LH-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 = "LH"
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/LH/baseline

Average verified rate: 0.9315656653772277

Average of error rates: 0.08061743642968344

Total token count: 4900581

In [11]:
errors_summary = reports.get_errors_summary( stats )
reports.top_errors( errors_summary, 500 )
Out[11]:
[('ñ', 20117),
 ('d', 7589),
 ('m', 6444),
 ('¥', 5489),
 ("'", 4618),
 ('-', 4322),
 ('tion', 3613),
 ('in-', 3484),
 ('e', 3414),
 ('con-', 3243),
 ('re-', 3138),
 ('n', 2877),
 (')', 2532),
 ('t', 2468),
 ('w', 2098),
 ('r', 2082),
 ('ex-', 1915),
 ('dis-', 1830),
 ('de-', 1748),
 ('g', 1739),
 ('f', 1702),
 ('ment', 1626),
 ('be-', 1622),
 ('com-', 1516),
 ('/', 1409),
 ('pro-', 1363),
 ('+', 1250),
 ('(', 1234),
 ('tions', 984),
 ('un-', 970),
 ('per-', 942),
 ('pre-', 926),
 ('im-', 905),
 ('*', 823),
 ('al-', 738),
 ('en-', 727),
 ('(q)', 719),
 ('x', 701),
 ('ac-', 684),
 ('co', 669),
 ('ad-', 642),
 ('ments', 622),
 ('u', 622),
 ('ap-', 607),
 ('=', 607),
 ('at-', 597),
 ('¡', 592),
 ('(see', 557),
 ('treat-', 555),
 ('(e)', 544),
 ('ful', 532),
 ('sub-', 519),
 ('%', 518),
 ('ical', 508)]

Check Special Character Use

In [12]:
reports.tokens_with_special_characters(errors_summary)[:100]
Out[12]:
[('ñ', 20117),
 ('¥', 5489),
 (')', 2532),
 ('/', 1409),
 ('+', 1250),
 ('(', 1234),
 ('*', 823),
 ('(q)', 719),
 ('=', 607),
 ('¡', 592),
 ('(see', 557),
 ('(e)', 544),
 ('%', 518),
 ('_', 362),
 ('(c)', 332),
 (']', 328),
 ('¥¥', 250),
 ('ã', 218),
 ('(western)', 199),
 ('(d', 197),
 ('(or', 187),
 ('(southern)', 169),
 ('•', 160),
 ('(concluded', 157),
 ('(a)', 150),
 ('[', 146),
 ('\\', 138),
 ('¥¥¥', 138),
 ('(the', 136),
 ('(continued', 130),
 ('(west)', 113),
 ('ó', 110),
 ('ñthe', 108),
 ('(and', 108),
 ('(mich', 107),
 ('england)', 97),
 ('(payable', 97),
 ('++', 92),
 ('ô', 90),
 ('(a', 88),
 ('>', 88),
 ('(northern)', 86),
 ('(eastern)', 86),
 ('chesapeake)', 85),
 ('southern)', 85),
 ('(which', 82),
 ('office)', 80),
 ('`', 79),
 ('¥¥¥¥', 77),
 ('[the', 77),
 ('year)', 74),
 ('**', 69),
 ('tennessee)', 68),
 ('#', 68),
 ('ña', 67),
 ('(south)', 65),
 ('(north)', 65),
 ('(east)', 64),
 ('(about', 60),
 ('<', 60),
 ('••', 59),
 ('(b)', 55),
 ('(not', 54),
 ('(i', 52),
 ('(i)', 52),
 ('(boston)', 51),
 ('(if', 50),
 ('¦', 46),
 ('(as', 46),
 ('o¡', 45),
 ('(exchange', 45),
 ('¥¥¥¥¥', 45),
 ('(in', 44),
 ('(central)', 44),
 ('isñlisterine', 43),
 ('(for', 43),
 ('(western', 43),
 ('(continuing', 42),
 ('(greater)', 42),
 ('=¥', 41),
 ('(e', 41),
 ('(that', 41),
 ('(fig', 40),
 ('o%', 39),
 ('*r', 38),
 ('(london)', 38),
 ('(s', 36),
 ('¥=', 36),
 ('addressñ', 36),
 ('i/', 35),
 ('ñwhen', 35),
 ('journal)', 34),
 ('i)', 34),
 ('(near', 33),
 ('(mention', 32),
 ('m¥', 32),
 ('***', 31),
 ('(to', 30),
 ('accepted)', 30),
 ('award)', 30)]

Correction 1 -- Normalize 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/LH/correction1

Average verified rate: 0.9421330137560743

Average of error rates: 0.06851427088738972

Total token count: 4864760

In [15]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[15]:
[('d', 7847),
 ('m', 6629),
 ("'", 4802),
 ('-', 4660),
 ('e', 4171),
 ('tion', 3618),
 ('in-', 3497),
 ('con-', 3245),
 ('re-', 3141),
 ('n', 3026),
 ('t', 2667),
 ('r', 2267),
 ('w', 2151),
 ('ex-', 1917),
 ('dis-', 1832),
 ('f', 1791),
 ('g', 1782),
 ('de-', 1751),
 ('ment', 1630),
 ('be-', 1622),
 ('com-', 1518),
 ('pro-', 1367),
 ('tions', 986),
 ('un-', 972),
 ('per-', 943),
 ('q', 931),
 ('pre-', 927),
 ('im-', 905),
 ('al-', 741),
 ('en-', 728),
 ('x', 727),
 ('ac-', 686),
 ('co', 678),
 ('ad-', 642),
 ('u', 637),
 ('ments', 624),
 ('ap-', 608),
 ('at-', 597),
 ('treat-', 556),
 ('ful', 532),
 ('sub-', 519),
 ('ical', 508),
 ('chil-', 478),
 ('ture', 471),
 ('ers', 457),
 ('dren', 454),
 ('di-', 441),
 ('pa-', 437),
 ('an-', 416),
 ('--', 401)]

Correction 2 -- Correct 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/LH/correction2

Average verified rate: 0.9756305259727289

Average of error rates: 0.03717861961598339

Total token count: 4755950

In [18]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[18]:
[('d', 7834),
 ('m', 6616),
 ("'", 4802),
 ('-', 4607),
 ('e', 4150),
 ('n', 3019),
 ('t', 2644),
 ('r', 2251),
 ('w', 2146),
 ('g', 1776),
 ('f', 1751),
 ('q', 931),
 ('x', 727),
 ('co', 676),
 ('u', 636),
 ('--', 401),
 ('k', 380),
 ('mt', 340),
 ('th', 274),
 ('ni', 271),
 ('mo', 256),
 ('boulder-colorado', 234),
 ('pa', 232),
 ('lb', 227),
 ('z', 225),
 ('tv', 205),
 ('oz', 205),
 ('va', 156),
 ('li', 144),
 ('money-order', 137),
 ('mi', 133),
 ('ti', 132),
 ('io', 122),
 ('mm', 119),
 ('---', 115),
 ('cook-book', 115),
 ('tion', 115),
 ('si', 109),
 ('ri', 108),
 ('hydro-electric', 107),
 ('re', 104),
 ('al', 104),
 ('wm', 103),
 ('ft', 99),
 ('ph', 96),
 ('ky', 93),
 ('feeble-minded', 93),
 ('best-equipped', 91),
 ('nauheim', 91),
 ('treatment-rooms', 87)]

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()
LH19040701-V19-07-page15.txt: [('eter-', 'eter'), ('re-', 're'), ('re-', 're')]
LH19040701-V19-07-page16.txt: [('judg-', 'judg')]
LH19040701-V19-07-page17.txt: [('Clothing.-', 'Clothing.'), ('-harmful', 'harmful')]
LH19040701-V19-07-page18.txt: [('-', '')]
LH19040701-V19-07-page19.txt: [('house-', 'house'), ('care-', 'care')]
LH19040701-V19-07-page2.txt: [('Tri-', 'Tri'), ('-', ''), ('-', '')]
LH19040701-V19-07-page23.txt: [('-', '')]
LH19040701-V19-07-page24.txt: [('oc-', 'oc'), ('sug-', 'sug')]
LH19040701-V19-07-page3.txt: [('-', ''), ('Sensa-', 'Sensa'), ('-', ''), ('-', '')]
LH19040701-V19-07-page30.txt: [('Fourth-of-', 'Fourth-of'), ('-', '')]
LH19040701-V19-07-page32.txt: [('degen-', 'degen')]
LH19040701-V19-07-page34.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19040701-V19-07-page35.txt: [('-', ''), ('Washing-', 'Washing'), ('-', ''), ('Washing--', 'Washing-'), ('-', ''), ('Res-', 'Res')]
LH19040701-V19-07-page36.txt: [('-trees', 'trees'), ('-..', '..')]
LH19040801-V19-08-page2.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19040801-V19-08-page20.txt: [('-', '')]
LH19040801-V19-08-page23.txt: [('Cure.-', 'Cure.'), ('Ans.-', 'Ans.')]
LH19040801-V19-08-page28.txt: [('-as', 'as')]
LH19040801-V19-08-page29.txt: [('ASSO-', 'ASSO'), ('con-', 'con')]
LH19040801-V19-08-page3.txt: [('-', ''), ('--', '-')]
LH19040801-V19-08-page33.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19040801-V19-08-page35.txt: [('-', '')]
LH19040801-V19-08-page7.txt: [('some-', 'some')]
LH19040901-V19-09-page17.txt: [('pro-', 'pro'), ('-vai', 'vai'), ('accom-', 'accom'), ('-modations', 'modations')]
LH19040901-V19-09-page19.txt: [('FRUIT.-', 'FRUIT.')]
LH19040901-V19-09-page23.txt: [('Ans.-', 'Ans.'), ('Ans.-', 'Ans.')]
LH19040901-V19-09-page29.txt: [('bona-', 'bona')]
LH19040901-V19-09-page3.txt: [('-', ''), ('-', '')]
LH19040901-V19-09-page34.txt: [('-', ''), ('-', ''), ('-', '')]
LH19040901-V19-09-page35.txt: [('Yamamoto-', 'Yamamoto')]
LH19040901-V19-09-page36.txt: [('-called', 'called')]
LH19041001-V19-10-page11.txt: [('sci-', 'sci')]
LH19041001-V19-10-page14.txt: [('-willing', 'willing')]
LH19041001-V19-10-page2.txt: [('Ce.-', 'Ce.'), ('-', ''), ('-', ''), ('-Place', 'Place'), ('-', ''), ('--Veivecul', '-Veivecul')]
LH19041001-V19-10-page21.txt: [('"thou-', '"thou')]
LH19041001-V19-10-page23.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-would', 'would')]
LH19041001-V19-10-page26.txt: [('some-', 'some'), ('gen-', 'gen')]
LH19041001-V19-10-page30.txt: [('FEVER.-', 'FEVER.'), ('dis-', 'dis')]
LH19041001-V19-10-page34.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19041001-V19-10-page36.txt: [('de-', 'de'), ('-', ''), ('ever-', 'ever')]
LH19041001-V19-10-page4.txt: [('---', '--')]
LH19041001-V19-10-page5.txt: [('.--', '.-')]
LH19041001-V19-10-page8.txt: [('teach-', 'teach')]
LH19041101-V19-11-page10.txt: [('no-break-', 'no-break')]
LH19041101-V19-11-page11.txt: [('No-', 'No'), ('observa-', 'observa')]
LH19041101-V19-11-page18.txt: [('-', ''), ('Iifireet-', 'Iifireet')]
LH19041101-V19-11-page27.txt: [('to-', 'to')]
LH19041101-V19-11-page3.txt: [('---', '--'), ('FREE.--', 'FREE.-'), ('-', ''), ('---', '--')]
LH19041101-V19-11-page32.txt: [('-', '')]
LH19041101-V19-11-page34.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19041101-V19-11-page36.txt: [('Build-', 'Build'), ('ati.-', 'ati.'), ('-', ''), ('-.', '.'), ('-', ''), ('--att-s', '-att-s'), ('O-', 'O'), ('-', ''), ('-.e.te', '.e.te'), ('-', ''), ('-a', 'a'), ('de-', 'de')]
LH19041101-V19-11-page4.txt: [('-', ''), ('-', ''), ('-', '')]
LH19041201-V19-12-page10.txt: [('physi-', 'physi')]
LH19041201-V19-12-page12.txt: [('move-', 'move')]
LH19041201-V19-12-page19.txt: [('-', '')]
LH19041201-V19-12-page2.txt: [('-', '')]
LH19041201-V19-12-page24.txt: [('Ans.-', 'Ans.')]
LH19041201-V19-12-page34.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19041201-V19-12-page36.txt: [('-At', 'At')]
LH19041201-V19-12-page4.txt: [('-', ''), ('-', '')]
LH19041201-V19-12-page6.txt: [('-mind', 'mind')]
LH19050101-V20-01-page11.txt: [('-Sefeet-', 'Sefeet-')]
LH19050101-V20-01-page14.txt: [('Seciecf-', 'Seciecf')]
LH19050101-V20-01-page28.txt: [('pre-', 'pre')]
LH19050101-V20-01-page3.txt: [('-', '')]
LH19050101-V20-01-page33.txt: [('eeek-', 'eeek')]
LH19050101-V20-01-page34.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19050101-V20-01-page36.txt: [('-c.....', 'c.....'), ('-', ''), ('-ip', 'ip'), ('-', ''), ('-..', '..'), ('-', ''), ('-', ''), ('....r-', '....r'), ('-', ''), ('....---b......"-', '....---b......"'), ('-........', '........'), ('-..', '..'), ('..."-', '..."'), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19050101-V20-01-page4.txt: [('-', ''), ('-', '')]
LH19050101-V20-01-page7.txt: [('pro-', 'pro')]
LH19050201-V20-02-page2.txt: [('HYDRO-', 'HYDRO'), ('-Washington', 'Washington')]
LH19050201-V20-02-page25.txt: [('-', '')]
LH19050201-V20-02-page27.txt: [('ar-', 'ar')]
LH19050201-V20-02-page3.txt: [('-', '')]
LH19050201-V20-02-page34.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19050201-V20-02-page4.txt: [('-', ''), ('-', '')]
LH19050201-V20-02-page8.txt: [('es-', 'es')]
LH19050301-V20-03-page16.txt: [('ad-', 'ad')]
LH19050301-V20-03-page18.txt: [('Japanese-', 'Japanese')]
LH19050301-V20-03-page2.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-t', 't'), ('Out-', 'Out'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('for-', 'for')]
LH19050301-V20-03-page21.txt: [('-are', 'are')]
LH19050301-V20-03-page23.txt: [('.Value.-', '.Value.')]
LH19050301-V20-03-page3.txt: [('-', ''), ('-', ''), ('--', '-'), ('--', '-')]
LH19050301-V20-03-page30.txt: [('as--', 'as-')]
LH19050301-V20-03-page31.txt: [('-will', 'will')]
LH19050301-V20-03-page34.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19050301-V20-03-page5.txt: [('-', '')]
LH19050401-V20-04-page1.txt: [('-I', 'I')]
LH19050401-V20-04-page13.txt: [('-', '')]
LH19050401-V20-04-page15.txt: [('ex-', 'ex')]
LH19050401-V20-04-page16.txt: [('-the', 'the')]
LH19050401-V20-04-page18.txt: [('salva-', 'salva')]
LH19050401-V20-04-page2.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19050401-V20-04-page23.txt: [('any-', 'any')]
LH19050401-V20-04-page24.txt: [('Ans.-', 'Ans.')]
LH19050401-V20-04-page3.txt: [('-', '')]
LH19050401-V20-04-page30.txt: [('-effees', 'effees')]
LH19050401-V20-04-page31.txt: [('commis-', 'commis')]
LH19050401-V20-04-page33.txt: [('-soi', 'soi'), ('-', '')]
LH19050401-V20-04-page34.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19050401-V20-04-page36.txt: [('.-', '.')]
LH19050401-V20-04-page5.txt: [('r--', 'r-'), ('-', ''), ('any-', 'any')]
LH19050401-V20-04-page6.txt: [('-', ''), ('-', '')]
LH19050401-V20-04-page7.txt: [('transgres-', 'transgres')]
LH19050401-V20-04-page8.txt: [('-', '')]
LH19050401-V20-04-page9.txt: [('some--', 'some-')]
LH19050501-V20-05-page13.txt: [('-', '')]
LH19050501-V20-05-page17.txt: [('com-', 'com')]
LH19050501-V20-05-page2.txt: [('-', ''), ('---', '--'), ('--', '-'), ('-', ''), ('--', '-'), ('-', '')]
LH19050501-V20-05-page20.txt: [('-', ''), ('-', '')]
LH19050501-V20-05-page21.txt: [('-', '')]
LH19050501-V20-05-page26.txt: [('-', '')]
LH19050501-V20-05-page27.txt: [('pre-', 'pre')]
LH19050501-V20-05-page28.txt: [('--', '-')]
LH19050501-V20-05-page3.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
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LH19200801-V35-08-page3.txt: [('-class', 'class')]
LH19200801-V35-08-page33.txt: [('-to-', 'to-')]
LH19200801-V35-08-page35.txt: [('-', ''), ('-', '')]
LH19200901-V35-09-page13.txt: [('-to', 'to'), ('preponder-', 'preponder'), ('trans-', 'trans')]
LH19200901-V35-09-page15.txt: [('mor-', 'mor')]
LH19200901-V35-09-page19.txt: [('-', '')]
LH19200901-V35-09-page2.txt: [('-', ''), ('-', '')]
LH19200901-V35-09-page26.txt: [('-per-cent', 'per-cent')]
LH19200901-V35-09-page27.txt: [('-doubt', 'doubt')]
LH19200901-V35-09-page30.txt: [('pos-', 'pos')]
LH19200901-V35-09-page33.txt: [('necessary.-', 'necessary.')]
LH19200901-V35-09-page34.txt: [('cata--', 'cata-')]
LH19200901-V35-09-page35.txt: [('-', ''), ('-', '')]
LH19200901-V35-09-page36.txt: [('--', '-'), ('--..--', '-..--'), ('In-', 'In'), ('-', ''), ('-', ''), ('-', '')]
LH19200901-V35-09-page5.txt: [('-years.', 'years.')]
LH19200901-V35-09-page8.txt: [('-horsepower', 'horsepower')]
LH19200901-V35-09-page9.txt: [('-day', 'day')]
LH19201001-V35-10-page12.txt: [('-lessen', 'lessen')]
LH19201001-V35-10-page14.txt: [('peris-', 'peris')]
LH19201001-V35-10-page17.txt: [('cow-', 'cow')]
LH19201001-V35-10-page18.txt: [('--"', '-"')]
LH19201001-V35-10-page2.txt: [('--', '-'), ('..--', '..-'), ('---.', '--.'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19201001-V35-10-page20.txt: [('ex-', 'ex')]
LH19201001-V35-10-page23.txt: [('Medo-', 'Medo')]
LH19201001-V35-10-page25.txt: [('-', '')]
LH19201001-V35-10-page26.txt: [('-per-cent', 'per-cent'), ('-per-cent', 'per-cent')]
LH19201001-V35-10-page27.txt: [('sub-', 'sub')]
LH19201001-V35-10-page32.txt: [('-', ''), ('-', ''), ('-', '')]
LH19201001-V35-10-page33.txt: [('Mc-', 'Mc')]
LH19201001-V35-10-page34.txt: [('-', ''), ('France-', 'France')]
LH19201001-V35-10-page35.txt: [('-', '')]
LH19201001-V35-10-page36.txt: [('-', ''), ('-', ''), ('-', '')]
LH19201101-V35-11-page1.txt: [('C-', 'C')]
LH19201101-V35-11-page11.txt: [('-', ''), ('meth-', 'meth')]
LH19201101-V35-11-page12.txt: [('Home-', 'Home'), ('Home-', 'Home')]
LH19201101-V35-11-page17.txt: [('-water', 'water'), ('mit-', 'mit')]
LH19201101-V35-11-page18.txt: [('----', '---')]
LH19201101-V35-11-page19.txt: [('-e', 'e'), ('Doubt-', 'Doubt'), ('------', '-----'), ("-'", "'"), ('-...', '...')]
LH19201101-V35-11-page27.txt: [('-', '')]
LH19201101-V35-11-page28.txt: [('pub-', 'pub')]
LH19201101-V35-11-page33.txt: [('-', '')]
LH19201101-V35-11-page35.txt: [('-', '')]
LH19201101-V35-11-page36.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19201101-V35-11-page7.txt: [('-', '')]
LH19201201-V35-12-page11.txt: [('-of', 'of'), ('-', ''), ('pro-', 'pro'), ('-', '')]
LH19201201-V35-12-page12.txt: [('Well-', 'Well'), ('mat-', 'mat')]
LH19201201-V35-12-page13.txt: [('-', '')]
LH19201201-V35-12-page17.txt: [('sup-', 'sup')]
LH19201201-V35-12-page2.txt: [('.-', '.'), ('-.', '.'), ('-', ''), ('-', ''), ('-', ''), ('--', '-'), ('---', '--'), ('-', ''), ('--', '-'), ('-', ''), ('--', '-'), ('--', '-'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')]
LH19201201-V35-12-page22.txt: [('pe-', 'pe')]
LH19201201-V35-12-page24.txt: [('-FLAT-', 'FLAT-'), ('T.-', 'T.'), ('-', ''), ('-', ''), ('Hem-', 'Hem'), ('-TA', 'TA')]
LH19201201-V35-12-page31.txt: [('-', '')]
LH19201201-V35-12-page32.txt: [('-', ''), ('NOTE.-', 'NOTE.'), ('Wood-', 'Wood')]
LH19201201-V35-12-page33.txt: [('-Milk', 'Milk'), ('Dan-', 'Dan'), ('-', ''), ('Com-', 'Com'), ('-', ''), ('-nronsness', 'nronsness'), ('-WSKIN', 'WSKIN')]
LH19201201-V35-12-page34.txt: [('Oc-', 'Oc'), ('Mak-', 'Mak'), ('-', ''), ('-', '')]
LH19201201-V35-12-page35.txt: [('-', '')]
LH19201201-V35-12-page36.txt: [('tuber-', 'tuber')]
LH19201201-V35-12-page5.txt: [('-', '')]
LH19201201-V35-12-page8.txt: [('--', '-')]
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/LH/correction3

Average verified rate: 0.9778234103505604

Average of error rates: 0.03415568240788791

Total token count: 4757810

In [21]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[21]:
[('d', 7846),
 ('m', 6626),
 ("'", 4896),
 ('e', 4188),
 ('n', 3044),
 ('t', 2706),
 ('r', 2317),
 ('w', 2162),
 ('g', 1790),
 ('f', 1782),
 ('q', 933),
 ('x', 826),
 ('co', 723),
 ('u', 640),
 ('k', 392),
 ('mt', 343),
 ('th', 275),
 ('ni', 273),
 ('mo', 261),
 ('pa', 247),
 ('z', 238),
 ('lb', 234),
 ('oz', 232),
 ('tv', 205),
 ('re', 179),
 ('-', 170),
 ('va', 161),
 ('li', 147),
 ('ti', 137),
 ('al', 136),
 ('boulder-colorado', 136),
 ('mi', 133),
 ('io', 123),
 ('mm', 121),
 ('ri', 117),
 ('tion', 116),
 ('si', 112),
 ('wm', 103),
 ('ft', 101),
 ('ph', 97),
 ('ky', 93),
 ('nauheim', 91),
 ('es', 87),
 ('ga', 85),
 ('oo', 84),
 ('se', 83),
 ("''", 82),
 ('id', 80),
 ('money-order', 79),
 ('ne', 76)]

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()
LH19040701-V19-07-page32.txt: [("'changing", 'changing')]
LH19040701-V19-07-page7.txt: [("'the", 'the'), ("'s", 's'), ("'Lean", 'Lean'), ("'s", 's')]
LH19040801-V19-08-page10.txt: [("'one", 'one')]
LH19040801-V19-08-page13.txt: [("'s", 's')]
LH19040801-V19-08-page16.txt: [("'-hey", '-hey')]
LH19040801-V19-08-page17.txt: [("'heat", 'heat'), ("'heat", 'heat')]
LH19040801-V19-08-page29.txt: [("'s", 's'), ("'tis", 'tis')]
LH19040801-V19-08-page36.txt: [("'Dishes", 'Dishes')]
LH19040901-V19-09-page10.txt: [("'D.", 'D.')]
LH19040901-V19-09-page31.txt: [("''Sanitary", 'Sanitary'), ("''Connection", 'Connection'), ("'s", 's')]
LH19040901-V19-09-page33.txt: [("''horse", 'horse')]
LH19040901-V19-09-page35.txt: [("'States", 'States')]
LH19040901-V19-09-page5.txt: [("'relative", 'relative')]
LH19041001-V19-10-page10.txt: [("'d", 'd')]
LH19041001-V19-10-page11.txt: [("'ud", 'ud'), ("'way", 'way')]
LH19041001-V19-10-page15.txt: [("'Why", 'Why'), ("'Out", 'Out'), ("'Well.", 'Well.')]
LH19041001-V19-10-page18.txt: [("'s", 's')]
LH19041001-V19-10-page20.txt: [("'s", 's')]
LH19041001-V19-10-page28.txt: [("'protect", 'protect')]
LH19041001-V19-10-page34.txt: [("'phoned", 'phoned'), ("'I", 'I'), ("'em", 'em')]
LH19041001-V19-10-page36.txt: [("'Dishes", 'Dishes')]
LH19041001-V19-10-page8.txt: [("'Whoever", 'Whoever')]
LH19041001-V19-10-page9.txt: [("'D.", 'D.')]
LH19041101-V19-11-page15.txt: [("'s", 's')]
LH19041101-V19-11-page16.txt: [("'thorns", 'thorns')]
LH19041101-V19-11-page18.txt: [("'Tis", 'Tis'), ("'Twill", 'Twill')]
LH19041101-V19-11-page20.txt: [("'Dressing", 'Dressing')]
LH19041101-V19-11-page29.txt: [("'s", 's')]
LH19041101-V19-11-page30.txt: [("'captain", 'captain'), ("'s", 's')]
LH19041101-V19-11-page33.txt: [("'s", 's')]
LH19041101-V19-11-page8.txt: [("'and", 'and')]
LH19041201-V19-12-page21.txt: [("'lvith", 'lvith')]
LH19041201-V19-12-page31.txt: [("'s", 's')]
LH19041201-V19-12-page34.txt: [("'iecw", 'iecw')]
LH19050101-V20-01-page17.txt: [("'balm", 'balm')]
LH19050101-V20-01-page24.txt: [("'D.", 'D.')]
LH19050101-V20-01-page8.txt: [("'but", 'but')]
LH19050201-V20-02-page11.txt: [("'Six", 'Six')]
LH19050301-V20-03-page10.txt: [("'While", 'While')]
LH19050301-V20-03-page12.txt: [("'s", 's')]
LH19050301-V20-03-page2.txt: [("'There", 'There'), ("'Dishes", 'Dishes')]
LH19050301-V20-03-page20.txt: [("'Duty", 'Duty')]
LH19050301-V20-03-page21.txt: [("'Biked", 'Biked'), ("'flavor", 'flavor')]
LH19050301-V20-03-page25.txt: [("'disease.", 'disease.')]
LH19050301-V20-03-page28.txt: [("'his", 'his'), ("'Me", 'Me')]
LH19050301-V20-03-page32.txt: [("'a", 'a')]
LH19050301-V20-03-page33.txt: [("'Employers", 'Employers')]
LH19050301-V20-03-page5.txt: [("'o", 'o')]
LH19050401-V20-04-page12.txt: [("'God's", 'Gods')]
LH19050401-V20-04-page14.txt: [("'An", 'An')]
LH19050401-V20-04-page19.txt: [("'Ireland", 'Ireland'), ("'to", 'to')]
LH19050401-V20-04-page2.txt: [("'Pulmonary", 'Pulmonary')]
LH19050401-V20-04-page31.txt: [("'wet", 'wet'), ("'lumpy", 'lumpy')]
LH19050401-V20-04-page32.txt: [("'virulence", 'virulence')]
LH19050401-V20-04-page33.txt: [("'Jerome.", 'Jerome.')]
LH19050401-V20-04-page8.txt: [("'Did", 'Did'), ("'Why", 'Why')]
LH19050501-V20-05-page24.txt: [("'a", 'a')]
LH19050501-V20-05-page3.txt: [("'ts", 'ts'), ("'Danger", 'Danger'), ("'Pest", 'Pest'), ("'.", '.')]
LH19050501-V20-05-page30.txt: [("'tubercular", 'tubercular')]
LH19050501-V20-05-page31.txt: [("'catarrh", 'catarrh')]
LH19050501-V20-05-page8.txt: [("'dressed", 'dressed')]
LH19050601-V20-06-page11.txt: [("'s.", 's.')]
LH19050601-V20-06-page17.txt: [("'dark", 'dark')]
LH19050601-V20-06-page20.txt: [("'vE", 'vE')]
LH19050601-V20-06-page22.txt: [("'futile", 'futile')]
LH19050601-V20-06-page23.txt: [("'D.", 'D.')]
LH19050601-V20-06-page25.txt: [("'is", 'is')]
LH19050601-V20-06-page29.txt: [("'to", 'to')]
LH19050601-V20-06-page30.txt: [("'despicable", 'despicable')]
LH19050601-V20-06-page34.txt: [("'just", 'just')]
LH19050601-V20-06-page7.txt: [("'weary", 'weary')]
LH19050701-V20-07-page15.txt: [("'Drinking", 'Drinking')]
LH19050701-V20-07-page17.txt: [("'Faithful", 'Faithful')]
LH19050701-V20-07-page18.txt: [("'thirty", 'thirty')]
LH19050701-V20-07-page23.txt: [("'Tis", 'Tis')]
LH19050701-V20-07-page29.txt: [("'s", 's')]
LH19050701-V20-07-page7.txt: [("'bath", 'bath')]
LH19050801-V20-08-page17.txt: [("'goddess", 'goddess')]
LH19050801-V20-08-page21.txt: [("'Dressing", 'Dressing')]
LH19050801-V20-08-page24.txt: [("'and", 'and')]
LH19050801-V20-08-page26.txt: [("'D.", 'D.'), ("''Baby", 'Baby'), ("''Are", 'Are')]
LH19050801-V20-08-page29.txt: [("'poor", 'poor')]
LH19050901-V20-09-page10.txt: [("'em", 'em'), ("'nd", 'nd'), ("'em", 'em'), ("'em", 'em'), ("'em", 'em'), ("'nd", 'nd'), ("'em", 'em')]
LH19050901-V20-09-page11.txt: [("'He", 'He')]
LH19050901-V20-09-page16.txt: [("'to", 'to')]
LH19050901-V20-09-page20.txt: [("'of", 'of')]
LH19050901-V20-09-page23.txt: [("'D.", 'D.')]
LH19050901-V20-09-page28.txt: [("'of", 'of')]
LH19050901-V20-09-page3.txt: [("'H", 'H')]
LH19050901-V20-09-page30.txt: [("'districts", 'districts')]
LH19050901-V20-09-page32.txt: [("''but", 'but'), ("'the", 'the')]
LH19050901-V20-09-page33.txt: [("'sore", 'sore')]
LH19050901-V20-09-page5.txt: [("'SA", 'SA')]
LH19050901-V20-09-page8.txt: [("'gun", 'gun')]
LH19050901-V20-09-page9.txt: [("'Don't", 'Dont'), ("'cause", 'cause')]
LH19051001-V20-10-page11.txt: [("'oo", 'oo'), ("'oo", 'oo'), ("'oo", 'oo')]
LH19051001-V20-10-page22.txt: [("'Don't", 'Dont')]
LH19051001-V20-10-page23.txt: [("'En", 'En'), ("'ist", 'ist'), ("'Cuz", 'Cuz'), ("'En", 'En'), ("'En", 'En'), ("'ist", 'ist'), ("'at", 'at'), ("'Ist", 'Ist'), ("'ist", 'ist'), ("'ist", 'ist'), ("''Sakes", 'Sakes'), ("'enever", 'enever'), ("'ist", 'ist'), ("'Cuz", 'Cuz')]
LH19051001-V20-10-page29.txt: [("'the", 'the'), ("'sex", 'sex')]
LH19051101-V20-11-page10.txt: [("'keep", 'keep')]
LH19051101-V20-11-page11.txt: [("'Whatsoever", 'Whatsoever')]
LH19051101-V20-11-page12.txt: [("'Here", 'Here'), ("'May", 'May')]
LH19051101-V20-11-page21.txt: [("'twas", 'twas'), ("'er", 'er'), ("'Twill", 'Twill')]
LH19051101-V20-11-page25.txt: [("'crossed", 'crossed')]
LH19051101-V20-11-page29.txt: [("'home", 'home')]
LH19051101-V20-11-page3.txt: [("'borne", 'borne'), ("'reader", 'reader')]
LH19051101-V20-11-page30.txt: [("'the", 'the')]
LH19051101-V20-11-page4.txt: [('\'humanity."', 'humanity."'), ("'by", 'by')]
LH19051101-V20-11-page8.txt: [("'of", 'of')]
LH19051101-V20-11-page9.txt: [("'that", 'that')]
LH19051201-V20-12-page13.txt: [("'s", 's')]
LH19051201-V20-12-page19.txt: [("'box", 'box')]
LH19051201-V20-12-page23.txt: [("'Fathers", 'Fathers')]
LH19051201-V20-12-page29.txt: [("'of", 'of'), ("'s", 's')]
LH19051201-V20-12-page32.txt: [("'typhoid", 'typhoid'), ("'s", 's')]
LH19051201-V20-12-page34.txt: [("'A", 'A'), ("'A", 'A')]
LH19051201-V20-12-page4.txt: [("'orr", 'orr')]
LH19051201-V20-12-page8.txt: [("'Peace", 'Peace'), ("'gym", 'gym'), ("'Now", 'Now')]
LH19051201-V20-12-page9.txt: [("'tain't", 'taint')]
LH19060101-V21-01-page10.txt: [("'As", 'As'), ("'felt", 'felt')]
LH19060101-V21-01-page11.txt: [("'there", 'there')]
LH19060101-V21-01-page24.txt: [("'Twas", 'Twas')]
LH19060101-V21-01-page31.txt: [("'Ministry", 'Ministry'), ("'Ministry", 'Ministry')]
LH19060101-V21-01-page32.txt: [("'S", 'S'), ("'forbidding", 'forbidding')]
LH19060101-V21-01-page35.txt: [("''Is", 'Is')]
LH19060201-V21-02-page10.txt: [("'em", 'em'), ("'em", 'em')]
LH19060201-V21-02-page20.txt: [("'with", 'with')]
LH19060201-V21-02-page22.txt: [("'It", 'It'), ("'varying", 'varying')]
LH19060201-V21-02-page27.txt: [("'dog", 'dog')]
LH19060201-V21-02-page28.txt: [("'internally", 'internally')]
LH19060201-V21-02-page4.txt: [("'n", 'n')]
LH19060301-V21-03-page18.txt: [("'been", 'been')]
LH19060301-V21-03-page20.txt: [("'as", 'as')]
LH19060301-V21-03-page21.txt: [("'another", 'another')]
LH19060301-V21-03-page22.txt: [("'but", 'but'), ("'but", 'but')]
LH19060301-V21-03-page25.txt: [("'Our", 'Our'), ("'C", 'C')]
LH19060301-V21-03-page26.txt: [("'t", 't')]
LH19060301-V21-03-page3.txt: [("'orange", 'orange')]
LH19060301-V21-03-page31.txt: [("'regarding", 'regarding')]
LH19060301-V21-03-page32.txt: [("'s", 's')]
LH19060301-V21-03-page35.txt: [("'s", 's'), ("'tis", 'tis')]
LH19060301-V21-03-page4.txt: [("'COOKERY", 'COOKERY'), ("'Children", 'Children')]
LH19060301-V21-03-page7.txt: [("'by", 'by')]
LH19060401-V21-04-page11.txt: [("'habitual.", 'habitual.')]
LH19060401-V21-04-page12.txt: [("'a", 'a')]
LH19060401-V21-04-page13.txt: [("'becoming", 'becoming'), ("'are", 'are')]
LH19060401-V21-04-page14.txt: [("'be", 'be')]
LH19060401-V21-04-page16.txt: [("'times.", 'times.')]
LH19060401-V21-04-page17.txt: [("'day", 'day')]
LH19060401-V21-04-page19.txt: [("'Food", 'Food')]
LH19060401-V21-04-page21.txt: [("'neath", 'neath')]
LH19060401-V21-04-page25.txt: [("'Healthful", 'Healthful')]
LH19060401-V21-04-page30.txt: [("'been", 'been')]
LH19060401-V21-04-page34.txt: [("'s", 's')]
LH19060401-V21-04-page4.txt: [("'Jr", 'Jr'), ("'W", 'W'), ("'Potosi", 'Potosi'), ('\'"or', '"or')]
LH19060401-V21-04-page6.txt: [("'round", 'round')]
LH19060401-V21-04-page8.txt: [("'he", 'he')]
LH19060501-V21-05-page10.txt: [("'her", 'her')]
LH19060501-V21-05-page15.txt: [("'antagonistic", 'antagonistic')]
LH19060501-V21-05-page19.txt: [("'all", 'all')]
LH19060501-V21-05-page20.txt: [("'hard", 'hard')]
LH19060501-V21-05-page21.txt: [("'What", 'What')]
LH19060501-V21-05-page23.txt: [("'leech", 'leech')]
LH19060501-V21-05-page28.txt: [("'appeared", 'appeared'), ("'cold", 'cold')]
LH19060501-V21-05-page30.txt: [("'taste", 'taste')]
LH19060501-V21-05-page31.txt: [("'if", 'if')]
LH19060501-V21-05-page7.txt: [("'her", 'her')]
LH19060601-V21-06-page11.txt: [("'alimentary", 'alimentary'), ("'who", 'who')]
LH19060601-V21-06-page13.txt: [("'be", 'be'), ("'sun", 'sun'), ("'happened", 'happened'), ("'adventurers", 'adventurers')]
LH19060601-V21-06-page21.txt: [("'peppermint", 'peppermint')]
LH19060601-V21-06-page22.txt: [("'appropriateness", 'appropriateness'), ("'her", 'her')]
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LH19200201-V35-02-page33.txt: [("'more", 'more')]
LH19200301-V35-03-page30.txt: [("'Epidemics", 'Epidemics')]
LH19200301-V35-03-page33.txt: [("'.", '.')]
LH19200301-V35-03-page36.txt: [("''.", '.'), ("'TA", 'TA')]
LH19200301-V35-03-page7.txt: [("'to", 'to')]
LH19200401-V35-04-page14.txt: [("'They", 'They')]
LH19200401-V35-04-page3.txt: [("'Influence", 'Influence')]
LH19200401-V35-04-page31.txt: [("'an", 'an')]
LH19200501-V35-05-page10.txt: [("'ME", 'ME')]
LH19200501-V35-05-page34.txt: [("'resulted", 'resulted')]
LH19200601-V35-06-page11.txt: [("'or", 'or')]
LH19200601-V35-06-page13.txt: [("'illzunvlvinumonsmmummurnmulummummummunmuningimrrammumnivatlimmenturg", 'illzunvlvinumonsmmummurnmulummummummunmuningimrrammumnivatlimmenturg')]
LH19200601-V35-06-page19.txt: [("'SOUTHIAFRICA", 'SOUTHIAFRICA')]
LH19200601-V35-06-page28.txt: [("'resources", 'resources')]
LH19200601-V35-06-page34.txt: [("'Wisconsin", 'Wisconsin')]
LH19200601-V35-06-page4.txt: [("'UrzQzzn", 'UrzQzzn')]
LH19200601-V35-06-page7.txt: [("'in", 'in')]
LH19200601-V35-06-page8.txt: [("'minerals", 'minerals')]
LH19200601-V35-06-page9.txt: [("'the", 'the')]
LH19200701-V35-07-page10.txt: [("'COMFORT", 'COMFORT')]
LH19200701-V35-07-page11.txt: [("'the", 'the')]
LH19200701-V35-07-page12.txt: [("'be", 'be'), ("'may", 'may')]
LH19200701-V35-07-page13.txt: [("'A", 'A')]
LH19200701-V35-07-page2.txt: [("'iC", 'iC')]
LH19200701-V35-07-page20.txt: [("'won", 'won')]
LH19200701-V35-07-page21.txt: [("'quantities", 'quantities')]
LH19200701-V35-07-page22.txt: [("'foods", 'foods'), ("'chopped", 'chopped')]
LH19200701-V35-07-page25.txt: [("'contents", 'contents'), ("'and", 'and')]
LH19200701-V35-07-page27.txt: [("'real", 'real')]
LH19200701-V35-07-page36.txt: [("'''Iiii", 'Iiii')]
LH19200701-V35-07-page8.txt: [("'in", 'in')]
LH19200801-V35-08-page12.txt: [("'Tis", 'Tis')]
LH19200801-V35-08-page19.txt: [("'ING", 'ING')]
LH19200801-V35-08-page2.txt: [("'''Illi", 'Illi')]
LH19200801-V35-08-page32.txt: [("'.", '.'), ("'The", 'The')]
LH19200801-V35-08-page36.txt: [("'assure", 'assure')]
LH19200801-V35-08-page9.txt: [("'a", 'a')]
LH19200901-V35-09-page20.txt: [("'hakes", 'hakes')]
LH19200901-V35-09-page6.txt: [("'child", 'child')]
LH19201001-V35-10-page14.txt: [("'nature", 'nature')]
LH19201001-V35-10-page19.txt: [("'s", 's')]
LH19201001-V35-10-page2.txt: [("'h", 'h')]
LH19201001-V35-10-page34.txt: [("'Correspondence", 'Correspondence')]
LH19201201-V35-12-page14.txt: [("'Jo", 'Jo')]
LH19201201-V35-12-page2.txt: [('\'C"F', 'C"F')]
LH19201201-V35-12-page20.txt: [("'alone", 'alone')]
LH19201201-V35-12-page24.txt: [("'ANKLE", 'ANKLE')]
LH19201201-V35-12-page32.txt: [("'Garnet", 'Garnet')]
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/LH/correction4

Average verified rate: 0.9781562280025281

Average of error rates: 0.033634665282823044

Total token count: 4757649

In [24]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[24]:
[('d', 7861),
 ('m', 6631),
 ("'", 4656),
 ('e', 4199),
 ('n', 3053),
 ('t', 2743),
 ('r', 2320),
 ('w', 2168),
 ('g', 1792),
 ('f', 1789),
 ('q', 933),
 ('x', 826),
 ('co', 725),
 ('u', 640),
 ('k', 392),
 ('mt', 343),
 ('th', 276),
 ('ni', 273),
 ('mo', 261),
 ('pa', 247),
 ('z', 240),
 ('lb', 234),
 ('oz', 232),
 ('tv', 205),
 ('re', 179),
 ('-', 171),
 ('va', 161),
 ('li', 149),
 ('ti', 138),
 ('boulder-colorado', 136),
 ('al', 136),
 ('mi', 133),
 ('io', 123),
 ('mm', 121),
 ('tion', 117),
 ('ri', 117),
 ('si', 112),
 ('wm', 103),
 ('ft', 102),
 ('ph', 97),
 ('ky', 93),
 ('nauheim', 91),
 ('es', 88),
 ('oo', 87),
 ('ga', 85),
 ('se', 83),
 ('id', 80),
 ('il', 79),
 ('money-order', 79),
 ('ne', 79)]

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()
LH19050701-V20-07-page36.txt: [('Ii', 'Ii')]
LH19051001-V20-10-page17.txt: [('If', 'If')]
LH19051201-V20-12-page13.txt: [('If', 'If')]
LH19070101-V22-01-page5.txt: [(' w h i c h ', 'which')]
LH19070601-V22-06-page15.txt: [('If', 'If')]
LH19081001-V23-10-page5.txt: [('Ir', 'Ir')]
LH19081101-V23-11-page23.txt: [(' t h r e e ', 'three')]
LH19090201-V24-02-page7.txt: [('If', 'If')]
LH19090401-V24-04-page7.txt: [('It', 'It'), ('Is', 'Is')]
LH19090501-V24-05-page7.txt: [('Ir', 'Ir')]
LH19090801-V24-08-page7.txt: [('Or', 'Or'), ('Ir', 'Ir')]
LH19100201-V25-02-page53.txt: [('To', 'To')]
LH19100301-V25-03-page7.txt: [('It', 'It'), ('Iv', 'Iv')]
LH19100401-V25-04-page20.txt: [('If', 'If')]
LH19100501-V25-05-page39.txt: [('It', 'It')]
LH19100701-V25-07-page3.txt: [('It', 'It')]
LH19100901-V25-09-page19.txt: [(' w h i c h ', 'which')]
LH19101001-V25-10-page30.txt: [(' c o u l d ', 'could')]
LH19101101-V25-11-page9.txt: [(' S t o r m s ', 'Storms')]
LH19110501-V26-05-page25.txt: [('If', 'If')]
LH19110601-V26-06-page51.txt: [('In', 'In')]
LH19110801-V26-08-page10.txt: [('As', 'As')]
LH19110801-V26-08-page6.txt: [('El', 'El')]
LH19111001-V26-10-page34.txt: [(' T h r e e ', 'Three')]
LH19111101-V26-11-page24.txt: [('So', 'So')]
LH19111201-V26-12-page13.txt: [(' k o d a k ', 'kodak')]
LH19120101-V27-01-page29.txt: [('Is', 'Is')]
LH19120201-V27-02-page44.txt: [('Or', 'Or')]
LH19120501-V27-05-page51.txt: [('If', 'If')]
LH19120601-V27-06-page64.txt: [('No', 'No')]
LH19120701-V27-07-page19.txt: [(' w h i c h ', 'which')]
LH19120701-V27-07-page3.txt: [('Vi', 'Vi')]
LH19120801-V27-08-page57.txt: [('An', 'An')]
LH19120801-V27-08-page58.txt: [('Xi', 'Xi'), ('In', 'In'), ('Xi', 'Xi'), ('Xi', 'Xi')]
LH19120901-V27-09-page4.txt: [('To', 'To'), ('Ii', 'Ii')]
LH19121001-V27-10-page3.txt: [('No', 'No')]
LH19121001-V27-10-page51.txt: [('Er', 'Er'), ('Er', 'Er')]
LH19121201-V27-12-page4.txt: [('To', 'To')]
LH19130101-V28-01-page4.txt: [('Ii', 'Ii'), ('Is', 'Is'), ('Is', 'Is'), ('Is', 'Is'), ('Is', 'Is'), ('Is', 'Is')]
LH19130101-V28-01-page5.txt: [('If', 'If')]
LH19130201-V28-02-page48.txt: [('El', 'El')]
LH19130601-V28-06-page13.txt: [('\ns m o k e ', 'smoke')]
LH19130601-V28-06-page41.txt: [('If', 'If')]
LH19130701-V28-07-page38.txt: [('If', 'If')]
LH19131101-V28-11-page51.txt: [('Or', 'Or')]
LH19131201-V28-12-page7.txt: [('El', 'El'), ('If', 'If'), ('El', 'El')]
LH19140101-V29-01-page21.txt: [(' T h e s e ', 'These'), (' o t h e r ', 'other')]
LH19140101-V29-01-page7.txt: [('El', 'El')]
LH19140301-V29-03-page52.txt: [('It', 'It')]
LH19140401-V29-04-page48.txt: [('It', 'It')]
LH19140501-V29-05-page48.txt: [('It', 'It')]
LH19140701-V29-07-page49.txt: [('An', 'An')]
LH19140801-V29-08-page47.txt: [('To', 'To')]
LH19140901-V29-09-page14.txt: [('So', 'So')]
LH19141001-V29-10-page4.txt: [('El', 'El')]
LH19141001-V29-10-page46.txt: [('By', 'By')]
LH19141101-V29-11-page13.txt: [(' b e i n g ', 'being')]
LH19141101-V29-11-page46.txt: [('Ii', 'Ii')]
LH19141101-V29-11-page49.txt: [('It', 'It')]
LH19141101-V29-11-page8.txt: [(' o f t e n ', 'often'), (' s k a t i n g ', 'skating')]
LH19150101-V30-01-page3.txt: [('El', 'El')]
LH19150201-V30-02-page4.txt: [('At', 'At')]
LH19150201-V30-02-page5.txt: [('An', 'An')]
LH19150201-V30-02-page7.txt: [('An', 'An')]
LH19150401-V30-04-page4.txt: [('El', 'El'), ('Et', 'Et')]
LH19150601-V30-06-page25.txt: [('If', 'If')]
LH19150601-V30-06-page49.txt: [('Ii', 'Ii')]
LH19150801-V30-08-page49.txt: [('Ii', 'Ii'), ('Ii', 'Ii')]
LH19151001-V30-10-page50.txt: [('\nC O L D S ', 'COLDS')]
LH19151101-V30-11-page45.txt: [('\nH E\nA L D\n', 'HEALD')]
LH19151201-V30-12-page29.txt: [(' t h o s e ', 'those')]
LH19160201-V31-02-page45.txt: [('\nC O L D S\n', 'COLDS')]
LH19160701-V31-07-page49.txt: [('It', 'It')]
LH19160901-V31-09-page7.txt: [('Ii', 'Ii'), ('It', 'It')]
LH19170501-V32-05-page14.txt: [(' p ur i n e ', 'purine')]
LH19170801-V32-08-page35.txt: [('El', 'El'), ('El', 'El')]
LH19180201-V33-02-page15.txt: [(' t h e r e\n', 'there')]
LH19191101-V34-11-page41.txt: [('If', 'If')]
LH19200601-V35-06-page30.txt: [('Ii', 'Ii'), ('It', 'It')]
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/LH/correction5

Average verified rate: 0.9781643555515946

Average of error rates: 0.03362573949143747

Total token count: 4757588

In [27]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[27]:
[('d', 7856),
 ('m', 6629),
 ("'", 4656),
 ('e', 4184),
 ('n', 3050),
 ('t', 2734),
 ('r', 2315),
 ('w', 2165),
 ('g', 1790),
 ('f', 1788),
 ('q', 933),
 ('x', 826),
 ('co', 725),
 ('u', 639),
 ('k', 388),
 ('mt', 343),
 ('th', 276),
 ('ni', 273),
 ('mo', 261),
 ('pa', 247),
 ('z', 240),
 ('lb', 234),
 ('oz', 232),
 ('tv', 205),
 ('re', 179),
 ('-', 171),
 ('va', 161),
 ('li', 149),
 ('ti', 138),
 ('boulder-colorado', 136),
 ('al', 136),
 ('mi', 133),
 ('io', 123),
 ('mm', 121),
 ('tion', 117),
 ('ri', 117),
 ('si', 112),
 ('wm', 103),
 ('ft', 102),
 ('ph', 97),
 ('ky', 93),
 ('nauheim', 91),
 ('es', 88),
 ('oo', 87),
 ('ga', 85),
 ('se', 83),
 ('id', 80),
 ('il', 79),
 ('money-order', 79),
 ('ne', 79)]

Correction 6 -- Rejoin Split Words

In [28]:
# %load shared_elements/rejoin_split_words.py
prev = cycle
cycle = "correction6"

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

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

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

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

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

    with open(join(directories['cycle'], filename), mode="w") as o:
        o.write(content)
        o.close()
LH19040701-V19-07-page15.txt: [('riche', 's')]
LH19040701-V19-07-page16.txt: [('gi', 've')]
LH19040701-V19-07-page20.txt: [('peo', 'ple')]
LH19040801-V19-08-page29.txt: [('ASSO', 'CIATION')]
LH19040801-V19-08-page33.txt: [('CIGA', 'RS')]
LH19040801-V19-08-page34.txt: [('compe', 'tent')]
LH19040801-V19-08-page36.txt: [('Sanitariu', 'm'), ("I'V", 'e')]
LH19040901-V19-09-page17.txt: [('accom', 'modations')]
LH19040901-V19-09-page4.txt: [('SI', 'A')]
LH19041001-V19-10-page21.txt: [('atti', 'tude')]
LH19041001-V19-10-page29.txt: [('pa', 'tent')]
LH19041101-V19-11-page13.txt: [('fo', 'r')]
LH19041101-V19-11-page17.txt: [('re', 'establish')]
LH19041101-V19-11-page3.txt: [('pre', 'eminently')]
LH19041101-V19-11-page32.txt: [('pre', 'eminently')]
LH19041101-V19-11-page8.txt: [('re', 'sponse')]
LH19041201-V19-12-page12.txt: [('M.', '')]
LH19041201-V19-12-page36.txt: [('Novem', 'ber')]
LH19050101-V20-01-page36.txt: [('LOCA', 'TED')]
LH19050101-V20-01-page4.txt: [('ro', 'o')]
LH19050301-V20-03-page2.txt: [('M.', '')]
LH19050301-V20-03-page21.txt: [('Pum', 'a')]
LH19050301-V20-03-page27.txt: [('ti', 're')]
LH19050401-V20-04-page2.txt: [('M.', '')]
LH19050501-V20-05-page15.txt: [('M.', '')]
LH19050501-V20-05-page3.txt: [('M.', '')]
LH19050601-V20-06-page11.txt: [('ea', 'gle')]
LH19050701-V20-07-page11.txt: [('th', 'roughly')]
LH19050701-V20-07-page8.txt: [('re', 'quires')]
LH19050801-V20-08-page5.txt: [('unref', 'reshed')]
LH19050901-V20-09-page15.txt: [('OS', 'OS')]
LH19050901-V20-09-page20.txt: [('ri', 'nd')]
LH19050901-V20-09-page22.txt: [('occa', 'sioned')]
LH19050901-V20-09-page26.txt: [('hav', 'ing')]
LH19050901-V20-09-page3.txt: [('pre', 'pare')]
LH19051001-V20-10-page28.txt: [('pre', 'served')]
LH19051001-V20-10-page31.txt: [('IMPOS', 'SIBLE'), ('DISPUTA', 'TIONS')]
LH19051001-V20-10-page37.txt: [('M.', '')]
LH19051101-V20-11-page24.txt: [('lik', 'e')]
LH19051101-V20-11-page25.txt: [('si', 'C')]
LH19051201-V20-12-page26.txt: [('intellec', 'tually')]
LH19060101-V21-01-page17.txt: [('Mc', 'Callum')]
LH19060101-V21-01-page21.txt: [('rE', 'A')]
LH19060201-V21-02-page3.txt: [('beauti', 'ful')]
LH19060301-V21-03-page3.txt: [('beauti', 'ful')]
LH19060301-V21-03-page35.txt: [('EX', 'POSITION')]
LH19060401-V21-04-page13.txt: [('vis', 'a')]
LH19060401-V21-04-page35.txt: [('EX', 'r')]
LH19060501-V21-05-page24.txt: [('accommo', 'dation')]
LH19060601-V21-06-page3.txt: [('beauti', 'ful')]
LH19060701-V21-07-page25.txt: [('M.', '')]
LH19060701-V21-07-page7.txt: [('tem', 'perature')]
LH19060701-V21-07-page8.txt: [('OD', 'is')]
LH19060801-V21-08-page3.txt: [('Ameri', 'can'), ('PREVEN', 'TION')]
LH19060801-V21-08-page4.txt: [('advertisemen', 't')]
LH19060801-V21-08-page8.txt: [('ca', 'se')]
LH19060901-V21-09-page12.txt: [('CURR', 'ENT')]
LH19060901-V21-09-page3.txt: [('Ameri', 'can')]
LH19060901-V21-09-page7.txt: [('allo', 'wed')]
LH19061001-V21-10-page3.txt: [('substitu', 'tes')]
LH19061001-V21-10-page35.txt: [('LI', 'STERINE')]
LH19061001-V21-10-page7.txt: [('al', 'I')]
LH19061101-V21-11-page3.txt: [('Pre', 'paid'), ('DA', 'VIS')]
LH19061101-V21-11-page4.txt: [('G.', '')]
LH19061201-V21-12-page1.txt: [('TAKOM', 'A')]
LH19070101-V22-01-page30.txt: [('MOR', 'ALS')]
LH19070201-V22-02-page35.txt: [('LI', 'STERINE')]
LH19070301-V22-03-page2.txt: [('TAKO', 'MA')]
LH19070301-V22-03-page32.txt: [('sus', 'tain')]
LH19070501-V22-05-page17.txt: [('opportu', 'nity')]
LH19070501-V22-05-page2.txt: [('TAKO', 'MA')]
LH19070501-V22-05-page26.txt: [('co', 'operate')]
LH19070501-V22-05-page35.txt: [('LI', 'STERINE')]
LH19070501-V22-05-page4.txt: [('Registra', 'tion')]
LH19070601-V22-06-page2.txt: [('TAKO', 'MA')]
LH19070601-V22-06-page3.txt: [('M.', ''), ('DA', 'VIS')]
LH19070601-V22-06-page32.txt: [('childr', 'en')]
LH19070601-V22-06-page33.txt: [('co', 'operate')]
LH19070601-V22-06-page35.txt: [('pre', 'eminence')]
LH19070701-V22-07-page2.txt: [('TAKO', 'MA')]
LH19070701-V22-07-page35.txt: [('LI', 'STERINE')]
LH19070801-V22-08-page2.txt: [('TAKO', 'MA')]
LH19070801-V22-08-page8.txt: [('twen', 'ty')]
LH19070901-V22-09-page11.txt: [('stom', 'ach')]
LH19070901-V22-09-page2.txt: [('TAKO', 'MA')]
LH19070901-V22-09-page29.txt: [('co', 'operate')]
LH19070901-V22-09-page35.txt: [('fL', 'A')]
LH19071001-V22-10-page2.txt: [('TAKO', 'MA')]
LH19071001-V22-10-page37.txt: [('ti', 't')]
LH19071001-V22-10-page51.txt: [('LI', 'STERINE')]
LH19071101-V22-11-page42.txt: [('IMPOS', 'SIBLE')]
LH19071101-V22-11-page44.txt: [('AC', 'KNOWLEDGMENT')]
LH19071101-V22-11-page47.txt: [('examina', 'tions')]
LH19071101-V22-11-page5.txt: [('ve', 'St')]
LH19071101-V22-11-page8.txt: [('unbal', 'ances')]
LH19071101-V22-11-page9.txt: [('ke', 'an')]
LH19071201-V22-12-page16.txt: [('perha', 'ps')]
LH19071201-V22-12-page50.txt: [('Si', 'a')]
LH19080101-V23-01-page22.txt: [('FOMEN', 'TATION')]
LH19080201-V23-02-page3.txt: [('recog', 'nized')]
LH19080301-V23-03-page31.txt: [('Li', 'on')]
LH19080301-V23-03-page44.txt: [('M.', '')]
LH19080301-V23-03-page48.txt: [('tr', 'All')]
LH19080401-V23-04-page2.txt: [('ADVE', 'NT')]
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LH19120601-V27-06-page65.txt: [('Proph', 'ecy')]
LH19120701-V27-07-page14.txt: [('remed', 'y')]
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LH19120701-V27-07-page4.txt: [('un', 'I'), ('MI', 'NI')]
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LH19120801-V27-08-page6.txt: [('ce', 'e')]
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LH19130901-V28-09-page37.txt: [('vividl', 'y'), ('Ma', 'o'), ('rA', 'N')]
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LH19131101-V28-11-page32.txt: [('re', 'Work')]
LH19131101-V28-11-page38.txt: [('UT', 'a')]
LH19131101-V28-11-page50.txt: [('Pa', 'cific')]
LH19131101-V28-11-page51.txt: [('SANI', 'TARIUMS')]
LH19131201-V28-12-page14.txt: [('alm', 'o')]
LH19131201-V28-12-page22.txt: [('re', 'stricted'), ('physiologi', 'c')]
LH19131201-V28-12-page27.txt: [('IC', 'ES')]
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LH19131201-V28-12-page51.txt: [('SANI', 'TARIUMS')]
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LH19140101-V29-01-page21.txt: [('voi', 'd')]
LH19140101-V29-01-page26.txt: [('wi', 'I')]
LH19140101-V29-01-page34.txt: [('followin', 'g')]
LH19140101-V29-01-page7.txt: [('Ki', 'M')]
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LH19140201-V29-02-page26.txt: [('Ki', 'm')]
LH19140201-V29-02-page29.txt: [('custo', 'ms')]
LH19140201-V29-02-page51.txt: [('atmos', 'phere'), ('SANI', 'TARIUMS'), ('Thera', 'peutic')]
LH19140301-V29-03-page10.txt: [('hy', 'giene')]
LH19140301-V29-03-page12.txt: [('Fr', 'esh')]
LH19140301-V29-03-page25.txt: [('dif', 'f')]
LH19140301-V29-03-page4.txt: [("I'", 'M')]
LH19140301-V29-03-page53.txt: [('tele', 'M')]
LH19140301-V29-03-page54.txt: [('recog', 'nized')]
LH19140301-V29-03-page55.txt: [('atmos', 'phere'), ('SANI', 'TARIUMS')]
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LH19140401-V29-04-page22.txt: [('Hamp', 'stead')]
LH19140401-V29-04-page23.txt: [('FR', 'I')]
LH19140401-V29-04-page32.txt: [('io', 'was')]
LH19140401-V29-04-page39.txt: [('ra', 'N')]
LH19140401-V29-04-page51.txt: [('SANI', 'TARIUMS')]
LH19140501-V29-05-page3.txt: [('ti', 's')]
LH19140501-V29-05-page48.txt: [('Ki', 'NE')]
LH19140501-V29-05-page5.txt: [('Georg', 'E')]
LH19140501-V29-05-page51.txt: [('atmos', 'phere'), ('Thera', 'peutic')]
LH19140601-V29-06-page11.txt: [('gai', 'n')]
LH19140601-V29-06-page17.txt: [('excit', 'ing')]
LH19140601-V29-06-page24.txt: [('fa', 'ttic')]
LH19140601-V29-06-page28.txt: [('metho', 'd')]
LH19140601-V29-06-page29.txt: [('Cornf', 'orth')]
LH19140601-V29-06-page3.txt: [('MI', 'L')]
LH19140601-V29-06-page39.txt: [('refrig', 'erators')]
LH19140601-V29-06-page49.txt: [('Ap', 'e')]
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LH19140601-V29-06-page6.txt: [('brid', 'e')]
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LH19140701-V29-07-page7.txt: [('TEM', 'PERANCE')]
LH19140801-V29-08-page4.txt: [('ts', 'P')]
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LH19140801-V29-08-page50.txt: [('re', 'cuperation'), ('LI', 'I')]
LH19140801-V29-08-page51.txt: [('SANI', 'TARIUMS')]
LH19140901-V29-09-page22.txt: [('ri', 'A')]
LH19140901-V29-09-page25.txt: [('accommodat', 'ions')]
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LH19140901-V29-09-page38.txt: [("s'", 's')]
LH19140901-V29-09-page40.txt: [('Olg', 'a')]
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LH19140901-V29-09-page48.txt: [('pre', 'tested'), ('dise', 'ase')]
LH19140901-V29-09-page49.txt: [('M.', '')]
LH19140901-V29-09-page5.txt: [('Re', 'Create')]
LH19140901-V29-09-page51.txt: [('SANI', 'TARIUMS')]
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LH19141001-V29-10-page14.txt: [('re', 'u'), ('si', 'a'), ('gis', 'h')]
LH19141001-V29-10-page20.txt: [('ment', 'on')]
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LH19141001-V29-10-page47.txt: [('Li', 'II')]
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LH19141001-V29-10-page51.txt: [('SANI', 'TARIUMS'), ('atmos', 'phere')]
LH19141101-V29-11-page45.txt: [('Blath', 'er')]
LH19141101-V29-11-page46.txt: [('li', 'I')]
LH19141101-V29-11-page48.txt: [('va', 'ried')]
LH19141101-V29-11-page49.txt: [('M.', ''), ('Nu', 'M')]
LH19141101-V29-11-page50.txt: [('M.', '')]
LH19141101-V29-11-page51.txt: [('SANI', 'TARIUMS'), ('atmos', 'phere')]
LH19141101-V29-11-page6.txt: [('M.', '')]
LH19141101-V29-11-page7.txt: [('UNCOM', 'FORTABLE')]
LH19141201-V29-12-page10.txt: [('influ', 'ences')]
LH19141201-V29-12-page3.txt: [('UN', 'A')]
LH19141201-V29-12-page34.txt: [('dia', 'gnosis')]
LH19141201-V29-12-page4.txt: [('ti', 'M')]
LH19141201-V29-12-page48.txt: [('CO', 'ring'), ('impor', 'tant')]
LH19141201-V29-12-page51.txt: [('SANI', 'TARIUMS')]
LH19141201-V29-12-page55.txt: [('SANI', 'TATION')]
LH19141201-V29-12-page7.txt: [('M.', '')]
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LH19150101-V30-01-page4.txt: [('Li', 'nE'), ('EX', 'PIRES'), ('po', 'X')]
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LH19150101-V30-01-page48.txt: [('li', 'II')]
LH19150101-V30-01-page49.txt: [('M.', '')]
LH19150101-V30-01-page50.txt: [('M.', '')]
LH19150101-V30-01-page51.txt: [('SANI', 'TARIUMS')]
LH19150101-V30-01-page7.txt: [('tV', 'ER')]
LH19150101-V30-01-page8.txt: [('Cornf', 'orth')]
LH19150201-V30-02-page2.txt: [('ti', 'e'), ('cura', 'tive'), ('em', 'ploy')]
LH19150201-V30-02-page4.txt: [('EX', 'PIRES')]
LH19150201-V30-02-page49.txt: [('MAGAZIN', 'E')]
LH19150201-V30-02-page50.txt: [('MI', 'M'), ('MA', 'JORITY')]
LH19150201-V30-02-page51.txt: [('SANI', 'TARIUMS')]
LH19150201-V30-02-page9.txt: [('Pa', 'nama')]
LH19150301-V30-03-page3.txt: [('MI', 'ff')]
LH19150301-V30-03-page4.txt: [('li', 'E'), ('EX', 'PIRES'), ('LI', 'X')]
LH19150301-V30-03-page47.txt: [('M.', '')]
LH19150301-V30-03-page49.txt: [('ul', 'am')]
LH19150301-V30-03-page50.txt: [('MA', 'JORITY')]
LH19150301-V30-03-page51.txt: [('SANI', 'TARIUMS')]
LH19150401-V30-04-page11.txt: [('cof', 'fee')]
LH19150401-V30-04-page3.txt: [('Ba', 'it'), ('Re', 'VS'), ('NI', 'si')]
LH19150401-V30-04-page4.txt: [('EX', 'PIRES')]
LH19150401-V30-04-page45.txt: [('re', 'Called')]
LH19150401-V30-04-page47.txt: [('th', 'a'), ('M.', '')]
LH19150401-V30-04-page48.txt: [('sr', 'I')]
LH19150401-V30-04-page49.txt: [('re', 'I')]
LH19150401-V30-04-page5.txt: [('M.', '')]
LH19150401-V30-04-page50.txt: [('MA', 'JORITY')]
LH19150401-V30-04-page51.txt: [('VA', 'L'), ('SANI', 'TARIUMS')]
LH19150401-V30-04-page7.txt: [('pa', 'M')]
LH19150501-V30-05-page3.txt: [('Re', 'S')]
LH19150501-V30-05-page4.txt: [('ti', 'S')]
LH19150501-V30-05-page5.txt: [('M.', '')]
LH19150601-V30-06-page46.txt: [('Co', 'St')]
LH19150601-V30-06-page48.txt: [('se', 'A')]
LH19150701-V30-07-page3.txt: [('Ni', 'M'), ('NI', 'M')]
LH19150801-V30-08-page17.txt: [('ex', 'cessive')]
LH19150801-V30-08-page19.txt: [('Cornf', 'orth')]
LH19150801-V30-08-page30.txt: [('BEW', 'ARE')]
LH19150801-V30-08-page49.txt: [('li', 'I')]
LH19150901-V30-09-page2.txt: [('MA', 'LINDA')]
LH19150901-V30-09-page3.txt: [('Su', 'it')]
LH19150901-V30-09-page39.txt: [('AL', 'AN')]
LH19150901-V30-09-page4.txt: [('re', 'E'), ('MA', 'E'), ('MM', 'E')]
LH19150901-V30-09-page45.txt: [('Heretof', 'ore')]
LH19150901-V30-09-page46.txt: [('adva', 'ntage'), ('Es', 'te')]
LH19150901-V30-09-page51.txt: [('M.', '')]
LH19151001-V30-10-page3.txt: [('Ki', 'M')]
LH19151001-V30-10-page39.txt: [('pa', 'triotic')]
LH19151001-V30-10-page47.txt: [('Winnif', 'red')]
LH19151101-V30-11-page18.txt: [('neve', 'r')]
LH19151101-V30-11-page45.txt: [('PRE', 'VENTION'), ('TEM', 'PERANCE')]
LH19151101-V30-11-page51.txt: [('ID', 'A')]
LH19151201-V30-12-page50.txt: [('NI', 't')]
LH19151201-V30-12-page51.txt: [('Zi', 't')]
LH19151201-V30-12-page54.txt: [('AL', 'D')]
LH19160101-V31-01-page13.txt: [('NATI', 'ON')]
LH19160101-V31-01-page4.txt: [('M.', '')]
LH19160201-V31-02-page15.txt: [('INVIGOR', 'ATING')]
LH19160201-V31-02-page4.txt: [('re', 't'), ('WO', 'K'), ('TA', 'N'), ('tol', 'a'), ('WH', 'o'), ('amni', 'o')]
LH19160201-V31-02-page40.txt: [('INTOX', 'ICANTS')]
LH19160201-V31-02-page51.txt: [('M.', '')]
LH19160201-V31-02-page6.txt: [('WI', 'N')]
LH19160301-V31-03-page18.txt: [('CHAUF', 'FEURS')]
LH19160301-V31-03-page28.txt: [('ci', 's')]
LH19160401-V31-04-page33.txt: [('everyw', 'here')]
LH19160501-V31-05-page20.txt: [('preven', 'tive')]
LH19160501-V31-05-page25.txt: [('prope', 'r')]
LH19160501-V31-05-page33.txt: [('ex', 'tended')]
LH19160601-V31-06-page11.txt: [('excep', 'tion')]
LH19160601-V31-06-page4.txt: [('NI', 'M')]
LH19160601-V31-06-page49.txt: [('KI', 'M')]
LH19160701-V31-07-page44.txt: [('DEPARTM', 'ENT')]
LH19160701-V31-07-page49.txt: [('INFOR', 'MATION'), ('LIABIL', 'ITY'), ('COMMIS', 'SIONER')]
LH19160701-V31-07-page50.txt: [('lui', 'K')]
LH19160801-V31-08-page39.txt: [('ex', 'periments')]
LH19160801-V31-08-page47.txt: [('nonin', 'fectious')]
LH19160801-V31-08-page49.txt: [('INFOR', 'MATION'), ('LIABIL', 'ITY'), ('COMMIS', 'SIONER')]
LH19160901-V31-09-page10.txt: [('ev', 'erything')]
LH19160901-V31-09-page15.txt: [('autointoxica', 'tion')]
LH19160901-V31-09-page16.txt: [('re', 'Conditions'), ('unde', 'r')]
LH19160901-V31-09-page17.txt: [('requir', 'e')]
LH19160901-V31-09-page4.txt: [('Al', 't')]
LH19160901-V31-09-page50.txt: [('INFOR', 'MATION'), ('LIABIL', 'ITY'), ('COMMIS', 'SIONER')]
LH19161001-V31-10-page42.txt: [('habitu', 's')]
LH19161101-V31-11-page22.txt: [('decom', 'position')]
LH19161101-V31-11-page49.txt: [('Parham', 'S')]
LH19161201-V31-12-page20.txt: [('fl', 'our')]
LH19161201-V31-12-page27.txt: [('objec', 'tionable')]
LH19170101-V32-01-page36.txt: [('affordin', 'g')]
LH19170301-V32-03-page17.txt: [('AL', 'D')]
LH19170301-V32-03-page24.txt: [('ma', 'in')]
LH19170301-V32-03-page29.txt: [('reliev', 'ing')]
LH19170401-V32-04-page20.txt: [('STRYCH', 'NIN')]
LH19170401-V32-04-page23.txt: [('PP', 'r'), ('ma', 'r')]
LH19170401-V32-04-page33.txt: [('mEA', 'D')]
LH19170401-V32-04-page36.txt: [('sk', 'ill')]
LH19170501-V32-05-page22.txt: [('Ti', 'e')]
LH19170501-V32-05-page28.txt: [('Al', 'TER')]
LH19170601-V32-06-page34.txt: [('RAU', 'L'), ('TH', 'E')]
LH19170701-V32-07-page13.txt: [('CONTAG', 'IOUS')]
LH19170701-V32-07-page31.txt: [('em', 'ploying')]
LH19170701-V32-07-page35.txt: [('Li', 'i')]
LH19170701-V32-07-page6.txt: [('thr', 'ee')]
LH19170801-V32-08-page11.txt: [('accompli', 'shed')]
LH19170801-V32-08-page31.txt: [('senti', 'ments')]
LH19170801-V32-08-page32.txt: [('em', 'ploying')]
LH19170901-V32-09-page32.txt: [('em', 'ploying')]
LH19170901-V32-09-page35.txt: [('Ni', 'TA')]
LH19171101-V32-11-page33.txt: [('em', 'ploying')]
LH19171101-V32-11-page36.txt: [('sA', 'N')]
LH19171201-V32-12-page10.txt: [('ac', 'count')]
LH19171201-V32-12-page2.txt: [('SANITA', 'RIUM')]
LH19171201-V32-12-page29.txt: [('reeduca', 'tion')]
LH19171201-V32-12-page31.txt: [('G.', '')]
LH19171201-V32-12-page34.txt: [('ELECTROTHER', 'APY'), ('em', 'ploying')]
LH19180101-V33-01-page28.txt: [('suffi', 'cient')]
LH19180101-V33-01-page33.txt: [('ti', 'e')]
LH19180101-V33-01-page34.txt: [('em', 'ploying')]
LH19180101-V33-01-page35.txt: [('gi', 'g'), ('al', 'a')]
LH19180101-V33-01-page4.txt: [('CI', 'r')]
LH19180201-V33-02-page17.txt: [('diffi', 'culty')]
LH19180201-V33-02-page22.txt: [('M.', ''), ('knowl', 'edge')]
LH19180201-V33-02-page28.txt: [('ra', 'ined')]
LH19180201-V33-02-page29.txt: [('AP', 'PLICATIONS')]
LH19180201-V33-02-page34.txt: [('pa', 't'), ('nu', 'n'), ('ELECTROTHER', 'APY'), ('em', 'ploying')]
LH19180201-V33-02-page36.txt: [('TA', 'R'), ('beauti', 'fully')]
LH19180301-V33-03-page2.txt: [('mu', 't')]
LH19180301-V33-03-page33.txt: [('Indo', 'China')]
LH19180301-V33-03-page35.txt: [('gi', 'a')]
LH19180401-V33-04-page21.txt: [('OBESIT', 'Y')]
LH19180401-V33-04-page23.txt: [('th', 'e')]
LH19180401-V33-04-page33.txt: [('ELECTROTHER', 'APY'), ('em', 'ploying')]
LH19180401-V33-04-page35.txt: [('WI', 'The'), ('SY', 'N')]
LH19180401-V33-04-page36.txt: [('TA', 'R'), ('beauti', 'fully'), ('ro', 'c')]
LH19180401-V33-04-page8.txt: [('MI', 'N')]
LH19180501-V33-05-page10.txt: [('influe', 'nce')]
LH19180501-V33-05-page11.txt: [('al', 'ways')]
LH19180501-V33-05-page16.txt: [('bogy', 'man')]
LH19180501-V33-05-page32.txt: [('em', 'ploying')]
LH19180501-V33-05-page5.txt: [('aris', 'ing')]
LH19180601-V33-06-page18.txt: [('vegeta', 'ble')]
LH19180601-V33-06-page29.txt: [('mo', 'net')]
LH19180601-V33-06-page31.txt: [('laxa', 'tives')]
LH19180601-V33-06-page32.txt: [('M.', '')]
LH19180601-V33-06-page33.txt: [('ELECTROTHER', 'APY'), ('em', 'ploying')]
LH19180601-V33-06-page34.txt: [('co', 'operating')]
LH19180601-V33-06-page35.txt: [('tAl', 'A')]
LH19180601-V33-06-page36.txt: [('Ni', 'TA'), ('TA', 'R'), ('Li', 'm')]
LH19180701-V33-07-page12.txt: [('na', 'tion')]
LH19180701-V33-07-page34.txt: [('em', 'ploying')]
LH19180701-V33-07-page35.txt: [('FIV', 'E')]
LH19180701-V33-07-page36.txt: [('Wi', 'The')]
LH19180801-V33-08-page27.txt: [('M.', '')]
LH19180801-V33-08-page29.txt: [('co', 'operate')]
LH19180801-V33-08-page32.txt: [('ELECTROTHER', 'APY'), ('em', 'ploying')]
LH19180801-V33-08-page35.txt: [('te', 'ST')]
LH19180901-V33-09-page34.txt: [('em', 'ploying')]
LH19181001-V33-10-page22.txt: [('lightl', 'y')]
LH19181001-V33-10-page32.txt: [('ELECTROTHER', 'APY'), ('em', 'ploying')]
LH19181001-V33-10-page36.txt: [('CO', 'r')]
LH19181001-V33-10-page5.txt: [('pre', 'eminently')]
LH19181101-V33-11-page34.txt: [('em', 'ploying')]
LH19181201-V33-12-page17.txt: [('provid', 'ing')]
LH19181201-V33-12-page18.txt: [('appli', 'cation'), ('Sensi', 'tive'), ('neu', 'ralgic')]
LH19181201-V33-12-page31.txt: [('co', 'operation')]
LH19181201-V33-12-page9.txt: [('re', 'quested')]
LH19190101-V34-01-page22.txt: [('combina', 'tions')]
LH19190101-V34-01-page26.txt: [('Parke', 'D'), ('ELECTROTHER', 'APY')]
LH19190101-V34-01-page28.txt: [('ri', 'a')]
LH19190101-V34-01-page6.txt: [('ver', 'y')]
LH19190201-V34-02-page13.txt: [('co', 'operation')]
LH19190201-V34-02-page2.txt: [('fi', 'E')]
LH19190301-V34-03-page6.txt: [('ele', 'Va')]
LH19190301-V34-03-page9.txt: [('giv', 'e')]
LH19190401-V34-04-page13.txt: [('PRE', 'SCHOOL')]
LH19190401-V34-04-page15.txt: [('ti', 'e')]
LH19190401-V34-04-page28.txt: [('WI', 's'), ('HELE', 'NA')]
LH19190501-V34-05-page2.txt: [('il', 'A')]
LH19190501-V34-05-page25.txt: [('M.', '')]
LH19190501-V34-05-page9.txt: [('Pac', 'k')]
LH19190601-V34-06-page14.txt: [('M.', '')]
LH19190601-V34-06-page3.txt: [('Wil', 't')]
LH19190601-V34-06-page33.txt: [('disin', 'tegrated'), ('gi', 'g')]
LH19190601-V34-06-page7.txt: [('accom', 'plishing')]
LH19190701-V34-07-page11.txt: [('Respira', 'tory')]
LH19190701-V34-07-page19.txt: [('GRI', 'D')]
LH19190701-V34-07-page9.txt: [('condi', 'tions')]
LH19190801-V34-08-page10.txt: [('oc', 'casional')]
LH19190801-V34-08-page14.txt: [('ro', 'w')]
LH19190801-V34-08-page17.txt: [('Ea', 't')]
LH19190801-V34-08-page34.txt: [('TI', 'LE')]
LH19190801-V34-08-page36.txt: [('beauti', 'fully')]
LH19190901-V34-09-page10.txt: [('co', 'operation')]
LH19190901-V34-09-page7.txt: [('servic', 'e')]
LH19191101-V34-11-page7.txt: [('evapora', 'tion')]
LH19191201-V34-12-page2.txt: [('TA', 'R')]
LH19191201-V34-12-page24.txt: [('LI', 'E')]
LH19200101-V35-01-page36.txt: [('PA', 'n')]
LH19200201-V35-02-page2.txt: [('NI', 'TA'), ('TA', 'R')]
LH19200201-V35-02-page26.txt: [('preva', 'lent')]
LH19200201-V35-02-page9.txt: [('amph', 'oteric')]
LH19200301-V35-03-page33.txt: [('pre', 'war')]
LH19200401-V35-04-page32.txt: [('M.', '')]
LH19200401-V35-04-page8.txt: [('tu', 'berculosis')]
LH19200501-V35-05-page10.txt: [('ri', 'O'), ('Il', 'l')]
LH19200501-V35-05-page14.txt: [('RE', 'l')]
LH19200501-V35-05-page17.txt: [('Al', 'though')]
LH19200501-V35-05-page18.txt: [('ris', 'ing')]
LH19200501-V35-05-page20.txt: [('M.', '')]
LH19200501-V35-05-page32.txt: [('co', 'operation')]
LH19200601-V35-06-page30.txt: [('M.', ''), ('examina', 'tion')]
LH19200601-V35-06-page32.txt: [('co', 'operation')]
LH19200701-V35-07-page11.txt: [('NOL', 'AN')]
LH19200701-V35-07-page24.txt: [('ti', 'N')]
LH19200701-V35-07-page33.txt: [('co', 'operate')]
LH19200701-V35-07-page36.txt: [('MI', 'ST')]
LH19200801-V35-08-page30.txt: [('M.', '')]
LH19200801-V35-08-page32.txt: [('re', 'move')]
LH19200901-V35-09-page19.txt: [('NA', 'Y')]
LH19200901-V35-09-page2.txt: [('bu', 't')]
LH19200901-V35-09-page35.txt: [('ordi', 'nary')]
LH19201001-V35-10-page10.txt: [('ti', 'PP')]
LH19201001-V35-10-page33.txt: [('habitu', 's')]
LH19201101-V35-11-page13.txt: [('fl', 't')]
LH19201101-V35-11-page33.txt: [('co', 'operating')]
LH19201101-V35-11-page36.txt: [('AK', 'a')]
LH19201201-V35-12-page2.txt: [('va', 'r')]
LH19201201-V35-12-page24.txt: [('Fa', 'T')]
LH19201201-V35-12-page26.txt: [('butterm', 'ilk')]
LH19201201-V35-12-page32.txt: [('Obesit', 'y'), ('Dal', 'bey')]
LH19201201-V35-12-page8.txt: [('SE', 'AS')]
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/LH/correction6

Average verified rate: 0.9784172964354819

Average of error rates: 0.03327036844836533

Total token count: 4756772

In [30]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[30]:
[('d', 7845),
 ('m', 6637),
 ("'", 4656),
 ('e', 4138),
 ('n', 3034),
 ('t', 2715),
 ('r', 2292),
 ('w', 2162),
 ('f', 1786),
 ('g', 1781),
 ('q', 933),
 ('x', 822),
 ('co', 683),
 ('u', 637),
 ('k', 385),
 ('mt', 343),
 ('th', 260),
 ('mo', 256),
 ('ni', 255),
 ('pa', 242),
 ('z', 240),
 ('lb', 234),
 ('oz', 232),
 ('tv', 204),
 ('-', 171),
 ('va', 158),
 ('boulder-colorado', 136),
 ('re', 136),
 ('ti', 126),
 ('io', 123),
 ('mm', 120),
 ('li', 115),
 ('al', 111),
 ('ri', 109),
 ('tion', 107),
 ('wm', 103),
 ('ft', 102),
 ('si', 102),
 ('mi', 98),
 ('ph', 97),
 ('ky', 93),
 ('nauheim', 91),
 ('oo', 87),
 ('ga', 85),
 ('es', 83),
 ('money-order', 79),
 ('se', 76),
 ('id', 76),
 ('il', 75),
 ('ll', 75)]

Correction 7 -- Rejoin Split Words II

In [31]:
# %load shared_elements/rejoin_split_words.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)
    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()
LH19040701-V19-07-page15.txt: [('by', 're')]
LH19040901-V19-09-page19.txt: [('care', 'ful')]
LH19041001-V19-10-page12.txt: [('A', 'fter')]
LH19041001-V19-10-page2.txt: [('i', 'nstitutions')]
LH19041001-V19-10-page24.txt: [('absurd', 'um')]
LH19041001-V19-10-page36.txt: [('de', 'lightful')]
LH19041101-V19-11-page6.txt: [('en', 'tirely')]
LH19041101-V19-11-page8.txt: [('re', 'sponse')]
LH19041201-V19-12-page34.txt: [('by', 'Re')]
LH19050201-V20-02-page31.txt: [('So', 'ciety')]
LH19050201-V20-02-page34.txt: [('Lad', 'es')]
LH19050201-V20-02-page8.txt: [('be', 'es')]
LH19050301-V20-03-page34.txt: [('by', 'Re')]
LH19050401-V20-04-page2.txt: [('P', 'IC')]
LH19050401-V20-04-page23.txt: [('a', 're')]
LH19050401-V20-04-page27.txt: [('per', 'se')]
LH19050501-V20-05-page12.txt: [('an', 'noyances')]
LH19050601-V20-06-page29.txt: [('a', 're')]
LH19050601-V20-06-page9.txt: [('vi', 'tal')]
LH19050701-V20-07-page11.txt: [('be', 'th')]
LH19050701-V20-07-page34.txt: [('PUB', 'LISHING')]
LH19050801-V20-08-page34.txt: [('S', 'OME')]
LH19050901-V20-09-page22.txt: [('occa', 'sioned')]
LH19051001-V20-10-page6.txt: [('a', 'ffected')]
LH19051101-V20-11-page40.txt: [('A', 'PPII')]
LH19051201-V20-12-page17.txt: [('con', 'fidence')]
LH19051201-V20-12-page26.txt: [('intellec', 'tually')]
LH19051201-V20-12-page33.txt: [('in', 'troduced')]
LH19060201-V21-02-page3.txt: [('I', 'NSTITUTIONS')]
LH19060201-V21-02-page35.txt: [('W', 'eak')]
LH19060301-V21-03-page3.txt: [('I', 'NSTITUTIONS'), ('A', 'ddress')]
LH19060401-V21-04-page32.txt: [('f', 'ormaldehyd')]
LH19060501-V21-05-page23.txt: [('com', 'munications')]
LH19060601-V21-06-page13.txt: [('of', 'fice')]
LH19060601-V21-06-page22.txt: [('dress', 'es')]
LH19060601-V21-06-page32.txt: [('choc', 'olate')]
LH19060701-V21-07-page3.txt: [('I', 'NSTITUTIONS')]
LH19060801-V21-08-page10.txt: [('to', 're')]
LH19060801-V21-08-page11.txt: [('dis', 'tinction')]
LH19060801-V21-08-page27.txt: [('obj', 'ect-lesson')]
LH19060801-V21-08-page3.txt: [('dis', 'tinction')]
LH19060901-V21-09-page19.txt: [('r', 'ut')]
LH19061101-V21-11-page26.txt: [('P', 'erfectly')]
LH19070401-V22-04-page1.txt: [('r', 'te')]
LH19070501-V22-05-page17.txt: [('opportu', 'nity')]
LH19070501-V22-05-page28.txt: [('HUTCH', 'INSON')]
LH19070501-V22-05-page4.txt: [('Registra', 'tion')]
LH19070701-V22-07-page22.txt: [('I', 're')]
LH19070701-V22-07-page34.txt: [('Cong', 'ress')]
LH19070901-V22-09-page22.txt: [('govern', 'ment')]
LH19070901-V22-09-page4.txt: [('L', 'IeF')]
LH19070901-V22-09-page41.txt: [('con', 'sidered')]
LH19071001-V22-10-page11.txt: [('a', 'va')]
LH19071001-V22-10-page2.txt: [('M', 'IA')]
LH19071001-V22-10-page21.txt: [('e', 'AST')]
LH19071101-V22-11-page10.txt: [('f', 'Ist'), ('cult', 'ivate')]
LH19071101-V22-11-page41.txt: [('CON', 'FIDENCE')]
LH19071201-V22-12-page21.txt: [('f', 'oods')]
LH19080101-V23-01-page48.txt: [('the', 'Mis')]
LH19080101-V23-01-page5.txt: [('GU', 'ARANTEE')]
LH19080201-V23-02-page12.txt: [('fever', 'ish')]
LH19080201-V23-02-page15.txt: [('r', 'iled')]
LH19080301-V23-03-page15.txt: [('N', 'AV')]
LH19080301-V23-03-page25.txt: [('A', 'FTER')]
LH19080401-V23-04-page19.txt: [('H', 'APPY')]
LH19080401-V23-04-page21.txt: [('L', 'AST')]
LH19080401-V23-04-page27.txt: [('M', 'UCH')]
LH19080401-V23-04-page42.txt: [('a', 're')]
LH19080501-V23-05-page12.txt: [('O', 'NE')]
LH19080501-V23-05-page14.txt: [('L', 'ASTLY'), ('SEC', 'OND')]
LH19080501-V23-05-page16.txt: [('a', 'nd')]
LH19080501-V23-05-page22.txt: [('SANDWICH', 'ES')]
LH19080501-V23-05-page28.txt: [('Y', 'OU')]
LH19080501-V23-05-page30.txt: [('E', 'XPERIMENTAL')]
LH19080501-V23-05-page37.txt: [('turn', 'IP'), ('MENTAL', 'ITY')]
LH19080501-V23-05-page39.txt: [('de', 'ception')]
LH19080501-V23-05-page43.txt: [('per', 'se')]
LH19080501-V23-05-page44.txt: [('com', 'AL')]
LH19080601-V23-06-page1.txt: [('H', 'EALTH')]
LH19080601-V23-06-page20.txt: [('I', 'll')]
LH19080601-V23-06-page23.txt: [('Y', 'OU')]
LH19080601-V23-06-page47.txt: [('i', 'rritant')]
LH19080601-V23-06-page48.txt: [('ques', 'tions')]
LH19080701-V23-07-page1.txt: [('J', 'ULY')]
LH19080701-V23-07-page11.txt: [('rea', 'sonable')]
LH19080701-V23-07-page15.txt: [('c', 'pl')]
LH19080701-V23-07-page26.txt: [('F', 'ORTUNATE')]
LH19080701-V23-07-page29.txt: [('D', 'URING')]
LH19080701-V23-07-page51.txt: [('ADVENT', 'IST')]
LH19080701-V23-07-page8.txt: [('j', 'ealousy'), ('ad', 'vanced')]
LH19080801-V23-08-page22.txt: [('O', 'NE')]
LH19080801-V23-08-page24.txt: [('H', 'OW')]
LH19080801-V23-08-page26.txt: [('U', 'NDER')]
LH19080801-V23-08-page8.txt: [('con', 'sisting')]
LH19080901-V23-09-page11.txt: [('IN', 'SPECTED')]
LH19080901-V23-09-page20.txt: [('and', 're'), ('R', 'IPE')]
LH19080901-V23-09-page41.txt: [('A', 'FTER')]
LH19081101-V23-11-page23.txt: [('f', 'ood')]
LH19081101-V23-11-page26.txt: [('s', 'ippi')]
LH19081101-V23-11-page27.txt: [('l', 'ei')]
LH19081101-V23-11-page3.txt: [('min', "utes'")]
LH19081101-V23-11-page49.txt: [('AGREE', 'MENT'), ('m', 'ade'), ('W', 'ith')]
LH19081201-V23-12-page33.txt: [('S', 'URING')]
LH19081201-V23-12-page35.txt: [('gos', 'pel')]
LH19081201-V23-12-page49.txt: [('AGREE', 'MENT')]
LH19090101-V24-01-page23.txt: [('gen', 'uine')]
LH19090101-V24-01-page34.txt: [('L', 'OOKING')]
LH19090101-V24-01-page35.txt: [('pro', 'Ceeds')]
LH19090101-V24-01-page42.txt: [('C', 'HRIST')]
LH19090101-V24-01-page54.txt: [('M', 'UCH')]
LH19090101-V24-01-page65.txt: [('AGREE', 'MENT')]
LH19090201-V24-02-page21.txt: [('A', 'LMOST')]
LH19090201-V24-02-page22.txt: [('C', 'ANCER')]
LH19090201-V24-02-page36.txt: [('HEALTH', 'ful')]
LH19090201-V24-02-page44.txt: [('con', 'dition')]
LH19090201-V24-02-page60.txt: [('ex', 'ercises')]
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LH19130901-V28-09-page23.txt: [('per', 'centage')]
LH19130901-V28-09-page37.txt: [('m', 'utual')]
LH19130901-V28-09-page49.txt: [('A', 'CCORDING')]
LH19130901-V28-09-page50.txt: [('The', 'rmotherapy'), ('Meth', 'ods'), ('W', "orld's")]
LH19131001-V28-10-page25.txt: [('A', 'ND')]
LH19131001-V28-10-page4.txt: [('West', 'ern')]
LH19131001-V28-10-page51.txt: [('atmos', 'phere')]
LH19131101-V28-11-page11.txt: [('a', 'ct')]
LH19131101-V28-11-page2.txt: [('Off', 'ensive')]
LH19131101-V28-11-page30.txt: [('the', 'ses')]
LH19131101-V28-11-page41.txt: [('so', 'wn')]
LH19131101-V28-11-page50.txt: [('Pa', 'cific')]
LH19131101-V28-11-page51.txt: [('SANI', 'TARIUMS'), ('C', 'OMPRISING')]
LH19131201-V28-12-page18.txt: [('m', 'eal'), ('r', 'es')]
LH19131201-V28-12-page22.txt: [('re', 'stricted'), ('I', 're')]
LH19131201-V28-12-page27.txt: [('IC', 'ES')]
LH19131201-V28-12-page28.txt: [('The', 're')]
LH19131201-V28-12-page37.txt: [('A', 'WES')]
LH19131201-V28-12-page41.txt: [('REV', 'ENUE')]
LH19140101-V29-01-page16.txt: [('SO', 'CIETY')]
LH19140101-V29-01-page49.txt: [('k', 'WA')]
LH19140101-V29-01-page7.txt: [('M', 'EH')]
LH19140201-V29-02-page11.txt: [('w', 'ith')]
LH19140201-V29-02-page16.txt: [('r', 'ow')]
LH19140201-V29-02-page32.txt: [('in', 'fant')]
LH19140201-V29-02-page51.txt: [('Thera', 'peutic'), ('atmos', 'phere')]
LH19140301-V29-03-page10.txt: [('o', 'ld'), ('W', 'ith')]
LH19140301-V29-03-page20.txt: [('the', 're')]
LH19140301-V29-03-page25.txt: [('diff', 'erent')]
LH19140301-V29-03-page48.txt: [('s', 'ue')]
LH19140301-V29-03-page52.txt: [('or', 'Eg')]
LH19140301-V29-03-page55.txt: [('atmos', 'phere')]
LH19140401-V29-04-page10.txt: [('A', 'NY')]
LH19140401-V29-04-page40.txt: [('W', 'itt')]
LH19140501-V29-05-page15.txt: [('w', 'ith'), ('r', 'om')]
LH19140501-V29-05-page46.txt: [('Med', 'ical')]
LH19140501-V29-05-page51.txt: [('Thera', 'peutic'), ('atmos', 'phere')]
LH19140601-V29-06-page7.txt: [('f', 'ool')]
LH19140701-V29-07-page25.txt: [('o', 'ften')]
LH19140701-V29-07-page27.txt: [('R', 'ES')]
LH19140701-V29-07-page3.txt: [('V', 'aV')]
LH19140701-V29-07-page32.txt: [('H', 'IP')]
LH19140701-V29-07-page49.txt: [('An', 'tichrist'), ('a', 'Sa')]
LH19140701-V29-07-page8.txt: [('v', 'AST')]
LH19140801-V29-08-page26.txt: [('com', 'mittee')]
LH19140801-V29-08-page29.txt: [('de', 'prived')]
LH19140801-V29-08-page33.txt: [('pro', 'spective')]
LH19140801-V29-08-page47.txt: [('REC', 'REATION'), ('dan', 'gerous')]
LH19140801-V29-08-page48.txt: [('va', 'ried'), ('gen', 'eral'), ('appre', 'ciated')]
LH19140901-V29-09-page19.txt: [('the', 'ft')]
LH19140901-V29-09-page23.txt: [('boil', 'ers')]
LH19140901-V29-09-page3.txt: [('U', 'nion'), ('I', 'RI'), ('I', 'Ri')]
LH19140901-V29-09-page33.txt: [('a', 'NE')]
LH19140901-V29-09-page47.txt: [('pre', 'viously')]
LH19140901-V29-09-page48.txt: [('intel', 'ligent')]
LH19140901-V29-09-page49.txt: [('P', 'ood')]
LH19141001-V29-10-page10.txt: [('i', 'll')]
LH19141001-V29-10-page14.txt: [('et', 'ta')]
LH19141001-V29-10-page28.txt: [('h', 'es')]
LH19141001-V29-10-page4.txt: [('m', 'agazine')]
LH19141001-V29-10-page40.txt: [('EL', 'LIOTT')]
LH19141001-V29-10-page47.txt: [('f', 'ully')]
LH19141001-V29-10-page48.txt: [('appre', 'ciated')]
LH19141001-V29-10-page51.txt: [('atmos', 'phere')]
LH19141001-V29-10-page9.txt: [('E', 'RE')]
LH19141101-V29-11-page13.txt: [('t', 'empt'), ('OPT', 'IMISM')]
LH19141101-V29-11-page22.txt: [('dis', 'turbances')]
LH19141101-V29-11-page28.txt: [('P', 'AL')]
LH19141101-V29-11-page38.txt: [('a', 'id')]
LH19141101-V29-11-page48.txt: [('va', 'ried')]
LH19141101-V29-11-page49.txt: [('lo', 'nd')]
LH19141101-V29-11-page51.txt: [('atmos', 'phere')]
LH19141101-V29-11-page8.txt: [('e', 'aters')]
LH19141201-V29-12-page10.txt: [('influ', 'ences')]
LH19141201-V29-12-page19.txt: [('p', 'assed')]
LH19141201-V29-12-page2.txt: [('w', 'hich'), ('m', 'ethods')]
LH19141201-V29-12-page48.txt: [('impor', 'tant')]
LH19141201-V29-12-page49.txt: [('la', 'nd')]
LH19141201-V29-12-page56.txt: [('W', 'ith')]
LH19141201-V29-12-page9.txt: [('phys', 'iological')]
LH19150101-V30-01-page27.txt: [('r', 'ight')]
LH19150101-V30-01-page3.txt: [('t', 'ee')]
LH19150101-V30-01-page35.txt: [('V', 'OE')]
LH19150101-V30-01-page47.txt: [('dan', 'gerous')]
LH19150201-V30-02-page2.txt: [('f', 'ra')]
LH19150201-V30-02-page32.txt: [('V', 'OE')]
LH19150201-V30-02-page5.txt: [('An', 'tiseptic')]
LH19150201-V30-02-page7.txt: [('An', 'swers')]
LH19150201-V30-02-page9.txt: [('t', 'ACH')]
LH19150301-V30-03-page3.txt: [('HI', 'Nt')]
LH19150401-V30-04-page40.txt: [('w', 'oo')]
LH19150401-V30-04-page43.txt: [('r', 'oth')]
LH19150401-V30-04-page47.txt: [('A', 'bo')]
LH19150501-V30-05-page42.txt: [('S', 'OM')]
LH19150501-V30-05-page48.txt: [('m', 'onkey'), ('Y', 'ou'), ('w', 'ith')]
LH19150501-V30-05-page51.txt: [('H', 'EALTH')]
LH19150701-V30-07-page1.txt: [('r', 'oe')]
LH19150701-V30-07-page20.txt: [('F', 'IRST')]
LH19150701-V30-07-page29.txt: [('w', 'akened')]
LH19150701-V30-07-page3.txt: [('TO', 're'), ('W', 'estern'), ('W', 'atford'), ('M', 'issionary'), ('i', 'RI'), ('W', 'ashington'), ('T', 'ract')]
LH19150701-V30-07-page34.txt: [('A', 'merican')]
LH19150701-V30-07-page43.txt: [('w', 'ITH')]
LH19150701-V30-07-page7.txt: [('E', 'XTENSIVE')]
LH19150801-V30-08-page29.txt: [('Mar', 'oa')]
LH19150801-V30-08-page37.txt: [('TEMPER', 'ANCE')]
LH19150801-V30-08-page50.txt: [('I', 'ncorporated')]
LH19150901-V30-09-page27.txt: [('coop', 'eration')]
LH19150901-V30-09-page34.txt: [('B', 'ACK')]
LH19150901-V30-09-page46.txt: [('Es', 'te'), ('r', 'Es'), ('I', 'ncorporated')]
LH19151001-V30-10-page24.txt: [('T', 'HROUGH')]
LH19151001-V30-10-page33.txt: [('H', 'EALTH')]
LH19151001-V30-10-page39.txt: [('pa', 'triotic')]
LH19151001-V30-10-page52.txt: [('att', 'rition')]
LH19151101-V30-11-page14.txt: [('O', 'VEREATING')]
LH19151101-V30-11-page18.txt: [('P', 'IET')]
LH19151101-V30-11-page38.txt: [('Diet', 'ers')]
LH19151101-V30-11-page4.txt: [('matt', 'ES')]
LH19151201-V30-12-page19.txt: [('N', 'OWADAYS')]
LH19151201-V30-12-page23.txt: [('the', 'ft'), ('ha', 'Re')]
LH19160101-V31-01-page13.txt: [('I', 'NG')]
LH19160101-V31-01-page24.txt: [('f', 'omentations')]
LH19160101-V31-01-page3.txt: [('you', 'Ng')]
LH19160101-V31-01-page32.txt: [('lea', 'rned')]
LH19160201-V31-02-page26.txt: [('A', 'LTHOUGH')]
LH19160201-V31-02-page4.txt: [('A', 'rm'), ('e', 'nd'), ('la', 'ic'), ('o', 'ke')]
LH19160201-V31-02-page45.txt: [('A', 'LD')]
LH19160301-V31-03-page16.txt: [('D', 'AILY')]
LH19160301-V31-03-page18.txt: [('COM', 'PANY')]
LH19160301-V31-03-page28.txt: [('g', 'UNK')]
LH19160401-V31-04-page22.txt: [('to', 'ro')]
LH19160401-V31-04-page36.txt: [('Broth', 'erhood')]
LH19160401-V31-04-page4.txt: [('are', 'al')]
LH19160501-V31-05-page14.txt: [('a', 'dobe')]
LH19160501-V31-05-page4.txt: [('M', 'EM'), ('are', 'al')]
LH19160501-V31-05-page44.txt: [('sub', 'ject')]
LH19160601-V31-06-page4.txt: [('are', 'al')]
LH19160701-V31-07-page23.txt: [('F', 'ULLY')]
LH19160701-V31-07-page36.txt: [('S', 'TREET')]
LH19160701-V31-07-page37.txt: [('A', 'LL')]
LH19160801-V31-08-page25.txt: [('par', 'ticularly')]
LH19160801-V31-08-page44.txt: [('or', 'ders'), ('COM', 'bination')]
LH19160901-V31-09-page2.txt: [('f', 'rt')]
LH19160901-V31-09-page48.txt: [('f', 'oreword')]
LH19160901-V31-09-page52.txt: [('SAN', 'ITARIUM')]
LH19161001-V31-10-page15.txt: [('t', 'ie')]
LH19161001-V31-10-page17.txt: [('F', 'EEDING')]
LH19161001-V31-10-page2.txt: [('SAN', 'ITARIUM')]
LH19161001-V31-10-page23.txt: [('C', 'ARLY')]
LH19161001-V31-10-page9.txt: [('c', 'ONCERNING')]
LH19161101-V31-11-page22.txt: [('E', 'FFICIENCY')]
LH19161101-V31-11-page39.txt: [('A', 'UTHORS')]
LH19161101-V31-11-page52.txt: [('SAN', 'ITARIUM')]
LH19161201-V31-12-page2.txt: [('inst', 'itution'), ('SAN', 'ITARIUM')]
LH19161201-V31-12-page49.txt: [('A', 'Dobe')]
LH19170101-V32-01-page10.txt: [('to', 'ne')]
LH19170101-V32-01-page36.txt: [('SAN', 'ITARIUM')]
LH19170201-V32-02-page12.txt: [('H', 'OW')]
LH19170201-V32-02-page14.txt: [('C', 'EREAL')]
LH19170201-V32-02-page2.txt: [('SAN', 'ITARIUM')]
LH19170301-V32-03-page10.txt: [('to', 'ro')]
LH19170301-V32-03-page17.txt: [('A', 'LL')]
LH19170301-V32-03-page2.txt: [('EthiC', 'al')]
LH19170301-V32-03-page36.txt: [('SAN', 'ITARIUM')]
LH19170401-V32-04-page2.txt: [('SAN', 'ITARIUM')]
LH19170401-V32-04-page21.txt: [('a', 'nd')]
LH19170401-V32-04-page23.txt: [('o', 'ro')]
LH19170401-V32-04-page35.txt: [('A', 'il'), ('I', 'ri')]
LH19170501-V32-05-page35.txt: [('SAN', 'ITARIUM')]
LH19170601-V32-06-page25.txt: [('minim', 'um')]
LH19170601-V32-06-page29.txt: [('f', 'omentations')]
LH19170601-V32-06-page35.txt: [('SAN', 'ITARIUM')]
LH19170701-V32-07-page1.txt: [('M', 'FR')]
LH19170701-V32-07-page15.txt: [('are', 'li')]
LH19170701-V32-07-page34.txt: [('SAN', 'ITARIUM')]
LH19170701-V32-07-page5.txt: [('H', 'OW')]
LH19170801-V32-08-page5.txt: [('H', 'OW')]
LH19170901-V32-09-page15.txt: [('develop', 'ment')]
LH19171101-V32-11-page15.txt: [('at', 'tention')]
LH19171101-V32-11-page36.txt: [('e', 'li'), ('sAN', 'TA')]
LH19171101-V32-11-page5.txt: [('H', 'OW')]
LH19171101-V32-11-page7.txt: [('b', 'een')]
LH19171201-V32-12-page2.txt: [('E', 'li')]
LH19171201-V32-12-page29.txt: [('reeduca', 'tion')]
LH19171201-V32-12-page35.txt: [('be', 'rn')]
LH19180101-V33-01-page35.txt: [('I', 'TS')]
LH19180201-V33-02-page14.txt: [('hun', 'dred')]
LH19180201-V33-02-page17.txt: [('diffi', 'culty')]
LH19180201-V33-02-page32.txt: [('the', 're')]
LH19180201-V33-02-page36.txt: [('com', 'bined')]
LH19180201-V33-02-page5.txt: [('H', 'OW')]
LH19180401-V33-04-page36.txt: [('A', 'TS')]
LH19180501-V33-05-page10.txt: [('influe', 'nce')]
LH19180601-V33-06-page36.txt: [('r', 'IP')]
LH19180701-V33-07-page15.txt: [('P', 'AP')]
LH19180701-V33-07-page2.txt: [('DISCO', 'URAGEMENTS')]
LH19180701-V33-07-page24.txt: [('SAND', 'WICHES')]
LH19180701-V33-07-page35.txt: [('I', 'TS')]
LH19180801-V33-08-page2.txt: [('s', 'ri')]
LH19180801-V33-08-page20.txt: [('i', 'NG')]
LH19180901-V33-09-page34.txt: [('and', 'Re')]
LH19180901-V33-09-page36.txt: [('di', 'NA')]
LH19180901-V33-09-page5.txt: [('H', 'OW')]
LH19181001-V33-10-page15.txt: [('r', 'esult')]
LH19181001-V33-10-page5.txt: [('H', 'OW')]
LH19181101-V33-11-page27.txt: [('treat', 'ments')]
LH19181201-V33-12-page18.txt: [('prom', 'inences'), ('para', 'lyzed')]
LH19181201-V33-12-page5.txt: [('H', 'OW')]
LH19181201-V33-12-page7.txt: [('q', 'uestion')]
LH19190201-V34-02-page11.txt: [('d', 'ay')]
LH19190201-V34-02-page9.txt: [('E', 'lla')]
LH19190301-V34-03-page11.txt: [('f', 'ood')]
LH19190301-V34-03-page2.txt: [('f', 'ro')]
LH19190401-V34-04-page11.txt: [('h', 'ome')]
LH19190401-V34-04-page23.txt: [('f', 'omentations')]
LH19190401-V34-04-page28.txt: [('s', 'il')]
LH19190501-V34-05-page2.txt: [('I', 'TS'), ('t', 'IP')]
LH19190501-V34-05-page23.txt: [('AN', 'SWERS')]
LH19190601-V34-06-page13.txt: [('f', 'ormalin')]
LH19190601-V34-06-page31.txt: [('a', 'mis')]
LH19190601-V34-06-page33.txt: [('disin', 'tegrated'), ('a', 'li')]
LH19190601-V34-06-page5.txt: [('H', 'OW')]
LH19190601-V34-06-page7.txt: [('Scrip', 'ture')]
LH19190701-V34-07-page2.txt: [('Cal', 'ifornia'), ('SAN', 'TA')]
LH19190801-V34-08-page7.txt: [('in', 'tr')]
LH19190901-V34-09-page10.txt: [('S', 'EPTEMBER')]
LH19190901-V34-09-page2.txt: [('M', 'Eal')]
LH19190901-V34-09-page7.txt: [('atta', 'inments')]
LH19191101-V34-11-page19.txt: [('for', 'th')]
LH19191101-V34-11-page28.txt: [('I', 'TS')]
LH19191101-V34-11-page41.txt: [('i', 'ts')]
LH19191101-V34-11-page7.txt: [('evapora', 'tion')]
LH19191101-V34-11-page9.txt: [('w', 'ith')]
LH19191201-V34-12-page2.txt: [('com', 'bined')]
LH19191201-V34-12-page26.txt: [('Temper', 'ance')]
LH19200101-V35-01-page30.txt: [('f', 'omentations')]
LH19200201-V35-02-page31.txt: [('so', 'lution')]
LH19200201-V35-02-page32.txt: [('c', 'TN')]
LH19200301-V35-03-page18.txt: [('IN', 'GE')]
LH19200301-V35-03-page22.txt: [('H', 'ID')]
LH19200401-V35-04-page8.txt: [('tu', 'berculosis')]
LH19200501-V35-05-page27.txt: [('o', 'nt')]
LH19200601-V35-06-page15.txt: [('I', 'NG')]
LH19200601-V35-06-page2.txt: [('R', 'UM')]
LH19200701-V35-07-page18.txt: [('a', 'fr')]
LH19200701-V35-07-page33.txt: [('i', 'll')]
LH19200801-V35-08-page14.txt: [('a', 'rk')]
LH19200801-V35-08-page19.txt: [('E', 'NG')]
LH19200801-V35-08-page31.txt: [('den', 'tist')]
LH19200901-V35-09-page18.txt: [('A', 'GR')]
LH19201001-V35-10-page10.txt: [('ti', 'PP')]
LH19201001-V35-10-page29.txt: [('demon', 'strated')]
LH19201001-V35-10-page32.txt: [('ai', 'ea')]
LH19201001-V35-10-page33.txt: [('F', 'EE')]
LH19201101-V35-11-page17.txt: [('Turk', 'ish')]
LH19201101-V35-11-page19.txt: [('Aguas', 'Calientes')]
LH19201101-V35-11-page21.txt: [('t', 'EE')]
LH19201201-V35-12-page16.txt: [('i', 'nc')]
LH19201201-V35-12-page24.txt: [('M', 'ID')]
In [32]:
# %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/LH/correction7

Average verified rate: 0.9785661211708095

Average of error rates: 0.033021587960560456

Total token count: 4756162

In [33]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[33]:
[('d', 7837),
 ('m', 6616),
 ("'", 4656),
 ('e', 4127),
 ('n', 3030),
 ('t', 2698),
 ('r', 2272),
 ('w', 2137),
 ('g', 1778),
 ('f', 1760),
 ('q', 932),
 ('x', 822),
 ('co', 683),
 ('u', 635),
 ('k', 383),
 ('mt', 343),
 ('th', 257),
 ('mo', 255),
 ('ni', 254),
 ('pa', 242),
 ('z', 240),
 ('lb', 234),
 ('oz', 232),
 ('tv', 204),
 ('-', 171),
 ('va', 156),
 ('boulder-colorado', 136),
 ('ti', 126),
 ('io', 123),
 ('mm', 120),
 ('re', 112),
 ('li', 112),
 ('tion', 107),
 ('wm', 103),
 ('al', 103),
 ('si', 102),
 ('ri', 101),
 ('ft', 100),
 ('ph', 97),
 ('mi', 94),
 ('ky', 93),
 ('nauheim', 91),
 ('oo', 86),
 ('ga', 85),
 ('money-order', 79),
 ('es', 76),
 ('feeble-minded', 75),
 ('il', 73),
 ('tt', 72),
 ('id', 72)]

Review Remaining Errors

In [34]:
reports.docs_with_high_error_rate(summary)
Out[34]:
[('LH19070101-V22-01-page1.txt', 1.0),
 ('LH19191001-V34-10-page14.txt', 1.0),
 ('LH19081101-V23-11-page1.txt', 1.0),
 ('LH19060601-V21-06-page1.txt', 1.0),
 ('LH19181201-V33-12-page1.txt', 1.0),
 ('LH19101101-V25-11-page1.txt', 1.0),
 ('LH19190201-V34-02-page15.txt', 1.0),
 ('LH19190801-V34-08-page1.txt', 1.0),
 ('LH19190601-V34-06-page1.txt', 1.0),
 ('LH19090501-V24-05-page1.txt', 1.0),
 ('LH19161201-V31-12-page1.txt', 1.0),
 ('LH19191001-V34-10-page15.txt', 1.0),
 ('LH19190201-V34-02-page14.txt', 1.0),
 ('LH19060401-V21-04-page1.txt', 1.0),
 ('LH19051001-V20-10-page1.txt', 1.0),
 ('LH19190501-V34-05-page4.txt', 1.0),
 ('LH19171101-V32-11-page1.txt', 1.0),
 ('LH19121001-V27-10-page1.txt', 1.0),
 ('LH19200401-V35-04-page1.txt', 1.0),
 ('LH19201201-V35-12-page4.txt', 1.0),
 ('LH19110501-V26-05-page1.txt', 1.0),
 ('LH19200601-V35-06-page1.txt', 1.0),
 ('LH19150601-V30-06-page1.txt', 0.875),
 ('LH19200601-V35-06-page4.txt', 0.87),
 ('LH19150901-V30-09-page1.txt', 0.833),
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In [35]:
# %load shared_elements/high_error_rates.py
doc_keys = [x[0] for x in reports.docs_with_high_error_rate(summary) if x[1] > 0.7]

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

Most of the problems are connected to image pages. However, there are also content pages that failed to OCR.

In [36]:
reports.long_errors(errors_summary)
Out[36]:
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  'datofrboscvy',
  'orange-shaped',
  'entmmnnuuummwmnwwwunn',
  'noncompensated',
  'liovernment',
  'seavdventist',
  'non-tuberculous',
  'strength-producing',
  'profitsharing',
  'moimmmmommilmmmm',
  'well-appointed',
  'overlifting',
  'mckinnon-keate',
  'neiiiimmissumsmssailimommunsusffilimilmmimumismissmunssasimassuommssmusuissimmusismistmaimmuissmsssmissimmmiummitinniimm',
  'guttapercha',
  "l'ersistent",
  'un-american',
  'spit-greased',
  'nimairateueumbulmtlioullumizamou',
  'potato-in-the-pocket',
  'thou-shalt-nots',
  'degerminator',
  'liberalminded',
  'lamp-shades',
  'llllllllllllllll',
  'goodlooking',
  'pseudoscientific',
  'star-spangled',
  'curious-looking',
  'muscle-firming',
  'gastroenteric',
  'welladjusted',
  'motion-picture',
  'acetphenetldin',
  'iiiiirielous',
  'emfggtalkaltokaatakotalom',
  'thejoyofday',
  'helio-therapy',
  'watkins-pitchford',
  'climingibil',
  'orange-colored',
  'hunting-dogs',
  'imilimumitilimmintrumminumitilmilittimumilmmitimultisimmtnimmiliiiiitisimitimmturmniffinummommiciummummititimmmummmum',
  'growersassopaiion',
  'iiitiliiirillniranininliph',
  'psychasthenics',
  'milk-producers',
  'tenper-cent',
  'noble-hearted',
  'antivaccinat',
  'intermountain',
  'seersuckers',
  'mechanothera',
  'absent-mindedness',
  'forty-three',
  'beteaspoonful',
  'self-sharpener',
  'headache-powders',
  'ljbeautifully',
  'kiiiminiiinimi',
  'bacteriolysins',
  'resiststimulate',
  'eliabielitwyan',
  'mmmmtraimmmmmmmm',
  'care-taking',
  'meat-packing',
  'medicine-room',
  'idol-worship',
  'death-chamber',
  'heat-andenergy-producing',
  'corsetieres',
  'brazen-faced',
  'crimeinducing',
  'practwenty-five',
  'inadvertedly',
  'first-grade',
  'scarlet-fever',
  'copper-hued',
  'brown-tailed',
  'beacon-light',
  'body-building',
  'cigar-stand',
  'battle-fields',
  'emmanuelists',
  'battlecreekilleb',
  'simple-hearted',
  'self-drugging',
  "foundrymen's",
  'altsdhizganid',
  'twenty-dollar',
  'fundtionates',
  'let-it-alone',
  'farreaching',
  'water-supplies',
  'first-fruit',
  'physitrained',
  'nonregistration',
  'self-sympathizers',
  'perimenting',
  'littleknown',
  'mmommormorrnommozrammonomn',
  'twenty-fifth',
  'gray-haired',
  'vandervelde',
  'lassahlibre',
  'impdverished',
  'unsurmountable',
  'morokdongkoda',
  'goldscheider',
  'salaryraising',
  'eguaraniteevtpewraenlreivligyosfutvsecrrbeardythertflesn',
  'ten-million-dollar',
  'energy-givers',
  'mail-matter',
  'otoristtook',
  'illiptviive',
  'mmoucimminm',
  'alarollryimanimmoinsonoinnikimi',
  'oftenarefarfromliving',
  'thirteenyear-old',
  'nicotin-poisoning',
  'chestprotector',
  'allsufficient',
  'trading-stamp',
  "confectioners'",
  'garbage-can',
  'ready-to-eat',
  'self-stultification',
  'coldhearted',
  'ill-informed',
  'selfventilating',
  'trades-unions',
  'despondents',
  'alcoholforming',
  'inuomilinivenuaimmoianntpluniiitlimininoinall',
  'milk-vessels',
  'mmomomomommmommomx',
  'light-brown',
  'smokingrooms',
  'dpoliiiiillu',
  'lactic-acid',
  'baking-soda',
  'antidomestic',
  'fourth-of-july',
  'great-grandparents',
  '-itiiilrislifre',
  'oyster-beds',
  'hollow-chested',
  'hair-trigger',
  'fronecerrealwv',
  'nonputrescible',
  'oversympathetic',
  'igfimmwfltkyhttny',
  'gum-chewing',
  'corninluticn',
  'centhoroughly',
  'rhelimatism',
  'kissing-games',
  'swallowedwhole',
  'wine-making',
  'hydro-electric',
  'unserupulous',
  'pifospnoiem',
  'nsitialimminimmusiummumummumasums',
  'itiilmoolloomminmottorio',
  'non-sporing',
  'grief-stricken',
  'good-morning',
  'deep-rooted',
  'xuurtabuago',
  'poppulation',
  'noninclination',
  'dessert-spoon',
  "combustion'",
  'poison-eliminating',
  'nearasthenia',
  'inardanaalmr',
  'twenty-fourhour',
  'energy-containing',
  'wind-shaken',
  'unimmilimilliniliiiimmfliiiimiimihiuh',
  'thermoineter',
  'civicleagues',
  'semi-medical',
  'tradesunion',
  'iliplinlini',
  'priatnuation',
  'mighty--carried',
  'distinctioft',
  'aaaaaamovvvvvvyvvyvvvvvyvvvyvvvv',
  'crime-making',
  'extremdangerous',
  'pellagra-producing',
  'well-chosen',
  'liquor-control',
  'withouthelp',
  'tubercutosis',
  'drinkingcup',
  "middlemen's",
  'wateringplaces',
  'brown-bread',
  'protlamation',
  'moontiowers',
  'swimming-bath',
  'thienmglifixr',
  'raommommommixx',
  'end-product',
  "iilidifliv'",
  'mmisfmmtmmmnrsyi',
  'cardiorenal',
  'chafing-dish',
  'iminarnirlia',
  'smelling-bottle',
  'momimmommucimm',
  'substandards',
  'star-gemmed',
  'uautdoianap',
  "inspectors'",
  'citrus-fruit',
  'gambling-den',
  'genito-urinary',
  'grievanceand',
  'ill-lighted',
  'all-prevalent',
  "erkenbeck's",
  'habit-forming',
  'flower-show',
  'vitality-lowering',
  'cone-shaped',
  'iiiltilllieili',
  'immimmmmmmmmi',
  'blastophtho',
  'imaiination',
  'providencepure',
  'whiskybottle',
  'horsechestnuts',
  'four-per-cent',
  'straitlacing',
  "practitioner'",
  'half-invalids',
  'etkviecioxwiseeit',
  'celery-salt',
  'half-fitting',
  'onychorrhexis',
  'long-outstanding',
  'forritiikilib',
  'non-alcoholized',
  'collar-bones',
  'pleuro-pneumonia',
  'andgulpsacupofcoffeed',
  "wood-choppers'",
  'weak-waisted',
  'unsoughtfor',
  'thirst-quenching',
  'pickling-vats',
  'iillimiittillitiiiiiiiiid',
  'prize-fighting',
  'germ-resisting',
  'pharisaically',
  'short-winded',
  'radio-activity',
  'nmotrzrammonotramramotrazammotrnommonomx',
  'iiiiiiiiiiiilliiillilimmilimmillimmimmill',
  'world-struggle',
  'aggrimrmweragagg',
  'ill-tempered',
  'opium-cursed',
  'counantages',
  'thou-shalts',
  'fruit-bearing',
  'wellconducted',
  'seventyfive',
  'public-spirited',
  "appetite'or",
  'tmoenfianserte',
  'proteid-sparing',
  'schlickeysen',
  'life-conserving',
  'scare-stories',
  'andformtheuoghinto',
  'beautiful-foliaged',
  'yellowish-brown',
  'old-process',
  'glycothymolin',
  'best-looking',
  'kareligious',
  'anwstmenwnwm',
  'maccomagrmomotrzraotgrammgrammramonownomm',
  'strength-building',
  'slip-go-down',
  'sanitary-chemical',
  'cinchonabark',
  'child-welfare',
  'coccocucoccocomuniumteccimoccomocck',
  'khakicolored',
  'illluulllullululuullulllluuuullullullulllluullllllluuuuullulluullr',
  'fcmentation',
  'red-blooded',
  'hypesthetic',
  'basket-ball',
  'summer-houses',
  'husking-bee',
  'twentyeighth',
  'ttlichrimitifeim',
  'tilomitirant',
  'iiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiii',
  'overtreatment',
  'inininlailmairani',
  'dieteticsugge',
  'ftmgirlltit',
  'transplantings',
  'foul-smelling',
  'wholesitting',
  'jlispassionate',
  'non-official',
  'sessusasstmasimitiontainil',
  "l'hotograph",
  'three-berth',
  'elderton-pearson',
  'nrinariiiniisimninisminiinnonemnli',
  'lamp-chimneys',
  'nmnuuuuuununuuuuuuunuuuuuuuuuuuumumuuuuuuuuuuuuuuuuuuuuunuuuuuuuuuuunnuuuunuuunnuuunuuuuouauunuuuuuununutnununntuutuununuiy',
  'avavatotevrag',
  'is-impossible',
  'cook-stoves',
  'yeast-manufacturing',
  'eleeleeelleelleelelleelleele',
  'iltrtirritittilli',
  'thilipvileglistmfoodc',
  'home-treatment',
  'selfsacrifice',
  'bread-fruit',
  'rniiiiiiiiiimimmom',
  'camparatively',
  'breakfast-food',
  'peanuteating',
  'body-heating',
  'butcherless',
  'home-loving',
  'one-timegraph',
  'diemionevoegmei',
  'pellagrozin',
  'out-of-season',
  'thescotchpea',
  'illikelligter',
  'famentations',
  'antialcoholism',
  'high-frequency',
  'low-proteid',
  'witwer-taylor',
  'god-forsaken',
  'stock-still',
  'phenomenaisuccess',
  'self-betterment',
  'starchconverting',
  'non-crystallizing',
  'nireglirnlim',
  'imiiiiiimmitimitimmimmilimiusimminumiumminimmilimmonitoimmiummitintionitmitintiminimmumummimiummimmimitimimitimmummmtimilimilimmumw',
  'izzglihriftistirifkrititirairivivailgtrio',
  'nirnunxmwnmmwuunniwnunummuunuuuuuummununmununnnurum',
  'cmixistianity',
  'inter-allied',
  'selfreliance',
  'stock-raisers',
  'iiiiiiiiiiiiiiiiil',
  'ibicliiimmon',
  'ntepooinadcn',
  'time-tables',
  'street-sweeper',
  'tuberculized',
  'eight-monthsold',
  'imunouruhomihhohhuhuoihummouhmohimmuhhourrhuhummurimummuniiimouuunimiummumbhumouhimhohhuhhhhumbhoodrumwhimunhiihrohnhurhimm',
  'of-l-per-cent',
  'mmemromkimnmnriimmmmmmmrimmmnnm',
  'thermogenic',
  'sideofthebalance',
  'calculatiop',
  'demitrovitch',
  'inardanhteeeattet',
  'piledwellings',
  'fleur-de-lis',
  'well-theaning',
  'danttartunt',
  'illiiiiiiiiiiiiiiiiii',
  'camping-ground',
  'selfobservation',
  'one-per-cent',
  'llrelldwilidll',
  'non-breakable',
  'end-of-the-season',
  'psycho-physiology',
  'paraffined-paper',
  'fourth-door',
  'treamentllinm',
  'self-satisfied',
  'subscriptigns',
  'ninety-fifth',
  'tacked-down',
  'dydrochloric',
  'fifteenmonths-old',
  'flesheating',
  'nevercondoningwrong',
  'battle-field',
  'overripeness',
  'blood-cells',
  'plaguecarrying',
  'skinhardened',
  'water-works',
  'bellossostain',
  'hypochrondriac',
  'fartannfamewavam',
  'laborunions',
  'shoe-blacking',
  'stocky-vines',
  'day-nursery',
  'oliveleaves',
  'wyominugntitreacdtstoaciteteys',
  'loss-sharing',
  'selfindulgence',
  'nwiniumunmiwuniummunumunmm',
  'semicomatose',
  'sturdy-looking',
  'scurvy-rickets',
  'ninmicmiiiiiiiiu',
  'self-inhibition',
  'llllllllllll',
  'cornpactness',
  'deilledical',
  'livingrooms',
  'coagulability',
  'overregularity',
  'sudproduction',
  'ememeeemeeeeeeeeeeeeemeeerruemsmola',
  'heavy-weight',
  'viisifivapspidf',
  'out-schools',
  'maternities',
  'wortrievozototrve',
  'giiiiiillti',
  'cornforteth',
  'sphygmometer',
  'panbroiling',
  'hotelcumberland',
  'carbohydfates',
  'iiiiiiiiiiiiiiiiiiiin',
  'ground-glass',
  'lyerrestriaretre',
  'country-bred',
  'primpliimiiiiiitiimiimmilem',
  'twenty-first',
  'oat-of-doors',
  'tvvrtwvviov',
  'autotherapy',
  "chatter'and",
  'alcohol-consuming',
  'mmmmxmmxmmmgmmgmmmmmgmn',
  'vinumunowntimomminnoi',
  'mail-service',
  'itvanitariunt',
  'centrifugation',
  'aboimbattre',
  'street-ears',
  'low-protein',
  'iiminidomompomninow',
  'mile-a-minute',
  'natural-born',
  'advertirera',
  'auximpozimmv',
  'salieylates',
  'self-dosing',
  'meniminnimmw',
  'hundredpound',
  'imnrovement',
  'functionings',
  'seeitillitim',
  'thread-worms',
  'mercuric-chlorid',
  'milltimitiiiiiiitimummitc',
  'puillication',
  'gum-receded',
  'proxenetism',
  'prayermeetings',
  'vestigation',
  'sixty-third',
  'long-standing',
  'conbronchial',
  "man-o-war's",
  'centrifugalizing',
  'twelve-year-old',
  'food-adulterators',
  'orchardists',
  'foniniummiummitimmimumminnimitimmimmitintimminnimitunimmumittimmtimiminnummiumitimutinnintimmimumitimmitimminimminiumillimmumitur',
  'ureflawaiiau',
  'elicitpoint',
  'mdsyswimayiasa',
  'one-to-ten-drop',
  'half-civilized',
  'itiiiiiiiniiitiiiillittli',
  'holiday-maker',
  'illventilated',
  'self-indulgent',
  'semiinvalidism',
  'asspciation',
  'true-spirited',
  'self-dissector',
  'aemeeemeemmeemeeeemmeeaeamami-aeaemeeeeeemmemememi',
  'publicspirited',
  'recreation-starved',
  'mommommccommosh',
  'electric-massage',
  'waiting-room',
  'barbed-wire',
  'haircovered',
  'after-tendency',
  'mmimiiiimimuiiim',
  'water-brash',
  'non-stimulating',
  'ex-ambassador',
  'imoilekilfrallfriallt',
  'amonaaaaaaaa',
  'dictionary-sized',
  'heart-broken',
  'disconntenance',
  'ternperature',
  'destructiye',
  'hypertropical',
  'life-shortening',
  'sixty-sixth',
  'crackermeal',
  'pakadisenallly',
  'long-lasting',
  'american-born',
  'inting-offic',
  'binghampton',
  'anti-alcoholism',
  'salary-raising',
  'tea-and-coffee',
  'helping-hand',
  'cotton-field',
  'twoby-three',
  'eighty-four',
  'spirochtetal',
  'cmizistianity',
  'defiefftaig',
  'spongiopilin',
  'mitirftlitt',
  'psycho-analysis',
  'vitamine-containing',
  'recouoncomm',
  'alleuropeiswar',
  'dvertisement',
  'within-the-reach-of-all',
  'lequirements',
  'iassachusetts',
  'disease-destroying',
  'infilicitrailrzlitovaria',
  'crossterior',
  'saddle-stone',
  'corner-stone',
  'cilssocration',
  'testinmnials',
  'nwiwnuwuunvuuumuuuumnnn',
  'samteaspoon',
  'iiiimiiiiiiiii',
  'home-keeping',
  'third-class',
  'rightminded',
  'train-loads',
  'equippedwith',
  'chain-forming',
  'parkstation',
  'selfdiscipline',
  'eweragramgammum',
  'well-served',
  'rineapplejuice',
  'semiinvalids',
  'light-starvation',
  'aaanyoaaaaaaaaaaaaaaaaaaaaaaaaaaaaar',
  'is--listerine',
  'prohibittion',
  'modzegonada',
  'dietitians-in-ordinary',
  'unbenevolent',
  "pettijohn's",
  'simmiumnimmiummimiummummimmilmitimmummiiiiimmimiummiminimmilmmintimmimmilimmmutinnummimimmillimmilmiimummiminum',
  'god-entrusted',
  'tetriewiiiiaaliiramonommommonononoffiertet',
  'monstrations',
  'cholesterin',
  'swift-running',
  'leucoplacia',
  'ellabielltwyanof',
  'dedevelopments',
  'summer-boarder',
  'payingforitanyway',
  'heaven-given',
  ...],
 10)

Correction 8 -- Remove long error strings

In [37]:
# %load shared_elements/remove-tokens-with-long-strings-of-characters.py
prev = "correction7"
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)))

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

    text = re.sub(r"[0-9,!?$:;&]", " ", content)
    tokens = utilities.tokenize_text(text)
    
    replacements = []
    replacements.append(clean.check_for_repeating_characters(tokens, "m|M"))
    replacements.append(clean.check_for_repeating_characters(tokens, "i|I"))
    replacements.append(clean.check_for_repeating_characters(tokens, "l|L"))
    replacements.append(clean.check_for_repeating_characters(tokens, "g|G"))
    replacements.append(clean.check_for_repeating_characters(tokens, "a|A"))
    
    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()
LH19041001-V19-10-page35.txt: [('ailleallataiAlleamiPaNwAINOIA', ' ')]
LH19051001-V20-10-page37.txt: [('eiventremihrittrictaaaaaaaaaa', ' ')]
LH19060101-V21-01-page36.txt: [('iirierwwerferliitieri.eAvirierrerifiliriiifieifier', ' ')]
LH19060201-V21-02-page36.txt: [("ralliVralletiliAllfettlitrifliYell'AiNaiikisi", ' ')]
LH19070601-V22-06-page2.txt: [('AAANYOAAAAAAAAAAAAAAAAAAAAAAAAAAAAAr', ' ')]
LH19070701-V22-07-page2.txt: [('AAAAWAAWAAAAr', ' ')]
LH19070901-V22-09-page2.txt: [('AAAANYvvvvvkAAAAAAAAAAAA', ' ')]
LH19080301-V23-03-page39.txt: [('PVA.VAAVAWAVAVAAVAVAXIMMAVNAVAVAMIUMIAVAA.".-."', ' ')]
LH19080701-V23-07-page43.txt: [('llllllllllllll', ' ')]
LH19081201-V23-12-page1.txt: [('.aiMmimmwiNmmiwsr', ' ')]
LH19090401-V24-04-page65.txt: [('AAINAAAAAINAANNAAN', ' '), ('"WAAAWAAMAAAAAAAAAAAMAAAAAMAAAAAA', ' ')]
LH19090801-V24-08-page36.txt: [('MIlfelltellfellt', ' ')]
LH19090801-V24-08-page56.txt: [('llllllllllllll', ' ')]
LH19110701-V26-07-page59.txt: [('llrelldWilidll', ' ')]
LH19110801-V26-08-page6.txt: [('Tffimsnmnm-ImITImmEgmaimmsonrommmmEgmmmilm', ' '), ('kqMMEMEMEMEEEEMMEEEEEEEEEMEEEEEMMEEEMEMMMFMMUMgms', ' ')]
LH19110901-V26-09-page66.txt: [('IMMIMMMMMMMMi', ' ')]
LH19111001-V26-10-page55.txt: [('lllllllllllll', ' ')]
LH19111001-V26-10-page66.txt: [('Samiriammimmemwrawamirammismmierim', ' ')]
LH19120201-V27-02-page66.txt: [('MOMMOMMOMMMOMMIMOUMOMM', ' ')]
LH19120301-V27-03-page58.txt: [('IPIPIIIIICIIIIIIIIIIIPUIPII', ' '), ('ouzgagogggzzgozgggizggogagainggaggog', ' ')]
LH19120301-V27-03-page66.txt: [('mommammommozramrammommom', ' ')]
LH19120401-V27-04-page5.txt: [("MMMMMNM'CMMMEIMM", ' ')]
LH19120401-V27-04-page6.txt: [('avaaaawialoomoomaaaaawavaamiamo', ' '), ('aaaavaamargamaaarlagotaareasaa', ' ')]
LH19120501-V27-05-page64.txt: [('MMMMMMMMMMMMMMMMMMM', ' '), ('NMWMMMMMMMWMMMMXMWMMWMMMMMMMMMMMX', ' '), ('MMWAMMMWMMMMMMWM', ' ')]
LH19120601-V27-06-page3.txt: [('rMggggggEggEggggggRAMZREZg', ' ')]
LH19120601-V27-06-page4.txt: [('gikaggggiZggRIZERRkggZEgRAgZgRIgg', ' ')]
LH19120601-V27-06-page58.txt: [('MOMMOMMCCOMMOSH', ' ')]
LH19120601-V27-06-page60.txt: [('MOMMOMMOMMOVEMMINICCINIOM', ' ')]
LH19120601-V27-06-page63.txt: [('MOHOHOMMOUCOMMEIMINCOMMOMMCCOMMO', ' '), ('grammrammotrnonommnrammmommgramram', ' ')]
LH19120701-V27-07-page58.txt: [('womommommmommosmomm', ' '), ('maztrazamotrammrammonommram', ' ')]
LH19120701-V27-07-page60.txt: [('MOMOMMOMMOMMMOX', ' ')]
LH19120801-V27-08-page3.txt: [('ElgozgggozwzgnzgEozggozggczgRAgggizgg', ' ')]
LH19120801-V27-08-page56.txt: [('MOMMIMMOMMOMOMOMMCOMMOMM', ' '), ('ramrammrammtgramonozgrammramonommragrzwi', ' ')]
LH19120801-V27-08-page64.txt: [('MIIIIMIRIERSIMMILIMIIIIIIIIRIERMEIRMESIRMEE', ' ')]
LH19120901-V27-09-page44.txt: [('MMOMMEMOMMIMMOMMMOCM', ' '), ('MMOMMOMMMOZMOZMOMXraMr', ' ')]
LH19121001-V27-10-page3.txt: [('MgkTgzggigaggiggg', ' ')]
LH19121001-V27-10-page38.txt: [('lllllllllllll', ' ')]
LH19121001-V27-10-page4.txt: [('ORMEERORSZEERIOZERMRIEgggiZRIgggggOggg', ' ')]
LH19121001-V27-10-page47.txt: [('OnOMMOOMMOMMIrge', ' ')]
LH19121101-V27-11-page43.txt: [('gRaglEggRigkagagaRkaggigaggEO', ' ')]
LH19121201-V27-12-page4.txt: [('ggggiglOggaggfgg', ' ')]
LH19130201-V28-02-page40.txt: [('lllllllllllll', ' ')]
LH19130201-V28-02-page48.txt: [('UNIIIIIIIIYMINIIY', ' '), ('nlitlINIIPIIIIMINIMMMIXIIIIO', ' '), ('MININIMIMMIIMIIMIIMM', ' ')]
LH19130201-V28-02-page52.txt: [('oloommturnumnownimmumoimmonommontuennummiumannalaounnow', ' '), ('.............iniiiirmaliintnimpillilyinirMilOnipinininitRilpiliii', ' ')]
LH19130301-V28-03-page4.txt: [('araaManakaaaXaa', ' ')]
LH19130301-V28-03-page52.txt: [('murmemalinamcminnwevinmommonnionouninmunummInnumnoilmmonomounounewriniummunviinmmit', ' '), ('..M...mmmuumtrmtnummunuinnummon', ' ')]
LH19130401-V28-04-page52.txt: [('mmmmxmmxmmmgmmgmmmmmgmn', ' ')]
LH19130501-V28-05-page1.txt: [('EMNIMMIMMIMMUMNINIMINIMMININIMMOIN', ' ')]
LH19130501-V28-05-page16.txt: [('IIIIIIIIIIIIuuullilln.', ' ')]
LH19130501-V28-05-page46.txt: [('ilitiiiiiiiiiii', ' '), ('IIIIIIIIIIMMIIIIIIIIIMIllittinilltiiiillfiliiIIIIIIIIIIIIIIIIIIIR', ' '), ('IIIIIIIIIIMMIIIIIIIIIMIllittinilltiiiillfiliiIIIIIIIIIIIIIIIIIIIR', ' ')]
LH19130501-V28-05-page47.txt: [('maaalaaaaaabaolottaaartelaaaaaap', ' ')]
LH19130501-V28-05-page52.txt: [('.nragmmommononommommmom', ' ')]
LH19130601-V28-06-page52.txt: [('MOMM.MOM.MOMMOIMOMMOMMMOIMMW', ' '), ('MMINICORM.IMMIMIUIIMMOOM.ITS', ' '), ('vinmrnmatoinammuitcpmmumommium', ' ')]
LH19130701-V28-07-page52.txt: [('MMMMMMMMMMMMMMNMMM', ' '), ('pIIInuIINIUIIInIIIGNIIIII.I.', ' ')]
LH19130801-V28-08-page4.txt: [('anERIRIgaggRagggigRAREORINVERAIRARMAggg', ' ')]
LH19130801-V28-08-page52.txt: [('MMMMMMMMMMMMMMMMMWMMMMX', ' ')]
LH19131001-V28-10-page4.txt: [('ggaggaZggWARARagaggagagAgRAgRARAR', ' ')]
LH19140101-V29-01-page3.txt: [('ggRIEREggRAgggREgggEgERggEgEOZEggg', ' ')]
LH19140101-V29-01-page7.txt: [('MMMMMMMMMMMMMMMMMMMMMMMMMMMMMMM', ' '), ('MMMMMMMMMMNMMM', ' ')]
LH19140201-V29-02-page26.txt: [('MMMEMMMESMSNMSMM', ' ')]
LH19140301-V29-03-page4.txt: [('marmrancommulmmouommonoucommommmmmmom', ' '), ('MMOMOMOMOMMMOMMOMX', ' '), ('MMOMMOMMOMMOMOMMOMOMMOZMMOMM', ' '), ('mx.mrammagraammracommommonommraommraom', ' ')]
LH19140301-V29-03-page52.txt: [('MMMNLMLNEMMMKIMMNMMLNMMMMNMNMEg', ' '), ('MNMMMWMMNMMMNMWMMM', ' ')]
LH19140301-V29-03-page53.txt: [('MMMMMMMMMMMMMM', ' '), ('IMMMMMMMRiMMM', ' ')]
LH19140301-V29-03-page7.txt: [('MMMMMMMMMMMMMOLBIMMiMKIMMO', ' '), ('MMMMMMMMMMMMMMMMMIIMMMMOSIMMMMMM', ' ')]
LH19140401-V29-04-page4.txt: [('nmmgmnragwramotramtrammomragnmommrammom', ' '), ('maccomagrmomotrzraotgrammgrammramonownomm', ' ')]
LH19140401-V29-04-page48.txt: [('mnmmmmmmmmmessmswmmmmmmmwnsmsy', ' '), ('JSrOMMMMMMMMUMMMMMMMMKWM', ' ')]
LH19140501-V29-05-page3.txt: [('eraaritaawszemaamariagarrazargrogamourran', ' ')]
LH19140501-V29-05-page4.txt: [('mmommosouccommwommmummouommommownorg', ' ')]
LH19140501-V29-05-page48.txt: [('NrowmmmmwmmmmmmusEmmmmmmmmwmnsmmmm', ' '), ('MMMMMMMMMMIMMMMMMMIMMMMMMMMMMMMMMMM', ' ')]
LH19140601-V29-06-page3.txt: [('Emaawaimaxaaaaaaaorarfooxiaaamaoawag', ' ')]
LH19140601-V29-06-page4.txt: [('Damrtrammgramomonozrammotrmozrammramommu', ' '), ('nmotrzrammonotramramotrazammotrnommonomx', ' ')]
LH19140601-V29-06-page48.txt: [('mmmmmmmmmmEmmmmmmmmma', ' '), ('MMMnSSMMMMOiliMMMMMMiMMMMMMMM', ' ')]
LH19140701-V29-07-page21.txt: [('IIIMIIIMIIIMIIIMI', ' '), ('IIIIIIIIMIIIMYME', ' '), ('NIMMIIIIINEUINIMIIIIMIII.', ' '), ('MMIIIMINIIIINIIIIMIll', ' '), ('IMMIMIIIIIIIMMNIONEMINIIIIIIIIMINIMIIVANNIMINIM', ' ')]
LH19140701-V29-07-page32.txt: [('MMMMMMMMMMMMMMMMMMMM', ' '), ('monammiummuquipmniummundpuhrumuu.', ' '), ('IiilliIIIIImmmundliPIPAIIIITIMIIIIRIIIIMUNIIIIiiiilfifill', ' ')]
LH19140701-V29-07-page4.txt: [('MCOMMEMIXIMMIMOUCIMIMMIMMCSOSIMM', ' '), ('rtgrammggramongrammozgrammg.gggrammg', ' ')]
LH19140701-V29-07-page48.txt: [('NMMMEMENMMMMMMESNNMMMMNMMMMMMM.MN', ' ')]
LH19140701-V29-07-page7.txt: [('OMMMMMKIMMMMMMMMMMMMMMMMMMMMMMMO', ' '), ('MMMMTraiMMMMMMMM', ' ')]
LH19140801-V29-08-page3.txt: [('OggggglOggOgggalgiSiNk', ' '), ('OgalEgigNSigRigggRiggEgggERiERiggggEgEg', ' ')]
LH19140801-V29-08-page4.txt: [('mumammAnnamranamummunsommwommuraz', ' '), ('raOMMOMMOMMIXX', ' ')]
LH19140901-V29-09-page2.txt: [('fellimmiesielnumpumelleseaseemmeimellmeimsmilem', ' ')]
LH19140901-V29-09-page4.txt: [('mrtmmoramonozrammozrammomramownramommomrt', ' '), ('MOMMECCOMMRADMOMMOMMO', ' ')]
LH19141001-V29-10-page4.txt: [('MMMMMMMMOMMMU', ' '), ('WWWWWWWWIMMMXMMWMMMXM', ' ')]
LH19141001-V29-10-page49.txt: [('MOMIMMOMMUCIMM', ' '), ('XMCCMOMMUMMOMMOMMMOHOM', ' ')]
LH19141101-V29-11-page4.txt: [('WIMIXIKEAMMEOMKIMIXIMMAMARMIKTMIXMiaMM', ' ')]
LH19141201-V29-12-page3.txt: [('mmmmEmmmmKommmmmmoNmoNmmurmEim', ' '), ('.RMMMMMMMMEIUR..MMSNMMM', ' ')]
LH19141201-V29-12-page39.txt: [('mmnsmmEmmmmmmmmimmmmmoReAmmm', ' '), ('MMR-OgMMMMMggMM', ' ')]
LH19150101-V30-01-page4.txt: [('EiMMXIMAMMOMMIMMMMIZMPAn', ' '), ('HraMMOMMOMMOMraMMOMMMOMMOMBOMMOM', ' '), ('mtMeSCREORCOMMOMMEMOIMMIIMMICiMat', ' ')]
LH19150101-V30-01-page7.txt: [('MMEMROMKIMNMnriiMMMMMMMRiMMMNNM', ' '), ('WIIMMMMMMMMMRiMMMMMWMMMMMMKIM', ' ')]
LH19150201-V30-02-page4.txt: [('XIMCCOMMIMMAXIXIMMIACS', ' '), ('mnalmgramozrazzramommramonmommrammonommmom', ' '), ('mnotramommommrammrammommrammonmmln', ' '), ('WeitIMMOMMMIVWCartMMOnONOMEM', ' ')]
LH19150401-V30-04-page4.txt: [('mmxcumommimaammAmmammcaczommmriam', ' '), ('mmommormorrnommozrammonomn', ' '), ('waevotrtmcgammwmpnenamommammcm.mc', ' ')]
LH19150401-V30-04-page7.txt: [('MMMMMMMMHMMMMNMMHMMMHMT', ' ')]
LH19150501-V30-05-page4.txt: [('rsammnrammommramozraommommmgramammom', ' '), ('MINVOMENOMMMOMMOMMOMMOMMOMMOMM', ' ')]
LH19150601-V30-06-page7.txt: [('momommommmumommownrnmx', ' ')]
LH19150701-V30-07-page3.txt: [('EgRagRaggEggggRagEgggggiZOOggRMER', ' ')]
LH19150901-V30-09-page4.txt: [('EAMMEEMEEEEAEMEMEAMEMEEEAMMEEAAEAMAEAAEAMMEAEEA', ' '), ('AEMEEEMEEMMEEMEEEEMMEEAEAMAMI-AEAEMEEEEEEMMEMEMEMI', ' ')]
LH19151001-V30-10-page3.txt: [('MEiMMMMMMMMMMMMVIMMNMMMMMMMMMM', ' ')]
LH19151001-V30-10-page50.txt: [('mlmimwmmmmsomommmmognmmmnwmmEmomm', ' '), ('ISUMMOEMESSEgMMMMMEMEMMMEMMMRSEFEMFAFF', ' ')]
LH19151101-V30-11-page3.txt: [('MMISFMMTMMMNRSYI', ' ')]
LH19151201-V30-12-page3.txt: [('MMMMMMEIMRMMMKIKIME', ' ')]
LH19160401-V31-04-page4.txt: [('MMMMMMMISIMAMMKIMMMMMMMKIMMMMMMMMMMM', ' '), ('msmimmiswmmmmmmmmnssomEK', ' ')]
LH19160501-V31-05-page4.txt: [('MMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMM', ' ')]
LH19160501-V31-05-page50.txt: [('MIMPIMINNIMMIRINIIIMMANIIIIIMAMM', ' ')]
LH19160601-V31-06-page4.txt: [('MMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMM', ' ')]
LH19160801-V31-08-page51.txt: [('.MI.O.MMIMMIMINEMVIIMM', ' ')]
LH19170501-V32-05-page11.txt: [('ammumlimitimmummiummilimmumumnimminimitimitimminimmutimmilimmiummiummumitimminumiummiumiummiumitimmummimminimmumitimmitimeti', ' ')]
LH19170501-V32-05-page13.txt: [('llllllllllllllllllllllllllllllll', ' ')]
LH19170501-V32-05-page15.txt: [('Elitocontoccocumnincoccuccocumuctincionmemmuccencutccommonicconcommcm', ' ')]
LH19170501-V32-05-page16.txt: [('Miiiiiiiiiiiiiii', ' ')]
LH19170501-V32-05-page20.txt: [('uuuuwuumuuuuuuauanuuuuuuuwuuunaaoaoaoaauatuanunnaannnnnanauaauaaunauaauuaauuunnuuuunnnauuunnutuauannuuuuuuuuuuuuui', ' ')]
LH19170501-V32-05-page22.txt: [('nwiniumunmiwuniummunumunmm.......mmummuung', ' ')]
LH19170501-V32-05-page25.txt: [('Foniniummiummitimmimumminnimitimmimmitintimminnimitunimmumittimmtimiminnummiumitimutinnintimmimumitimmitimminimminiumillimmumitur', ' ')]
LH19170501-V32-05-page28.txt: [('simmiumnimmiummimiummummimmilmitimmummiiiiimmimiummiminimmilmmintimmimmilimmmutinnummimimmillimmilmiimummiminum......t.ffim', ' ')]
LH19170501-V32-05-page30.txt: [('Nsitialimminimmusiummumummumasums', ' '), ('umilimmummummummimummimmimmmi', ' ')]
LH19170501-V32-05-page32.txt: [('UHOHHIMMOHOHHHHHHHHHHHOMIDIMUUMMOHIMOHOHOUHUHOUHOHHUIMUUWAHMIMMUMIDUHUUMMUll..', ' '), ('IniumuminiummuluininimummulumuninaniumiummuluininimulummunimmullunniummulummulluniumilviniummulluniunimulumintolumuminutuN', ' '), ('IniumuminiummuluininimummulumuninaniumiummuluininimulummunimmullunniummulummulluniumilviniummulluniunimulumintolumuminutuN', ' ')]
LH19170501-V32-05-page33.txt: [('InnunninanuminnummammummummininnummumumnimmininnimninnumMonmennmunnunnimminnummiummumunnumminunmumnommummunnwinn.', ' '), ('immitiffitimumummilimmumiminimmilimminiimmimilimimimilmummimmilimmilmilimina', ' ')]
LH19170501-V32-05-page5.txt: [('immummummilindf', ' '), ('Imiiiiiimmitimitimmimmilimiusimminumiumminimmilimmonitoimmiummitintionitmitintiminimmumummimiummimmimitimimitimmummmtimilimilimmumw', ' ')]
LH19170501-V32-05-page6.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19170501-V32-05-page7.txt: [('VImummuuunumumumumuniumusummumummumusummuummininuumumt', ' '), ('llllllllllllll', ' '), ('lllllllllllllllllllllllll', ' '), ('llllllllllllllllllllllllllllllllllllllllllllllllllllllll', ' '), ('lllllllllllll', ' ')]
LH19170601-V32-06-page14.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19170601-V32-06-page20.txt: [('leimiliwurtmlimmiiiiiiitiiiiiiiiiiiiiiilliiii', ' ')]
LH19170601-V32-06-page28.txt: [('.UnimmilimilliniliiiimmflIIIIMIIMIHIUH', ' ')]
LH19170601-V32-06-page6.txt: [('wimunimminummiummmtimmummumumminumminumnimmummummimmumummut', ' '), ('IIIIIIIIIIIIIIII', ' ')]
LH19170601-V32-06-page7.txt: [('iiimiimmimilumniimmiumumummitimminimminimmmimmuniummiiiimmiumummummmimmtionumminimmimiumitmlifunnufmmiummummiumimmimmuum', ' '), ('iiimiimmimilumniimmiumumummitimminimminimmmimmuniummiiiimmiumummummmimmtionumminimmimiumitmlifunnufmmiummummiumimmimmuum', ' '), ('IIIIIIIIIIMIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19170801-V32-08-page33.txt: [('iiiiiiIiiIIDA', ' ')]
LH19170801-V32-08-page35.txt: [('IMMDIVIMMYKDAMIAVVVVIMMI', ' ')]
LH19170901-V32-09-page36.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIrr', ' ')]
LH19171101-V32-11-page30.txt: [('IMIIIIMIIIIIIIIIIIIICIIIIIIIIIIIICIIIIIIMIX', ' ')]
LH19180101-V33-01-page18.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('MIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19180101-V33-01-page19.txt: [('liummiiiimmitimiummilimmummmumintimmuniumilimmimmimiummilmentiomiimilumniminimmiti', ' '), ('mumnitimmitimmittimiummotteminimittimmummitmunimmuimitimummemmummi', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIINIINIIIIIIIINIIIIIIIINIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIININIIIIIIIIWIIIIIIIIIIIINIIIIIIIIIIIIIIIIIIIIIrr', ' '), ('IIIIIIIIIIIEIMIIMIIIIIIIIIMI', ' ')]
LH19180101-V33-01-page32.txt: [('immiumniumummumunclummimmmaim.', ' ')]
LH19180101-V33-01-page4.txt: [('iIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIl', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIilllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll', ' '), ('IlitillIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIII.IIIIIIIIIIIMIIIME', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIilllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll', ' ')]
LH19180201-V33-02-page35.txt: [('imummimminimuninummuumnimumunummnimmummummummimmumumnmummoniumiummimmino', ' ')]
LH19180201-V33-02-page4.txt: [('IIIIIIIIUMIIMIIIIIIIHIHIC', ' '), ('MillIIIIIIHIIIIM', ' ')]
LH19180301-V33-03-page32.txt: [('MMIIIIIMMINIMILLIMPOMPinieTRIMIMMIMMCISOMIN.', ' ')]
LH19180401-V33-04-page11.txt: [('IIINIIIIII.IIII', ' ')]
LH19180401-V33-04-page24.txt: [('nemetsraemparlamnursesimmemmnrwamarulmmumeasumn', ' ')]
LH19180401-V33-04-page27.txt: [('INIIIIIIIIIII', ' ')]
LH19180501-V33-05-page25.txt: [('rttmmnamovenneranammexasoommeort', ' ')]
LH19180601-V33-06-page4.txt: [('ummilisollinumingiiiiiiiiiiiiiiiiii', ' '), ('iiiiileitipiiiiiiiii', ' '), ('Illluulllullululuullulllluuuullullullulllluullllllluuuuullulluullr', ' ')]
LH19180701-V33-07-page12.txt: [('IIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIiIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIII', ' '), ('llllllllllllllllillllllllllllllllllll', ' ')]
LH19180701-V33-07-page32.txt: [('mrmonitLnalummoimtr.rritrammomnitrirrmmIlmmornmnrinumunirin', ' '), ('MOIMMMmomMilmmMM', ' '), ('MMiiMrImmMWMWMMMIPIMMiiiimm', ' '), ('PMWMmmmMW.MMOKMMmM.M', ' ')]
LH19180701-V33-07-page36.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19180801-V33-08-page21.txt: [('IMIIMMIIIMMINIIMpaionsolCIIMOMMIONners', ' '), ('IMIIMMIIIMMINIIMpaionsolCIIMOMMIONners', ' ')]
LH19180901-V33-09-page23.txt: [('....mmomm..fnmomummonmmmumemnrminniummemmenmommEnnannnuetwrommirammnomammoum.....', ' ')]
LH19181001-V33-10-page2.txt: [('Vmmumiummumunummuquiumnimmumnuouffimmionlh.', ' '), ('ummimmiummomm', ' '), ('imummummouniummunnumumunummffinuflummmommuummumummmiummummiwinumium', ' ')]
LH19181001-V33-10-page30.txt: [('tuiolomialwrilmmoriir.ruminIcianiriianiiingmmiliOnirmi', ' '), ('.ii.cniumillalitiiimininiminiammuti.mumniiniannionniononusi', ' ')]
LH19181001-V33-10-page33.txt: [('IIIIIIIIMMOMMIMIIMMIMIMMUMMHIMMIM', ' '), ('IIIIIIIIMMOMMIMIIMMIMIMMUMMHIMMIM', ' ')]
LH19181001-V33-10-page4.txt: [('lllllllllllllll', ' '), ('llllllllllllll', ' '), ('llllllllllllllllllllllllllllllllll', ' ')]
LH19181001-V33-10-page7.txt: [('AMMEMMENUMMEMEMMMEMMMMUMMEMMEMEMMMIUMMEMMMUM', ' ')]
LH19181101-V33-11-page18.txt: [('IIIMMMIIIRMIMIIR', ' ')]
LH19181101-V33-11-page2.txt: [('IIIIIIIIIIIIIIII', ' ')]
LH19181201-V33-12-page22.txt: [('EIMIMIRTIMMIORCIIIMIIORMI.ITINIIIMMIMSIM', ' ')]
LH19190101-V34-01-page11.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIINIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIINIIIIIIIIIIIIIIIIIIIIIIIIIIIIIINIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19190101-V34-01-page12.txt: [('.lemort.woratwammoormarsommommtnixontwx.nemosmamtunniumminmeammucrwirimirmaninommonammon', ' '), ('ualipylimplillintilliEllialitill.altliiilifivillintillic', ' ')]
LH19190101-V34-01-page15.txt: [('IMITITIMMTIIIIIIIIIIII', ' ')]
LH19190101-V34-01-page2.txt: [('ammouniummoutiminmoymffimmiummunommpimm', ' '), ('IIIIIIIIIIIIIIIIIIMinIIIIIIIIIIIIIIIIIIII', ' ')]
LH19190101-V34-01-page8.txt: [('llllllllllllllllllllllllllllllllllllIMMIIIIIMIMMIMM', ' '), ('IMMIHMIIIIIMMIMMinllllllllllllEmit', ' '), ('llllllllllllllllllllllllllllllllllllIMMIIIIIMIMMIMM', ' '), ('IMMIHMIIIIIMMIMMinllllllllllllEmit', ' ')]
LH19190101-V34-01-page9.txt: [('ifilmilinimiimiimmimmiiimmmilmimmitim', ' '), ('ifilmilinimiimiimmimmiiimmmilmimmitim', ' ')]
LH19190201-V34-02-page18.txt: [('MMIMMMIMUI.MMIIMMOMMI', ' ')]
LH19190201-V34-02-page28.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIL', ' ')]
LH19190301-V34-03-page11.txt: [('atinimittommitimimimummtimmintmomin', ' ')]
LH19190301-V34-03-page16.txt: [('tilirimarililliimalliplimmilliirnIMIIMP.', ' '), ('tilirimarililliimalliplimmilliirnIMIIMP.', ' ')]
LH19190401-V34-04-page16.txt: [('trIIIIIIIIIIIIII', ' ')]
LH19190401-V34-04-page2.txt: [('mitumummmummumffinimmumn', ' '), ('immummunimimmim', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19190501-V34-05-page10.txt: [('itimotamoomomillailliallellalliallM', ' ')]
LH19190501-V34-05-page11.txt: [('IIIIIIiiiiIIIIIIIIIIiiitililt', ' ')]
LH19190501-V34-05-page13.txt: [('itillifill.Mimifilifittliiiiiiiiitiiimill', ' '), ('itillifill.Mimifilifittliiiiiiiiitiiimill', ' ')]
LH19190501-V34-05-page14.txt: [('iiiiiiiiiiiiiiii', ' '), ('llllllllllllllll', ' ')]
LH19190501-V34-05-page15.txt: [('SuomosommonommoumonsounommommonummoommoomsolilinMoonsousmosossmisoominomounmollalon', ' '), ('imunOURUHOMIHHOHHUHUOIHUMMOUHMOHIMMUHHOURRHUHUMMURIMUMMUNIIIMOUUUNIMIUMMUMBHUMOUHIMHOHHUHHHHUMBHOODRUMWHIMUNHIIHROHNHURHIMM', ' ')]
LH19190501-V34-05-page17.txt: [('aftlitillIMIIIIIIMIIIIIIIMMIMMIIMMIIM', ' '), ('IIIIIIIIIiiilliiillilimmilimmillimmimmill', ' '), ('aftlitillIMIIIIIIMIIIIIIIMMIMMIIMMIIM', ' '), ('IIIIIIIIIiiilliiillilimmilimmillimmimmill', ' '), ('Mtillaniallantlallitillniummi', ' '), ('IIIIIIIIIiiilliiillilimmilimmillimmimmill', ' ')]
LH19190501-V34-05-page18.txt: [('nomm.gmmnownimunnvouninniganinnnoulusiontrumnnummonenvlani..anuonomourninurinuommInv..wilinimnin.m...riu..ainnIrmniclimummommmtn.nminialimmilaiumnom.lumurrntrminionrminrouvalkoon.n.orwn.......ma', ' ')]
LH19190501-V34-05-page28.txt: [('aummimmitimunimmi', ' '), ('immitimmnimmulimmiimumummmummonmumminommummummummutimmummumminimininmmtiwilimiimilir', ' ')]
LH19190601-V34-06-page2.txt: [('IIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIL', ' ')]
LH19190601-V34-06-page30.txt: [('Imrcouwastimesagammealeemmenmantharniummomarmoramoo"oommommeagamosa.', ' '), ('irnalegrEmnitunnummennumaummnniannuumuennunummanouncom', ' '), ('mumelarunummoummemommvemanommumustumanammonosmento', ' ')]
LH19190701-V34-07-page26.txt: [('aaaa.aaanaaa..aaaaa.', ' ')]
LH19190701-V34-07-page36.txt: [('IMIIIIIIIIIIIIIIIIIIIMIIIIIIIIIIIIM', ' ')]
LH19190801-V34-08-page2.txt: [('IMMIIMMINIIIIMMIIIIIIM', ' '), ('rniiiiiiiiiiMIMMOM', ' '), ('IMMIIMMINIIIIMMIIIIIIM', ' '), ('MIIIIIIIIIIIIIIIIIIIIIIH', ' ')]
LH19190801-V34-08-page25.txt: [('LLIMIIIIIIQUIMIJINIIIIIM', ' ')]
LH19190801-V34-08-page32.txt: [('NRINARIIINIISIMNINISMINIINNONEMNLI', ' '), ('MOIIIIIIIIIIIMMIIMI', ' ')]
LH19190801-V34-08-page5.txt: [('IIIIITYPIIIIIIMIMIIITITIn', ' ')]
LH19190901-V34-09-page10.txt: [('illitimilimillimillimm...IIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('illitimilimillimillimm...IIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19190901-V34-09-page36.txt: [('IIIIIIIIiiiiiiiiiililiiiiiiiiiiiiiiiiiiiiiiiimnimminimmiummimmilimmimmiiiiiiiiiiiiiiiiiiimiiiiiiiiimmiiiiiiIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIII', ' '), ('niiiiiiiiiiinfilliiiiiiiiiiiill', ' '), ('IIIIIIIIiiiiiiiiiililiiiiiiiiiiiiiiiiiiiiiiiimnimminimmiummimmilimmimmiiiiiiiiiiiiiiiiiiimiiiiiiiiimmiiiiiiIIIIIIII', ' ')]
LH19191001-V34-10-page20.txt: [('tiiiiiiiiiiiiiiiiiiiiiiimitimilliiiiilimmillilii', ' '), ('imilliiiiiiiiiimillimmilimmui', ' ')]
LH19191001-V34-10-page28.txt: [('EIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('MIIIIMIMINIIIHIMIMIIIIIIIIIIWIMMIll', ' ')]
LH19191001-V34-10-page8.txt: [('IIIIIIIIIIIIIIIIII', ' '), ('illiiiiiiiiiiiiiiiiii', ' ')]
LH19191001-V34-10-page9.txt: [('IIIItIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19191101-V34-11-page16.txt: [('IIIIIIIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19191101-V34-11-page2.txt: [('amuummumiumummimminmumiummilimilomuminini', ' ')]
LH19191101-V34-11-page7.txt: [('umuuununnmmmmnumunummmmuuuumimmmumumuumuuumumuuuumimuuumuuuuummmuummmmummmmmnmmuuumumimuumuumuumimummmumuuumnmmumumuuumii', ' '), ('Milmilimmounumiiiiiiimmilionnuolimmumonimmuumminnoniumminnummiollumunthionommiliiiiiiinniumoniummininiummummummuniiiiiii', ' '), ('Milmilimmounumiiiiiiimmilionnuolimmumonimmuumminnoniumminnummiollumunthionommiliiiiiiinniumoniummininiummummummuniiiiiii', ' ')]
LH19191201-V34-12-page16.txt: [('lgollinillionigtougguggiNgollommocouggENtimuggingiumgouNgllimmollogigollimingtontoontunittan', ' '), ('lgollinillionigtougguggiNgollommocouggENtimuggingiumgouNgllimmollogigollimingtontoontunittan', ' ')]
LH19191201-V34-12-page28.txt: [('iminimiiimiunimimmintinimminumummumummumminimmoviiimmummuniumunimilmom', ' '), ('HIIMIIIIIIIMIMMIllimillliMulimmiiiiiiliiiiiiiiiiiiiiiimiiisiloinl.', ' '), ('IMIIIIIIisassiiiisiiiiiiiiiisiiiiiiiiiiiiiill', ' '), ('Iiimiminssiiiiiiiiiiii', ' ')]
LH19191201-V34-12-page7.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('INNITIIIINIIIIIIIIIIIMUM', ' '), ('MIIIIIMIMIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIN', ' ')]
LH19200101-V35-01-page10.txt: [('lolllullululullulullllmllllllullllllllullluullluoulllllullllulullllulllllllulululllulllulllllllllllllullllulllululllullullullullluluululuullllullllllllll', ' ')]
LH19200101-V35-01-page2.txt: [('HIIIIIIMMIIIII', ' ')]
LH19200201-V35-02-page26.txt: [('iiiiiiiimmiimiiimuuuuuuummimumummmiiimmuumimimmmimmiiiiiiiiiiiiimmimiimumumiiiiiiimiimmimiimmiimimimmiiiiiiimuumumiaumuummiiimmuuumiiiiiiiiiiimumiiimmmmuumiiuuuumumimu', ' '), ('iiiiiiiimmiimiiimuuuuuuummimumummmiiimmuumimimmmimmiiiiiiiiiiiiimmimiimumumiiiiiiimiimmimiimmiimimimmiiiiiiimuumumiaumuummiiimmuuumiiiiiiiiiiimumiiimmmmuumiiuuuumumimu', ' ')]
LH19200201-V35-02-page32.txt: [('NennumommoonnoNuounionsommummineommuNNNNIR', ' ')]
LH19200201-V35-02-page34.txt: [('mulninuanionomummummilomnimummummmiliiiiiiiiimmoo', ' '), ('iniimiliniiiimilliiiimillanninMilln', ' '), ('iniimiliniiiimilliiiimillanninMilln', ' ')]
LH19200201-V35-02-page5.txt: [('......illilillililiiiilliiliiiiii.i.i.milii.i', ' '), ('......illilillililiiiilliiliiiiii.i.i.milii.i', ' ')]
LH19200301-V35-03-page2.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIM', ' ')]
LH19200301-V35-03-page29.txt: [('tillIteritleriiiniiiiiimmilitiomsiiiiiiiiiiiiiiillm', ' ')]
LH19200301-V35-03-page5.txt: [('Rueloomummirlimmimummtimmilmmilimmilmirmummommummtitimimmummtermirimmimintsmomommiiiiiitiiimmilmmummilmo', ' '), ('mmittomommomiummuntm', ' '), ('Futtommumnommimmommemplummumlimminimomommommillimilimiiimmumittummommummintammimmimminummimmmoillommoinsmamnimitninummitimmitimmumoimimmoimmimmimoin', ' '), ('Rueloomummirlimmimummtimmilmmilimmilmirmummommummtitimimmummtermirimmimintsmomommiiiiiitiiimmilmmummilmo', ' '), ('lllllllllllllllll', ' ')]
LH19200401-V35-04-page15.txt: [('filillillllllllll', ' '), ('lllllllllllIlli', ' ')]
LH19200401-V35-04-page17.txt: [('iiillimmummemimmintimi.m.m.', ' '), ('AlliiiiiIiiiIiiiilligiiiilliiiiiiiiii', ' '), ('AlliiiiiIiiiIiiiilligiiiilliiiiiiiiii', ' ')]
LH19200401-V35-04-page30.txt: [('iiiiiiiiiiiiii', ' '), ('iiiiiiiiiiiii', ' ')]
LH19200401-V35-04-page5.txt: [('IIIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIII', ' '), ('IIIIILIIIIIII', ' ')]
LH19200401-V35-04-page7.txt: [('filliiiiniillummimitiommummg', ' '), ('mmilmilmilimilmitommillmilommoommiiiitonomiiiiii', ' '), ('Potimimitillimminmommilmotimilimiimmilmoommillomirmi', ' '), ('imisoitimmounummilmmommooloriinnutimummonmemmi', ' '), ('inioniiimmiiimiumiimmummimmiliemeemiiiiimi.nnimnlloillimlimillimilimiltiliseliumilliiiiiiiiiiiiirmillilliiirtimmitiiiictimummultitio', ' '), ('fornimmiiiirmmtliiiiiiimitilltillitimit', ' '), ('mmilmilmilimilmitommillmilommoommiiiitonomiiiiii', ' '), ('..lieiiimiiiiiiiiiiiiimmiiiiiimon', ' '), ('inioniiimmiiimiumiimmummimmiliemeemiiiiimi.nnimnlloillimlimillimilimiltiliseliumilliiiiiiiiiiiiirmillilliiirtimmitiiiictimummultitio', ' '), ('inioniiimmiiimiumiimmummimmiliemeemiiiiimi.nnimnlloillimlimillimilimiltiliseliumilliiiiiiiiiiiiirmillilliiirtimmitiiiictimummultitio', ' ')]
LH19200501-V35-05-page10.txt: [('IIIIIIIIIIIll', ' ')]
LH19200501-V35-05-page11.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('lllllllllllllugoonmoutue', ' ')]
LH19200501-V35-05-page13.txt: [('IIIIIIIIIIIII', ' '), ('IIIIIIIIIIIIIIIIIIISIIIIIIIII', ' '), ('SIIIIIWIIIIIIIII', ' '), ('llllllllllllll', ' ')]
LH19200501-V35-05-page14.txt: [('nenneenummtnunnunmouPPPPPnoinnimmumittimmol', ' '), ('lommuntommomonniummulmormanun', ' '), ('ry...............lillIMlllllluunatimlllllW', ' ')]
LH19200501-V35-05-page17.txt: [('tulimmiltillimmeeinnummum', ' '), ('iiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiii', ' ')]
LH19200501-V35-05-page26.txt: [('MIMMUUNUMMIHRHOMM.', ' '), ('llllllllllllll', ' ')]
LH19200501-V35-05-page32.txt: [('ii.FrIIIIMMUMMVIIRVIMnillIDIAIIIIIIIM', ' ')]
LH19200501-V35-05-page5.txt: [('InmmuommumommmmtomilrnimnamotmlountounteinflovotniimmoomielminnuenemmilmenninmonmanoinniamtimmemmimmttmntmimmnolitnmnummIntrinmnnrumrmtniumentnmertIrmtmnmnitg', ' '), ('RMIIIIIIIMMIIIIIIIIIIIIIII', ' ')]
LH19200601-V35-06-page10.txt: [('IVZIMIliiiilliiIIIIIIiiiiiIIIIMIllillilliiiiiiiiIiIIIIIIini', ' '), ('IVZIMIliiiilliiIIIIIIiiiiiIIIIMIllillilliiiiiiiiIiIIIIIIini', ' ')]
LH19200601-V35-06-page13.txt: [('illzunvlvinumonsmmummurnmulummummummunmuningimrrammumnivatlimmenturg', ' ')]
LH19200601-V35-06-page15.txt: [('llimmouniumumummuuntsmoluntuonounnumm', ' '), ('gunuouummunctummunnummunummutumonmui', ' ')]
LH19200601-V35-06-page26.txt: [('IIIIIIIIIIIIIIIIIIINIIIIInpilillurivim', ' ')]
LH19200601-V35-06-page28.txt: [('MIIIIIIIIIIII', ' ')]
LH19200601-V35-06-page29.txt: [('iiiiiiiiiiiiiiiiii', ' '), ('IiiiiiiiiiiiiiI', ' ')]
LH19200601-V35-06-page30.txt: [('IIIIIIIIIICIIIIIIIIIII', ' ')]
LH19200601-V35-06-page32.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' ')]
LH19200601-V35-06-page7.txt: [('omiounumommuomononloteenentemeneenomonomentemmoutoomilimemmeimumeemmoommommemoomeimomommoniumootiotioommoe', ' '), ("VAZZIEVAIVAMEglilnIll'i'lltINEMIVINIVAVAVAVINVIIIONIIIIZIMINVAMMICIVANUCZIMMIZZAVAVANNVIInI", ' ')]
LH19200701-V35-07-page11.txt: [('tiliiiiiiiiiiiiiii', ' ')]
LH19200701-V35-07-page13.txt: [('MitilliilliliiiiiiiiiiimiliiiiiminitiliimmilimmuilmaliiiiiiimmmonimitommilisminN', ' '), ('imemnimiimmiimilliiMMui', ' '), ('MitilliilliliiiiiiiiiiimiliiiiiminitiliimmilimmuilmaliiiiiiimmmonimitommilisminN', ' ')]
LH19200701-V35-07-page14.txt: [('iussuissimiiiimininnomonomlimmffininommlimifinfimmilmmuimmisimmisffissmiumslimasimniumminimimmummiummiiiiimiiiiimmiiitsiiimunimmi', ' '), ('iussuissimiiiimininnomonomlimmffininommlimifinfimmilmmuimmisimmisffissmiumslimasimniumminimimmummiummiiiiimiiiiimmiiitsiiimunimmi', ' ')]
LH19200701-V35-07-page15.txt: [('liliiiiiiiiiiiiiMiliiiiiiiiii', ' '), ('iiiiiiiiiiiiiiiiiiiin', ' ')]
LH19200701-V35-07-page20.txt: [('uuunununnuuununnnnnnuunnnnnnuunnmmunnmumununmmiminttlininommtiemmominimiimuntinutmmummmuntiniummeniniiiitliM', ' '), ('Imilimumitilimmintrumminumitilmilittimumilmmitimultisimmtnimmiliiiiitisimitimmturmniffinummommiciummummititimmmummmum', ' ')]
LH19200701-V35-07-page32.txt: [('HIIIIIMMINWIIIMMIIIIIIIIIM', ' ')]
LH19200701-V35-07-page33.txt: [('NEiiiimmissumsmssailimommunsusffilimilmmimumismissmunssasimassuommssmusuissimmusismistmaimmuissmsssmissimmmiummitinniimM', ' ')]
LH19200701-V35-07-page7.txt: [('moil.itiiiiiiiniiitiiiillIttli', ' ')]
LH19200801-V35-08-page10.txt: [('imimmmilmmmillommmimmmmmmummmmmimmmilimilmimmimmiimiimillimmmm.....mimummommmmmmmummlim.m.mimmilm.milimm.', ' '), ('m.....mallimmmmoulimmimmimemmilimmoilimmimimummit.pommiloomommmimmimmlimmlommimmoimmmimmolimm.mumummulimmimmilmilin', ' ')]
LH19200801-V35-08-page13.txt: [('illitililiiiilliiiiiii', ' ')]
LH19200801-V35-08-page16.txt: [('illliilletiiiiiiillsi', ' '), ('eleeleeelleelleelelleelleele', ' '), ('eMelleMeMelleeelle', ' '), ('illliilletiiiiiiillsi', ' ')]
LH19200801-V35-08-page18.txt: [('IIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', ' '), ('iiiiiiiiiiiimulimiiiiiiiii', ' ')]
LH19200801-V35-08-page32.txt: [('iiiiiiiiiiiiiiiiimiiiiiiiimitimillimmimmiiiiiimmiimiiimillIMIMMIMMiiiiiiiiiimisimmimmiMMItiiii', ' '), ('iiiiiiiiiiiiiiiiimiiiiiiiimitimillimmimmiiiiiimmiimiiimillIMIMMIMMiiiiiiiiiimisimmimmiMMItiiii', ' ')]
LH19200801-V35-08-page34.txt: [('primpliimiiiiiitiimiimmilem', ' ')]
LH19200801-V35-08-page36.txt: [('miiiiiiliiiiiiiiiiii', ' ')]
LH19200801-V35-08-page6.txt: [('iiriniiiriilitlit', ' ')]
LH19200801-V35-08-page7.txt: [('einiinimiumniuminummunmitommiummiumil......mmunum', ' '), ('eoeeeitillilliiimmilliiiiiimn', ' '), ('iillimiittillitiiiiiiiiid', ' '), ('oorioollitirtiPloottlilititillioliliolleillioillitmli', ' '), ('eoeeeitillilliiimmilliiiiiimn', ' ')]
LH19200901-V35-09-page2.txt: [('...............mmiminummininninimmi..........', ' ')]
LH19201001-V35-10-page16.txt: [('iiiimiiiiiiiii', ' ')]
LH19201001-V35-10-page23.txt: [('IMIIIIIIIIIiiiI', ' '), ('iiiiiiiiiiiiiiii', ' '), ('iimiiiiiiiimitiiiiiF', ' ')]
LH19201001-V35-10-page25.txt: [('iiiiiolliiiiiii', ' ')]
LH19201001-V35-10-page29.txt: [('miimititmomm........iiiiiiii', ' '), ('Illlllllllllllllllllllllllllllln......', ' '), ('lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll', ' ')]
LH19201101-V35-11-page13.txt: [('Jliiiiiiiiiiittsilimummiumminimill', ' '), ('immumiiiiimiiiiii', ' ')]
LH19201101-V35-11-page21.txt: [('Iiiiiilpiiiipiii', ' ')]
LH19201101-V35-11-page24.txt: [('nirnunxmwnmmwuunniwnunummuunuuuuuummununmununnnurum', ' ')]
LH19201101-V35-11-page30.txt: [('moomifflomoomoffloomffloommoommoommoomooloommoffloommuomonnomuomoommoommoomoommommoloommoommoommmoomom', ' ')]
LH19201101-V35-11-page33.txt: [('tilsuoommwoommonlimittumnimilimmitiounimpluomminusomo.......', ' '), ('...momemisottimnimmollotolimmilmommimiumeitititoomemilinmillimmommummommunm........', ' '), ('milliiiiiiiiiii.iiiiliiii', ' ')]
LH19201101-V35-11-page8.txt: [('VIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIii', ' ')]
LH19201201-V35-12-page15.txt: [('IIIIIIIIIIIIIIIii', ' '), ('mitriiiiitiiiimtlii', ' '), ('iiiiiiiiiiiii', ' ')]
LH19201201-V35-12-page28.txt: [('Illllllllillllllllllllilllllllllli', ' ')]
LH19201201-V35-12-page5.txt: [('IIIIIIIIIIIIIIIIIIIIIIII', ' ')]
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/LH/correction8

Average verified rate: 0.9786625901421141

Average of error rates: 0.03288365334717177

Total token count: 4755685

In [39]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[39]:
[('d', 7837),
 ('m', 6610),
 ("'", 4656),
 ('e', 4127),
 ('n', 3029),
 ('t', 2697),
 ('r', 2272),
 ('w', 2137),
 ('g', 1778),
 ('f', 1760),
 ('q', 932),
 ('x', 822),
 ('co', 683),
 ('u', 635),
 ('k', 383),
 ('mt', 343),
 ('th', 257),
 ('mo', 255),
 ('ni', 254),
 ('pa', 242),
 ('z', 240),
 ('lb', 234),
 ('oz', 232),
 ('tv', 204),
 ('-', 170),
 ('va', 156),
 ('boulder-colorado', 136),
 ('ti', 126),
 ('io', 123),
 ('mm', 120),
 ('re', 112),
 ('li', 112),
 ('tion', 107),
 ('wm', 103),
 ('al', 103),
 ('si', 102),
 ('ri', 101),
 ('ft', 100),
 ('ph', 97),
 ('mi', 93),
 ('ky', 93),
 ('nauheim', 91),
 ('oo', 86),
 ('ga', 85),
 ('money-order', 79),
 ('es', 76),
 ('feeble-minded', 75),
 ('il', 73),
 ('tt', 72),
 ('id', 72)]

Correction 9 -- Separate Squashed Words

In [40]:
# %load shared_elements/separate_squashed_words.py
import pandas as pd
from math import log

prev = "correction8"
cycle = "correction9"

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()
LH19040901-V19-09-page2.txt: [('SANITARIUMSANITARIUM', 'SANITARIUM SANITARIUM')]
LH19050901-V20-09-page4.txt: [('advertisingsubmitted', 'advertising submitted')]
LH19061201-V21-12-page37.txt: [('formalinpermanganate', 'formalin permanganate')]
LH19070201-V22-02-page21.txt: [('turbulentdispositioned', 'turbulent disposition ed')]
LH19070501-V22-05-page11.txt: [('appetitesatisfying', 'appetite satisfying')]
LH19070501-V22-05-page4.txt: [('GUARANTEEadvertisement', 'GUARANTEE advertisement')]
LH19070601-V22-06-page20.txt: [('practicallysterile', 'practically sterile')]
LH19070901-V22-09-page4.txt: [('GUARANTEEadvertisement', 'GUARANTEE advertisement')]
LH19071001-V22-10-page7.txt: [('GUARANTEEadvertisement', 'GUARANTEE advertisement')]
LH19080101-V23-01-page52.txt: [('LocationBeautifully', 'Location Beautifully')]
LH19081001-V23-10-page48.txt: [('Recommendsformeverywhere', 'Recommend s form everywhere')]
LH19090301-V24-03-page62.txt: [('MENANDWOMENTELLOFWONDERFULSUCCESSequip', 'MEN AND WOMEN TELL OF WONDERFUL SUCCESS equip'), ('almostautomatically', 'almost automatically'), ('exclusiveterritory', 'exclusive territory'), ('ofphenomenalsuccess', 'of phenomenal success')]
LH19090501-V24-05-page58.txt: [('unsuspectingmother', 'unsuspecting mother')]
LH19090501-V24-05-page63.txt: [('SanatoriumSupplies', 'Sanatorium Supplies')]
LH19090501-V24-05-page64.txt: [('HundredsGettingRichthe', 'Hundreds Getting Rich the')]
LH19090701-V24-07-page62.txt: [('almostautomatically', 'almost automatically')]
LH19090801-V24-08-page62.txt: [('almostautomatically', 'almost automatically')]
LH19090901-V24-09-page32.txt: [('Heboltsasandwichandsomebeans', 'He bolts a sandwich and some beans'), ('Whileyoucanbatyoureye', 'While you can bat your eye')]
LH19091001-V24-10-page64.txt: [('almostautomatically', 'almost automatically')]
LH19091101-V24-11-page51.txt: [('neitherdoesunduecaution', 'neither does undue caution')]
LH19091201-V24-12-page62.txt: [('Experiencenotnecessary', 'Experience not necessary'), ('absolutelysincereand', 'absolutely sincere and')]
LH19100301-V25-03-page65.txt: [('niecelentrootsforCattle', 'niece lent roots for Cattle')]
LH19100401-V25-04-page55.txt: [('ADDEDTOYOURMENTALANDPHYSICALCAPACITY', 'ADDED TO YOUR MENTAL AND PHYSICAL CAPACITY')]
LH19100401-V25-04-page63.txt: [('DAYSFREETRIALWewillshipyoua', 'DAYS FREE TRIAL We will ship you a'), ('LOWFACTORYPRICESWe', 'LOW FACTORY PRICES We')]
LH19100701-V25-07-page2.txt: [('CookingOilispurerefined', 'Cooking Oil is pure refined')]
LH19100801-V25-08-page59.txt: [('Ittellsyouallaboutme', 'It tells you all about me')]
LH19100901-V25-09-page42.txt: [('MAPOFTHEUNITEDSTATES', 'MAP OF THE UNITED STATES')]
LH19101001-V25-10-page2.txt: [('CookingOilispurerefined', 'Cooking Oil is pure refined')]
LH19101201-V25-12-page3.txt: [('noleatherinitsconstruction', 'no leather in its construction')]
LH19101201-V25-12-page34.txt: [('autointoxicarapidly', 'auto in toxic a rapidly')]
LH19110201-V26-02-page51.txt: [('physicianphilosopher', 'physician philosopher')]
LH19110201-V26-02-page58.txt: [('medicosociological', 'medic o sociological')]
LH19110201-V26-02-page63.txt: [('acenttowriteapostaland', 'a cent to write a postal and')]
LH19110201-V26-02-page67.txt: [('Practicallyfireproof', 'Practically fireproof'), ('equipmenthroughout', 'equip men throughout')]
LH19110301-V26-03-page66.txt: [('MENTIONPUBLICATION', 'MENTION PUBLICATION')]
LH19110301-V26-03-page69.txt: [('shortenedorweaklimb', 'shortened or weak limb')]
LH19110501-V26-05-page61.txt: [('offenmicroscopical', 'off en microscopical')]
LH19110601-V26-06-page59.txt: [('shortenedorweaklimb', 'shortened or weak limb')]
LH19110901-V26-09-page55.txt: [('overconscientiousness', 'over conscientious ness')]
LH19110901-V26-09-page64.txt: [('XXXXXXXXXXXXXXXXXXXXXX', 'XXX XXX XXX XX XX XXX XXX XXX'), ('XXXXXXXXXXXXXXXXXXXXX', 'XXX XXX XXX XXX XXX XXX XXX'), ('XXXXXXXXXXXXXXXXXXXXXX', 'XXX XXX XXX XX XX XXX XXX XXX')]
LH19120101-V27-01-page10.txt: [('Nevercondoningwrong', 'Never con don ing wrong')]
LH19120301-V27-03-page2.txt: [('everythirstrequest', 'every thirst request')]
LH19120301-V27-03-page6.txt: [('consultingarchitect', 'consulting architect')]
LH19120601-V27-06-page60.txt: [('THEPROTESTANTMAGAZINE', 'THE PROTESTANT MAGAZINE')]
LH19120601-V27-06-page61.txt: [('THEPUREGLUTENFOODCO', 'THE PURE GLUTEN FOOD C O')]
LH19120601-V27-06-page9.txt: [('highestscholarship', 'highest scholarship')]
LH19120701-V27-07-page30.txt: [('nutisbecomingverypopular', 'nut is becoming very popular')]
LH19120801-V27-08-page4.txt: [('NewYorkTractSociety', 'New York Tract Society')]
LH19120901-V27-09-page3.txt: [('TherapeuticTreatments', 'Therapeutic Treatments')]
LH19121001-V27-10-page3.txt: [('Homelikeaccommodations', 'Homelike accommodations')]
LH19121201-V27-12-page26.txt: [('whileironandphosphorus', 'while iron and phosphorus')]
LH19130301-V28-03-page2.txt: [('estedinstudyingpresent', 'est ed in studying present')]
LH19130601-V28-06-page34.txt: [('Prescriptionspresident', 'Prescriptions president')]
LH19130901-V28-09-page4.txt: [('LouisianaTractSociety', 'Louisiana Tract Society')]
LH19140401-V29-04-page11.txt: [('Departmenteducational', 'Department educational')]
LH19140601-V29-06-page4.txt: [('Everysamplecopyisaninvitationtosubscribe', 'Every sample copy is an invitation to subscribe'), ('receivingthismagazineregularly', 'receiving this magazine regularly')]
LH19140701-V29-07-page21.txt: [('MENIMIRIIIIIIMUMMIN', 'MEN IM IR III III MUM MIN')]
LH19140701-V29-07-page32.txt: [('IIItiliiirillniraniNinlIPH', 'III til iii rill n i r a n i N i n l I P H'), ('YEARCOMPMEDionaDAILYTEMPERATUREAT', 'YEAR COMP MED ion a DAILY TEMPERATURE AT')]
LH19140901-V29-09-page48.txt: [('calinformationonthe', 'cal information on the'), ('booksforthehomeonthemarket', 'books for the home on the market')]
LH19150101-V30-01-page21.txt: [('oversolicitousness', 'over solicitous ness')]
LH19150101-V30-01-page4.txt: [('invitationtosubscribe', 'invitation to subscribe'), ('youarereceivingthismagazineregularly', 'you are receiving this magazine regularly')]
LH19150201-V30-02-page43.txt: [('rationalspeculation', 'rational speculation')]
LH19150201-V30-02-page49.txt: [('Religiousconviction', 'Religious conviction')]
LH19150301-V30-03-page3.txt: [('NewYorkTractSociety', 'New York Tract Society'), ('InternationalTractSociety', 'International Tract Society')]
LH19160301-V31-03-page43.txt: [('drugsdoverylittlegoodin', 'drugs do very little good in')]
LH19160301-V31-03-page47.txt: [('offeredpardontoasmanyprisonersaswould', 'offered pardon to as many prisoners as would')]
LH19160501-V31-05-page50.txt: [('catalogshowingourcompletelineof', 'catalog showing our complete line of')]
LH19160701-V31-07-page13.txt: [('substantiallooking', 'substantial looking')]
LH19161201-V31-12-page22.txt: [('replacewhathasboiledaway', 'replace what has boiled away'), ('andformtheuoghinto', 'and form the u o g h i n t o')]
LH19170301-V32-03-page30.txt: [('bromideprescribing', 'bromide prescribing')]
LH19170401-V32-04-page6.txt: [('sleepingapartments', 'sleeping apartments')]
LH19170501-V32-05-page6.txt: [('milliiiiilliiiiimini', 'mill iii i ill iii ii min i')]
LH19180501-V33-05-page25.txt: [('onemeetmemoraromnr', 'one meet mem or a rom n r')]
LH19180901-V33-09-page36.txt: [('Witactriaridrigitrearf', 'Wit act ria rid rig it rear f')]
LH19181001-V33-10-page12.txt: [('selfadministration', 'self administration')]
LH19181001-V33-10-page27.txt: [('meatonlyafewtimesayear', 'meat only a few times a year')]
LH19181001-V33-10-page29.txt: [('pellagrapreventing', 'pellagra preventing')]
LH19190201-V34-02-page9.txt: [('oftenarefarfromliving', 'often are far from living')]
LH19191201-V34-12-page9.txt: [('uncompensatedheart', 'uncompensated heart')]
LH19200101-V35-01-page9.txt: [('temperaturerecording', 'temperature recording')]
In [41]:
# %load shared_elements/summary.py
summary = reports.overview_report(directories['cycle'], spelling_dictionary, title)
Directory: /Users/jeriwieringa/Dissertation/text/text/2017-01-31-corpus-with-utf8-split-into-titles-cleaning/LH/correction9

Average verified rate: 0.9786814191445233

Average of error rates: 0.03284172288531396

Total token count: 4755992

In [42]:
# %load shared_elements/top_errors.py
errors_summary = reports.get_errors_summary( summary )
reports.top_errors( errors_summary, 10 )[:50]
Out[42]:
[('d', 7837),
 ('m', 6610),
 ("'", 4656),
 ('e', 4127),
 ('n', 3035),
 ('t', 2698),
 ('r', 2274),
 ('w', 2137),
 ('g', 1779),
 ('f', 1761),
 ('q', 932),
 ('x', 822),
 ('co', 683),
 ('u', 636),
 ('k', 383),
 ('mt', 343),
 ('th', 257),
 ('mo', 255),
 ('ni', 254),
 ('pa', 242),
 ('z', 240),
 ('lb', 234),
 ('oz', 232),
 ('tv', 204),
 ('-', 170),
 ('va', 156),
 ('boulder-colorado', 136),
 ('ti', 126),
 ('io', 123),
 ('mm', 120),
 ('re', 112),
 ('li', 112),
 ('tion', 107),
 ('wm', 103),
 ('al', 103),
 ('si', 102),
 ('ri', 101),
 ('ft', 100),
 ('ph', 97),
 ('mi', 93),
 ('ky', 93),
 ('nauheim', 91),
 ('oo', 86),
 ('ga', 85),
 ('money-order', 79),
 ('es', 76),
 ('feeble-minded', 75),
 ('il', 73),
 ('tt', 72),
 ('id', 72)]
In [ ]: