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: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19050501-V20-05-page34.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19050501-V20-05-page4.txt: [('-', ''), ('-', ''), ('ofutvsecrybeardvtherfteise-', 'ofutvsecrybeardvtherfteise')] LH19050501-V20-05-page5.txt: [('pos-', 'pos')] LH19050501-V20-05-page6.txt: [('en-', 'en')] LH19050501-V20-05-page9.txt: [('-', '')] LH19050601-V20-06-page10.txt: [('-Nieo-a', 'Nieo-a'), ('spiri-', 'spiri')] LH19050601-V20-06-page13.txt: [('-', '')] LH19050601-V20-06-page14.txt: [('vari-', 'vari')] LH19050601-V20-06-page22.txt: [('-', ''), ('-', '')] LH19050601-V20-06-page24.txt: [('-from', 'from')] LH19050601-V20-06-page25.txt: [('Ans.-', 'Ans.')] LH19050601-V20-06-page26.txt: [('char-', 'char')] LH19050601-V20-06-page28.txt: [('--', '-')] LH19050601-V20-06-page3.txt: [('Ari-', 'Ari'), 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LH19090601-V24-06-page64.txt: [('life-', 'life')] LH19090601-V24-06-page66.txt: [('molesta-', 'molesta'), ('APPEAR-', 'APPEAR')] LH19090601-V24-06-page67.txt: [('Electric-', 'Electric')] LH19090601-V24-06-page9.txt: [('-', ''), ('an-', 'an')] LH19090701-V24-07-page10.txt: [('benev-', 'benev'), ('em-', 'em')] LH19090701-V24-07-page13.txt: [('read-', 'read')] LH19090701-V24-07-page14.txt: [('-', ''), ('-', ''), ('sit-', 'sit')] LH19090701-V24-07-page16.txt: [('-.', '.'), ('A----', 'A---'), ('-', ''), ('-R.', 'R.'), ('-fr-', 'fr-'), ('-', ''), ('-.-', '.-'), ('-', ''), ('------', '-----'), ('---', '--'), ('-----..', '----..'), ('-', ''), ('-', ''), ('--', '-'), ('--', '-'), ('eg-', 'eg'), ('--', '-'), ('--', '-'), ('-.--', '.--'), ('-----------', '----------'), ('-', ''), ('-', ''), ('-f', 'f'), ('-', ''), ('FLAT-', 'FLAT'), ("'--", "'-"), ('-', '')] LH19090701-V24-07-page18.txt: [('-sick', 'sick'), ('NO-', 'NO')] LH19090701-V24-07-page19.txt: [('accumu-', 'accumu')] LH19090701-V24-07-page20.txt: [('dis-', 'dis')] LH19090701-V24-07-page22.txt: [('Ap-', 'Ap')] LH19090701-V24-07-page26.txt: [('Council-', 'Council')] LH19090701-V24-07-page3.txt: [('Electric-', 'Electric')] LH19090701-V24-07-page30.txt: [('--No.', '-No.'), ('liq-', 'liq')] LH19090701-V24-07-page34.txt: [('de-', 'de')] LH19090701-V24-07-page38.txt: [('-', '')] LH19090701-V24-07-page41.txt: [('--', '-'), ('accom-', 'accom')] LH19090701-V24-07-page42.txt: [('energy.--', 'energy.-'), ('-a', 'a')] LH19090701-V24-07-page44.txt: [('ren-', 'ren')] LH19090701-V24-07-page45.txt: [('compli-', 'compli')] LH19090701-V24-07-page49.txt: [('-vision.', 'vision.')] LH19090701-V24-07-page51.txt: [('ento-', 'ento')] LH19090701-V24-07-page52.txt: [('dan-', 'dan')] LH19090701-V24-07-page53.txt: [('im-', 'im')] LH19090701-V24-07-page57.txt: [('--As', '-As')] LH19090701-V24-07-page59.txt: [('-ounce', 'ounce'), ('-ounce', 'ounce'), ('-ounce', 'ounce'), ('-ounce', 'ounce')] LH19090701-V24-07-page6.txt: [('par-', 'par')] LH19090701-V24-07-page60.txt: [('-', '')] LH19090701-V24-07-page61.txt: [('-gins', 'gins')] LH19090701-V24-07-page62.txt: [('ilifor--', 'ilifor-'), ('-', ''), ('-', ''), ('-', ''), ('IfjW-', 'IfjW'), ('equip-', 'equip'), ('-..', '..'), ('wy-', 'wy'), ('INVESTI-', 'INVESTI'), ("l'h'.-", "l'h'.")] LH19090701-V24-07-page63.txt: [("-'", "'"), ('.-', '.'), ('-', ''), ('----', '---'), ('.-.-', '.-.')] LH19090701-V24-07-page64.txt: [('--.."-\'\'\'\'\'-\'""\'""', '-.."-\'\'\'\'\'-\'""\'""'), ('....-', '....'), ('de-', 'de'), ("'---", "'--"), ('CITY-', 'CITY'), ('-gallon', 'gallon'), ('-', ''), ('-', ''), ('-FOR', 'FOR')] LH19090701-V24-07-page68.txt: [('-', '')] LH19090701-V24-07-page7.txt: [('CONTENTS-i-', 'CONTENTS-i')] LH19090701-V24-07-page9.txt: [('sa-', 'sa')] LH19090801-V24-08-page10.txt: [('disin-', 'disin')] LH19090801-V24-08-page11.txt: [('--', '-')] LH19090801-V24-08-page16.txt: [('RE-', 'RE'), ('at-', 'at')] LH19090801-V24-08-page2.txt: [('Electric-', 'Electric')] LH19090801-V24-08-page22.txt: [('settle-', 'settle')] LH19090801-V24-08-page24.txt: [('mos-', 'mos'), ('un-', 'un')] LH19090801-V24-08-page25.txt: [('-', ''), ('in-', 'in')] LH19090801-V24-08-page28.txt: [('blood-', 'blood')] LH19090801-V24-08-page3.txt: [('--', '-'), ('--', '-'), ('-', '')] LH19090801-V24-08-page30.txt: [('Grape-', 'Grape')] LH19090801-V24-08-page31.txt: [('ele-', 'ele')] LH19090801-V24-08-page32.txt: [('Cane-', 'Cane'), ('Beet-', 'Beet')] LH19090801-V24-08-page33.txt: [('-', '')] LH19090801-V24-08-page34.txt: [('COR-', 'COR')] LH19090801-V24-08-page36.txt: [('-', '')] LH19090801-V24-08-page4.txt: [('-', '')] LH19090801-V24-08-page40.txt: [('un-', 'un')] LH19090801-V24-08-page52.txt: [('Cali-', 'Cali')] LH19090801-V24-08-page54.txt: [('-rliac', 'rliac')] LH19090801-V24-08-page56.txt: [('Cook-', 'Cook')] LH19090801-V24-08-page57.txt: [('-', ''), ('sig-', 'sig')] LH19090801-V24-08-page58.txt: [('-', '')] LH19090801-V24-08-page59.txt: [('Amer-', 'Amer'), ('-ounce', 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LH19140301-V29-03-page20.txt: [('moth-', 'moth'), ('re-', 're')] LH19140301-V29-03-page24.txt: [('scrupu-', 'scrupu')] LH19140301-V29-03-page25.txt: [('pos-', 'pos')] LH19140301-V29-03-page26.txt: [('un-', 'un')] LH19140301-V29-03-page29.txt: [('whole-', 'whole')] LH19140301-V29-03-page3.txt: [('-', ''), ('At-', 'At'), ('Twenty-', 'Twenty'), ('-', ''), ('-', ''), ('Eng-', 'Eng'), ('Luck-', 'Luck'), ('Alba-', 'Alba'), ('Bloom-', 'Bloom')] LH19140301-V29-03-page34.txt: [('-', ''), ('-', '')] LH19140301-V29-03-page38.txt: [('ob-', 'ob')] LH19140301-V29-03-page39.txt: [('-', ''), ('in-', 'in')] LH19140301-V29-03-page4.txt: [('-Z-', 'Z-'), ('rly-', 'rly')] LH19140301-V29-03-page40.txt: [('-', '')] LH19140301-V29-03-page44.txt: [('concern-', 'concern')] LH19140301-V29-03-page48.txt: [('-', ''), ('-B.', 'B.')] LH19140301-V29-03-page5.txt: [('-Movement', 'Movement'), ('ad-', 'ad')] LH19140301-V29-03-page50.txt: [('-', '')] LH19140301-V29-03-page52.txt: [('Concern-', 'Concern'), ('de-', 'de'), 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LH19140401-V29-04-page18.txt: [('-', '')] LH19140401-V29-04-page19.txt: [('summa-', 'summa'), ('-', '')] LH19140401-V29-04-page20.txt: [('attrac-', 'attrac')] LH19140401-V29-04-page22.txt: [('-a-week', 'a-week')] LH19140401-V29-04-page23.txt: [('dis-', 'dis'), ('-', '')] LH19140401-V29-04-page25.txt: [('-', ''), ('-', ''), ('Cali-', 'Cali')] LH19140401-V29-04-page3.txt: [('-', '')] LH19140401-V29-04-page38.txt: [('-', '')] LH19140401-V29-04-page4.txt: [('--', '-'), ('-', '')] LH19140401-V29-04-page43.txt: [('Cured.-', 'Cured.')] LH19140401-V29-04-page48.txt: [('Concern-', 'Concern'), ('Wood-', 'Wood'), ('Forty-', 'Forty'), ('El-', 'El'), ('-', ''), ('de-', 'de')] LH19140401-V29-04-page49.txt: [('-rat', 'rat')] LH19140401-V29-04-page5.txt: [('ad-', 'ad')] LH19140401-V29-04-page50.txt: [('-', ''), ('-', '')] LH19140401-V29-04-page51.txt: [('SANI-', 'SANI'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19140401-V29-04-page52.txt: [('.-', '.'), ('con-', 'con')] LH19140401-V29-04-page6.txt: [('-', '')] LH19140501-V29-05-page11.txt: [('mus-', 'mus')] LH19140501-V29-05-page15.txt: [('SCHOOL-', 'SCHOOL')] LH19140501-V29-05-page16.txt: [('-', ''), ('-', ''), ('Dres-', 'Dres'), ('nu-', 'nu'), ('-', '')] LH19140501-V29-05-page18.txt: [('reac-', 'reac')] LH19140501-V29-05-page20.txt: [('-', '')] LH19140501-V29-05-page21.txt: [('-L.-', 'L.-')] LH19140501-V29-05-page28.txt: [('--', '-')] LH19140501-V29-05-page29.txt: [('.-', '.')] LH19140501-V29-05-page3.txt: [('-', ''), ('.A-', '.A'), ('Red-', 'Red'), ('-', ''), ('-W', 'W'), ('i-', 'i'), ('-Arkansas', 'Arkansas'), ('Alba-', 'Alba'), ('Aven-', 'Aven'), ('Bloom-', 'Bloom')] LH19140501-V29-05-page30.txt: [('-', '')] LH19140501-V29-05-page31.txt: [('I-', 'I')] LH19140501-V29-05-page38.txt: [('-', ''), ('-', '')] LH19140501-V29-05-page4.txt: [('-', ''), ('-', ''), ('--', '-'), ('-', ''), ('--.', '-.'), ('-o', 'o'), ('-', ''), ('---', '--')] LH19140501-V29-05-page42.txt: [('Bobbs-', 'Bobbs')] LH19140501-V29-05-page44.txt: [('phy-', 'phy'), ('Panama-', 'Panama')] LH19140501-V29-05-page45.txt: [('-', '')] LH19140501-V29-05-page46.txt: [('-with', 'with'), ('-', ''), ('-', '')] LH19140501-V29-05-page48.txt: [('Wood-', 'Wood'), ('-', ''), ('Wood-', 'Wood'), ('-usefulness', 'usefulness'), ('-a-ndhappiness', 'a-ndhappiness'), ('-depends', 'depends'), ('-to', 'to'), ('HEALTH.-', 'HEALTH.')] LH19140501-V29-05-page49.txt: [('-', '')] LH19140501-V29-05-page5.txt: [('Resat-', 'Resat'), ('ad-', 'ad')] LH19140501-V29-05-page50.txt: [('-', '')] LH19140501-V29-05-page51.txt: [('Thera-', 'Thera'), ('atmos-', 'atmos'), ('SANI-', 'SANI'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19140501-V29-05-page6.txt: [('-', ''), ('.-', '.')] LH19140501-V29-05-page8.txt: [('A-', 'A'), ('-', ''), ('-', '')] LH19140501-V29-05-page9.txt: [('-', ''), ('-', ''), ('eas-', 'eas')] LH19140601-V29-06-page1.txt: [('-', '')] LH19140601-V29-06-page11.txt: [('---', '--'), ('-', ''), ('-', ''), ('-', 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[('de-', 'de'), ('-', '')] LH19140801-V29-08-page30.txt: [('en-', 'en')] LH19140801-V29-08-page31.txt: [('-', ''), ('-', ''), ('amend-', 'amend'), ('-', '')] LH19140801-V29-08-page33.txt: [('-', ''), ('--', '-')] LH19140801-V29-08-page35.txt: [('prohi-', 'prohi')] LH19140801-V29-08-page36.txt: [('disas-', 'disas')] LH19140801-V29-08-page40.txt: [('DRINK-', 'DRINK')] LH19140801-V29-08-page45.txt: [('-', '')] LH19140801-V29-08-page47.txt: [('REC-', 'REC'), ('Z-', 'Z'), ('illustra-', 'illustra'), ('leak-', 'leak'), ('pre-', 'pre'), ('writ-', 'writ'), ('antis-', 'antis'), ('Self-', 'Self'), ('-Filler.', 'Filler.'), ('Laugh-', 'Laugh'), ('dan-', 'dan')] LH19140801-V29-08-page48.txt: [('va-', 'va'), ('appre-', 'appre'), ('health-', 'health'), ('train-', 'train'), ('gen-', 'gen'), ('bind-', 'bind')] LH19140801-V29-08-page49.txt: [('-', ''), ('-', '')] LH19140801-V29-08-page50.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19140801-V29-08-page51.txt: [('SANI-', 'SANI')] LH19140801-V29-08-page6.txt: [('-WET', 'WET')] LH19140801-V29-08-page7.txt: [('ex-', 'ex'), ('jurisdic-', 'jurisdic')] LH19140901-V29-09-page1.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('--', '-')] LH19140901-V29-09-page10.txt: [('be-', 'be'), ('de-', 'de'), ('ad-', 'ad')] LH19140901-V29-09-page11.txt: [('Gen-', 'Gen')] LH19140901-V29-09-page13.txt: [('-', ''), ('over-', 'over')] LH19140901-V29-09-page14.txt: [('iron--', 'iron-'), ('droop-', 'droop'), ('-', '')] LH19140901-V29-09-page15.txt: [('lI-', 'lI'), ('habit-', 'habit')] LH19140901-V29-09-page19.txt: [('meth-', 'meth')] LH19140901-V29-09-page2.txt: [('-', '')] LH19140901-V29-09-page22.txt: [('-actual', 'actual'), ('de-', 'de')] LH19140901-V29-09-page23.txt: [('boil-', 'boil'), ('-', '')] LH19140901-V29-09-page25.txt: [('-', ''), ('-comparatively', 'comparatively'), ('reck-', 'reck')] LH19140901-V29-09-page26.txt: [('"-', '"'), ('.-', '.'), ('----', '---'), ('-e', 'e'), ('--', '-'), ('-', ''), ('------', '-----'), ('--', 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[('de-', 'de'), ('al-', 'al'), ('satis-', 'satis'), ('Self-', 'Self'), ('Laugh-', 'Laugh'), ('Laugh-', 'Laugh'), ('illustra-', 'illustra'), ('leak-', 'leak'), ('pre-', 'pre'), ('dan-', 'dan')] LH19140901-V29-09-page48.txt: [('mainte-', 'mainte'), ('train-', 'train'), ('fur-', 'fur'), ('anat-', 'anat'), ('gen-', 'gen'), ('pro-', 'pro'), ('emer-', 'emer'), ('Emer-', 'Emer'), ('scien-', 'scien'), ('bind-', 'bind'), ('pre-', 'pre'), ('va-', 'va'), ('intel-', 'intel'), ('dys-', 'dys'), ('appre-', 'appre')] LH19140901-V29-09-page49.txt: [('CATH-', 'CATH'), ('PA-', 'PA'), ('hierarchies.--', 'hierarchies.-'), ('-', ''), ('-', '')] LH19140901-V29-09-page5.txt: [('ad-', 'ad'), ('-', '')] LH19140901-V29-09-page50.txt: [('-', ''), ('-', ''), ('-', '')] LH19140901-V29-09-page51.txt: [('SANI-', 'SANI'), ('-', ''), ('-', ''), ('-', ''), ('-.', '.')] LH19140901-V29-09-page7.txt: [('--', '-'), ('cab-', 'cab'), ('subscrip-', 'subscrip'), ('-', '')] LH19140901-V29-09-page9.txt: [('spe-', 'spe')] 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LH19141201-V29-12-page37.txt: [('.-', '.')] LH19141201-V29-12-page39.txt: [('AD-', 'AD'), ('-cent', 'cent')] LH19141201-V29-12-page4.txt: [('Mad-', 'Mad'), ('-', '')] LH19141201-V29-12-page40.txt: [('-', '')] LH19141201-V29-12-page41.txt: [('pepto-', 'pepto'), ('-', '')] LH19141201-V29-12-page42.txt: [('-', ''), ('-', '')] LH19141201-V29-12-page46.txt: [('--------------------.', '-------------------.'), ('-', ''), ('.-', '.'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19141201-V29-12-page47.txt: [('-.', '.'), ('-', ''), ('-', ''), ('-', '')] LH19141201-V29-12-page48.txt: [('impor-', 'impor')] LH19141201-V29-12-page49.txt: [('-PEIZC.OPY', 'PEIZC.OPY'), ('Cre-', 'Cre'), ('-', '')] LH19141201-V29-12-page51.txt: [('SANI-', 'SANI')] LH19141201-V29-12-page54.txt: [('-', ''), ('Note.-', 'Note.')] LH19141201-V29-12-page55.txt: [('-', ''), ('SANI-', 'SANI'), ('-', ''), ('----DISEASE', '---DISEASE'), ('Endocardi-', 'Endocardi')] LH19141201-V29-12-page9.txt: [('phys-', 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LH19150301-V30-03-page47.txt: [('-', '')] LH19150301-V30-03-page48.txt: [('Self-', 'Self'), ('-', ''), ('-', ''), ('Laugh-', 'Laugh'), ('-', ''), ('L-', 'L')] LH19150301-V30-03-page49.txt: [('-TESTINCr', 'TESTINCr'), ('-', '')] LH19150301-V30-03-page5.txt: [('-der', 'der')] LH19150301-V30-03-page50.txt: [('MA-', 'MA'), ('-', '')] LH19150301-V30-03-page51.txt: [('SANI-', 'SANI'), ('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19150301-V30-03-page7.txt: [('-Ne', 'Ne'), ('-', ''), ('w"-', 'w"'), ('-A', 'A')] LH19150401-V30-04-page10.txt: [('de-', 'de')] LH19150401-V30-04-page11.txt: [('bever-', 'bever'), ('dis-', 'dis')] LH19150401-V30-04-page16.txt: [('in-', 'in')] LH19150401-V30-04-page19.txt: [('suscep-', 'suscep')] LH19150401-V30-04-page22.txt: [('-', '')] LH19150401-V30-04-page23.txt: [('in-', 'in'), ('proto-', 'proto')] LH19150401-V30-04-page24.txt: [('-pharmacy', 'pharmacy')] LH19150401-V30-04-page28.txt: [('symptom-', 'symptom')] LH19150401-V30-04-page3.txt: [('Trum-', 'Trum'), 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''), ("'-", "'"), ('-', ''), ('-.', '.'), ('rc-', 'rc'), ('-', ''), ('-', ''), ('-', ''), ('--', '-'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('--', '-'), ('-', ''), ('.-', '.'), ('.-', '.'), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('.-', '.'), ('-', '')] LH19191001-V34-10-page21.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19191001-V34-10-page27.txt: [('-', ''), ('-', '')] LH19191001-V34-10-page28.txt: [('-"', '"'), ('health-de-', 'health-de'), ('Ti-', 'Ti'), ('MAE-', 'MAE')] LH19191001-V34-10-page3.txt: [("VOL.'-", "VOL.'"), ('---', '--')] LH19191001-V34-10-page8.txt: [('enlarge-', 'enlarge')] LH19191101-V34-11-page10.txt: [('--the', '-the')] LH19191101-V34-11-page12.txt: [('inca-', 'inca'), ('El-', 'El')] LH19191101-V34-11-page13.txt: [('-', ''), ('med-', 'med')] LH19191101-V34-11-page16.txt: [('-at', 'at')] LH19191101-V34-11-page19.txt: [('el--', 'el-')] LH19191101-V34-11-page2.txt: [('-', ''), ('-', ''), ('-', '')] LH19191101-V34-11-page20.txt: [('tempera-', 'tempera')] LH19191101-V34-11-page24.txt: [('-', '')] LH19191101-V34-11-page26.txt: [('-', ''), ('-', '')] LH19191101-V34-11-page27.txt: [('-', ''), ('-', '')] LH19191101-V34-11-page32.txt: [('per-', 'per'), ('-', ''), ('INFLUI-', 'INFLUI')] LH19191101-V34-11-page33.txt: [('di-', 'di')] LH19191101-V34-11-page38.txt: [('be-', 'be')] LH19191101-V34-11-page44.txt: [('Pack.--', 'Pack.-'), ('-of', 'of')] LH19191101-V34-11-page9.txt: [('---', '--'), ('-the', 'the'), ('ac-', 'ac')] LH19191201-V34-12-page1.txt: [('-t', 't')] LH19191201-V34-12-page10.txt: [('-', '')] LH19191201-V34-12-page17.txt: [('-', ''), ('-', '')] LH19191201-V34-12-page2.txt: [('ik-AIX-', 'ik-AIX'), ('--', '-'), ('-', ''), ('-', ''), ("-'", "'"), ('-', ''), ('-', ''), ('-', ''), ('fawr"n--v-n-v-n-i----r-', 'fawr"n--v-n-v-n-i----r'), ('-', ''), ('-', '')] LH19191201-V34-12-page21.txt: [('-', ''), ('develop-', 'develop'), ('am-', 'am'), ("'ia-", "'ia")] LH19191201-V34-12-page23.txt: [('Treatment-', 'Treatment')] LH19191201-V34-12-page24.txt: [('I-', 'I'), ('NOR.-', 'NOR.'), ('-E', 'E'), ('Wood-', 'Wood'), ('Nutri-', 'Nutri'), ('Ger-', 'Ger'), ('Christian-', 'Christian'), ('De-', 'De')] LH19191201-V34-12-page25.txt: [('Con-', 'Con'), ('Overnu-', 'Overnu'), ('Vegeta-', 'Vegeta')] LH19191201-V34-12-page26.txt: [('By-', 'By'), ('Temper-', 'Temper'), ('-', ''), ('Ap-', 'Ap'), ('Ex-', 'Ex'), ('-', ''), ('"-', '"'), ('-', '')] LH19191201-V34-12-page27.txt: [('-', ''), ('-', '')] LH19191201-V34-12-page28.txt: [('...---------', '...--------'), ('-', ''), ('-...', '...'), ('.-', '.')] LH19191201-V34-12-page7.txt: [('joint.-', 'joint.')] LH19191201-V34-12-page8.txt: [('--', '-')] LH19200101-V35-01-page17.txt: [('disadvan-', 'disadvan')] LH19200101-V35-01-page2.txt: [('cow--', 'cow-'), ('wel-', 'wel')] LH19200101-V35-01-page27.txt: [('under-', 'under')] LH19200101-V35-01-page33.txt: [('NC-', 'NC'), ('-', '')] LH19200101-V35-01-page35.txt: [('-', ''), ('-', '')] LH19200101-V35-01-page36.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19200201-V35-02-page1.txt: [('WV-', 'WV'), ('C-', 'C')] LH19200201-V35-02-page11.txt: [('medi-', 'medi')] LH19200201-V35-02-page12.txt: [('-', ''), ('-', '')] LH19200201-V35-02-page15.txt: [('-sorrow', 'sorrow')] LH19200201-V35-02-page19.txt: [('at-', 'at')] LH19200201-V35-02-page2.txt: [('.-', '.'), ('-', ''), ('-.', '.'), ('-', ''), ('-', ''), ('-', ''), ('---', '--'), ('-', '')] LH19200201-V35-02-page25.txt: [('-', '')] LH19200201-V35-02-page26.txt: [('-', ''), ('-', '')] LH19200201-V35-02-page27.txt: [('epi-', 'epi'), ('steriliza-', 'steriliza')] LH19200201-V35-02-page28.txt: [('scar-', 'scar'), ('dis-', 'dis')] LH19200201-V35-02-page31.txt: [('-per-cent', 'per-cent'), ('-per-cent', 'per-cent'), ('so-', 'so'), ('recommend-', 'recommend')] LH19200201-V35-02-page35.txt: [('-', ''), ('-', '')] LH19200201-V35-02-page36.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('tt-', 'tt')] LH19200201-V35-02-page8.txt: [('-', '')] LH19200201-V35-02-page9.txt: [('-', '')] LH19200301-V35-03-page11.txt: [('nat-', 'nat')] LH19200301-V35-03-page15.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19200301-V35-03-page21.txt: [('mat-', 'mat')] LH19200301-V35-03-page22.txt: [('-ounce', 'ounce')] LH19200301-V35-03-page29.txt: [('-', '')] LH19200301-V35-03-page32.txt: [('Psycho-', 'Psycho')] LH19200301-V35-03-page33.txt: [('-', ''), ('-', '')] LH19200301-V35-03-page35.txt: [('-', ''), ('-', '')] LH19200301-V35-03-page36.txt: [('--', '-'), ('--.---', '-.---'), ('-', ''), ('-', ''), ('-', ''), ('N.-', 'N.'), ('-', ''), ('.-', '.')] LH19200301-V35-03-page8.txt: [('WI-', 'WI'), ('SEI-', 'SEI'), ('-', ''), ('can-', 'can')] LH19200401-V35-04-page11.txt: [('gener-', 'gener'), ('legisla-', 'legisla')] LH19200401-V35-04-page17.txt: [('-per-cent', 'per-cent')] LH19200401-V35-04-page2.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19200401-V35-04-page21.txt: [('recom-', 'recom'), ('contain-', 'contain')] LH19200401-V35-04-page24.txt: [('-', '')] LH19200401-V35-04-page26.txt: [('com-', 'com')] LH19200401-V35-04-page27.txt: [('-community', 'community')] LH19200401-V35-04-page29.txt: [('prop-', 'prop'), ('Aver-', 'Aver')] LH19200401-V35-04-page3.txt: [('-', '')] LH19200401-V35-04-page30.txt: [('-per-cent', 'per-cent')] LH19200401-V35-04-page31.txt: [('-to-', 'to-')] LH19200401-V35-04-page33.txt: [('-', '')] LH19200401-V35-04-page34.txt: [('-', '')] LH19200401-V35-04-page35.txt: [('-', '')] LH19200401-V35-04-page5.txt: [('-', '')] LH19200501-V35-05-page10.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('--', '-'), ("'ME-", "'ME"), ('----', '---'), ('...--', '...-'), ('--', '-'), ('-.', '.'), ('..-', '..'), ('-', ''), ('-', '')] LH19200501-V35-05-page18.txt: [('"\'"-', '"\'"'), ('ris-', 'ris'), ('ac-', 'ac')] LH19200501-V35-05-page2.txt: [('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19200501-V35-05-page24.txt: [('as-', 'as')] LH19200501-V35-05-page26.txt: [('-', ''), ('respira-', 'respira')] LH19200501-V35-05-page27.txt: [('re-', 're'), ('Pock-', 'Pock'), ('in-', 'in')] LH19200501-V35-05-page28.txt: [('apparent-', 'apparent')] LH19200501-V35-05-page29.txt: [('-She', 'She')] LH19200501-V35-05-page32.txt: [('--', '-'), ('-', '')] LH19200501-V35-05-page34.txt: [('-', '')] LH19200501-V35-05-page35.txt: [('-', ''), ('-', '')] LH19200501-V35-05-page8.txt: [('-', '')] LH19200601-V35-06-page10.txt: [('-per-cent', 'per-cent'), ('-per-cent', 'per-cent')] LH19200601-V35-06-page11.txt: [('-per-cent', 'per-cent'), ('-percent', 'percent'), ('-per-cent', 'per-cent')] LH19200601-V35-06-page12.txt: [('-in', 'in')] LH19200601-V35-06-page16.txt: [('be-', 'be'), ('-by', 'by'), ('ex-', 'ex')] LH19200601-V35-06-page17.txt: [('eo-', 'eo'), ('-A', 'A')] LH19200601-V35-06-page2.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19200601-V35-06-page24.txt: [('rem-', 'rem')] LH19200601-V35-06-page30.txt: [('Wood-', 'Wood')] LH19200601-V35-06-page32.txt: [('-', '')] LH19200601-V35-06-page35.txt: [('-', '')] LH19200601-V35-06-page4.txt: [('....excasamiggrifeZmezz----', '....excasamiggrifeZmezz---'), ('-.', '.'), ('--', '-')] LH19200601-V35-06-page5.txt: [('o-o-', 'o-o')] LH19200701-V35-07-page11.txt: [('-per-cent', 'per-cent'), ('-per-cent', 'per-cent'), ('per-', 'per')] LH19200701-V35-07-page12.txt: [('-per-cent', 'per-cent'), ('-percent', 'percent'), ('-per-cent', 'per-cent')] LH19200701-V35-07-page13.txt: [('-', '')] LH19200701-V35-07-page17.txt: [('-', '')] LH19200701-V35-07-page2.txt: [('-', ''), ('-', ''), ('-', ''), ('-.', '.'), ('-', ''), ('--', '-')] LH19200701-V35-07-page22.txt: [('FEEDING.--', 'FEEDING.-')] LH19200701-V35-07-page26.txt: [('every-', 'every')] LH19200701-V35-07-page27.txt: [('mem-', 'mem')] LH19200701-V35-07-page3.txt: [('Constipa-', 'Constipa')] LH19200701-V35-07-page33.txt: [('-', '')] LH19200701-V35-07-page35.txt: [('-', ''), ('-', '')] LH19200701-V35-07-page36.txt: [('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19200701-V35-07-page5.txt: [('---', '--')] LH19200801-V35-08-page11.txt: [('ex-', 'ex')] LH19200801-V35-08-page13.txt: [('es-', 'es')] LH19200801-V35-08-page14.txt: [('-', '')] LH19200801-V35-08-page19.txt: [('-limimmill', 'limimmill')] LH19200801-V35-08-page2.txt: [('--', '-'), ('--', '-'), ('..--.--', '..--.-'), ('--', '-'), ('--', '-'), ('--', '-'), ('-', ''), ('-', ''), ('-', ''), ('-', '')] LH19200801-V35-08-page22.txt: [('..---', '..--')] LH19200801-V35-08-page23.txt: [('-', '')] LH19200801-V35-08-page24.txt: [('-', ''), ("-'", "'")] LH19200801-V35-08-page28.txt: [('cod-', 'cod')] 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", 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LH19110201-V26-02-page20.txt: [("'are", 'are')] LH19110201-V26-02-page35.txt: [("'Welch", 'Welch')] LH19110201-V26-02-page40.txt: [("'should", 'should')] LH19110201-V26-02-page72.txt: [("'Pleasing", 'Pleasing')] LH19110201-V26-02-page9.txt: [("'for", 'for')] LH19110301-V26-03-page15.txt: [("'if", 'if')] LH19110301-V26-03-page2.txt: [("'s", 's')] LH19110301-V26-03-page21.txt: [('\'"', '"')] LH19110301-V26-03-page29.txt: [("'the", 'the')] LH19110301-V26-03-page38.txt: [("'diseases", 'diseases')] LH19110301-V26-03-page40.txt: [("'supply", 'supply')] LH19110301-V26-03-page67.txt: [("'REVIEW", 'REVIEW')] LH19110301-V26-03-page74.txt: [('\'"Irmittirtm', '"Irmittirtm')] LH19110401-V26-04-page14.txt: [("'instant", 'instant')] LH19110401-V26-04-page17.txt: [("'in", 'in')] LH19110401-V26-04-page27.txt: [("'Y", 'Y')] LH19110401-V26-04-page38.txt: [("'frit", 'frit')] LH19110501-V26-05-page12.txt: [("'are", 'are')] LH19110501-V26-05-page42.txt: [("'they", 'they'), ("'administered.", 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LH19110701-V26-07-page41.txt: [("'The", 'The'), ("'pathies", 'pathies')] LH19110701-V26-07-page43.txt: [("'F", 'F')] LH19110701-V26-07-page46.txt: [("'AND", 'AND'), ("'excreta", 'excreta')] LH19110701-V26-07-page48.txt: [("'street-cars", 'street-cars')] LH19110701-V26-07-page51.txt: [("'as", 'as')] LH19110701-V26-07-page57.txt: [('\'"', '"')] LH19110801-V26-08-page11.txt: [("'a", 'a')] LH19110801-V26-08-page15.txt: [("'Alcohol", 'Alcohol')] LH19110801-V26-08-page18.txt: [("'bout", 'bout'), ("'bout", 'bout')] LH19110801-V26-08-page2.txt: [("'S.", 'S.')] LH19110801-V26-08-page3.txt: [("'A", 'A'), ("'elimes", 'elimes')] LH19110801-V26-08-page31.txt: [("'SVAWra-ICCITS", 'SVAWra-ICCITS')] LH19110801-V26-08-page41.txt: [("'tout", 'tout')] LH19110801-V26-08-page45.txt: [("'ERY", 'ERY')] LH19110801-V26-08-page49.txt: [("'i", 'i')] LH19110801-V26-08-page54.txt: [("'whose", 'whose')] LH19110801-V26-08-page55.txt: [("'mission", 'mission')] LH19110801-V26-08-page56.txt: [("'caretakers", 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LH19110901-V26-09-page62.txt: [("'I", 'I')] LH19110901-V26-09-page67.txt: [("'.", '.')] LH19111001-V26-10-page16.txt: [("'until", 'until')] LH19111001-V26-10-page2.txt: [("'I", 'I')] LH19111001-V26-10-page22.txt: [('\'"', '"')] LH19111001-V26-10-page33.txt: [("'In", 'In')] LH19111001-V26-10-page34.txt: [("'Among", 'Among')] LH19111001-V26-10-page36.txt: [("'at", 'at')] LH19111001-V26-10-page4.txt: [("'CAR", 'CAR')] LH19111001-V26-10-page41.txt: [("'be", 'be')] LH19111001-V26-10-page44.txt: [("'they", 'they')] LH19111001-V26-10-page48.txt: [("'suitable", 'suitable')] LH19111001-V26-10-page5.txt: [("'r", 'r')] LH19111001-V26-10-page54.txt: [("'the", 'the'), ("'its", 'its')] LH19111001-V26-10-page65.txt: [("'our", 'our')] LH19111101-V26-11-page13.txt: [("'are", 'are')] LH19111101-V26-11-page14.txt: [("'from", 'from')] LH19111101-V26-11-page15.txt: [("'an", 'an')] LH19111101-V26-11-page19.txt: [("'the", 'the')] LH19111101-V26-11-page21.txt: [("'their", 'their')] LH19111101-V26-11-page3.txt: [("''The", 'The')] LH19111101-V26-11-page38.txt: [("'which", 'which')] LH19111101-V26-11-page61.txt: [("'.Y.", '.Y.')] LH19111101-V26-11-page68.txt: [("'CO.", 'CO.')] LH19111201-V26-12-page10.txt: [("'regions", 'regions')] LH19111201-V26-12-page12.txt: [("'i", 'i')] LH19111201-V26-12-page15.txt: [("'Deed", 'Deed'), ("'deed", 'deed'), ("'members", 'members'), ("'a", 'a'), ("'a", 'a'), ("'at", 'at'), ("'gators.", 'gators.')] LH19111201-V26-12-page16.txt: [("'em", 'em')] LH19111201-V26-12-page2.txt: [("'c'.", 'c.')] LH19111201-V26-12-page21.txt: [("'feeling", 'feeling')] LH19111201-V26-12-page27.txt: [("'The", 'The')] LH19111201-V26-12-page28.txt: [("'with", 'with')] LH19111201-V26-12-page42.txt: [("'drink", 'drink')] LH19111201-V26-12-page55.txt: [("'We", 'We')] LH19111201-V26-12-page59.txt: [("''..", '..')] LH19111201-V26-12-page65.txt: [("'''.", '.'), ("'Ve", 'Ve')] LH19111201-V26-12-page68.txt: [("'s", 's'), ("'please", 'please')] LH19120101-V27-01-page10.txt: [("'how", 'how')] LH19120101-V27-01-page2.txt: [("'today", 'today')] LH19120101-V27-01-page24.txt: [("'a", 'a'), ("'Kraft", 'Kraft')] LH19120101-V27-01-page28.txt: [("'him", 'him')] LH19120101-V27-01-page29.txt: [("'he", 'he')] LH19120101-V27-01-page42.txt: [("'against", 'against')] LH19120101-V27-01-page52.txt: [('\'..".', '..".'), ("'.", '.')] LH19120101-V27-01-page53.txt: [("'they", 'they')] LH19120201-V27-02-page1.txt: [("'SATII", 'SATII')] LH19120201-V27-02-page17.txt: [("'have", 'have')] LH19120201-V27-02-page33.txt: [("'cause", 'cause')] LH19120201-V27-02-page5.txt: [("'When", 'When')] LH19120201-V27-02-page51.txt: [("'England's", 'Englands')] LH19120201-V27-02-page61.txt: [("'ricer.", 'ricer.'), ('\'"FmnAidratilallgis', '"FmnAidratilallgis')] LH19120301-V27-03-page10.txt: [("'a", 'a')] LH19120301-V27-03-page14.txt: [("'a", 'a'), ("'few", 'few')] LH19120301-V27-03-page2.txt: [("'Z'fic", 'Zfic')] LH19120301-V27-03-page34.txt: [("'t", 't')] LH19120301-V27-03-page38.txt: [("'that", 'that')] LH19120301-V27-03-page50.txt: [("'It", 'It')] LH19120301-V27-03-page51.txt: [("'as", 'as'), ("'remedy", 'remedy')] LH19120301-V27-03-page55.txt: [("'work", 'work')] LH19120301-V27-03-page6.txt: [("'Frisco", 'Frisco')] LH19120301-V27-03-page64.txt: [("'are", 'are'), ("'lean", 'lean')] LH19120401-V27-04-page12.txt: [("'But", 'But')] LH19120401-V27-04-page13.txt: [("'and", 'and')] LH19120401-V27-04-page19.txt: [("'twas", 'twas'), ("'twas", 'twas'), ("'tis", 'tis')] LH19120401-V27-04-page20.txt: [("'em", 'em'), ("'tis", 'tis')] LH19120401-V27-04-page22.txt: [("'Twas", 'Twas'), ("'Tis", 'Tis')] LH19120401-V27-04-page23.txt: [("'Twas", 'Twas'), ("'tis", 'tis'), ("'twill", 'twill')] LH19120401-V27-04-page26.txt: [("'NH", 'NH')] LH19120401-V27-04-page48.txt: [("'a", 'a')] LH19120401-V27-04-page52.txt: [("'athletic", 'athletic')] LH19120401-V27-04-page53.txt: [("'always", 'always')] LH19120401-V27-04-page58.txt: [("'man", 'man'), ('\'"', '"')] LH19120401-V27-04-page64.txt: [("'an", 'an')] LH19120401-V27-04-page66.txt: [("'d", 'd')] LH19120401-V27-04-page68.txt: [("'ae", 'ae')] LH19120401-V27-04-page9.txt: [("'l'akoma", 'lakoma')] LH19120501-V27-05-page13.txt: [("'easy", 'easy')] LH19120501-V27-05-page44.txt: [("'hurrah", 'hurrah')] LH19120501-V27-05-page47.txt: [("'Instructed", 'Instructed')] LH19120501-V27-05-page58.txt: [("'ow", 'ow')] LH19120501-V27-05-page6.txt: [("''Keeping", 'Keeping'), ("''some", 'some')] LH19120501-V27-05-page9.txt: [("'me", 'me')] LH19120601-V27-06-page14.txt: [("'tell", 'tell')] LH19120601-V27-06-page2.txt: [("'s", 's')] LH19120601-V27-06-page28.txt: [("'wishes", 'wishes'), ("'to", 'to')] LH19120601-V27-06-page29.txt: [("'be", 'be'), ("'impossible", 'impossible')] LH19120601-V27-06-page31.txt: [("'the", 'the')] LH19120601-V27-06-page35.txt: [("'especially", 'especially')] LH19120601-V27-06-page36.txt: [("'sure", 'sure')] LH19120601-V27-06-page38.txt: [("'laborers", 'laborers')] LH19120601-V27-06-page39.txt: [("'There", 'There')] LH19120601-V27-06-page40.txt: [("'THE", 'THE')] LH19120601-V27-06-page46.txt: [("'the'cost", 'thecost')] LH19120601-V27-06-page50.txt: [("'.", '.')] LH19120601-V27-06-page51.txt: [("'physician", 'physician')] LH19120601-V27-06-page53.txt: [("'.", '.'), ("'NZ", 'NZ')] LH19120601-V27-06-page6.txt: [("'i", 'i')] LH19120601-V27-06-page61.txt: [("'ARTF", 'ARTF')] LH19120601-V27-06-page64.txt: [("'.", '.')] LH19120701-V27-07-page13.txt: [("'American", 'American')] LH19120701-V27-07-page2.txt: [("'r", 'r')] LH19120701-V27-07-page22.txt: [("'day.", 'day.')] LH19120701-V27-07-page29.txt: [("'to", 'to')] LH19120701-V27-07-page33.txt: [("'SVM'AVAritgtg-IV.", 'SVMAVAritgtg-IV.')] LH19120701-V27-07-page35.txt: [("'lntendent", 'lntendent')] LH19120701-V27-07-page4.txt: [("'etoskey", 'etoskey')] LH19120701-V27-07-page48.txt: [("'up", 'up')] LH19120701-V27-07-page59.txt: [('\'\'."', '."')] LH19120701-V27-07-page60.txt: [("'t", 't'), ("'l.", 'l.'), 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[("'minutes", 'minutes')] LH19191101-V34-11-page44.txt: [("'hest", 'hest')] LH19191101-V34-11-page9.txt: [("'And", 'And')] LH19191201-V34-12-page11.txt: [("'in", 'in')] LH19191201-V34-12-page2.txt: [("'A", 'A')] LH19191201-V34-12-page21.txt: [("'ES", 'ES'), ("'ia", 'ia')] LH19191201-V34-12-page22.txt: [("'Phis", 'Phis'), ("'or", 'or')] LH19191201-V34-12-page24.txt: [("'gig", 'gig')] LH19191201-V34-12-page25.txt: [("'s", 's')] LH19191201-V34-12-page26.txt: [("'Doctor", 'Doctor')] LH19191201-V34-12-page28.txt: [("'cl.", 'cl.'), ("'.", '.'), ("'inummunnumimmii", 'inummunnumimmii')] LH19191201-V34-12-page9.txt: [("'supposed", 'supposed')] LH19200101-V35-01-page11.txt: [("'drafts", 'drafts')] LH19200101-V35-01-page19.txt: [("'AY", 'AY')] LH19200101-V35-01-page31.txt: [("'flesh.", 'flesh.')] LH19200101-V35-01-page36.txt: [("''.i", '.i')] LH19200201-V35-02-page2.txt: [("'in", 'in')] LH19200201-V35-02-page29.txt: [("'sometimes", 'sometimes')] LH19200201-V35-02-page30.txt: [("'s", 's'), ("'s", 's')] LH19200201-V35-02-page31.txt: [("'citrate", 'citrate'), ("'pelvic", 'pelvic'), ("'of", 'of'), ("'solution.", 'solution.')] LH19200201-V35-02-page32.txt: [("'LEANS", 'LEANS')] 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.', '')] 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LH19150101-V30-01-page47.txt: [('Sanitariu', 'm')] 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: 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LH19110401-V26-04-page8.txt: [('con', 'taminating')] LH19110401-V26-04-page9.txt: [('r', 'ains')] LH19110501-V26-05-page22.txt: [('PLEAS', 'URES'), ('AN', 'TICIPATION')] LH19110501-V26-05-page38.txt: [('we', 're')] LH19110501-V26-05-page57.txt: [('H', 'ealth'), ('W', 'ould'), ('Y', 'ou')] LH19110501-V26-05-page59.txt: [('G', 'luten'), ('A', 'rk'), ('abo', 'ut')] LH19110601-V26-06-page49.txt: [('S', 'OCIAL')] LH19110601-V26-06-page51.txt: [('In', 'dividuality'), ('In', 'ebriety')] LH19110701-V26-07-page26.txt: [('Mich', 'igan')] LH19110701-V26-07-page5.txt: [('de', 'tached')] LH19110801-V26-08-page17.txt: [('no', 'un')] LH19110801-V26-08-page49.txt: [('The', 're')] LH19110801-V26-08-page53.txt: [('a', 're')] LH19110801-V26-08-page54.txt: [('treat', 'ment')] LH19110801-V26-08-page57.txt: [('u', 'fa')] LH19110801-V26-08-page6.txt: [('meth', 'ods')] LH19110901-V26-09-page18.txt: [('pos', 'sible')] LH19110901-V26-09-page25.txt: [('A', 'bbott')] LH19110901-V26-09-page35.txt: [('W', 'ITH')] LH19110901-V26-09-page58.txt: [('f', 'ully')] LH19110901-V26-09-page63.txt: [('de', 'tached')] LH19110901-V26-09-page64.txt: [('The', 'BAe')] LH19110901-V26-09-page68.txt: [('FLAK', 'ES')] LH19111001-V26-10-page25.txt: [('f', 'ollow')] LH19111001-V26-10-page34.txt: [('an', 'swers')] LH19111001-V26-10-page47.txt: [('T', 'HOMAS')] LH19111001-V26-10-page48.txt: [('O', 'NE')] LH19111001-V26-10-page59.txt: [('No', 'Es')] LH19111001-V26-10-page67.txt: [('de', 'tached')] LH19111101-V26-11-page3.txt: [('r', 'UM'), ('pub', 'lishers')] LH19111101-V26-11-page48.txt: [('func', 'tion')] LH19111101-V26-11-page49.txt: [('A', 'RTERIOSCLEROSIS')] LH19111101-V26-11-page54.txt: [('Med', 'ical')] LH19111101-V26-11-page57.txt: [('stere', 'opticon')] LH19111101-V26-11-page67.txt: [('de', 'tached')] LH19111201-V26-12-page43.txt: [('or', 'al')] LH19111201-V26-12-page48.txt: [('W', 'HOEVER')] LH19111201-V26-12-page64.txt: [('a', 'nd')] LH19111201-V26-12-page65.txt: [('A', 'MIS')] LH19111201-V26-12-page68.txt: 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LH19120401-V27-04-page67.txt: [('s', 'Ia')] LH19120501-V27-05-page34.txt: [('f', 'aith')] LH19120501-V27-05-page4.txt: [('IN', 'gE')] LH19120501-V27-05-page58.txt: [('rem', 'inder')] LH19120501-V27-05-page59.txt: [('n', 'ow')] LH19120501-V27-05-page60.txt: [('TRUT', 'HS')] LH19120501-V27-05-page62.txt: [('Court', 'ly')] LH19120501-V27-05-page66.txt: [('de', 'tached')] LH19120501-V27-05-page7.txt: [('Pro', 'hibition')] LH19120601-V27-06-page19.txt: [('f', 'ac')] LH19120601-V27-06-page2.txt: [('Off', 'ensive')] LH19120601-V27-06-page27.txt: [('A', 'RTICLES')] LH19120601-V27-06-page47.txt: [('subcom', 'mittee')] LH19120601-V27-06-page61.txt: [('I', 'NT')] LH19120601-V27-06-page65.txt: [('Proph', 'ecy')] LH19120601-V27-06-page67.txt: [('a', 'nd')] LH19120701-V27-07-page18.txt: [('con', 'Ns')] LH19120701-V27-07-page23.txt: [('demon', 'strated')] LH19120701-V27-07-page33.txt: [('NA', 'te')] LH19120701-V27-07-page4.txt: [('MI', 'MI')] LH19120701-V27-07-page59.txt: [('a', 'nd')] LH19120701-V27-07-page65.txt: [('In', 'dustrial')] LH19120701-V27-07-page66.txt: [('de', 'tached')] LH19120801-V27-08-page26.txt: [('f', 'ood')] LH19120801-V27-08-page4.txt: [('Mi', 'Mi')] LH19120801-V27-08-page50.txt: [('Mac', 'Millan')] LH19120801-V27-08-page62.txt: [('A', 'ra')] LH19120901-V27-09-page19.txt: [('r', 'om')] LH19120901-V27-09-page2.txt: [('off', 'ensive')] LH19120901-V27-09-page33.txt: [('con', 'stancy')] LH19120901-V27-09-page4.txt: [('To', 'nnes'), ('To', 'peka')] LH19120901-V27-09-page44.txt: [('a', 'nd')] LH19120901-V27-09-page47.txt: [('M', 'INI')] LH19120901-V27-09-page51.txt: [('de', 'tached')] LH19120901-V27-09-page7.txt: [('H', 'YDROTHERAPY')] LH19121001-V27-10-page2.txt: [('Off', 'ensive')] LH19121001-V27-10-page3.txt: [('to', 'NI'), ('M', 'Ia'), ('i', 'RI'), ('I', 're'), ('No', 'vember')] LH19121001-V27-10-page43.txt: [('a', 'nd')] LH19121001-V27-10-page51.txt: [('P', 'al')] LH19121101-V27-11-page33.txt: [('ROB', 'ERTS')] LH19121101-V27-11-page4.txt: [('a', 'gRa')] LH19121101-V27-11-page43.txt: [('a', 'nd')] LH19121101-V27-11-page45.txt: [('i', 're'), ('I', 'ri')] LH19121201-V27-12-page16.txt: [('the', 're')] LH19121201-V27-12-page4.txt: [('MI', 'NI'), ('To', 'peka'), ('i', 'ri'), ('i', 'Va')] LH19121201-V27-12-page42.txt: [('a', 'nd')] LH19121201-V27-12-page47.txt: [('k', 'WA')] LH19130101-V28-01-page12.txt: [('w', 'ith')] LH19130101-V28-01-page31.txt: [('gainsa', 'id')] LH19130101-V28-01-page4.txt: [('i', 'Ri'), ('i', 'MP')] LH19130101-V28-01-page46.txt: [('ele', 'ments')] LH19130101-V28-01-page49.txt: [('Y', 'ou')] LH19130201-V28-02-page29.txt: [('P', 'AL')] LH19130201-V28-02-page37.txt: [('HUTCH', 'INSON')] LH19130201-V28-02-page42.txt: [('Mas', 'sachusetts')] LH19130201-V28-02-page45.txt: [('b', 'ook')] LH19130201-V28-02-page47.txt: [('y', 'ou')] LH19130201-V28-02-page48.txt: [('a', 'iEa')] LH19130201-V28-02-page49.txt: [('Pres', 'ent'), ('inter', 'ested'), ('Tem', 'perance')] LH19130201-V28-02-page50.txt: [('Off', 'ensive')] LH19130401-V28-04-page2.txt: [('inter', 'ested')] LH19130401-V28-04-page31.txt: [('ME', 'MO')] LH19130401-V28-04-page40.txt: [('S', 'ri')] LH19130401-V28-04-page8.txt: [('I', 'SM'), ('v', 'EG')] LH19130501-V28-05-page1.txt: [('H', 'ow')] LH19130501-V28-05-page11.txt: [('B', 'aG')] LH19130501-V28-05-page12.txt: [('H', 'IP')] LH19130501-V28-05-page16.txt: [('C', 'OSS'), ('S', 'pp'), ('a', 'll'), ('G', 'ob'), ('t', 'etE')] LH19130501-V28-05-page2.txt: [('Pres', 'ent'), ('Tem', 'perance'), ('An', 'ywhere')] LH19130501-V28-05-page3.txt: [('im', 'portant'), ('Off', 'ensive')] LH19130501-V28-05-page4.txt: [('EL', 'UM')] LH19130501-V28-05-page46.txt: [('f', 'op')] LH19130601-V28-06-page23.txt: [('ref', 'rigerators')] LH19130601-V28-06-page3.txt: [('im', 'portant')] LH19130601-V28-06-page34.txt: [('cou', 'rse')] LH19130601-V28-06-page43.txt: [('Dip', 'htheria')] LH19130601-V28-06-page45.txt: [('G', 'orge')] LH19130701-V28-07-page26.txt: [('c', 'oot')] LH19130701-V28-07-page3.txt: [('im', 'portant')] LH19130701-V28-07-page4.txt: [('T', 'elegraph')] LH19130701-V28-07-page47.txt: [('Cit', 'izenship')] LH19130701-V28-07-page48.txt: [('Pa', 'cific')] LH19130701-V28-07-page51.txt: [('Thera', 'peutic'), ('atmos', 'phere')] LH19130701-V28-07-page52.txt: [('to', 'tem')] LH19130801-V28-08-page16.txt: [('A', 'nd')] LH19130801-V28-08-page19.txt: [('the', 're')] LH19130801-V28-08-page21.txt: [('Chem', 'istry')] LH19130801-V28-08-page3.txt: [('Off', 'ensive')] LH19130801-V28-08-page37.txt: [('FOR', 'EIGNERS'), ('CON', 'SIDERED'), ('w', 'EI')] LH19130801-V28-08-page4.txt: [('W', 'estern')] LH19130801-V28-08-page51.txt: [('atmos', 'phere')] 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), ('LH19041001-V19-10-page1.txt', 0.833), ('LH19141001-V29-10-page14.txt', 0.798), ('LH19060501-V21-05-page1.txt', 0.786), ('LH19090201-V24-02-page1.txt', 0.75), ('LH19160801-V31-08-page6.txt', 0.727), ('LH19091001-V24-10-page1.txt', 0.725), ('LH19130401-V28-04-page6.txt', 0.714), ('LH19110601-V26-06-page1.txt', 0.714), ('LH19081201-V23-12-page1.txt', 0.7), ('LH19190101-V34-01-page1.txt', 0.667), ('LH19130701-V28-07-page1.txt', 0.667), ('LH19150201-V30-02-page1.txt', 0.667), ('LH19130901-V28-09-page1.txt', 0.667), ('LH19140901-V29-09-page18.txt', 0.667), ('LH19080201-V23-02-page1.txt', 0.667), ('LH19090801-V24-08-page8.txt', 0.667), ('LH19150301-V30-03-page1.txt', 0.667), ('LH19130501-V28-05-page1.txt', 0.639), ('LH19150601-V30-06-page4.txt', 0.636), ('LH19120501-V27-05-page68.txt', 0.625), ('LH19120601-V27-06-page1.txt', 0.625), ('LH19140501-V29-05-page6.txt', 0.625), ('LH19040901-V19-09-page4.txt', 0.623), ('LH19120401-V27-04-page1.txt', 0.615), ('LH19170701-V32-07-page1.txt', 0.6), ('LH19161101-V31-11-page1.txt', 0.6), ('LH19110901-V26-09-page1.txt', 0.6), ('LH19160301-V31-03-page28.txt', 0.581), ('LH19080801-V23-08-page6.txt', 0.571), ('LH19181001-V33-10-page4.txt', 0.556), ('LH19150401-V30-04-page6.txt', 0.556), ('LH19120801-V27-08-page63.txt', 0.55), ('LH19090301-V24-03-page1.txt', 0.542), ('LH19051101-V20-11-page1.txt', 0.5), ('LH19191101-V34-11-page1.txt', 0.5), ('LH19111201-V26-12-page1.txt', 0.5), ('LH19100801-V25-08-page1.txt', 0.5), ('LH19050601-V20-06-page1.txt', 0.5), ('LH19121101-V27-11-page1.txt', 0.5), ('LH19061201-V21-12-page1.txt', 0.5), ('LH19191201-V34-12-page1.txt', 0.5), ('LH19050101-V20-01-page1.txt', 0.5), ('LH19131101-V28-11-page1.txt', 0.5), ('LH19181101-V33-11-page1.txt', 0.5), ('LH19170801-V32-08-page19.txt', 0.5), ('LH19180801-V33-08-page18.txt', 0.5), ('LH19110701-V26-07-page1.txt', 0.5), ('LH19071001-V22-10-page1.txt', 0.5), ('LH19140501-V29-05-page1.txt', 0.5), ('LH19180801-V33-08-page19.txt', 0.5), ('LH19080701-V23-07-page1.txt', 0.5), ('LH19080601-V23-06-page1.txt', 0.5), ('LH19041001-V19-10-page4.txt', 0.488), ('LH19100901-V25-09-page1.txt', 0.474), ('LH19120401-V27-04-page68.txt', 0.467), ('LH19170901-V32-09-page1.txt', 0.462), ('LH19120701-V27-07-page1.txt', 0.452), ('LH19131001-V28-10-page1.txt', 0.444), ('LH19070501-V22-05-page1.txt', 0.444), ('LH19100301-V25-03-page1.txt', 0.444), ('LH19140301-V29-03-page1.txt', 0.429), ('LH19200301-V35-03-page1.txt', 0.429), ('LH19150101-V30-01-page6.txt', 0.429), ('LH19080901-V23-09-page1.txt', 0.429), ('LH19201101-V35-11-page1.txt', 0.429), ('LH19140601-V29-06-page1.txt', 0.429), ('LH19170701-V32-07-page19.txt', 0.429), ('LH19140401-V29-04-page6.txt', 0.429), ('LH19170801-V32-08-page1.txt', 0.421), ('LH19090901-V24-09-page32.txt', 0.413), ('LH19120601-V27-06-page50.txt', 0.408), ('LH19190701-V34-07-page36.txt', 0.405), ('LH19090501-V24-05-page8.txt', 0.4), ('LH19060201-V21-02-page1.txt', 0.4), ('LH19060701-V21-07-page1.txt', 0.4), ('LH19090901-V24-09-page1.txt', 0.4), ('LH19110801-V26-08-page1.txt', 0.4), ('LH19130201-V28-02-page1.txt', 0.4), ('LH19121101-V27-11-page6.txt', 0.4), ('LH19101201-V25-12-page1.txt', 0.4), ('LH19170701-V32-07-page18.txt', 0.4), ('LH19080401-V23-04-page1.txt', 0.4), ('LH19140701-V29-07-page32.txt', 0.398), ('LH19130701-V28-07-page27.txt', 0.391), ('LH19160201-V31-02-page4.txt', 0.389), ('LH19150701-V30-07-page1.txt', 0.385), ('LH19170201-V32-02-page1.txt', 0.382), ('LH19111201-V26-12-page8.txt', 0.364), ('LH19130601-V28-06-page6.txt', 0.357), ('LH19190101-V34-01-page15.txt', 0.355), ('LH19050201-V20-02-page1.txt', 0.333), ('LH19080601-V23-06-page6.txt', 0.333), ('LH19101001-V25-10-page1.txt', 0.333), ('LH19170801-V32-08-page18.txt', 0.333), ('LH19141201-V29-12-page1.txt', 0.333), ('LH19191001-V34-10-page1.txt', 0.333), ('LH19070901-V22-09-page1.txt', 0.333), ('LH19090401-V24-04-page8.txt', 0.333), ('LH19110601-V26-06-page8.txt', 0.333), ('LH19180401-V33-04-page1.txt', 0.333), ('LH19200201-V35-02-page1.txt', 0.333), ('LH19160701-V31-07-page1.txt', 0.333), ('LH19120801-V27-08-page58.txt', 0.323), ('LH19130701-V28-07-page26.txt', 0.317), ('LH19120101-V27-01-page1.txt', 0.312), ('LH19120901-V27-09-page47.txt', 0.306), ('LH19201001-V35-10-page4.txt', 0.3), ('LH19110401-V26-04-page1.txt', 0.3), ('LH19160801-V31-08-page1.txt', 0.294), ('LH19170601-V32-06-page1.txt', 0.294), ('LH19050401-V20-04-page1.txt', 0.294), ('LH19140401-V29-04-page1.txt', 0.294), ('LH19160601-V31-06-page4.txt', 0.287), ('LH19120401-V27-04-page8.txt', 0.286), ('LH19140901-V29-09-page37.txt', 0.284), ('LH19190801-V34-08-page29.txt', 0.283), ('LH19071101-V22-11-page1.txt', 0.28), ('LH19190801-V34-08-page18.txt', 0.278), ('LH19160501-V31-05-page4.txt', 0.271), ('LH19160401-V31-04-page4.txt', 0.27), ('LH19151101-V30-11-page1.txt', 0.267), ('LH19120701-V27-07-page60.txt', 0.26), ('LH19110901-V26-09-page68.txt', 0.259), ('LH19161201-V31-12-page47.txt', 0.259), ('LH19200801-V35-08-page19.txt', 0.255), ('LH19130501-V28-05-page16.txt', 0.252), ('LH19080401-V23-04-page6.txt', 0.25), ('LH19061001-V21-10-page1.txt', 0.25), ('LH19190101-V34-01-page14.txt', 0.25), ('LH19120801-V27-08-page1.txt', 0.25), ('LH19201201-V35-12-page1.txt', 0.25), ('LH19170101-V32-01-page1.txt', 0.25), ('LH19121101-V27-11-page47.txt', 0.25), ('LH19190901-V34-09-page18.txt', 0.25), ('LH19050801-V20-08-page1.txt', 0.25), ('LH19191001-V34-10-page4.txt', 0.25), ('LH19130301-V28-03-page1.txt', 0.25), ('LH19201201-V35-12-page19.txt', 0.25), ('LH19080101-V23-01-page1.txt', 0.25), ('LH19090401-V24-04-page1.txt', 0.25), ('LH19200801-V35-08-page18.txt', 0.248), ('LH19150301-V30-03-page7.txt', 0.247), ('LH19101001-V25-10-page76.txt', 0.247), ('LH19100101-V25-01-page8.txt', 0.241), ('LH19120801-V27-08-page57.txt', 0.239), ('LH19120701-V27-07-page35.txt', 0.239), ('LH19141201-V29-12-page28.txt', 0.237), ('LH19140701-V29-07-page1.txt', 0.235), ('LH19150201-V30-02-page7.txt', 0.234), ('LH19180201-V33-02-page4.txt', 0.234), ('LH19110701-V26-07-page68.txt', 0.231), ('LH19111001-V26-10-page1.txt', 0.231), ('LH19191201-V34-12-page24.txt', 0.227), ('LH19081101-V23-11-page45.txt', 0.227), ('LH19171201-V32-12-page31.txt', 0.225), ('LH19140901-V29-09-page4.txt', 0.221), ('LH19191201-V34-12-page25.txt', 0.221), ('LH19121001-V27-10-page47.txt', 0.221), ('LH19180401-V33-04-page36.txt', 0.219), ('LH19090701-V24-07-page23.txt', 0.219), ('LH19110901-V26-09-page64.txt', 0.217), ('LH19191101-V34-11-page14.txt', 0.217), ('LH19180901-V33-09-page36.txt', 0.217), ('LH19110801-V26-08-page6.txt', 0.214), ('LH19191001-V34-10-page2.txt', 0.213), ('LH19120801-V27-08-page56.txt', 0.212), ('LH19101101-V25-11-page76.txt', 0.211), ('LH19190501-V34-05-page2.txt', 0.21), ('LH19180501-V33-05-page35.txt', 0.209), ('LH19140601-V29-06-page4.txt', 0.209), ('LH19150201-V30-02-page4.txt', 0.208), ('LH19140901-V29-09-page7.txt', 0.208), ('LH19180201-V33-02-page1.txt', 0.208), ('LH19190401-V34-04-page4.txt', 0.204)]
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]:
(['thirty-thirde', 'nnnnnunminiwuwuuuuuuunuwmnnnwunwinuuuunnuuummuuununnmuuunuuunuu', 'knowlhidden', 'well-thought-out', 'factorymade', 'forty-per-cent', 'turbulentdispositioned', 'suspicioned', 'malpractise', 'ivzimiliiiilliiiiiiiiiiiiiiiiimillillilliiiiiiiiiiiiiiiiini', 'illlllllllllllllllllllllllllllln', 'tulimmiltillimmeeinnummum', 'sanitariumolive', 'webb-kenyon', 'sour-smelling', 'energy-producing', 'collar-bone', 'medico-legal', 'lgollinillionigtougguggingollommocouggentimuggingiumgoungllimmollogigollimingtontoontunittan', 'nasopharyngitis', 'anirricrinimi', 'dressing-table', 'illadjusted', 'subgermicides', 'unequalized', 'nerve-racking', 'thirty-second', 'cntornitscase', 'enclosedorder', 'flour-and-water', 'thirty-hier', 'fruit-growing', 'morning-glory', 'minvomenommmommommommommommomm', 'admolipition', 'hcipefulness', 'wellprepared', 'danish-norwegian', 'superrenals', 'long-drawn-out', 'street-railway', 'tuberkulose', 'foot-and-mouth', 'compromisers', 'hiiiiimminwiiimmiiiiiiiiim', 'gas-poisoning', 'reaccountoftheworkbeingdonebytheboys', 'tempest-tossed', 'stomachtube', "some'stimulant", 'eatinghouse', 'vermin-infested', 'best-fitted-out', 'auto-massage', "mks'onssiammmoonnasl", 'canadiantnde', 'fletcherites', 'semi-annual', 'mmiminummininninimmi', 'aphtirladcetlpshoicai', 'celery-and-nut', "'enclosedorderfor", 'twenty-fourth', 'spermatorrhea', 'half-oxidized', 'pseudo-science', 'twentyyear-old', 'apprewholesome', 'assembly-room', 'eighty-nine', 'everchanging', 'gimerarrefriiggrarererr', 'broken-hearted', 'faith-healers', 'uolfirriiin', 'winniiiiiimi', 'wellgrounded', 'afterdinner', 'self-respecting', 'antismallpox', 'aaaexammaara', 'cellulose-free', 'acetonitril', 'provisionroom', 'slipgo-down', 'wellmerited', 'epanitarium', 'nonpellagrous', 'clear-skinned', 'destruetion', 'pyorrhocide', 'theswedishsystem', 'dull-toothed', 'loculicidal', 'tenement-houses', 'half-masticated', 'dark-fringed', 'four-year-old', 'expressorder', 'servdaughters', 'footgreatly', 'iutuaulauimuaramulaul', 'gospel-medical', 'vice-admiral', 'mommommommmommimoumomm', 'drain-pipes', 'lenfrthwise', 'physostigmine', 'guaranteeat', 'frying-pans', 'coffee-drinkers', 'meat-inspection', 'intra-abdominal', 'accomodations', 'apanttartum', 'mineral-poor', 'lacto-vegetarian', 'wood-alcohol', 'sweat-shops', 'oxygen-carrying', 'weight-lifter', 'convenient-sized', 'linopportunity', 'mimiiiiimminimill', 'mccimimommimoma', 'oughttolinoyi', 'fireescapes', 'unless-attention', 'high-priced', 'mummy-apples', 'englishspeaking', 'physio-therapy', 'cooking-outfit', 'onsiderable', 'bovinehuman', 'westbroadway', 'hrammommommomrammommmommombommom', 'courtplaster', 'catalogshowingourcompletelineof', 'gunuouummunctummunnummunummutumonmui', 'liberty-loving', 'lowfactorypriceswe', 'twelve-foot', 'hard-of-hearing', 'sickheadache', 'long-overlooked', 'expresident', 'alkaline-forming', 'good-tempered', 'nerve-threads', 'roller-towel', 'forty-horsepower', 'antitubeculosis', 'incinerations', "schamberg's", 'alaska-yukon-pacific', 'growth-producing', "yit'osuecaasny'", "carbohydrates'", 'precriminal', 'battle-ground', 'finklestein', 'helpsupport', 'almond-seeds', 'advertnemfnts', 'thin-heeled', 'constivolves', 'treathemoglobin', "t'istvibing'd", 'paraffin-paper', 'boomerang-like', 'provisionary', 'bakingpowder', 'dust-removing', 'sheep-ranches', 'heavy-laden', 'hand-shaking', 'liesnhseedisi', 'unprotestingly', 'antigermicidal', 'leffingwell', 'twenty-five-per-cent', 'mechanatherapy', 'double-barrel', 'eatinganddrinking', 'tender-hearted', 'eliablelitwyen', 'market-place', 'phoenix-like', 'cliff-dwellers', 'soapand-hot-water', 'illissionaryju', 'theceduction', 'vine-covered', 'brackish-water', 'hard-hearted', 'small-brain', 'ek-president', 'superstitins', 'plague-ridden', 'radioaction', 'unsuspectingmother', 'medicosociological', 'operatingroom', 'table-cloths', 'twelvecourse', 'guest-rooms', 'lllllllllllilli', 'child-suffering', 'ltreovttaitlistrahlrieictriartateareltak', "prohibited'the", 'cloth-covered', 'screw-driver', 'anti-accident', 'transtnitted', 'ogggggloggogggalgisink', 'court-house', 'anthrocosis', "to-morrow's", 'zoophile-psychosis', 'semiindirect', 'sewage-contaminated', 'oenvemreisttsisotn', 'milk-supplies', 'ignorance-and', 'black-water', "musselman's", 'leisure-loving', 'anminionnynallamminoilie', 'objectlesson', 'mindinduced', 'pigeon-toed', 'all-too-transparent', 'llllllllllllllllllllllllllllllllllllllllllllllllllllllll', 'two-wheeled', 'demonstarted', "charrington's", 'disffiissed', 'whiskyglass', 'staftreamtri', 'unnnnnnnnnnununuumm', 'hospitaltrained', 'dressingsack', 'schoolhygiene', 'milkdistributing', 'five-minute', 'tivotijavoili', 'cold-storage', 'iiiimmimmjiii', 'joffilisffoiwins', 'kmumulaimaiu', 'droplet-infection', 'oversecretion', 'alkali-forming', 'whiskerlike', 'thread-like', 'tooth-brushes', 'double-range', 'danger-point', 'malaria-bearing', 'well-furnished', 'anstivertp-a', 'twenty-per-cent', 'well-qualified', "don't-worry", 'prize-fights', 'botlpsunlight', 'consumptima', 'self-direction', 'erfforzerreertgialraiiffiotatraotraotravracomieii', 'sboarniaocivcaonrzt', 'departmelit', 'antisepticus', 'cigarette-papers', 'french-taught', 'well-informed', 'guaranterellabielitza', 'aleroailltyce', 'semi-occasionally', 'duodeno-jejunal', 'intempepancearid', 'decenmewbeyrenarulybseurbsscfruirbel', 'percussionof', 'ipanttarium', 'border-lands', 'hypersthesia', 'ox-and-horse', 'herboltzheimer', 'thousand-mile', 'vacuum-pans', 'oilpainting', 'greatestof-all', 'eight-thirty', 'tic-douloureux', 'cornstarches', 'base-burner', 'sketch-book', "lady's-fingers", 'departphysical', 'under-nourishment', 'factorypricespairoifrtesfromanyone', 'physio-therapeutic', 'after-results', 'andradenoids', 'xxxxxxxxxxxxxxxxxxxxxx', 'wellrounded', 'iliiiiiillp', 'nonemployment', 'ltreltreitrecmirturtemi', 'plagueinfected', 'whether-it-be-trueor-not', 'trathainscirmonadirfuullylnibiitrwal', 'child-labor', 'book-learning', 'window-screened', 'cooking-water', 'tkepumgimiim', 'travyelning', 'iniommikviimiminiomp', 'germ-growing', 'vestpockets', 'onlinformation', 'orepaythezregght', 'illopeorirlim', 'down-andouters', 'compressing-groove', 'power-producing', 'alsammoomni', 'hawaiianpineapplegroviers', 'steam-jacketed', 'marefammmtmervannm', 'overhangings', "wiglesworth's", 'conjunctivte', 'riteartmarkeramaccoartammaga', 'prayer-healer', 'five-per-cent', 'llimwriminiiiiiiiintmo', 'after-a-while', 'health-destroying', 'much-neglected', 'muscle-free', 'air-poisoning', 'policy-holders', 'thimimihimius', 'insignifirooms', 'mrnonomozraomonmononmononozwrzrammgrnam', 'tigitstnosnuicoppammw', 'unacclimated', 'eliablelity', 'hydroelectrical', 'nmitnntsiumurnommnrommulon', 'atcultivate', 'bone-minerals', 'antidiphtheretic', 'food-handling', 'marine-hospital', 'flower-gardening', 'drinking-fountains', 'routotteuir', 're-vocational', 'state-protected', 'fourteen-year-old', 'tune-a-phone', 'straw-thatched', 'cfeontrscpokeor', 'stomach-tuberculosis', 'non-leprous', 'iiiiiiiimmiimiiimuuuuuuummimumummmiiimmuumimimmmimmiiiiiiiiiiiiimmimiimumumiiiiiiimiimmimiimmiimimimmiiiiiiimuumumiaumuummiiimmuuumiiiiiiiiiiimumiiimmmmuumiiuuuumumimu', 'self-medicators', 'time-consuming', 're-thatched', 'simple-minded', 'nail-biting', 'last-genetation', 'overchargeerrors', 'water-moccasin', 'worth-while', 'egistration', 'pretubercular', 'eliabilelitwyeeoft', 'neuralworld', 'functionize', 'jelly-molds', 'bluish-white', 'itispaidfor', 'eleven-yearold', 'club-houses', 'fire-resisting', 'himimmiiiiiiiii', 'broncho-pneumonia', 'feeding-places', 'noise-abatement', 'iffittfilaf', 'war-devastated', 'iiiiiiiiiiiiiiiiimiiiiiiiimitimillimmimmiiiiiimmiimiiimillimimmimmiiiiiiiiiimisimmimmimmitiiii', 'particulari', 'rueilicaticik', 'wasp-waisted', 'everysamplecopyisaninvitationtosubscribe', 'lecturettes', 'approvirgly', 'eescription', 'thirtyfifth', '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 [ ]: