH19011201-V03-12-page14.txt: [('MaryFlorenceMcKelvy', 'Mary Florence M c K e l v y'), ('DanielWilcoxandwite', 'Daniel Wilcox and wit e')]
GH19020108-V04-01-page3.txt: [('comethupoutofthemidstofthepit', 'cometh up out of the midst of the pit')]
GH19020402-V04-13-page3.txt: [('JesusChristmakeththeewhole', 'Jesus Christ maketh thee whole'), ('Thentheyalsowhicharefallenasleepin', 'Then they also which are fallen asleep in')]
GH19020514-V04-19-page8.txt: [('diplomaticarelations', 'diplomatic a relations')]
GH19021210-V04-48-page5.txt: [('InternationalSabbath', 'International Sabbath')]
GH19030114-V05-01-page1.txt: [('ereforeturnyourselves', 'ere fore turn yourselves')]
GH19060401-V03-04-page2.txt: [('righteousunfavorable', 'righteous unfavorable')]
GH19061201-V03-12-page3.txt: [('WestMichConference', 'West Mich Conference')]
GH19070401-V04-04-page4.txt: [('THEATLANTABUILDINGFUND', 'THE ATLANTA BUILDING FUND')]
GH19070801-V04-08-page3.txt: [('Wefeelthatinsteadoftreatingthis', 'We feel that instead of treating this')]
GH19080301-V05-03-page4.txt: [('OotordSabbathSchool', 'O ot ord Sabbath School')]
GH19110201-V07-02-page7.txt: [('NewYorkCityistheonlyonein', 'New York City is the only one in')]
GH19110901-V07-09-page4.txt: [('rainedconsiderable', 'rained considerable')]
GH19110901-V07-09-page6.txt: [('nightandwassohighlypleasedthathe', 'night and was so highly pleased that he')]
GH19120801-V08-08-page1.txt: [('acceptablelaborers', 'acceptable laborers')]
GH19121201-V08-12-page3.txt: [('severalinteresting', 'several interesting')]
GH19130101-V09-01-page3.txt: [('manufacturingtowns', 'manufacturing towns')]
GH19130501-V09-05-page2.txt: [('spiritualcondition', 'spiritual condition')]
GH19130501-V09-05-page5.txt: [('ifposworkersastheygoforth', 'if pos workers as they go forth')]
GH19130901-V09-09-page4.txt: [('attemptingimpossible', 'attempting impossible')]
GH19131201-V09-12-page1.txt: [('conferenceofficers', 'conference officers')]
GH19131201-V09-12-page2.txt: [('responsibilityjesting', 'responsibility jesting')]
GH19150301-V11-03-page5.txt: [('flatteringthemselves', 'flattering themselves')]
GH19150601-V11-06-page8.txt: [('blessedexperiences', 'blessed experiences')]
GH19150701-V11-07-page7.txt: [('sanitaryconditions', 'sanitary conditions')]
GH19151101-V11-11-page8.txt: [('EDITORIALCONTRIBUTORS', 'EDITORIAL CONTRIBUTORS')]
GH19160401-V10-04-page5.txt: [('Lookwhereyouaregoing', 'Look where you are going')]
GH19160501-V10-05-page6.txt: [('theserecommendations', 'these recommendations')]
GH19160601-V10-06-page6.txt: [('whohavenotbeenbaptized', 'who have not been baptized')]
GH19170301-V11-03-page8.txt: [('yearwehopetohavetimedormitories', 'year we hope to have time dormitories')]
GH19170601-V11-06-page2.txt: [('Seventhprincipalship', 'Seventh principal ship')]
GH19171201-V11-12-page2.txt: [('fatherrsiididoextri', 'fat h err s ii did o e x t r i')]
GH19180201-V12-02-page7.txt: [('Stepheninspiration', 'Stephen inspiration')]
GH19180601-V12-06-page2.txt: [('faiththoroughfares', 'faith thoroughfares')]
GH19180801-V12-08-page2.txt: [('SisterAnnaButleTrh', 'Sister Anna But le T r h')]
GH19181201-V12-12-page1.txt: [('countaccommodations', 'count accommodations')]
GH19181201-V12-12-page2.txt: [('messethgershastened', 'mess eth gers hastened')]
GH19190301-V13-03-page4.txt: [('secondclassmatteratthePostofficeat', 'second class matter at the Postoffice at'), ('Toinsureinsertioninthecurrentissue', 'To insure insertion in the current issue')]
GH19190601-V13-06-page4.txt: [('Scoldunderstanding', 'S cold understanding')]
GH19190701-V13-07-page3.txt: [('refreshassociation', 'refresh association')]
GH19190701-V13-07-page6.txt: [('MissionarySecretaries', 'Missionary Secretaries')]
GH19201101-V14-11-page3.txt: [('othersweremoregifted', 'others were more gifted')]
GH19201101-V14-11-page7.txt: [('underthemechanicalleader', 'under the mechanical leader')]
In [44]:
# %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/GH/correction8 Average verified rate: 0.9739489404051832 Average of error rates: 0.02800889767671775 Total token count: 2240715
In [45]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[45]:
[("'", 3130),
('e', 2581),
('m', 2132),
('w', 1979),
('t', 1669),
('r', 1599),
('f', 1166),
('d', 1140),
('g', 1082),
('n', 1003),
('x', 621),
('oo', 585),
('th', 426),
('co', 279),
('ga', 221),
('k', 178),
('ex', 167),
('u', 163),
("the'", 161),
('io', 149),
('pp', 130),
("''", 120),
('z', 115),
('re', 114),
('pa', 110),
('thot', 108),
('ky', 99),
('jno', 98),
('wm', 95),
('ro', 85),
('va', 84),
("an'", 83),
('ma', 80),
('al', 77),
('tion', 75),
("to'", 75),
("'a", 74),
('altho', 74),
('mt', 69),
('ti', 69),
('brot', 65),
('zo', 64),
('maynor', 61),
('ft', 61),
('em', 58),
("and'", 58),
('ip', 58),
("oakwood's", 57),
('strother', 57),
('br', 57)]
In [ ]: