LUH-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 = "LUH"
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/LUH/baseline Average verified rate: 0.9445383705870094 Average of error rates: 0.058906913996627314 Total token count: 5815444
In [11]:
errors_summary = reports.get_errors_summary( stats )
reports.top_errors( errors_summary, 500 )
Out[11]:
[('e', 15258),
('w', 12124),
('m', 9188),
('r', 8859),
('br', 8423),
('g', 7795),
('f', 7653),
('-', 6725),
('d', 6632),
("'", 3635),
('n', 3541),
('od', 3492),
('¥', 3324),
('gc', 3049),
('ñ', 2742),
('k', 2676),
('wm', 2500),
('con-', 2408),
('re-', 2095),
('t', 2061),
('in-', 1720),
('th', 1715),
('tion', 1704),
(')', 1363),
('_', 1178),
("canvassers'", 1177),
('be-', 1173),
('ence', 1110),
('pg', 1107),
('%', 1004),
('com-', 951),
('de-', 932),
('bf', 907),
('ment', 899),
('mt', 889),
('confer-', 886),
('co', 876),
('ex-', 843),
('ference', 812),
('ck', 766),
('meet-', 735),
('hm', 728),
('en-', 714),
('mis-', 703),
('sab-', 641),
('ber', 625),
('u', 568),
('(', 526)]
Check Special Characters¶
In [12]:
reports.tokens_with_special_characters(errors_summary)[:50]
Out[12]:
[('¥', 3324),
('ñ', 2742),
(')', 1363),
('_', 1178),
('%', 1004),
('(', 526),
('ña', 489),
('*', 426),
('ñthe', 379),
('*two', 366),
('ññ', 247),
('(b)', 242),
('(a)', 241),
('ñselected', 233),
('__', 222),
(']', 210),
('ñmrs', 182),
('ñwe', 166),
('(c)', 159),
('(del)', 145),
('/', 138),
('ñto', 138),
('*j', 122),
('ñi', 118),
('(del', 108),
('*c', 94),
('ñat', 88),
('___', 82),
('*e', 81),
('*a', 80),
('(the', 78),
('(d)', 78),
('*mrs', 73),
('ñtwo', 72),
('ñone', 71),
('*h', 68),
('ñan', 63),
('`', 63),
('*w', 63),
('ñby', 61),
('*f', 56),
('+', 55),
('ñvol', 55),
('ã', 54),
('¥the', 53),
('(eng', 53),
('ñin', 52),
('ñfarm', 50),
('ñvolume', 48),
('ñfor', 46)]
Correction 1 -- Normalize Special Characters¶
In [13]:
# %load shared_elements/normalize_characters.py
prev = cycle
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 [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/LUH/correction1 Average verified rate: 0.9497736576334066 Average of error rates: 0.05332276559865093 Total token count: 5807132
In [15]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[15]:
[('e', 15492),
('w', 12244),
('m', 9242),
('r', 8951),
('br', 8450),
('g', 7869),
('f', 7789),
('-', 6920),
('d', 6764),
("'", 3734),
('n', 3573),
('od', 3516),
('gc', 3058),
('k', 2713),
('wm', 2525),
('con-', 2414),
('t', 2121),
('re-', 2100),
('in-', 1725),
('th', 1721),
('tion', 1711),
("canvassers'", 1177),
('be-', 1173),
('pg', 1115),
('ence', 1112),
('com-', 952),
('de-', 933),
('co', 915),
('bf', 910),
('ment', 901),
('mt', 893),
('confer-', 886),
('ex-', 845),
('ference', 813),
('ck', 766),
('meet-', 735),
('hm', 731),
('en-', 714),
('mis-', 703),
('sab-', 642),
('ber', 625),
('u', 578),
('pro-', 498),
('peo-', 478),
('ad-', 476),
('ords', 475),
('ple', 474),
("sec'y-treas", 472),
('ers', 461),
('pre-', 459)]
Correction 2 -- Fix Line Endings¶
In [16]:
# %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 [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/LUH/correction2 Average verified rate: 0.9669711277342059 Average of error rates: 0.03633355817875211 Total token count: 5737132
In [18]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[18]:
[('e', 15489),
('w', 12244),
('m', 9242),
('r', 8949),
('br', 8450),
('g', 7868),
('f', 7778),
('-', 6872),
('d', 6764),
("'", 3734),
('n', 3571),
('od', 3512),
('gc', 3058),
('k', 2712),
('wm', 2525),
('t', 2117),
('th', 1721),
("canvassers'", 1207),
('pg', 1115),
('bf', 910),
('co', 909),
('mt', 893),
('ck', 766),
('hm', 731),
('u', 578),
("sec'y-treas", 472),
('ords', 470),
('drury', 452),
('two-per-cent', 408),
('x', 403),
('suda', 358),
("elders'", 338),
('-gallon', 333),
('kimberlin', 264),
('plake', 241),
("colporteurs'", 238),
('mitzelfelt', 215),
('-gal', 207),
('secretary-treasurer', 204),
("'the", 204),
("soldiers'", 202),
('erald', 201),
('--', 199),
('devereaux', 196),
('seventhday', 172),
('ruh', 170),
('church-schools', 168),
('pengelly', 166),
('es', 160),
('five-gallon', 158)]
Correction 3 -- Remove extra dashes¶
In [19]:
# %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()
LUH19081104-V01-01-page1.txt: [('-', ''), ('HER-', 'HER')]
LUH19081104-V01-01-page3.txt: [('Sab-', 'Sab')]
LUH19081104-V01-01-page5.txt: [('-', ''), ('-', ''), ('-s.J.L', 's.J.L')]
LUH19081104-V01-01-page6.txt: [('-M', 'M')]
LUH19081104-V01-01-page7.txt: [('-Chem', 'Chem'), ('educa-', 'educa'), ('en-', 'en')]
LUH19081111-V01-02-page1.txt: [('bright-', 'bright')]
LUH19081111-V01-02-page2.txt: [('-', ''), ('-', '')]
LUH19081111-V01-02-page3.txt: [('.-', '.'), ('-', '')]
LUH19081111-V01-02-page4.txt: [('-', ''), ('-Be', 'Be'), ('fami-', 'fami')]
LUH19081111-V01-02-page5.txt: [('-preaches', 'preaches'), ('-', '')]
LUH19081111-V01-02-page7.txt: [('Gen-', 'Gen'), ('en-', 'en'), ('thinking-', 'thinking'), ('-', '')]
LUH19081119-V01-03-page2.txt: [('WORKERS.-', 'WORKERS.'), ('de-', 'de')]
LUH19081119-V01-03-page3.txt: [('-', '')]
LUH19081119-V01-03-page5.txt: [('-', ''), ('camp-', 'camp')]
LUH19081119-V01-03-page6.txt: [('-"', '"'), ('-.', '.')]
LUH19081119-V01-03-page7.txt: [('-work', 'work')]
LUH19081119-V01-03-page8.txt: [('-', '')]
LUH19081125-V01-04-page1.txt: [('-', '')]
LUH19081125-V01-04-page3.txt: [('-slight', 'slight'), ('-', '')]
LUH19081125-V01-04-page4.txt: [('-pay', 'pay'), ('-berths.', 'berths.'), ('-my', 'my'), ('teach-', 'teach'), ('-', '')]
LUH19081125-V01-04-page5.txt: [('-', ''), ('-', '')]
LUH19081125-V01-04-page6.txt: [('-"', '"')]
LUH19081125-V01-04-page7.txt: [('--', '-'), ('Ra-', 'Ra')]
LUH19081202-V01-05-page1.txt: [('-O', 'O'), ('suc-', 'suc')]
LUH19081202-V01-05-page2.txt: [('-God', 'God'), ('-', ''), (".'-", ".'"), ('-', ''), ('e-', 'e'), ('-A', 'A'), ('-Israel.', 'Israel.')]
LUH19081202-V01-05-page3.txt: [('-', ''), ('-', '')]
LUH19081202-V01-05-page4.txt: [('-', ''), ('-', '')]
LUH19081202-V01-05-page5.txt: [('-', '')]
LUH19081202-V01-05-page6.txt: [('-But', 'But')]
LUH19081202-V01-05-page7.txt: [('mis-', 'mis'), ('-the', 'the'), ('--.', '-.')]
LUH19081202-V01-05-page8.txt: [('-whole', 'whole')]
LUH19081209-V01-06-page1.txt: [('WRIT-', 'WRIT'), ('them.-', 'them.')]
LUH19081209-V01-06-page2.txt: [('-had', 'had')]
LUH19081209-V01-06-page3.txt: [('-', ''), ('-', ''), ('-', '')]
LUH19081209-V01-06-page4.txt: [('-are', 'are')]
LUH19081209-V01-06-page5.txt: [('Re-', 'Re')]
LUH19081209-V01-06-page6.txt: [('-', ''), ('pa-', 'pa')]
LUH19081209-V01-06-page7.txt: [('edu-', 'edu'), ('-', '')]
LUH19081209-V01-06-page8.txt: [('-', '')]
LUH19081216-V01-07-page1.txt: [('-', '')]
LUH19081216-V01-07-page3.txt: [('eports.-', 'eports.')]
LUH19081216-V01-07-page4.txt: [('-the', 'the'), ('-of', 'of')]
LUH19081216-V01-07-page5.txt: [('-', ''), ('-', ''), ('-', '')]
LUH19081216-V01-07-page7.txt: [('-', '')]
LUH19081216-V01-07-page8.txt: [('SEV-', 'SEV')]
LUH19081223-V01-08-page2.txt: [('-.a', '.a')]
LUH19081223-V01-08-page3.txt: [('ScHooL.-', 'ScHooL.'), ('-', '')]
LUH19081223-V01-08-page4.txt: [('main-', 'main')]
LUH19081223-V01-08-page5.txt: [('-AtK-', 'AtK-'), ('-', ''), ('educa-', 'educa')]
LUH19081223-V01-08-page6.txt: [('input-', 'input'), ('M-', 'M'), ('-foreign', 'foreign'), ('-..B.R.', '..B.R.'), ('tongue-', 'tongue'), ('proof-reading-', 'proof-reading')]
LUH19081223-V01-08-page7.txt: [('sup-', 'sup'), ('-announce', 'announce'), ('-the', 'the'), ('-', ''), ('--', '-'), ('-.-', '.-'), ('-', ''), ('address--', 'address-'), ('-', ''), ('inde-', 'inde')]
LUH19081223-V01-08-page8.txt: [('-', ''), ('SEV-', 'SEV')]
LUH19081230-V01-09-page1.txt: [('-hill', 'hill'), ('-sin.', 'sin.'), ('-the', 'the'), ('-that', 'that'), ('perse-', 'perse')]
LUH19081230-V01-09-page3.txt: [('Mes-', 'Mes')]
LUH19081230-V01-09-page4.txt: [('everything-', 'everything'), ('something-', 'something'), ('Reports.---', 'Reports.--')]
LUH19081230-V01-09-page5.txt: [('-he', 'he'), ('in-', 'in')]
LUH19081230-V01-09-page7.txt: [('Van-', 'Van'), ('Van-', 'Van'), ('-', ''), ('-', '')]
LUH19081230-V01-09-page8.txt: [('SEV-', 'SEV')]
LUH19090106-V01-10-page1.txt: [('not."-', 'not."')]
LUH19090106-V01-10-page3.txt: [('-', ''), ('---', '--'), ('LINTON.-', 'LINTON.'), ('re-', 're'), ('X-', 'X')]
LUH19090106-V01-10-page5.txt: [('-S', 'S'), ('-', ''), ('-', ''), ("--itK'A", "-itK'A"), ('X-', 'X'), ('-', ''), ('-', ''), ('-XtV', 'XtV')]
LUH19090106-V01-10-page6.txt: [('-.', '.'), ('-', ''), ('.-', '.'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LUH19090106-V01-10-page7.txt: [('-the', 'the'), ('-', '')]
LUH19090106-V01-10-page8.txt: [('OF-', 'OF'), ('SEV-', 'SEV'), ('-', '')]
LUH19090113-V01-11-page1.txt: [('deVo-', 'deVo')]
LUH19090113-V01-11-page2.txt: [('recita-', 'recita')]
LUH19090113-V01-11-page3.txt: [('-', ''), ('-', '')]
LUH19090113-V01-11-page4.txt: [('--.', '-.'), ('-', ''), ('xek-', 'xek'), ('-', ''), ('a-', 'a'), ('-', ''), ('-', ''), ('-', ''), ('kind-', 'kind')]
LUH19090113-V01-11-page5.txt: [('rZ-', 'rZ'), ('-.Z', '.Z'), ('-', '')]
LUH19090113-V01-11-page7.txt: [('-', ''), ('Mc-', 'Mc')]
LUH19090113-V01-11-page8.txt: [('SEV-', 'SEV')]
LUH19090120-V01-12-page2.txt: [('-', ''), ('ac-', 'ac')]
LUH19090120-V01-12-page8.txt: [('Du-', 'Du'), ('-', ''), ('SEV-', 'SEV')]
LUH19090127-V01-13-page1.txt: [('-', ''), ('Christ.-', 'Christ.')]
LUH19090127-V01-13-page2.txt: [('-', '')]
LUH19090127-V01-13-page3.txt: [('-', ''), ('-to', 'to')]
LUH19090127-V01-13-page4.txt: [('-', ''), ('-', '')]
LUH19090127-V01-13-page5.txt: [('Sa-', 'Sa'), ('-', ''), ('-', ''), ('renew-', 'renew')]
LUH19090127-V01-13-page6.txt: [('-', '')]
LUH19090127-V01-13-page7.txt: [('-room', 'room')]
LUH19090127-V01-13-page8.txt: [('SEV-', 'SEV'), ('pfa-', 'pfa'), ('serv-', 'serv')]
LUH19090203-V01-14-page1.txt: [('utter-', 'utter')]
LUH19090203-V01-14-page2.txt: [('EXECU-', 'EXECU')]
LUH19090203-V01-14-page3.txt: [('breath-', 'breath')]
LUH19090203-V01-14-page4.txt: [('-', ''), ('-', '')]
LUH19090203-V01-14-page5.txt: [('ar-', 'ar'), ('erect-', 'erect')]
LUH19090203-V01-14-page6.txt: [('-', ''), ('acquiesce-', 'acquiesce')]
LUH19090203-V01-14-page7.txt: [('Licen-', 'Licen'), ('mem-', 'mem')]
LUH19090203-V01-14-page8.txt: [('SEV-', 'SEV'), ('lam-', 'lam'), ('-', ''), ('-', ''), ('-', ''), ('-room', 'room'), ('-', '')]
LUH19090210-V01-15-page1.txt: [('-', '')]
LUH19090210-V01-15-page2.txt: [('-', ''), ('--', '-'), ('-', '')]
LUH19090210-V01-15-page8.txt: [('-', ''), ('SEV-', 'SEV'), ('-', ''), ('-room', 'room')]
LUH19090217-V01-16-page2.txt: [('-', ''), ('-', '')]
LUH19090217-V01-16-page3.txt: [('-', ''), ('-', '')]
LUH19090217-V01-16-page4.txt: [('eports.----', 'eports.---'), ('-', '')]
LUH19090217-V01-16-page5.txt: [('-Ag', 'Ag'), ('-', '')]
LUH19090217-V01-16-page7.txt: [('System-', 'System')]
LUH19090217-V01-16-page8.txt: [('self-sup-', 'self-sup'), ('SEV-', 'SEV'), ('-room', 'room'), ('-our', 'our'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LUH19090224-V01-17-page3.txt: [('Reports.---', 'Reports.--')]
LUH19090224-V01-17-page4.txt: [('-', '')]
LUH19090224-V01-17-page5.txt: [('-', '')]
LUH19090224-V01-17-page7.txt: [('-', ''), ('agi-', 'agi')]
LUH19090224-V01-17-page8.txt: [('-', ''), ('concern-', 'concern'), ('SEV-', 'SEV'), ('Present-', 'Present'), ('-', ''), ('-X', 'X'), ('S-', 'S'), ('-S', 'S'), ('C-', 'C'), ("'-", "'"), ('-', ''), ('-', '')]
LUH19090303-V01-18-page2.txt: [('-', ''), ('pur-', 'pur')]
LUH19090303-V01-18-page3.txt: [('-', ''), ('per-', 'per')]
LUH19090303-V01-18-page4.txt: [('Educa-', 'Educa')]
LUH19090303-V01-18-page7.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('HER-', 'HER')]
LUH19090303-V01-18-page8.txt: [("workers'-", "workers'"), ('-', ''), ('-', ''), ('SEV-', 'SEV'), ('-highly', 'highly')]
LUH19090310-V01-19-page1.txt: [('-', '')]
LUH19090310-V01-19-page2.txt: [('-', ''), ('Inter-', 'Inter'), ('Pittsburg-', 'Pittsburg')]
LUH19090310-V01-19-page3.txt: [('-', '')]
LUH19090310-V01-19-page4.txt: [('-', ''), ('-', '')]
LUH19090310-V01-19-page5.txt: [('-', '')]
LUH19090310-V01-19-page6.txt: [('-', '')]
LUH19090310-V01-19-page7.txt: [('-', ''), ('Tri-', 'Tri'), ('-', ''), ('--', '-'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('Rap-', 'Rap')]
LUH19090310-V01-19-page8.txt: [('-', ''), ('SEV-', 'SEV')]
LUH19090317-V01-20-page4.txt: [('-', ''), ('Jeru-', 'Jeru')]
LUH19090317-V01-20-page5.txt: [('-', ''), ('-', ''), ('-', '')]
LUH19090317-V01-20-page7.txt: [('-', ''), ('FISHER.-', 'FISHER.'), ('WANTED.-', 'WANTED.'), ('-', ''), ('-', ''), ('-', '')]
LUH19090317-V01-20-page8.txt: [('-', ''), ('-', ''), ('-', ''), ('SEV-', 'SEV'), ('-', '')]
LUH19090324-V01-21-page5.txt: [('-', ''), ('-', ''), ('ac-', 'ac')]
LUH19090324-V01-21-page6.txt: [('Singing-', 'Singing')]
LUH19090324-V01-21-page7.txt: [('I-', 'I'), ('tenaper-', 'tenaper')]
LUH19090324-V01-21-page8.txt: [('-', ''), ('-', ''), ('SEV-', 'SEV'), ('-March', 'March'), ('ef-', 'ef')]
LUH19090331-V01-22-page1.txt: [('unkind-', 'unkind')]
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LUH19201103-V12-44-page10.txt: [('-Ingathering', 'Ingathering'), ('-ending', 'ending'), ('-who', 'who'), ('-', '')]
LUH19201103-V12-44-page11.txt: [('-cent-a-week', 'cent-a-week'), ('-', ''), ('-', ''), ('-Mrs.', 'Mrs.')]
LUH19201103-V12-44-page12.txt: [('Mc-', 'Mc')]
LUH19201103-V12-44-page2.txt: [('Terms-', 'Terms'), ('-among', 'among')]
LUH19201103-V12-44-page3.txt: [('-whom', 'whom'), ('-', ''), ('-', ''), ('-and', 'and'), ('-the', 'the'), ('-these', 'these')]
LUH19201103-V12-44-page4.txt: [('-fulfillment', 'fulfillment'), ('-', '')]
LUH19201103-V12-44-page5.txt: [('-', ''), ('-minister.', 'minister.'), ('-I', 'I'), ('re-', 're')]
LUH19201103-V12-44-page6.txt: [('-was', 'was'), ('-The', 'The')]
LUH19201103-V12-44-page7.txt: [('-', ''), ('-so', 'so'), ('-', ''), ('sue-', 'sue')]
LUH19201103-V12-44-page8.txt: [('blood."--', 'blood."-'), ('-', ''), ('-', ''), ('-', '')]
LUH19201103-V12-44-page9.txt: [('Poteskey-', 'Poteskey'), ('-', ''), ('-I', 'I'), ('-Thousands', 'Thousands')]
LUH19201110-V12-45-page1.txt: [('No.-', 'No.'), ('-', ''), ('three-', 'three'), ('-by', 'by'), ('out-', 'out'), ('-', ''), ('ear-', 'ear')]
LUH19201110-V12-45-page10.txt: [('ocean-', 'ocean'), ('fifty.-cent-a-', 'fifty.-cent-a'), ('-', ''), ('coun-', 'coun')]
LUH19201110-V12-45-page11.txt: [('-', ''), ('-', '')]
LUH19201110-V12-45-page12.txt: [('Fill-', 'Fill')]
LUH19201110-V12-45-page13.txt: [('be-', 'be'), ('-more', 'more'), ('-interesting', 'interesting')]
LUH19201110-V12-45-page15.txt: [('-', '')]
LUH19201110-V12-45-page16.txt: [('-"Study', '"Study'), ('-room', 'room')]
LUH19201110-V12-45-page2.txt: [('-all', 'all'), ('--worked', '-worked'), ('Czecko-', 'Czecko'), ('auto-', 'auto')]
LUH19201110-V12-45-page3.txt: [('Gland-', 'Gland'), ('-the', 'the'), ('-pound', 'pound'), ('-and', 'and'), ('-one', 'one'), ('inside.-', 'inside.')]
LUH19201110-V12-45-page5.txt: [('-', '')]
LUH19201110-V12-45-page6.txt: [('ren-', 'ren'), ('--dered', '-dered'), ('-', ''), ('-', '')]
LUH19201110-V12-45-page8.txt: [('-the', 'the')]
LUH19201110-V12-45-page9.txt: [('-', ''), ('-', ''), ('repre-', 'repre'), ('-', '')]
LUH19201117-V12-46-page1.txt: [('est-', 'est'), ('Three-', 'Three')]
LUH19201117-V12-46-page11.txt: [('-', ''), ('missions.-', 'missions.'), ('-', ''), ('won-', 'won')]
LUH19201117-V12-46-page14.txt: [('-', '')]
LUH19201117-V12-46-page15.txt: [('-', '')]
LUH19201117-V12-46-page16.txt: [("-'", "'"), ('Con-', 'Con'), ('interpre-', 'interpre'), ('-DAY', 'DAY')]
LUH19201117-V12-46-page2.txt: [('Terms-', 'Terms')]
LUH19201117-V12-46-page4.txt: [('-', ''), ('Conference-', 'Conference')]
LUH19201117-V12-46-page9.txt: [('-', '')]
LUH19201124-V12-47-page1.txt: [('--and', '-and')]
LUH19201124-V12-47-page13.txt: [('Bed-', 'Bed'), ('-', ''), ('-cents-a-week', 'cents-a-week'), ('-cents-a-week.', 'cents-a-week.')]
LUH19201124-V12-47-page15.txt: [('-', '')]
LUH19201124-V12-47-page2.txt: [('the-', 'the'), ('-They', 'They')]
LUH19201124-V12-47-page3.txt: [('-', '')]
LUH19201124-V12-47-page5.txt: [('-', ''), ('-', '')]
LUH19201124-V12-47-page6.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
LUH19201124-V12-47-page7.txt: [('-were', 'were'), ('-Underhill', 'Underhill')]
LUH19201124-V12-47-page8.txt: [('-resent', 'resent'), ('Phil--', 'Phil-'), ('Morning-', 'Morning'), ('Many-', 'Many')]
LUH19201124-V12-47-page9.txt: [('-', ''), ('speak-', 'speak'), ('-', ''), ('gath-', 'gath')]
LUH19201201-V12-48-page1.txt: [('-', '')]
LUH19201201-V12-48-page10.txt: [('-', ''), ('-', ''), ('--Ma', '-Ma')]
LUH19201201-V12-48-page11.txt: [('-sent', 'sent'), ('-.be', '.be'), ('-DR', 'DR'), ('-', ''), ('mis-', 'mis')]
LUH19201201-V12-48-page12.txt: [('re-', 're')]
LUH19201201-V12-48-page2.txt: [('Confer-', 'Confer'), ('Terms-', 'Terms')]
LUH19201201-V12-48-page3.txt: [('De-', 'De'), ('-', '')]
LUH19201201-V12-48-page4.txt: [('dis-', 'dis')]
LUH19201201-V12-48-page5.txt: [('-invited', 'invited'), ('purchasIng-', 'purchasIng'), ('-When', 'When'), ('-', ''), ('---zion.', '--zion.'), ('-', ''), ('-e', 'e')]
LUH19201201-V12-48-page7.txt: [('-has', 'has')]
LUH19201201-V12-48-page8.txt: [('-', ''), ('-cents-a-week', 'cents-a-week'), ('-have', 'have')]
LUH19201201-V12-48-page9.txt: [('-', '')]
LUH19201208-V12-49-page10.txt: [('-are', 'are'), ('-', ''), ('-', '')]
LUH19201208-V12-49-page12.txt: [('-', '')]
LUH19201208-V12-49-page13.txt: [('-', ''), ('-', '')]
LUH19201208-V12-49-page14.txt: [('-', ''), ('-', ''), ('-', '')]
LUH19201208-V12-49-page15.txt: [('-thousand', 'thousand'), ('Septem-', 'Septem'), ('Mich-', 'Mich'), ('Wiscon-', 'Wiscon'), ('Wiscon-', 'Wiscon'), ('Mich-', 'Mich')]
LUH19201208-V12-49-page2.txt: [('Terms-', 'Terms'), ('Anti-', 'Anti')]
LUH19201208-V12-49-page3.txt: [('-human', 'human'), ('mes-', 'mes')]
LUH19201208-V12-49-page4.txt: [('un-', 'un'), ('one-', 'one')]
LUH19201208-V12-49-page5.txt: [('-', '')]
LUH19201208-V12-49-page7.txt: [('-evening', 'evening'), ('-ejected', 'ejected'), ('-recently', 'recently')]
LUH19201208-V12-49-page8.txt: [('-', ''), ('-', '')]
LUH19201208-V12-49-page9.txt: [('-fully', 'fully'), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LUH19201215-V12-50-page1.txt: [('-Russell', 'Russell'), ('-previously', 'previously'), ('-of', 'of'), ('-', ''), ('-', '')]
LUH19201215-V12-50-page10.txt: [('-nineteen', 'nineteen'), ('"The-', '"The'), ('-', ''), ('-', '')]
LUH19201215-V12-50-page11.txt: [('-be', 'be'), ('-', '')]
LUH19201215-V12-50-page12.txt: [('"--', '"-'), ('-as', 'as')]
LUH19201215-V12-50-page13.txt: [('-', '')]
LUH19201215-V12-50-page14.txt: [('-', ''), ('num.-', 'num.')]
LUH19201215-V12-50-page15.txt: [('Ill.-', 'Ill.'), ('-', ''), ('Miss-', 'Miss')]
LUH19201215-V12-50-page16.txt: [('Packing.-', 'Packing.'), ('-for', 'for')]
LUH19201215-V12-50-page2.txt: [('-a', 'a'), ('Seventh-day-', 'Seventh-day'), ('of-', 'of')]
LUH19201215-V12-50-page3.txt: [('in-', 'in'), ('-', ''), ('-', ''), ('-would', 'would'), ('enrolled-', 'enrolled')]
LUH19201215-V12-50-page4.txt: [('trail-', 'trail')]
LUH19201215-V12-50-page6.txt: [('be-', 'be')]
LUH19201215-V12-50-page7.txt: [('-new', 'new'), ('-gave', 'gave'), ('-our', 'our'), ('-the', 'the'), ('-we', 'we'), ('the-', 'the'), ('foreigners.-', 'foreigners.'), ('-last', 'last')]
LUH19201215-V12-50-page8.txt: [('-', ''), ('Mc-', 'Mc'), ('-', '')]
LUH19201215-V12-50-page9.txt: [('-conference', 'conference'), ('-Lamson', 'Lamson'), ('-', ''), ('-', ''), ('-', '')]
LUH19201222-V12-51-page1.txt: [('-but', 'but'), ('Mission-', 'Mission'), ('-ent.', 'ent.')]
LUH19201222-V12-51-page10.txt: [('-page', 'page'), ('-for', 'for')]
LUH19201222-V12-51-page11.txt: [('-Thanksgiving', 'Thanksgiving'), ('-the', 'the'), ('-', ''), ('-astray', 'astray'), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LUH19201222-V12-51-page12.txt: [('-', ''), ('-', ''), ('-', ''), ("'-", "'"), ('-', ''), ('-', ''), ('-', ''), ('"-', '"'), ('-', ''), ('-', ''), ('-', ''), ('--', '-'), ('-', '')]
LUH19201222-V12-51-page2.txt: [('-', '')]
LUH19201222-V12-51-page3.txt: [('Terms-', 'Terms'), ('Ad-', 'Ad'), ('-', ''), ('somewhat-', 'somewhat'), ('-cross', 'cross'), ('build-', 'build'), ('-', ''), ('-plod', 'plod'), ('a.-', 'a.')]
LUH19201222-V12-51-page4.txt: [('pumpkins-', 'pumpkins'), ('-sent', 'sent')]
LUH19201222-V12-51-page5.txt: [('-', '')]
LUH19201222-V12-51-page6.txt: [('-borne', 'borne'), ('-campaign', 'campaign')]
LUH19201222-V12-51-page7.txt: [('-', ''), ('Pro-', 'Pro'), ('-', '')]
LUH19201222-V12-51-page8.txt: [('-', ''), ('-at', 'at'), ('-Brother', 'Brother'), ('im-', 'im'), ('-', '')]
LUH19201222-V12-51-page9.txt: [('-', ''), ('-for', 'for'), ('in-', 'in'), ('-than', 'than')]
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/LUH/correction3 Average verified rate: 0.969762184438248 Average of error rates: 0.033413153456998315 Total token count: 5745587
In [21]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[21]:
[('e', 15515),
('w', 12254),
('m', 9261),
('r', 8963),
('br', 8455),
('g', 7885),
('f', 7801),
('d', 6791),
("'", 3786),
('n', 3584),
('od', 3519),
('gc', 3060),
('k', 2721),
('wm', 2525),
('t', 2147),
('th', 1734),
("canvassers'", 1208),
('pg', 1116),
('co', 1026),
('bf', 911),
('mt', 893),
('ck', 767),
('hm', 731),
('u', 578),
('ords', 470),
('drury', 452),
('x', 423),
('suda', 358),
("elders'", 338),
('kimberlin', 264),
('lb', 244),
("sec'y-treas", 244),
('plake', 241),
("colporteurs'", 238),
('mitzelfelt', 215),
("'the", 206),
('two-per-cent', 203),
("soldiers'", 202),
('erald', 201),
('devereaux', 196),
('seventhday', 172),
('ruh', 170),
('pengelly', 166),
('es', 160),
('kittleson', 152),
('pp', 151),
('tatton', 149),
('palmiter', 148),
("'i", 148),
('mc', 148)]
Correction 4 -- Remove extra quotation marks¶
In [22]:
# %load shared_elements/replace_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()
LUH19081104-V01-01-page1.txt: [("'Our", 'Our')]
LUH19081104-V01-01-page4.txt: [("'L.", 'L.')]
LUH19081111-V01-02-page3.txt: [("'Of", 'Of'), ("'and", 'and')]
LUH19081111-V01-02-page5.txt: [("'testimonies", 'testimonies'), ("'done", 'done')]
LUH19081111-V01-02-page7.txt: [("'Many", 'Many'), ("'of", 'of')]
LUH19081111-V01-02-page8.txt: [("'is", 'is')]
LUH19081119-V01-03-page2.txt: [("'with", 'with')]
LUH19081119-V01-03-page4.txt: [("'is", 'is')]
LUH19081119-V01-03-page5.txt: [("'America", 'America')]
LUH19081125-V01-04-page6.txt: [('\'"', '"')]
LUH19081125-V01-04-page7.txt: [("'Interest.", 'Interest.')]
LUH19081202-V01-05-page1.txt: [("'tis", 'tis')]
LUH19081202-V01-05-page2.txt: [("'People's", 'Peoples')]
LUH19081202-V01-05-page3.txt: [("'in", 'in')]
LUH19081202-V01-05-page6.txt: [("'two", 'two'), ("'nearly", 'nearly')]
LUH19081202-V01-05-page7.txt: [("'does", 'does'), ("'once.", 'once.'), ("'Roue", 'Roue')]
LUH19081202-V01-05-page8.txt: [("'They", 'They')]
LUH19081209-V01-06-page3.txt: [("'that", 'that')]
LUH19081209-V01-06-page4.txt: [("'from", 'from')]
LUH19081216-V01-07-page2.txt: [("'reading", 'reading')]
LUH19081216-V01-07-page4.txt: [("'a", 'a'), ("'brothers", 'brothers')]
LUH19081216-V01-07-page6.txt: [("'of", 'of')]
LUH19081216-V01-07-page7.txt: [("'On", 'On')]
LUH19081216-V01-07-page8.txt: [("'Fri-City", 'Fri-City')]
LUH19081223-V01-08-page6.txt: [("'Work.", 'Work.'), ("'a", 'a'), ("'to", 'to'), ("'the", 'the'), ('\'".', '".'), ("'Mrs.", 'Mrs.')]
LUH19081223-V01-08-page7.txt: [("'on", 'on'), ("'third", 'third'), ("'now", 'now'), ("'upon", 'upon'), ("'A", 'A'), ('\'"', '"'), ("'Continued", 'Continued'), ("'Oregon", 'Oregon'), ("'interested", 'interested'), ("'this", 'this'), ("'effective", 'effective'), ("'of", 'of'), ("'be", 'be')]
LUH19081230-V01-09-page1.txt: [("'no", 'no')]
LUH19081230-V01-09-page3.txt: [("'entrance", 'entrance')]
LUH19081230-V01-09-page4.txt: [("'make", 'make')]
LUH19081230-V01-09-page7.txt: [("'he", 'he')]
LUH19090106-V01-10-page1.txt: [("'or", 'or')]
LUH19090106-V01-10-page2.txt: [("'Many", 'Many')]
LUH19090106-V01-10-page5.txt: [("'Twelve", 'Twelve'), ("'l'A", 'lA')]
LUH19090106-V01-10-page8.txt: [("'UNION", 'UNION')]
LUH19090113-V01-11-page1.txt: [("'secure", 'secure')]
LUH19090113-V01-11-page4.txt: [("'men", 'men')]
LUH19090113-V01-11-page5.txt: [("'s", 's')]
LUH19090113-V01-11-page6.txt: [("'tis", 'tis')]
LUH19090113-V01-11-page7.txt: [("'Volunteer", 'Volunteer')]
LUH19090113-V01-11-page8.txt: [("'persons", 'persons'), ("'the", 'the')]
LUH19090120-V01-12-page2.txt: [("'SERVICE.", 'SERVICE.')]
LUH19090120-V01-12-page8.txt: [("'Emmanuel", 'Emmanuel')]
LUH19090127-V01-13-page8.txt: [("'holding", 'holding')]
LUH19090203-V01-14-page1.txt: [("'the", 'the'), ("'Tis", 'Tis'), ("'great", 'great')]
LUH19090203-V01-14-page2.txt: [("'His", 'His')]
LUH19090203-V01-14-page6.txt: [("'Tis", 'Tis')]
LUH19090210-V01-15-page4.txt: [("'South", 'South')]
LUH19090210-V01-15-page7.txt: [("'Shakespeare.", 'Shakespeare.')]
LUH19090210-V01-15-page8.txt: [("'notices.", 'notices.')]
LUH19090217-V01-16-page1.txt: [("'Tis", 'Tis')]
LUH19090217-V01-16-page3.txt: [("'that", 'that'), ("'Levitical", 'Levitical')]
LUH19090217-V01-16-page5.txt: [("'help", 'help')]
LUH19090224-V01-17-page2.txt: [("'are", 'are')]
LUH19090224-V01-17-page4.txt: [("'two", 'two')]
LUH19090224-V01-17-page5.txt: [("'we", 'we')]
LUH19090303-V01-18-page3.txt: [("'describe", 'describe')]
LUH19090303-V01-18-page6.txt: [("'one", 'one'), ("'a", 'a'), ("'one", 'one'), ("'Syriac", 'Syriac')]
LUH19090303-V01-18-page7.txt: [("'of", 'of')]
LUH19090303-V01-18-page8.txt: [("'office", 'office')]
LUH19090310-V01-19-page1.txt: [("'m", 'm'), ("'ve", 've')]
LUH19090310-V01-19-page4.txt: [("'kJ", 'kJ')]
LUH19090310-V01-19-page6.txt: [("'Work", 'Work')]
LUH19090310-V01-19-page7.txt: [("'two", 'two')]
LUH19090317-V01-20-page1.txt: [("'night", 'night')]
LUH19090317-V01-20-page5.txt: [("'End", 'End'), ("'End", 'End'), ("'End", 'End')]
LUH19090317-V01-20-page6.txt: [("'.", '.')]
LUH19090317-V01-20-page8.txt: [("'Sister", 'Sister')]
LUH19090324-V01-21-page3.txt: [("'has", 'has')]
LUH19090324-V01-21-page7.txt: [("'I'OLF.", 'IOLF.'), ("'Sentinel", 'Sentinel')]
LUH19090331-V01-22-page1.txt: [("'your", 'your')]
LUH19090331-V01-22-page7.txt: [("'an", 'an')]
LUH19090331-V01-22-page8.txt: [("'I", 'I')]
LUH19090407-V01-23-page1.txt: [("'twas", 'twas'), ("'Tis", 'Tis')]
LUH19090407-V01-23-page3.txt: [("'do", 'do')]
LUH19090407-V01-23-page5.txt: [("'by", 'by'), ("'teacher", 'teacher')]
LUH19090407-V01-23-page7.txt: [("'that", 'that')]
LUH19090414-V01-24-page2.txt: [("'thirsting", 'thirsting'), ("'the", 'the'), ("'such", 'such')]
LUH19090414-V01-24-page3.txt: [("'noise", 'noise')]
LUH19090414-V01-24-page4.txt: [("'God's", 'Gods'), ("'holy", 'holy')]
LUH19090414-V01-24-page5.txt: [("'matters", 'matters')]
LUH19090414-V01-24-page6.txt: [("'has", 'has'), ("'of", 'of'), ("'on", 'on')]
LUH19090414-V01-24-page7.txt: [("'so", 'so')]
LUH19090414-V01-24-page8.txt: [("'some", 'some')]
LUH19090421-V01-25-page6.txt: [("'What", 'What'), ("'Shall", 'Shall')]
LUH19090428-V01-26-page1.txt: [("'us", 'us')]
LUH19090505-V01-27-page2.txt: [("'that", 'that'), ("'children", 'children'), ("'and", 'and')]
LUH19090505-V01-27-page3.txt: [("'If", 'If'), ("'facilities", 'facilities'), ("'Wisdom", 'Wisdom'), ("'in", 'in'), ("'tithesand", 'tithesand')]
LUH19090505-V01-27-page4.txt: [("'God's", 'Gods'), ("'In", 'In'), ("'subject", 'subject'), ("'to", 'to'), ("'practiced", 'practiced'), ("'Most", 'Most'), ("'had", 'had'), ("'He", 'He'), ("'come", 'come'), ("'to", 'to'), ("'but", 'but'), ("'gave", 'gave'), ("'Lesson", 'Lesson'), ("'he", 'he'), ("'the", 'the'), ("'Rom.", 'Rom.')]
LUH19090505-V01-27-page5.txt: [("'Tuesday", 'Tuesday'), ("'His", 'His'), ("'is", 'is')]
LUH19090505-V01-27-page6.txt: [("'Southern", 'Southern'), ("'do", 'do'), ("'work.", 'work.'), ("'to", 'to'), ("'Reports", 'Reports'), ("'A", 'A'), ("'advantages", 'advantages')]
LUH19090505-V01-27-page7.txt: [("'will", 'will'), ("'present.", 'present.'), ("'by", 'by'), ("'.", '.'), ("'C.", 'C.'), ("'C.", 'C.')]
LUH19090505-V01-27-page8.txt: [("'papers", 'papers')]
LUH19090512-V01-28-page1.txt: [("'Tis", 'Tis'), ("'Tis", 'Tis'), ("'tis", 'tis')]
LUH19090512-V01-28-page2.txt: [("'permit", 'permit')]
LUH19090512-V01-28-page3.txt: [("'are", 'are')]
LUH19090512-V01-28-page6.txt: [("'new", 'new'), ("'this", 'this')]
LUH19090512-V01-28-page7.txt: [("'It", 'It')]
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LUH19200825-V12-34-page5.txt: [("'a", 'a'), ("'counties.", 'counties.')]
LUH19200901-V12-35-page1.txt: [("'Twill", 'Twill'), ("'began", 'began'), ("'Twill", 'Twill')]
LUH19200901-V12-35-page2.txt: [("'a", 'a')]
LUH19200901-V12-35-page5.txt: [("'in", 'in'), ("'held", 'held'), ("'Joseph", 'Joseph')]
LUH19200901-V12-35-page6.txt: [("'con", 'con')]
LUH19200901-V12-35-page8.txt: [("'very", 'very')]
LUH19200908-V12-36-page10.txt: [("'Six", 'Six')]
LUH19200908-V12-36-page11.txt: [("'.", '.')]
LUH19200908-V12-36-page12.txt: [("'taking", 'taking'), ("'The", 'The'), ("'The", 'The'), ("'Just", 'Just')]
LUH19200908-V12-36-page2.txt: [("'I", 'I'), ("'have.", 'have.')]
LUH19200908-V12-36-page4.txt: [("'aggressive", 'aggressive')]
LUH19200908-V12-36-page6.txt: [("'a", 'a')]
LUH19200908-V12-36-page7.txt: [("'a", 'a'), ("'of", 'of'), ("'part", 'part')]
LUH19200908-V12-36-page8.txt: [("'Practical", 'Practical')]
LUH19200915-V12-37-page1.txt: [("'anent", 'anent')]
LUH19200915-V12-37-page2.txt: [("'that", 'that')]
LUH19200915-V12-37-page4.txt: [("'a", 'a'), ("'sufficient", 'sufficient'), ("'fora", 'fora')]
LUH19200915-V12-37-page5.txt: [("'have", 'have')]
LUH19200915-V12-37-page6.txt: [("'em", 'em'), ("'em", 'em'), ("'em", 'em')]
LUH19200915-V12-37-page7.txt: [("'worker", 'worker'), ("'united", 'united'), ("'..", '..')]
LUH19200915-V12-37-page8.txt: [("'the", 'the')]
LUH19200922-V12-38-page1.txt: [("'Illinois", 'Illinois'), ("'wise", 'wise')]
LUH19200922-V12-38-page10.txt: [("'We", 'We'), ("'ID", 'ID'), ("'in", 'in')]
LUH19200922-V12-38-page11.txt: [("'good", 'good')]
LUH19200922-V12-38-page12.txt: [("'in", 'in'), ("'beast", 'beast'), ("'mark", 'mark')]
LUH19200922-V12-38-page2.txt: [("'as", 'as'), ("'scarcity", 'scarcity'), ("'in", 'in'), ("'will", 'will'), ("'few", 'few'), ("'view", 'view')]
LUH19200922-V12-38-page3.txt: [("'its", 'its'), ("'the", 'the')]
LUH19200922-V12-38-page4.txt: [("'introduce", 'introduce'), ("'I", 'I'), ("'I", 'I')]
LUH19200922-V12-38-page5.txt: [("'this", 'this'), ("'Bring", 'Bring'), ("'mornings", 'mornings')]
LUH19200922-V12-38-page6.txt: [("'the", 'the'), ("'sure", 'sure'), ("'with", 'with')]
LUH19200922-V12-38-page7.txt: [("'the", 'the'), ("'done", 'done'), ("'A", 'A'), ("'Milwaukee", 'Milwaukee'), ("'our", 'our')]
LUH19200922-V12-38-page9.txt: [("'Ingathering", 'Ingathering'), ("'or", 'or'), ("'missions", 'missions')]
LUH19200929-V12-39-page1.txt: [("'Make", 'Make'), ("'I", 'I'), ("'When", 'When')]
LUH19200929-V12-39-page3.txt: [("'ten", 'ten'), ("'Fox", 'Fox'), ("'asked", 'asked')]
LUH19200929-V12-39-page4.txt: [("'ones", 'ones')]
LUH19200929-V12-39-page5.txt: [("'We", 'We'), ("'last", 'last')]
LUH19200929-V12-39-page6.txt: [("'endeavored", 'endeavored'), ("'Cartago", 'Cartago'), ("'except", 'except')]
LUH19201006-V12-40-page1.txt: [("'.", '.'), ("''ri.", 'ri.'), ("'T", 'T')]
LUH19201006-V12-40-page10.txt: [("'found", 'found'), ("'of", 'of')]
LUH19201006-V12-40-page11.txt: [("'Elder", 'Elder')]
LUH19201006-V12-40-page12.txt: [("'the", 'the')]
LUH19201006-V12-40-page14.txt: [("'on", 'on'), ("'business", 'business'), ("'they", 'they')]
LUH19201006-V12-40-page15.txt: [("'For", 'For'), ("'North", 'North')]
LUH19201006-V12-40-page16.txt: [("'but", 'but'), ("'Home", 'Home')]
LUH19201006-V12-40-page2.txt: [("'Confer", 'Confer'), ("'reader", 'reader'), ("'adopted", 'adopted'), ("'Missionary", 'Missionary'), ("'days", 'days')]
LUH19201006-V12-40-page3.txt: [("'eat", 'eat'), ("'to", 'to'), ("'a", 'a')]
LUH19201006-V12-40-page4.txt: [("'short", 'short'), ("'make", 'make'), ("'and", 'and')]
LUH19201006-V12-40-page5.txt: [("'representative", 'representative')]
LUH19201006-V12-40-page6.txt: [("'At", 'At'), ("'There", 'There'), ("'years", 'years')]
LUH19201006-V12-40-page7.txt: [("'and", 'and')]
LUH19201006-V12-40-page8.txt: [("'on", 'on'), ("'nights", 'nights')]
LUH19201006-V12-40-page9.txt: [("'I", 'I'), ("'owing", 'owing'), ("'Gunderson", 'Gunderson')]
LUH19201013-V12-41-page10.txt: [("'Facing", 'Facing'), ("'Well", 'Well')]
LUH19201013-V12-41-page11.txt: [("'I.", 'I.'), ("'Two", 'Two'), ("'another", 'another')]
LUH19201013-V12-41-page12.txt: [("'the", 'the'), ("'that", 'that')]
LUH19201013-V12-41-page3.txt: [("'one", 'one'), ("'as", 'as'), ("'heavenly", 'heavenly')]
LUH19201013-V12-41-page4.txt: [("'teach", 'teach')]
LUH19201013-V12-41-page5.txt: [("'and", 'and'), ("'Come", 'Come')]
LUH19201013-V12-41-page6.txt: [("'receive", 'receive'), ("'for", 'for')]
LUH19201013-V12-41-page7.txt: [("'do", 'do')]
LUH19201013-V12-41-page8.txt: [("'get", 'get'), ("'than", 'than'), ("'spirit", 'spirit')]
LUH19201020-V12-42-page1.txt: [("'program", 'program'), ("'Guthrie", 'Guthrie')]
LUH19201020-V12-42-page10.txt: [("'old", 'old'), ("'is", 'is')]
LUH19201020-V12-42-page11.txt: [("'A", 'A'), ("'what", 'what')]
LUH19201020-V12-42-page12.txt: [("'He", 'He'), ("'the", 'the'), ("'have", 'have')]
LUH19201020-V12-42-page2.txt: [("'Union", 'Union')]
LUH19201020-V12-42-page3.txt: [("'day", 'day'), ("'camp", 'camp')]
LUH19201020-V12-42-page4.txt: [("'Sabbath.day", 'Sabbath.day'), ("'and", 'and'), ("'a", 'a')]
LUH19201020-V12-42-page6.txt: [("'she", 'she')]
LUH19201020-V12-42-page7.txt: [("'Echo", 'Echo'), ("'the", 'the'), ("'large", 'large'), ("'office", 'office'), ("'mean", 'mean'), ("'have", 'have')]
LUH19201020-V12-42-page8.txt: [("'Bible", 'Bible'), ("'themselves", 'themselves'), ("'time", 'time')]
LUH19201020-V12-42-page9.txt: [("'in", 'in')]
LUH19201027-V12-43-page11.txt: [("'but", 'but'), ("'of", 'of'), ("'the", 'the'), ("'our", 'our'), ("'neath", 'neath')]
LUH19201027-V12-43-page13.txt: [("'power.", 'power.')]
LUH19201027-V12-43-page15.txt: [("'formative", 'formative')]
LUH19201027-V12-43-page2.txt: [("'as", 'as')]
LUH19201027-V12-43-page3.txt: [("'There", 'There'), ("'the", 'the')]
LUH19201027-V12-43-page4.txt: [("'Mich.", 'Mich.'), ("'able", 'able')]
LUH19201103-V12-44-page1.txt: [("'mong", 'mong'), ("'not", 'not'), ("'in", 'in')]
LUH19201103-V12-44-page10.txt: [("'been", 'been'), ("'has", 'has'), ("'UNION", 'UNION')]
LUH19201103-V12-44-page11.txt: [("'a", 'a')]
LUH19201103-V12-44-page12.txt: [("'Indianapolis", 'Indianapolis')]
LUH19201103-V12-44-page3.txt: [("'to", 'to'), ("'from", 'from'), ("'I", 'I'), ("'I", 'I'), ("'of", 'of')]
LUH19201103-V12-44-page6.txt: [("'tracts.", 'tracts.'), ("'Yoii", 'Yoii')]
LUH19201103-V12-44-page7.txt: [("'Twixt", 'Twixt'), ("'the", 'the'), ("'man", 'man'), ("'cannot", 'cannot')]
LUH19201103-V12-44-page8.txt: [("'tis", 'tis'), ("'Mr.", 'Mr.')]
LUH19201103-V12-44-page9.txt: [("'GUSTAFSON", 'GUSTAFSON'), ("'energy", 'energy'), ("'and", 'and')]
LUH19201110-V12-45-page1.txt: [("'of", 'of')]
LUH19201110-V12-45-page10.txt: [("'Tis", 'Tis'), ("'Tis", 'Tis'), ("'work", 'work')]
LUH19201110-V12-45-page11.txt: [("'results", 'results'), ("'finished.", 'finished.')]
LUH19201110-V12-45-page12.txt: [("'students", 'students'), ("'church", 'church')]
LUH19201110-V12-45-page13.txt: [("'their", 'their'), ("'tidy", 'tidy'), ("'What", 'What'), ("'Bible", 'Bible'), ("'Our", 'Our'), ("'It", 'It'), ("'volumes.", 'volumes.')]
LUH19201110-V12-45-page14.txt: [("'has", 'has')]
LUH19201110-V12-45-page15.txt: [("'.", '.'), ("'BR", 'BR')]
LUH19201110-V12-45-page4.txt: [("'gone.", 'gone.')]
LUH19201110-V12-45-page5.txt: [("'pleasure", 'pleasure')]
LUH19201110-V12-45-page6.txt: [("'several", 'several')]
LUH19201110-V12-45-page7.txt: [("'of", 'of'), ("'been", 'been')]
LUH19201110-V12-45-page8.txt: [("'Continents", 'Continents'), ("'a", 'a'), ("'that", 'that'), ("'to", 'to')]
LUH19201110-V12-45-page9.txt: [("'connected", 'connected')]
LUH19201117-V12-46-page1.txt: [("'The", 'The')]
LUH19201117-V12-46-page11.txt: [("'but", 'but')]
LUH19201117-V12-46-page12.txt: [("'I", 'I'), ("'Our", 'Our'), ("'I", 'I')]
LUH19201117-V12-46-page16.txt: [("'responsible", 'responsible')]
LUH19201117-V12-46-page2.txt: [("'No.", 'No.'), ("'I", 'I')]
LUH19201117-V12-46-page3.txt: [("'the", 'the')]
LUH19201117-V12-46-page4.txt: [("'we", 'we'), ("'No", 'No')]
LUH19201117-V12-46-page6.txt: [("'We", 'We')]
LUH19201117-V12-46-page7.txt: [("'it", 'it'), ("'the", 'the'), ("'of", 'of'), ("'the", 'the')]
LUH19201117-V12-46-page9.txt: [("'everyone", 'everyone')]
LUH19201124-V12-47-page1.txt: [("'wistful", 'wistful')]
LUH19201124-V12-47-page10.txt: [("'sanitarium.", 'sanitarium.')]
LUH19201124-V12-47-page12.txt: [("'of", 'of')]
LUH19201124-V12-47-page13.txt: [("'ford", 'ford'), ("'when", 'when'), ("'with", 'with'), ("'Twas", 'Twas'), ("'tis", 'tis'), ("'but", 'but')]
LUH19201124-V12-47-page2.txt: [("'piece", 'piece')]
LUH19201124-V12-47-page3.txt: [("'I", 'I'), ("'not", 'not')]
LUH19201124-V12-47-page4.txt: [("'for", 'for'), ("'that", 'that'), ("'to", 'to')]
LUH19201124-V12-47-page5.txt: [("'are", 'are'), ("'Illinois", 'Illinois')]
LUH19201124-V12-47-page6.txt: [("'begin", 'begin')]
LUH19201124-V12-47-page7.txt: [("'The", 'The'), ("'secured", 'secured'), ("'They", 'They')]
LUH19201124-V12-47-page8.txt: [("'an", 'an')]
LUH19201124-V12-47-page9.txt: [("'Thursday", 'Thursday'), ("'Two", 'Two')]
LUH19201201-V12-48-page1.txt: [("'don", 'don')]
LUH19201201-V12-48-page11.txt: [("'thousand", 'thousand'), ("'Missionary", 'Missionary'), ("'this", 'this'), ("'be", 'be')]
LUH19201201-V12-48-page2.txt: [("'the", 'the')]
LUH19201201-V12-48-page4.txt: [("'next", 'next'), ("'Next", 'Next'), ("'Where", 'Where'), ("'lovers", 'lovers'), ("'Bunny", 'Bunny'), ("'Shimmy", 'Shimmy'), ("'Miss", 'Miss'), ("'Miss", 'Miss'), ("'Next", 'Next'), ("'next", 'next')]
LUH19201201-V12-48-page5.txt: [("'few", 'few')]
LUH19201201-V12-48-page6.txt: [("'at", 'at')]
LUH19201201-V12-48-page7.txt: [("'the", 'the')]
LUH19201201-V12-48-page9.txt: [("'Bible", 'Bible'), ("'I", 'I'), ("'Surely", 'Surely'), ("'Say", 'Say')]
LUH19201208-V12-49-page1.txt: [("'clue", 'clue'), ("'blue", 'blue')]
LUH19201208-V12-49-page10.txt: [('\'"Do', '"Do'), ("'and", 'and'), ("'and", 'and'), ("'to", 'to')]
LUH19201208-V12-49-page13.txt: [("'near", 'near'), ("'the", 'the'), ("'we", 'we'), ("'literary", 'literary')]
LUH19201208-V12-49-page15.txt: [("'of", 'of')]
LUH19201208-V12-49-page2.txt: [("'the", 'the'), ("'other", 'other')]
LUH19201208-V12-49-page3.txt: [("'and", 'and'), ("'a", 'a'), ("'Many", 'Many')]
LUH19201208-V12-49-page5.txt: [("'committed", 'committed')]
LUH19201208-V12-49-page8.txt: [("'will", 'will')]
LUH19201215-V12-50-page1.txt: [("'I", 'I')]
LUH19201215-V12-50-page10.txt: [('\'"Bible', '"Bible'), ("'endeavoring", 'endeavoring'), ("'name", 'name'), ("'Don't", 'Dont')]
LUH19201215-V12-50-page11.txt: [("'No", 'No'), ("'is", 'is'), ("'week.", 'week.'), ("'we", 'we'), ("'need", 'need')]
LUH19201215-V12-50-page12.txt: [("'to", 'to'), ("'Eureka", 'Eureka')]
LUH19201215-V12-50-page13.txt: [("'St.", 'St.')]
LUH19201215-V12-50-page15.txt: [("'Tracy", 'Tracy')]
LUH19201215-V12-50-page16.txt: [("'The", 'The')]
LUH19201215-V12-50-page2.txt: [("'citizenry", 'citizenry')]
LUH19201215-V12-50-page3.txt: [("'offerings", 'offerings'), ("'for", 'for'), ("'it", 'it'), ("'conference", 'conference')]
LUH19201215-V12-50-page4.txt: [("'and", 'and'), ("'blue", 'blue')]
LUH19201215-V12-50-page5.txt: [("'be", 'be')]
LUH19201215-V12-50-page6.txt: [("'day", 'day')]
LUH19201215-V12-50-page7.txt: [("'have", 'have'), ("'these", 'these')]
LUH19201215-V12-50-page8.txt: [("'the", 'the')]
LUH19201215-V12-50-page9.txt: [("'India", 'India'), ("'everywhere", 'everywhere')]
LUH19201222-V12-51-page1.txt: [("'hall", 'hall'), ("'the", 'the'), ("'SantOs", 'SantOs'), ("'are", 'are')]
LUH19201222-V12-51-page10.txt: [("'d", 'd')]
LUH19201222-V12-51-page11.txt: [("'unique", 'unique'), ("'training", 'training'), ("'Always", 'Always')]
LUH19201222-V12-51-page12.txt: [("'Lora", 'Lora'), ("'A", 'A')]
LUH19201222-V12-51-page2.txt: [("'shall", 'shall')]
LUH19201222-V12-51-page3.txt: [("'at", 'at'), ("'there", 'there'), ("'the", 'the'), ("'as", 'as')]
LUH19201222-V12-51-page4.txt: [("'of", 'of')]
LUH19201222-V12-51-page5.txt: [("'world", 'world')]
LUH19201222-V12-51-page6.txt: [("'condemning", 'condemning'), ("'blue", 'blue')]
LUH19201222-V12-51-page7.txt: [("'Blue", 'Blue'), ("'Blue", 'Blue'), ("'followed", 'followed')]
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/LUH/correction4 Average verified rate: 0.9705030998940217 Average of error rates: 0.032654637436762224 Total token count: 5745519
In [24]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[24]:
[('e', 15519),
('w', 12256),
('m', 9266),
('r', 8971),
('br', 8467),
('g', 7887),
('f', 7809),
('d', 6800),
("'", 3621),
('n', 3589),
('od', 3522),
('gc', 3062),
('k', 2722),
('wm', 2525),
('t', 2165),
('th', 1736),
("canvassers'", 1191),
('pg', 1116),
('co', 1026),
('bf', 911),
('mt', 895),
('ck', 768),
('hm', 732),
('u', 578),
('ords', 470),
('drury', 452),
('x', 423),
('suda', 358),
("elders'", 338),
('kimberlin', 264),
('lb', 244),
('plake', 241),
("sec'y-treas", 241),
("colporteurs'", 238),
('mitzelfelt', 215),
('two-per-cent', 203),
('erald', 201),
("soldiers'", 201),
('devereaux', 196),
('seventhday', 172),
('ruh', 170),
('pengelly', 166),
('es', 160),
('kittleson', 152),
('pp', 151),
('mc', 150),
('tatton', 149),
('palmiter', 148),
('herrington', 145),
('ch', 144)]
Correction 5 -- Rejoin Burst Words¶
In [25]:
# %load shared_elements/rejoin_burst_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)
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()
LUH19081104-V01-01-page5.txt: [('So', 'So')]
LUH19081125-V01-04-page7.txt: [('Is', 'Is')]
LUH19090922-V01-47-page8.txt: [('Of', 'Of')]
LUH19091013-V01-50-page1.txt: [(' S P R IN G S ', 'SPRINGS')]
LUH19100309-V02-10-page4.txt: [('If', 'If')]
LUH19100907-V02-36-page2.txt: [('He', 'He')]
LUH19101102-V02-44-page4.txt: [('To', 'To')]
LUH19101116-V02-46-page5.txt: [('To', 'To')]
LUH19101221-V02-51-page9.txt: [('If', 'If')]
LUH19110419-V03-16-page6.txt: [('It', 'It')]
LUH19110517-V03-20-page1.txt: [('It', 'It')]
LUH19110719-V03-29-page3.txt: [('We', 'We')]
LUH19110823-V03-34-page8.txt: [('On', 'On')]
LUH19110830-V03-35-page7.txt: [('St', 'St')]
LUH19110913-V03-37-page3.txt: [('La', 'La')]
LUH19111122-V03-47-page4.txt: [('He', 'He')]
LUH19120124-V04-04-page5.txt: [('St', 'St')]
LUH19120221-V04-08s-page1.txt: [('St', 'St')]
LUH19120501-V04-18-page16.txt: [('El', 'El')]
LUH19120626-V04-26-page4.txt: [('At', 'At')]
LUH19120710-V04-28-page6.txt: [('If', 'If'), ('We', 'We')]
LUH19120814-V04-33-page5.txt: [('To', 'To'), ('Be', 'Be')]
LUH19120828-V04-35-page4.txt: [('It', 'It')]
LUH19120904-V04-36-page6.txt: [('Du', 'Du')]
LUH19130326-V05-12-page8.txt: [('He', 'He'), ('On', 'On')]
LUH19130423-V05-16-page4.txt: [('At', 'At')]
LUH19130507-V05-18-page5.txt: [('We', 'We')]
LUH19130514-V05-19-page7.txt: [('We', 'We')]
LUH19130521-V05-20-page6.txt: [('Is', 'Is')]
LUH19130611-V05-23-page7.txt: [('On', 'On')]
LUH19131015-V05-41-page14.txt: [('We', 'We')]
LUH19131015-V05-41-page6.txt: [('An', 'An')]
LUH19131119-V05-46-page2.txt: [('No', 'No')]
LUH19131127-V05-47-page8.txt: [('Is', 'Is'), ('On', 'On')]
LUH19131217-V05-50-page14.txt: [('My', 'My')]
LUH19140107-V06-01-page7.txt: [('We', 'We')]
LUH19140121-V06-03-page6.txt: [('Du', 'Du')]
LUH19140211-V06-06-page6.txt: [('To', 'To')]
LUH19140218-V06-07-page4.txt: [('We', 'We')]
LUH19140218-V06-07-page5.txt: [('At', 'At')]
LUH19140318-V06-11-page5.txt: [('Du', 'Du')]
LUH19140325-V06-12-page7.txt: [('Of', 'Of')]
LUH19140422-V06-16-page7.txt: [('On', 'On')]
LUH19140429-V06-17-page15.txt: [('We', 'We')]
LUH19140603-V06-22-page8.txt: [('He', 'He')]
LUH19140805-V06-31-page14.txt: [('La', 'La')]
LUH19141022-V06-42-page5.txt: [('Of', 'Of')]
LUH19150303-V07-09-page6.txt: [('To', 'To')]
LUH19150317-V07-11-page8.txt: [('We', 'We')]
LUH19150602-V07-22-page3.txt: [('He', 'He')]
LUH19150623-V07-25-page5.txt: [('He', 'He')]
LUH19150721-V07-29-page3.txt: [('Du', 'Du')]
LUH19150818-V07-33-page8.txt: [('At', 'At')]
LUH19150908-V07-36-page7.txt: [('It', 'It')]
LUH19151117-V07-46-page7.txt: [('If', 'If')]
LUH19151208-V07-49-page6.txt: [('La', 'La')]
LUH19160209-V08-06-page1.txt: [('It', 'It')]
LUH19160517-V08-20-page3.txt: [('We', 'We')]
LUH19160628-V08-26-page7.txt: [('We', 'We')]
LUH19160705-V08-27-page6.txt: [('We', 'We')]
LUH19161004-V08-40-page8.txt: [('If', 'If')]
LUH19161101-V08-44-page6.txt: [('It', 'It'), ('It', 'It')]
LUH19161115-V08-46-page6.txt: [('We', 'We')]
LUH19161213-V08-50-page8.txt: [('La', 'La')]
LUH19170110-V09-02-page5.txt: [('Ii', 'Ii')]
LUH19170328-V09-13-page4.txt: [('Du', 'Du')]
LUH19170418-V09-16-page5.txt: [('Du', 'Du')]
LUH19170620-V09-25-page6.txt: [('Du', 'Du')]
LUH19170718-V09-29-page11.txt: [('We', 'We')]
LUH19170926-V09-39-page5.txt: [('If', 'If')]
LUH19171024-V09-43-page11.txt: [('Us', 'Us')]
LUH19171031-V09-44-page3.txt: [('In', 'In')]
LUH19171121-V09-47-page14.txt: [('It', 'It'), ('It', 'It')]
LUH19171121-V09-47-page4.txt: [('If', 'If')]
LUH19180123-V10-04-page6.txt: [('We', 'We')]
LUH19180327-V10-13-page2.txt: [('On', 'On')]
LUH19180417-V10-16-page5.txt: [('Do', 'Do')]
LUH19180515-V10-20-page3.txt: [('He', 'He')]
LUH19180612-V10-24-page5.txt: [('We', 'We')]
LUH19180731-V10-31-page7.txt: [('It', 'It')]
LUH19180821-V10-34-page7.txt: [('On', 'On')]
LUH19180904-V10-36-page7.txt: [('Ar', 'Ar')]
LUH19181204-V10-49-page10.txt: [('Is', 'Is')]
LUH19190108-V11-02-page1.txt: [('It', 'It')]
LUH19190709-V11-28-page4.txt: [(' d u ri n g ', 'during')]
LUH19191112-V11-46-page1.txt: [('If', 'If')]
LUH19200225-V12-08-page6.txt: [('Hi', 'Hi')]
LUH19200428-V12-17-page15.txt: [('Of', 'Of')]
LUH19200519-V12-20-page8.txt: [('We', 'We')]
LUH19200609-V12-23-page3.txt: [('To', 'To')]
LUH19200616-V12-24-page5.txt: [('We', 'We')]
LUH19200630-V12-26-page11.txt: [('De', 'De')]
LUH19200714-V12-28-page7.txt: [('De', 'De')]
LUH19200721-V12-29-page1.txt: [('On', 'On')]
LUH19200804-V12-31-page8.txt: [('In', 'In')]
LUH19201020-V12-42-page11.txt: [('In', 'In')]
LUH19201027-V12-43-page1.txt: [('El', 'El'), ('On', 'On')]
LUH19201201-V12-48-page11.txt: [('Ii', 'Ii')]
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/LUH/correction5 Average verified rate: 0.9704898128895234 Average of error rates: 0.032669139966273186 Total token count: 5745643
In [27]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[27]:
[('e', 15520),
('w', 12256),
('m', 9266),
('r', 8970),
('br', 8467),
('g', 7885),
('f', 7809),
('d', 6800),
("'", 3621),
('n', 3588),
('od', 3522),
('gc', 3062),
('k', 2722),
('wm', 2525),
('t', 2165),
('th', 1736),
("canvassers'", 1191),
('pg', 1116),
('co', 1026),
('bf', 911),
('mt', 895),
('ck', 768),
('hm', 732),
('u', 577),
('ords', 470),
('drury', 452),
('x', 423),
('suda', 358),
("elders'", 338),
('kimberlin', 264),
('lb', 244),
('plake', 241),
("sec'y-treas", 241),
("colporteurs'", 238),
('mitzelfelt', 215),
('two-per-cent', 203),
('erald', 201),
("soldiers'", 201),
('devereaux', 196),
('seventhday', 172),
('ruh', 170),
('pengelly', 166),
('es', 160),
('kittleson', 152),
('pp', 151),
('mc', 150),
('tatton', 149),
('palmiter', 148),
('ch', 144),
('herrington', 144)]
Correction 6 -- Rejoin Split Words¶
In [28]:
# %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()
LUH19081104-V01-01-page3.txt: [('th', 'in')]
LUH19081104-V01-01-page6.txt: [('zo', 'o')]
LUH19081111-V01-02-page2.txt: [('re', 'conversion')]
LUH19081111-V01-02-page3.txt: [('donat', 'e')]
LUH19081111-V01-02-page4.txt: [('re', 'studying')]
LUH19081111-V01-02-page5.txt: [('mis', 'spent')]
LUH19081119-V01-03-page7.txt: [('Mi', 'ch')]
LUH19081125-V01-04-page1.txt: [('co', 'laborers')]
LUH19081125-V01-04-page4.txt: [('co', 'operation')]
LUH19081125-V01-04-page5.txt: [('oppo', 'rtunity')]
LUH19081125-V01-04-page7.txt: [('zo', 'o')]
LUH19081202-V01-05-page7.txt: [('mis', 'does')]
LUH19081209-V01-06-page5.txt: [('Re', 'X')]
LUH19081216-V01-07-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19081223-V01-08-page3.txt: [('th', 'at')]
LUH19081223-V01-08-page4.txt: [('obe', 'dience')]
LUH19081223-V01-08-page6.txt: [('Novem', 'ber')]
LUH19081223-V01-08-page7.txt: [('co', 'operation')]
LUH19081223-V01-08-page8.txt: [('SEV', 'ENTH')]
LUH19081230-V01-09-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19090106-V01-10-page3.txt: [('re', 'X')]
LUH19090106-V01-10-page6.txt: [('M.', '')]
LUH19090106-V01-10-page8.txt: [('SEV', 'ENTH')]
LUH19090113-V01-11-page2.txt: [('purpos', 'e')]
LUH19090113-V01-11-page7.txt: [('Mc', 'Mahan')]
LUH19090113-V01-11-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19090120-V01-12-page7.txt: [('Truf', 'ant')]
LUH19090120-V01-12-page8.txt: [('SEV', 'ENTH')]
LUH19090127-V01-13-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19090203-V01-14-page2.txt: [('EXECU', 'TIVE')]
LUH19090203-V01-14-page6.txt: [('pag', 'e')]
LUH19090203-V01-14-page8.txt: [('SEV', 'ENTH')]
LUH19090210-V01-15-page2.txt: [('re', 'elected')]
LUH19090210-V01-15-page7.txt: [('Volu', 'nteer')]
LUH19090210-V01-15-page8.txt: [('SEV', 'ENTH')]
LUH19090217-V01-16-page8.txt: [('SEV', 'ENTH')]
LUH19090224-V01-17-page1.txt: [('suppli', 'cate')]
LUH19090224-V01-17-page7.txt: [('Po', 'tterville')]
LUH19090224-V01-17-page8.txt: [('SEV', 'ENTH')]
LUH19090303-V01-18-page2.txt: [('se', 'men'), ('choo', 'se'), ('co', 'operating')]
LUH19090303-V01-18-page8.txt: [('SEV', 'ENTH')]
LUH19090310-V01-19-page3.txt: [('co', 'operate')]
LUH19090310-V01-19-page7.txt: [('co', 'operation')]
LUH19090310-V01-19-page8.txt: [('SEV', 'ENTH')]
LUH19090317-V01-20-page4.txt: [('re', 'echoed')]
LUH19090317-V01-20-page7.txt: [('Truf', 'ant')]
LUH19090317-V01-20-page8.txt: [('indi', 'vidual'), ('SEV', 'ENTH')]
LUH19090324-V01-21-page3.txt: [('ex', 'pected')]
LUH19090324-V01-21-page5.txt: [('pre', 'eminence')]
LUH19090324-V01-21-page6.txt: [('mis', 'take')]
LUH19090324-V01-21-page8.txt: [('SEV', 'ENTH')]
LUH19090331-V01-22-page7.txt: [('re', 'read')]
LUH19090331-V01-22-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19090407-V01-23-page8.txt: [('SEV', 'ENTH')]
LUH19090414-V01-24-page7.txt: [('inqui', 'ries')]
LUH19090414-V01-24-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19090421-V01-25-page3.txt: [('UN', 'ION')]
LUH19090421-V01-25-page7.txt: [('Truf', 'ant')]
LUH19090421-V01-25-page8.txt: [('SEV', 'ENTH'), ('th', 'e')]
LUH19090428-V01-26-page2.txt: [('co', 'operation')]
LUH19090428-V01-26-page8.txt: [('SEV', 'ENTH')]
LUH19090505-V01-27-page2.txt: [('yo', 'ur')]
LUH19090505-V01-27-page5.txt: [('re', 'garded')]
LUH19090505-V01-27-page7.txt: [('Standis', 'h')]
LUH19090505-V01-27-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19090512-V01-28-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19090519-V01-29-page8.txt: [('Truf', 'ant'), ('SEV', 'ENTH-DAY')]
LUH19090526-V01-30-page11.txt: [('co', 'operation')]
LUH19090526-V01-30-page14.txt: [('frui', 't'), ('worn-ou', 't')]
LUH19090526-V01-30-page16.txt: [('SEV', 'ENTH')]
LUH19090526-V01-30-page8.txt: [('SEV', 'ENTH')]
LUH19090602-V01-31-page3.txt: [('co', 'operation')]
LUH19090602-V01-31-page8.txt: [('SEV', 'ENTH')]
LUH19090609-V01-32-page8.txt: [('SEV', 'ENTH')]
LUH19090616-V01-33-page2.txt: [('experien', 'ce')]
LUH19090616-V01-33-page8.txt: [('SEV', 'ENTH')]
LUH19090623-V01-34-page8.txt: [('SEV', 'ENTH')]
LUH19090630-V01-35-page5.txt: [('VOLUN', 'TEERS')]
LUH19090630-V01-35-page8.txt: [('SEV', 'ENTH')]
LUH19090707-V01-36-page8.txt: [('SEV', 'ENTH')]
LUH19090714-V01-37-page6.txt: [('co', 'operate')]
LUH19090714-V01-37-page8.txt: [('SEV', 'ENTH'), ('BERRI', 'EN')]
LUH19090721-V01-38-page5.txt: [('AP', 'P'), ('co', 'operating')]
LUH19090721-V01-38-page8.txt: [('SEV', 'ENTH')]
LUH19090728-V01-39-page8.txt: [('SEV', 'ENTH')]
LUH19090804-V01-40-page8.txt: [('SEV', 'ENTH')]
LUH19090811-V01-41-page3.txt: [('co', 'workers')]
LUH19090811-V01-41-page6.txt: [('Daniell', 's')]
LUH19090811-V01-41-page8.txt: [('SEV', 'ENTH')]
LUH19090818-V01-42-page4.txt: [('shor', 't')]
LUH19090818-V01-42-page6.txt: [('messag', 'e')]
LUH19090818-V01-42-page8.txt: [('SEV', 'ENTH')]
LUH19090825-V01-43-page7.txt: [('te', 'ta')]
LUH19090825-V01-43-page8.txt: [('co', 'operation')]
LUH19090901-V01-44-page6.txt: [('sho', 'wing')]
LUH19090901-V01-44-page8.txt: [('SEV', 'ENTH')]
LUH19090908-V01-45-page1.txt: [('ac', 'quaintance')]
LUH19090908-V01-45-page3.txt: [('senti', 'ments'), ('co', 'py')]
LUH19090908-V01-45-page8.txt: [('SEV', 'ENTH')]
LUH19090915-V01-46-page6.txt: [('co', 'operate')]
LUH19090915-V01-46-page7.txt: [('co', 'operate')]
LUH19090915-V01-46-page8.txt: [('SEV', 'ENTH')]
LUH19090922-V01-47-page7.txt: [('se', 'ries')]
LUH19090922-V01-47-page8.txt: [('Truf', 'ant'), ('SEV', 'ENTH-DAY')]
LUH19090929-V01-48-page6.txt: [('leavi', 'ng')]
LUH19090929-V01-48-page8.txt: [('SEV', 'ENTH'), ('Milwau', 'kee')]
LUH19091006-V01-49-page2.txt: [('da', 'rkness')]
LUH19091006-V01-49-page8.txt: [('thereaf', 'ter'), ('SEV', 'ENTH')]
LUH19091013-V01-50-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19091020-V01-51-page5.txt: [('co', 'operation')]
LUH19091020-V01-51-page8.txt: [('SEV', 'ENTH'), ('Aca', 'demy'), ('th', 'a')]
LUH19091027-V01-52-page3.txt: [('Inas', 'much')]
LUH19091027-V01-52-page8.txt: [('SEV', 'ENTH'), ('re', 'baptized')]
LUH19091103-V01-53-page6.txt: [('Mc', 'Reynolds')]
LUH19091103-V01-53-page8.txt: [('SEV', 'ENTH')]
LUH19091110-V01-54-page4.txt: [('MEE', 'TING')]
LUH19091110-V01-54-page5.txt: [('co', 'operate')]
LUH19091110-V01-54-page6.txt: [('al', 'i'), ('re', 'al')]
LUH19091110-V01-54-page8.txt: [('pers', 'is'), ('EA', 'R'), ('da', 'to'), ('co', 'operation')]
LUH19091117-V01-55-page8.txt: [('SEV', 'ENTH')]
LUH19091124-V01-56-page8.txt: [('SEV', 'ENTH'), ('MICHIG', 'AN'), ('co', 'workers')]
LUH19091201-V01-57-page8.txt: [('SEV', 'ENTH')]
LUH19091208-V01-58-page3.txt: [('un', 'Cleanness'), ('criti', 'ciSm')]
LUH19091208-V01-58-page8.txt: [('SEV', 'ENTH')]
LUH19091215-V01-59-page8.txt: [('SEV', 'ENTH')]
LUH19091222-V01-60-page5.txt: [('re', 'P')]
LUH19091222-V01-60-page6.txt: [('co', 'operate')]
LUH19091222-V01-60-page8.txt: [('SEV', 'ENTH')]
LUH19100105-V02-01-page8.txt: [('SEV', 'ENTH'), ('M.', '')]
LUH19100112-V02-02-page5.txt: [('co', 'operation')]
LUH19100112-V02-02-page8.txt: [('SEV', 'ENTH')]
LUH19100119-V02-03-page3.txt: [('M.', '')]
LUH19100119-V02-03-page4.txt: [('co', 'operate')]
LUH19100119-V02-03-page8.txt: [('SEV', 'ENTH')]
LUH19100126-V02-04-page6.txt: [('co', 'operate')]
LUH19100126-V02-04-page7.txt: [('Mc', 'Mahan')]
LUH19100126-V02-04-page8.txt: [('SEV', 'ENTH')]
LUH19100202-V02-05-page8.txt: [('SEV', 'ENTH')]
LUH19100209-V02-06-page1.txt: [('vari', 'ous')]
LUH19100209-V02-06-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19100216-V02-07-page11.txt: [('th', 'e')]
LUH19100216-V02-07-page12.txt: [('grea', 't')]
LUH19100216-V02-07-page6.txt: [('encourag', 'ing')]
LUH19100216-V02-07-page8.txt: [('alwa', 'ys')]
LUH19100223-V02-08-page13.txt: [('co', 'operated')]
LUH19100223-V02-08-page15.txt: [('Wiscon', 'sin')]
LUH19100223-V02-08-page16.txt: [('SEV', 'ENTH')]
LUH19100223-V02-08-page9.txt: [('Ses', 'sion')]
LUH19100302-V02-09-page11.txt: [('Mc', 'Reynolds'), ('re', 'read')]
LUH19100302-V02-09-page12.txt: [('re', 'read')]
LUH19100302-V02-09-page15.txt: [('th', 'at')]
LUH19100302-V02-09-page16.txt: [('SEV', 'ENTH-DAY')]
LUH19100302-V02-09-page6.txt: [('Mc', 'Reynolds')]
LUH19100302-V02-09-page9.txt: [('respec', 'tfully')]
LUH19100309-V02-10-page11.txt: [('re', 'read')]
LUH19100309-V02-10-page15.txt: [('th', 'e')]
LUH19100309-V02-10-page16.txt: [('SEV', 'ENTH-DAY')]
LUH19100309-V02-10-page2.txt: [('co', 'operation')]
LUH19100309-V02-10-page5.txt: [('co', 'operation'), ('suc', 'cess')]
LUH19100309-V02-10-page8.txt: [('intereste', 'd')]
LUH19100323-V02-12-page6.txt: [('th', 'in')]
LUH19100323-V02-12-page7.txt: [('co', 'operation')]
LUH19100323-V02-12-page8.txt: [('SEV', 'ENTH')]
LUH19100330-V02-13-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19100406-V02-14-page1.txt: [('re', 'established')]
LUH19100406-V02-14-page2.txt: [('repres', 'entatives')]
LUH19100406-V02-14-page5.txt: [('ZI', 'a')]
LUH19100406-V02-14-page6.txt: [('co', 'operation')]
LUH19100406-V02-14-page8.txt: [('SEV', 'ENTH')]
LUH19100413-V02-15-page4.txt: [('Licen', 'ses')]
LUH19100413-V02-15-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19100420-V02-16-page8.txt: [('SEV', 'ENTH')]
LUH19100427-V02-17-page2.txt: [('co', 'operate')]
LUH19100427-V02-17-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19100504-V02-18-page2.txt: [('co', 'operating')]
LUH19100504-V02-18-page3.txt: [('co', 'operation')]
LUH19100504-V02-18-page8.txt: [('SEV', 'ENTH')]
LUH19100511-V02-19-page1.txt: [('G.', '')]
LUH19100511-V02-19-page8.txt: [('Mc', 'Reynolds'), ('SEV', 'ENTH')]
LUH19100518-V02-20-page7.txt: [('se', 'vere')]
LUH19100518-V02-20-page8.txt: [('SEV', 'ENTH')]
LUH19100525-V02-21-page3.txt: [('co', 'operation')]
LUH19100525-V02-21-page5.txt: [('ex', 'ceptions'), ('re', 'marks')]
LUH19100525-V02-21-page6.txt: [('th', 'in')]
LUH19100525-V02-21-page8.txt: [('th', 'at')]
LUH19100601-V02-22-page3.txt: [('repre', 'senting')]
LUH19100601-V02-22-page7.txt: [('subscrib', 'ers')]
LUH19100601-V02-22-page8.txt: [('SEV', 'ENTH')]
LUH19100608-V02-23-page4.txt: [('Truf', 'ant')]
LUH19100608-V02-23-page6.txt: [('G.', '')]
LUH19100608-V02-23-page8.txt: [('SEV', 'ENTH-DAY'), ('th', 'at')]
LUH19100615-V02-24-page5.txt: [('co', 'workers')]
LUH19100615-V02-24-page6.txt: [('Truf', 'ant'), ('G.', '')]
LUH19100615-V02-24-page7.txt: [('th', 'in')]
LUH19100615-V02-24-page8.txt: [('SEV', 'ENTH-DAY')]
LUH19100622-V02-25-page2.txt: [('co', 'operation')]
LUH19100622-V02-25-page6.txt: [('Frankli', 'n')]
LUH19100622-V02-25-page7.txt: [('Mc', 'Reynolds')]
LUH19100622-V02-25-page8.txt: [('SEV', 'ENTH'), ('re', 'elected')]
LUH19100629-V02-26-page12.txt: [('SEV', 'ENTH')]
LUH19100629-V02-26-page2.txt: [('pre', 'existence')]
LUH19100629-V02-26-page4.txt: [('Truf', 'ant')]
LUH19100706-V02-27-page10.txt: [('SEV', 'ENTH')]
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LUH19200922-V12-38-page2.txt: [('co', 'operation')]
LUH19200922-V12-38-page6.txt: [('co', 'workers')]
LUH19200929-V12-39-page2.txt: [('repor', 'ted')]
LUH19200929-V12-39-page6.txt: [('appreci', 'ated')]
LUH19200929-V12-39-page7.txt: [('BR', 'R')]
LUH19201006-V12-40-page1.txt: [('RI', 'T')]
LUH19201006-V12-40-page16.txt: [('posi', 'tively'), ('McConaugh', 'ey')]
LUH19201006-V12-40-page3.txt: [('pre', 'sented')]
LUH19201006-V12-40-page7.txt: [('twenty-f', 'our')]
LUH19201013-V12-41-page11.txt: [('OD', 'E')]
LUH19201013-V12-41-page8.txt: [('sheepf', 'old')]
LUH19201027-V12-43-page10.txt: [('giv', 'en')]
LUH19201027-V12-43-page12.txt: [('OD', 'E'), ('BR', 'East')]
LUH19201027-V12-43-page13.txt: [('servi', 'ces'), ('sple', 'ndid')]
LUH19201027-V12-43-page3.txt: [('quie', 'tude')]
LUH19201027-V12-43-page4.txt: [('Michi', 'gan')]
LUH19201027-V12-43-page5.txt: [('re', 'decorated')]
LUH19201103-V12-44-page1.txt: [('Mc', 'CONAUGHEY')]
LUH19201103-V12-44-page12.txt: [('Mc', 'Conaughey')]
LUH19201110-V12-45-page6.txt: [('theref', 'ore'), ('ren', 'dered')]
LUH19201110-V12-45-page9.txt: [('disf', 'ellowship'), ('pl', 'anning')]
LUH19201117-V12-46-page2.txt: [('yo', 'ur')]
LUH19201124-V12-47-page1.txt: [('WW', 'W')]
LUH19201124-V12-47-page15.txt: [('lov', 'able')]
LUH19201201-V12-48-page11.txt: [('BR', 'East'), ('Sexto', 'n'), ('Pa', 'i')]
LUH19201201-V12-48-page12.txt: [('fi', 're')]
LUH19201201-V12-48-page3.txt: [('Pells', 'ton')]
LUH19201201-V12-48-page5.txt: [('Si', 'C')]
LUH19201201-V12-48-page6.txt: [('Decem', 'ber')]
LUH19201208-V12-49-page10.txt: [('Dedicati', 'on')]
LUH19201208-V12-49-page9.txt: [('re', 'elected')]
LUH19201215-V12-50-page1.txt: [('ex', 'penses')]
LUH19201215-V12-50-page12.txt: [('lov', 'e')]
LUH19201215-V12-50-page16.txt: [('Co', 'nradi')]
LUH19201215-V12-50-page2.txt: [('Ber', 'rien')]
LUH19201215-V12-50-page8.txt: [('Mc', 'Cuaig')]
LUH19201215-V12-50-page9.txt: [('busi', 'ness')]
LUH19201222-V12-51-page10.txt: [('Hosf', 'ord')]
LUH19201222-V12-51-page11.txt: [('M.', '')]
LUH19201222-V12-51-page12.txt: [('OD', 'E'), ('SA', 'West')]
LUH19201222-V12-51-page8.txt: [('M.', '')]
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/LUH/correction5 Average verified rate: 0.9707086648165923 Average of error rates: 0.03244654300168634 Total token count: 5744634
In [30]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[30]:
[('e', 15491),
('w', 12253),
('m', 9272),
('r', 8959),
('br', 8454),
('g', 7878),
('f', 7808),
('d', 6797),
("'", 3621),
('n', 3561),
('od', 3518),
('gc', 3062),
('k', 2720),
('wm', 2525),
('t', 2157),
('th', 1688),
("canvassers'", 1191),
('pg', 1116),
('bf', 911),
('co', 911),
('mt', 895),
('ck', 768),
('hm', 731),
('u', 576),
('ords', 470),
('drury', 452),
('x', 421),
('suda', 358),
("elders'", 338),
('kimberlin', 259),
('lb', 244),
('plake', 241),
("sec'y-treas", 241),
("colporteurs'", 238),
('mitzelfelt', 215),
('two-per-cent', 203),
('erald', 201),
("soldiers'", 201),
('devereaux', 196),
('seventhday', 172),
('ruh', 170),
('pengelly', 166),
('es', 158),
('kittleson', 152),
('pp', 151),
('tatton', 149),
('palmiter', 148),
('herrington', 144),
('ch', 143),
('rapson', 142)]
Review Remaining Errors¶
In [31]:
reports.docs_with_high_error_rate(summary)
Out[31]:
[('LUH19150602-V07-22-page1.txt', 0.72),
('LUH19160308-V08-10-page1.txt', 0.596),
('LUH19170704-V09-27-page7.txt', 0.425),
('LUH19140422-V06-16-page13.txt', 0.407),
('LUH19150721-V07-29-page7.txt', 0.392),
('LUH19200804-V12-31-page11.txt', 0.392),
('LUH19150623-V07-25-page7.txt', 0.383),
('LUH19140422-V06-16-page14.txt', 0.375),
('LUH19180724-V10-30-page11.txt', 0.364),
('LUH19170627-V09-26-page7.txt', 0.356),
('LUH19180717-V10-29-page7.txt', 0.352),
('LUH19190730-V11-31-page11.txt', 0.35),
('LUH19160712-V08-28-page4.txt', 0.35),
('LUH19180731-V10-31-page7.txt', 0.348),
('LUH19200714-V12-28-page7.txt', 0.347),
('LUH19150804-V07-31-page7.txt', 0.346),
('LUH19150630-V07-26-page7.txt', 0.342),
('LUH19160809-V08-32-page8.txt', 0.339),
('LUH19160621-V08-25-page7.txt', 0.338),
('LUH19170718-V09-29-page11.txt', 0.333),
('LUH19160802-V08-31-page16.txt', 0.332),
('LUH19150825-V07-34-page7.txt', 0.33),
('LUH19190618-V11-25-page11.txt', 0.317),
('LUH19170620-V09-25-page7.txt', 0.316),
('LUH19180619-V10-25-page7.txt', 0.308),
('LUH19170110-V09-02-page5.txt', 0.308),
('LUH19120731-V04-31-page7.txt', 0.307),
('LUH19160726-V08-30-page7.txt', 0.305),
('LUH19180821-V10-34-page7.txt', 0.305),
('LUH19110802-V03-31-page8.txt', 0.304),
('LUH19120710-V04-28-page8.txt', 0.3),
('LUH19180814-V10-33-page15.txt', 0.299),
('LUH19180807-V10-32-page7.txt', 0.297),
('LUH19120626-V04-26-page8.txt', 0.29),
('LUH19190723-V11-30-page15.txt', 0.289),
('LUH19170613-V09-24-page8.txt', 0.288),
('LUH19150728-V07-30-page7.txt', 0.287),
('LUH19190813-V11-33-page11.txt', 0.286),
('LUH19150811-V07-32-page15.txt', 0.286),
('LUH19160705-V08-27-page7.txt', 0.285),
('LUH19170725-V09-30-page8.txt', 0.279),
('LUH19180703-V10-27-page7.txt', 0.278),
('LUH19190709-V11-28-page7.txt', 0.277),
('LUH19170815-V09-33-page7.txt', 0.275),
('LUH19170711-V09-28-page7.txt', 0.271),
('LUH19160719-V08-29-page11.txt', 0.27),
('LUH19161213-V08-50-page11.txt', 0.269),
('LUH19120724-V04-30-page16.txt', 0.268),
('LUH19090714-V01-37-page7.txt', 0.267),
('LUH19170801-V09-31-page7.txt', 0.267),
('LUH19140708-V06-27-page7.txt', 0.265),
('LUH19160628-V08-26-page6.txt', 0.265),
('LUH19200707-V12-27-page7.txt', 0.263),
('LUH19120703-V04-27-page8.txt', 0.263),
('LUH19140729-V06-30-page7.txt', 0.26),
('LUH19140715-V06-28-page7.txt', 0.257),
('LUH19160816-V08-33-page8.txt', 0.255),
('LUH19150428-V07-17-page7.txt', 0.25),
('LUH19120717-V04-29-page8.txt', 0.249),
('LUH19190716-V11-29-page7.txt', 0.249),
('LUH19200818-V12-33-page11.txt', 0.248),
('LUH19150714-V07-28-page7.txt', 0.248),
('LUH19110726-V03-30-page8.txt', 0.245),
('LUH19120619-V04-25-page8.txt', 0.243),
('LUH19110705-V03-27-page8.txt', 0.243),
('LUH19120807-V04-32-page7.txt', 0.241),
('LUH19190806-V11-32-page10.txt', 0.24),
('LUH19180626-V10-26-page7.txt', 0.239),
('LUH19180320-V10-12-page8.txt', 0.231),
('LUH19190820-V11-34-page15.txt', 0.23),
('LUH19110809-V03-32-page12.txt', 0.229),
('LUH19110628-V03-26-page8.txt', 0.228),
('LUH19110712-V03-28-page8.txt', 0.226),
('LUH19140610-V06-23-page7.txt', 0.226),
('LUH19150707-V07-27-page8.txt', 0.225),
('LUH19191224-V11-52-page1.txt', 0.223),
('LUH19140812-V06-32-page7.txt', 0.221),
('LUH19150609-V07-23-page8.txt', 0.219),
('LUH19190827-V11-35-page15.txt', 0.218),
('LUH19200204-V12-05-page11.txt', 0.217),
('LUH19110830-V03-35-page8.txt', 0.216),
('LUH19200616-V12-24-page10.txt', 0.215),
('LUH19170606-V09-23-page7.txt', 0.212),
('LUH19110308-V03-10-page1.txt', 0.212),
('LUH19150616-V07-24-page7.txt', 0.209),
('LUH19180522-V10-21-page8.txt', 0.205),
('LUH19120828-V04-35-page7.txt', 0.204)]
In [32]:
# %load shared_elements/high_error_rates.py
doc_keys = [x[0] for x in reports.docs_with_high_error_rate(summary) if x[1] > 0.35]
# utilities.open_original_docs(doc_keys, directories['cycle'])
Correction 7 -- Separate Squashed Words¶
In [33]:
# %load shared_elements/separate_squashed_words.py
import pandas as pd
from math import log
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)))
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()
LUH19081111-V01-02-page7.txt: [('Thanksgivingingathering', 'Thanksgiving ingathering')]
LUH19090310-V01-19-page7.txt: [('understandstanding', 'understand standing')]
LUH19090421-V01-25-page1.txt: [('wonderfurrevelations', 'wonder fur revelations')]
LUH19091006-V01-49-page1.txt: [('EducationalSecretary', 'Educational Secretary')]
LUH19100112-V02-02-page6.txt: [('hastakenfromusthechancetotrainouryoung', 'has taken from us the chance to train our young')]
LUH19100126-V02-04-page3.txt: [('nineteentwentieths', 'nineteen twentieth s')]
LUH19100713-V02-28-page7.txt: [('successsellingProtestant', 'success selling Protestant')]
LUH19100831-V02-35-page7.txt: [('underconvictionfor', 'under conviction for')]
LUH19110524-V03-21-page1.txt: [('advancedarithmetic', 'advanced arithmetic')]
LUH19110927-V03-39-page1.txt: [('IllinoisConference', 'Illinois Conference')]
LUH19110927-V03-39-page2.txt: [('furtheradvancement', 'further advancement')]
LUH19110927-V03-39-page6.txt: [('secretarytreasurer', 'secretary treasurer')]
LUH19111115-V03-46-page8.txt: [('Sundaywithhissonanddaughterwhoareinschoolthis', 'Sunday with his son and daughter who are in school this')]
LUH19121218-V04-51-page7.txt: [('greatgrandchildren', 'great grandchildren')]
LUH19131224-V05-51-page6.txt: [('whomtheLordcanusetoencouragethechurchinfaith', 'whom the Lord can use to encourage the church in faith')]
LUH19150602-V07-22-page15.txt: [('BEitAfilaTirrillinM', 'BE it A f i l a T i r r i l l i n M')]
LUH19150728-V07-30-page1.txt: [('greatgrandchildren', 'great grandchildren')]
LUH19160209-V08-06-page8.txt: [('trusteeslconsisting', 'trustees l consisting')]
LUH19160510-V08-19-page7.txt: [('NorthMichiganConferencehassomevil', 'North Michigan Conference has some vi l')]
LUH19161004-V08-40-page2.txt: [('eightdollarsreceived', 'eight dollars received')]
LUH19170905-V09-36-page8.txt: [('ACIelphiatiMercantile', 'A C I el p hi at i Mercantile')]
LUH19170919-V09-38-page3.txt: [('ministryofthewordinourbooksand', 'ministry of the word in our books and')]
LUH19171114-V09-46-page1.txt: [('returnethmissionaries', 'return eth missionaries')]
LUH19180306-V10-10-page1.txt: [('carefullyiwithAthem', 'carefully i with A them')]
LUH19180424-V10-17-page7.txt: [('unspeakablebenefit', 'unspeakable benefit')]
LUH19180814-V10-33-page2.txt: [('VERNACULAOSUBSCRIPTION', 'V ER N A C U L A O S U B S C R I P T I O N')]
LUH19190122-V11-04-page9.txt: [('thoroughlyequipped', 'thoroughly equipped')]
LUH19190205-V11-06-page7.txt: [('beamongthosewhowillbeawakeandwatching', 'be among those who will be awake and watching')]
LUH19190312-V11-11-page3.txt: [('secretarytreasurer', 'secretary treasurer')]
LUH19190319-V11-12-page11.txt: [('WashingtonSanitarium', 'Washington Sanitarium')]
LUH19190326-V11-13-page5.txt: [('thirtyapplications', 'thirty applications')]
LUH19190528-V11-22-page8.txt: [('secretarytreasurer', 'secretary treasurer')]
LUH19190723-V11-30-page15.txt: [('Amanwhoisacquaintedwithfiringalow', 'A man who is acquainted with firing a low')]
LUH19191022-V11-43-page10.txt: [('SiffbaiftSaliiiiir', 'S if f b a i f t S a l i i i i i r')]
LUH19191029-V11-44-page2.txt: [('ricumuminiitiiiimuinitioniiiiiirmeniiiiiiiumaniiii', 'r i c u m u m i n i i t i i i i m u i n i t i o n i i i i i i r m e n i i i i i i i u m a n i i i i')]
LUH19200225-V12-08-page9.txt: [('Signssubscriptions', 'Signs subscriptions')]
LUH19200505-V12-18-page16.txt: [('missionarysecretaries', 'missionary secretaries')]
LUH19200512-V12-19-page7.txt: [('boughtforthirtyfive', 'bought for thirty five')]
LUH19200616-V12-24-page10.txt: [('veteraninthemovement', 'veteran in the movement')]
LUH19200630-V12-26-page7.txt: [('standardplayground', 'standard playground')]
LUH19200630-V12-26-page9.txt: [('secretarytreasurer', 'secretary treasurer')]
LUH19200721-V12-29-page2.txt: [('ConferenceVirectorY', 'Conference V i rector Y')]
LUH19200901-V12-35-page5.txt: [('Ingatheringcampaign', 'Ingathering campaign')]
LUH19200908-V12-36-page11.txt: [('agedorelderlySabbath', 'aged or elderly Sabbath')]
LUH19200915-V12-37-page1.txt: [('sekapeseaeseacacaeacachaeacaemaeacaeacaciamaeac', 's e k a p e s e a e s e a c a c a e a c a c h a e a c a e m a e a c a e a c a c i a m a e a c')]
LUH19201215-V12-50-page9.txt: [('conferencelaborers', 'conference laborers')]
In [34]:
# %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/LUH/correction7 Average verified rate: 0.9707094937613351 Average of error rates: 0.032445362563237774 Total token count: 5744899
In [35]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[35]:
[('e', 15503),
('w', 12253),
('m', 9280),
('r', 8965),
('br', 8454),
('g', 7878),
('f', 7811),
('d', 6797),
("'", 3621),
('n', 3569),
('od', 3518),
('gc', 3062),
('k', 2721),
('wm', 2525),
('t', 2162),
('th', 1688),
("canvassers'", 1191),
('pg', 1116),
('bf', 911),
('co', 911),
('mt', 895),
('ck', 768),
('hm', 731),
('u', 582),
('ords', 470),
('drury', 452),
('x', 421),
('suda', 358),
("elders'", 338),
('kimberlin', 259),
('lb', 244),
('plake', 241),
("sec'y-treas", 241),
("colporteurs'", 238),
('mitzelfelt', 215),
('two-per-cent', 203),
('erald', 201),
("soldiers'", 201),
('devereaux', 196),
('seventhday', 172),
('ruh', 170),
('pengelly', 166),
('es', 158),
('kittleson', 152),
('pp', 151),
('tatton', 149),
('palmiter', 148),
('herrington', 144),
('ch', 143),
('rapson', 142)]
In [ ]: