Report-on-spelling-inspection

Report on spell-check quality and possibilities for future improvements

Code to generate the reports

In [10]:
import pandas as pd
pd.options.display.max_rows = 10000
import os
In [2]:
dir_ = '/Users/jeriwieringa/Dissertation/drafts/data/spelling-statistics/round4/'
In [3]:
def results_to_df(title):
    for filename in os.listdir(dir_):
        if filename.endswith("{}.txt".format(title)):
            print("File: {}".format(filename))
            df = pd.read_csv(dir_ + filename)
            df['word_length'] = df['spell_error'].str.len()
            print("{} has {} rows".format(title, len(df.index)))
    return(df)

def query_df(df, count_min, length_min, sort_by):
    return(df.query('count > {} & word_length > {}'.format(count_min, length_min)).sort_values(sort_by, ascending=False))

General Observations

  • frequent problem of hyphenated words compressed into single token (turns out this was a regex problem created during cleaning). Will need to verify if this is still persistent after running on corpus without "preliminary cleaning"
  • Some corpus specific vocabulary and regex needs.

ADV (The Advocate)

General Information

  • Date range: 1898 - 1905
  • Publication cycle: Monthly
  • Layout notes: Early issues are single column. Moves to a two column layout in 1900.
  • Publisher: Battle Creek College
  • Topics: Education, Missions

Due to the layout of this particular title, there is a high prevalence of what I refer to as "split words," where words are split across two tokens because the OCR engine did not recognize dashes at the end of words. For this particular title, I will take additional cleaning steps to match the most common orphaned endings with their proceeding token.

Spell Error Report

In [4]:
# Errors drawn from round3 list

query_df(results_to_df('ADV'), 4, 2, "count")
File: 2016-12-08-Spelling-Errors-ADV.txt
ADV has 17407 rows
Out[4]:
spell_error count word_length
6805 tion 807 4
345 dren 329 4
8406 chil 326 4
4459 educa 323 5
13967 ment 304 4
8620 n't 234 3
5858 ers 208 3
3554 tions 202 5
8709 edu 175 3
10179 pre 174 3
4965 ence 160 4
6314 ple 135 3
10154 mis 135 3
10621 tional 128 6
9562 tian 126 4
853 ith 125 3
9528 ful 112 3
10503 ments 98 5
10823 ent 96 3
7684 ber 96 3
13643 peo 93 3
7142 ofthe 90 5
13878 prin 87 4
10864 ture 84 4
5326 ucation 81 7
7257 struction 74 9
4823 chas 70 4
15542 ance 68 4
4999 sionary 68 7
12444 lege 68 4
1990 ents 67 4
13409 tem 65 3
13980 agt 64 3
3586 ciples 64 6
1020 ary 63 3
921 ble 63 3
12270 ual 58 3
9463 ure 55 3
1797 ference 54 7
8404 bers 52 4
1527 ject 52 4
2843 sys 51 3
2729 instruc 50 7
11096 experi 50 6
4705 coun 49 4
196 tle 49 3
3448 princi 47 6
8834 'll 46 3
7217 knowl 45 5
1841 dustrial 45 8
... ... ... ...
5733 tinctly 5 7
13935 natur 5 5
5638 'et 5 3
14967 desir 5 5
5618 wdll 5 4
5524 origi 5 5
5499 jfa 5 3
5359 nukua 5 5
5319 donat'ns 5 8
5296 ould 5 4
15194 anb 5 3
15198 pra 5 3
5293 ile 5 3
5267 ductive 5 7
5246 agazine 5 7
5212 penter 5 6
14619 akeham 5 6
14615 fif 5 3
14603 tural 5 5
6367 joice 5 5
8409 sor 5 3
8385 manded 5 6
8367 associ 5 6
8167 tith 5 4
8166 tated 5 5
7927 rou 5 3
14094 tinues 5 6
7835 ployment 5 8
14217 daugh 5 5
14239 herbie 5 6
7735 ege 5 3
7696 prepa 5 5
7669 versal 5 6
14264 disciplin 5 9
14267 mation 5 6
7655 iled 5 4
7467 egyp 5 4
7386 ganization 5 10
7383 missonary 5 9
14375 qoods 5 5
7283 thework 5 7
14400 mendations 5 10
7272 iti 5 3
7149 illy 5 4
6973 kee 5 3
6861 thi 5 3
14508 churchschool 5 12
6685 necessi 5 7
6551 swered 5 6
17404 sional 5 6

1114 rows × 3 columns

Next Steps

The biggest challenge with the Advocate is in the failure of the OCR to pick up line dashes at line endings. This occurs in both formats of the periodical.

Words to add to supplemental list

  • moines
  • god’s
  • springdale
  • postoffice
  • teachers’
  • heafford
  • boggstown
  • arithmetics
  • avondale
  • cowles
  • kinley
  • lord’s
  • campmeeting
  • christ’s
  • melancthon
  • sanitas
  • yawman
  • duncombe
  • children’s
  • people’s
  • smithfield
  • juniata
  • publishers’
  • upbuilding
  • teacher’s
  • missoula
  • colporteurs
  • holyoke
  • martius
  • augsbourger
  • nature’s
  • wittemberg
  • johanne
  • child’s
  • bozeman
  • year’s
  • abraham’s
  • instrumentalities
  • eastport
  • mother’s
  • joseph’s
  • preceptress
  • gifford
  • nurses’
  • marilla
  • leadings
  • cloverdale
  • montavilla
  • gravelford
  • edgewood
  • melanchthon

Title specific errors to correct

Initial thought: To fix as many of the split words as possible, I will proceed by taking the most common orphaned endings and checking if a word can be created by combining with the proceeding token. The script to fix the errors would find the orphaned ending, identify the preceding token, combine the tokens, check if resulting token is in dictionary, and if so, replace the two tokens with the new token.

A less manual approach would be to perform this check for every token that is not in the dictionary ...

AmSn (American Sentinel | The Sentinel of Liberty)

General Information

  • Date range: 1886-1900
  • Publication cycle: Begins monthly. Switches weekly in 1889.
  • Layout notes: Begins with three column layout. Switches to two columns in 1897.
  • Publisher: Pacific Press Publishing Company | International Religious Liberty Association
  • Topics: Sabbath, Legal, Religious Liberty
In [5]:
# Errors drawn from round3 list

query_df(results_to_df('AmSn'), 4, 2, "count")
File: 2016-12-08-Spelling-Errors-AmSn.txt
AmSn has 61743 rows
Out[5]:
spell_error count word_length
22881 n't 2138 3
20525 'the 431 4
5986 tion 317 4
12689 seventhday 258 10
30463 indorsed 250 8
43697 'of 232 3
30788 satolli 230 7
14935 employes 208 8
57591 munn 206 4
7727 'll 200 3
35250 religio 195 7
27685 ment 194 4
47657 kee 187 3
1332 cmsar 185 5
21690 indorse 171 7
46929 ringgold 167 8
55394 'to 153 3
6341 breckinridge 146 12
18033 allister 138 8
45304 pre 136 3
51360 bateham 129 7
21218 schaff 119 6
43047 csar 119 4
27616 aleck 112 5
12493 socalled 108 8
47956 erican 107 6
48878 sentin 103 6
28305 milly 103 5
32546 capps 96 5
58932 'is 95 3
33977 tions 94 5
31801 palmeter 94 8
13591 ican 94 4
58 neander 92 7
40884 'that 91 5
35412 're 86 3
28440 eze 84 3
3341 'in 83 3
40442 'and 83 4
46342 've 83 3
9881 epworth 81 7
59823 sundaylaw 81 9
114 stundists 81 9
42692 messrs 81 6
56143 edmunds 80 7
37278 cereola 79 7
19514 chas 79 4
23977 haskins 77 7
21357 thi 76 3
52560 ofthe 75 5
... ... ... ...
49879 burton'simproveddrenchingbit 5 28
49930 mak 5 3
33556 inchief 5 7
50091 rowell 5 6
50119 mashonas 5 8
24854 drennan 5 7
24774 'imperialism 5 12
24717 aws 5 3
24634 wirepulling 5 11
34001 politicoreligious 5 17
50407 bles 5 4
24409 churchwas 5 9
22984 cond 5 4
34436 christthat 5 10
51046 pric 5 4
34507 mahon 5 5
34993 'into 5 5
21298 isi 5 3
21202 fiear 5 5
51729 btate 5 5
51733 constans 5 8
35014 religion' 5 9
20817 sabbathobservance 5 17
44105 antigo 5 6
20643 hibition 5 8
35170 chadbourne 5 10
35327 drouth 5 6
20500 uniona 5 6
20476 lli 5 3
35344 chtirch 5 7
20424 barebones 5 9
41471 practi 5 6
34968 oaklan 5 6
51539 'while 5 6
22146 rff 5 3
22726 bolin 5 5
22650 arapahoe 5 8
22325 blalock 5 7
22318 asto 5 4
51196 ade 5 3
51201 governmentto 5 12
51328 swineford 5 9
51506 twohorned 5 9
51331 di'shan 5 7
34834 'carry 5 6
51350 pobedonostseff 5 14
21899 sof 5 3
34945 societya 5 8
21684 woolston 5 8
21334 fortescue 5 9

2432 rows × 3 columns

Strategies to Pursue

Words to add to supplemental list

  • deseret
  • indorses
  • magna
  • indorsing
  • intrusted
  • attaches
  • endeavorer
  • palmeter
  • indorse
  • indorsed
  • kinley
  • indorsements
  • indorsement
  • endeavorers
  • romanists
  • unsectarian
  • indorsements
  • unscriptural
  • covenanters
  • vaticanism
  • theocratical
  • artotypes
  • habeas
  • christianized
  • intermeddling
  • jesuitical
  • memorialists
  • despotisms
  • puritanic
  • intrenched
  • christianizing
  • mohammed
  • amendmentists
  • sarnia
  • paulist
  • phariseeism
  • saloonists
  • bourgois
  • colporter
  • sanhedrim
  • spurgeon
  • romeward
  • ascendency
  • maximus
  • sabbatarianism
  • sabbathism
  • venders
  • moslems
  • powderly
  • legislationists
  • desecrators
  • usurpations
  • instrumentalities
  • sabbatic
  • reconcentrados
  • churchism
  • incapacitations
  • colporters
  • imprimerie
  • theocrats
  • groundlessness
  • pretentions
  • universalists
  • melancthon
  • chalcedon
  • brownist
  • officio
  • adventism
  • ammonius
  • merchandize
  • zaragoza
  • apostolical
  • melchisedek
  • christless
  • clamorers
  • unsanctified
  • sabbathless
  • advertized
  • constantius
  • supposable
  • salvationists
  • churchianity
  • assumptionist
  • martyrdoms
  • saturdarians
  • desecrations
  • mahometan
  • reductio
  • sanitas
  • saloonist
  • hibernians
  • whitehouse
  • torrey
  • absurdum
  • seraphim
  • obiter
  • episcopus
  • showeth
  • unfallen
  • charlestown
  • plottings
  • martialed
  • paganized
  • peoples'
  • memoranda
  • discriminations
  • andover
  • alleghany
  • prohibitum
  • mahometans
  • controversialists
  • beneficient
  • mussulmans
  • judaizing
  • scripta
  • liberalists
  • worldlings
  • embassadors
  • monsignori
  • buddhistic
  • archambault
  • intoleration
  • supremest
  • donatists
  • republica
  • mortem
  • papistic
  • judaistic
  • dunkards
  • unbiblical
  • severities
  • sophisms
  • saturdarian
  • schuette
  • domine
  • sigourney
  • ultramontanes
  • mahometanism
  • vanderbilts
  • pomeroy
  • shangti
  • coronate
  • russellville
  • cocoanut
  • comprehendeth
  • embroglio
  • ballantine
  • ansonia
  • silverman
  • ames
  • leadville
  • eleusinian
  • unfrequently
  • indulgencies
  • mormondom
  • witherspoon
  • honoreth
  • childeric
  • peligious
  • wagonettes
  • legum
  • brahmins
  • sabbathlessness
  • maclean
  • unbloody
  • deritend
  • holyoke
  • hillsboro
  • dauchy
  • medicaments
  • pedobaptist
  • jesus'
  • colporteurs
  • hominem
  • majestrates
  • cortege
  • worshipeth
  • ottowa
  • religionis
  • dauphiny

Title specific errors to correct

ARAI (Advent Review Anniversary Issues)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [20]:
query_df(results_to_df('ARAI'), 4, 2, "count")
File: 2016-12-08-Spelling-Errors-ARAI.txt
ARAI has 507 rows
Out[20]:
spell_error count word_length
162 rockyhill 9 9
467 stowell 8 7
226 k'o 7 3
455 cheo 7 4
341 parana 6 6
453 friedenstal 6 11
476 sha 6 3
119 chitonga 5 8
295 mch 5 3
409 nyassa 5 6
494 nyanza 5 6

Report

CE (Christian Education)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [19]:
query_df(results_to_df('CE'), 4, 2, "count")
File: 2016-12-09-Spelling-Errors-CE.txt
CE has 8808 rows
Out[19]:
spell_error count word_length
8780 n't 727 3
195 'll 162 3
7207 manumental 133 10
1408 kibbin 56 6
7387 adelphian 52 9
236 've 52 3
6995 tion 45 4
2986 millis 44 6
4171 tis 43 3
5404 're 42 3
213 tle 37 3
1158 tne 26 3
6648 ginn 26 4
958 ful 26 3
396 dren 24 4
4485 murry 24 5
4925 nurses' 24 7
5580 claxton 24 7
6502 delpha 23 6
1571 pre 23 3
1692 dioxid 22 6
1989 lusio 22 5
8195 myrta 22 5
4415 wyclif 22 6
8289 revell 21 6
5160 goldsberry 20 10
1760 tunesassa 20 9
8572 chil 20 4
5217 sheyenne 20 8
5570 taquary 20 7
4874 lomb 20 4
7377 'ry 20 3
4965 flexner 20 7
4227 maplewood 20 9
6160 'the 19 4
970 preceptresses 19 13
502 lippincott 19 10
6867 ers 19 3
2741 bausch 18 6
52 lul 18 3
623 hildebran 18 9
5396 ment 17 4
7889 ber 17 3
739 mvp 16 3
3222 laurelwood 16 10
6996 mvo 16 3
828 plainview 16 9
6503 imo 15 3
3694 tions 15 5
346 haapai 14 6
... ... ... ...
8101 itis 5 4
8545 winship 5 7
1765 twentyone 5 9
1062 dansville 5 9
7657 riod 5 4
8146 wagnalls 5 8
2272 pedler 5 6
189 hoag 5 4
4865 tbe 5 3
465 pursual 5 7
5244 paign 5 5
2976 specky 5 6
5141 und 5 3
3069 teacherages 5 11
492 flatwood 5 8
566 reenforced 5 10
3267 fuchau 5 6
4845 itt 5 3
394 'round 5 6
4672 highschool 5 10
4604 tem 5 3
3906 fangled 5 7
3958 'in 5 3
4045 goodspeed 5 9
4208 atten 5 5
4085 fomentations 5 12
4146 onehalf 5 7
2729 ning 5 4
5635 vided 5 5
7084 doin 5 4
6563 selfcontrol 5 11
7075 fiske 5 5
2145 'for 5 4
271 buena 5 5
6899 crayolas 5 8
6876 sheetswa 5 8
2195 heartedly 5 9
6657 kindergartner 5 13
6640 blos 5 4
6519 heav 5 4
2600 ity 5 3
4126 accu 5 4
2285 ered 5 4
6340 hawley 5 6
364 illustrationsetc 5 16
2396 iden 5 4
2495 bove 5 4
5856 sixtyfive 5 9
5744 tri 5 3
1359 dulness 5 7

244 rows × 3 columns

Report

There are a number of conjunction ending that have been split off into their own token (727 for n't). This appears to be a feature of the default NLTK tokenzier, which operates on punctuation. The value here is that end of line punctuation are taken care of by the tokenizer. To avoid reporting the conjunction endings as errors, I am adding them to the SDA word list, even though this could mask some OCR noise.

Words for SDA Vocabulary List

  • n't
  • 'll
  • 've
  • 're
  • tis
  • manumental
  • adelphian
  • nurses'
  • wyclif
  • maplewood
  • lippincott
  • preceptresses
  • syllabi
  • hillcrest
  • nonessentials
  • workers'
  • impartation
  • acquirements
  • arousement
  • godlikeness
  • pedler
  • fangled
  • crayolas
  • buena
  • heartedly
  • reenforced
  • fomentations
  • kindergartner
  • literatures
  • memoriam
  • unpedagogical
  • homiletical
  • teachers'
  • 'twould
  • sidewise
  • wheatless
  • postum
  • excellences
  • untechnical
  • kindergartners
  • inclosure
  • curriculums
  • learnable
  • pyrographic
  • manumentals
  • unruled
  • postals
  • reenforcement

CUV (Columbia Union Visitor)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [8]:
query_df(results_to_df('CUV'), 4, 2, "count")
File: 2016-12-09-Spelling-Errors-CUV.txt
CUV has 62824 rows
Out[8]:
spell_error count word_length
13919 ppf 2144 3
25398 'the 510 4
16367 brownlee 459 8
20052 chas 446 4
10106 sabbathschool 362 13
20788 luzerne 361 7
44554 'of 332 3
13057 seventhday 324 10
46923 reichenbach 312 11
2780 elphatrick 307 10
15194 morgantown 240 10
44576 buttermore 232 10
41310 'and 229 4
56418 'to 216 3
20403 leesburg 212 8
17184 bfl 208 3
40409 barto 206 5
26122 columbiana 204 10
19271 hicksville 199 10
48767 gearhart 199 8
57941 paden 198 5
37636 oertley 187 7
20825 yingling 182 8
35831 syphers 182 7
48291 phila 173 5
33894 dowell 173 6
44209 tolliver 170 8
49251 dowling 170 7
55177 conneaut 169 8
4230 westmoreland 168 12
11915 charloe 166 7
61891 broughton 159 9
49726 pengelly 157 8
34476 meigs 155 5
43721 dunkinson 150 9
37481 tion 148 4
24454 apsley 147 6
12967 corry 147 5
32656 silber 145 6
44853 barnesville 142 11
19894 lehigh 142 6
25821 massillon 141 9
24914 pre 138 3
7090 gerhart 138 7
55700 brownell 137 8
44763 smithsburg 136 10
62599 wanteda 134 7
3051 midkiff 133 7
42654 stroudsburg 131 11
4561 tioga 126 5
... ... ... ...
39643 nowlin 5 6
29458 stratford 5 9
52159 seh 5 3
19388 fiiity 5 6
27558 church' 5 7
12551 prospectives 5 12
52239 talbat 5 6
12487 tir 5 3
52290 heartedness 5 11
27538 adventis 5 8
52347 courageand 5 10
12294 schoel 5 6
52967 fritts 5 6
11463 triadelphia 5 11
11458 calebs 5 6
45640 haps 5 4
30017 glaunsinger 5 11
10543 havenkopf 5 9
20064 loudown 5 7
10451 bilt 5 4
37004 godto 5 5
10443 lovetts 5 7
39946 towork 5 6
10276 theend 5 6
30222 ohio' 5 5
27071 iin 5 3
53937 bridgeville 5 11
53951 'new 5 4
45112 cloverfield 5 11
53985 ppp 5 3
54042 scottsburg 5 10
10632 westminister 5 12
20013 'order 5 6
10675 fortytwo 5 8
45412 schenke 5 7
37216 washingt'n 5 10
27272 sive 5 4
53111 thefield 5 8
37107 hayford 5 7
53175 'want 5 5
45419 itwill 5 6
11077 vansant 5 7
10704 vacinity 5 8
45387 holies 5 6
53359 illy 5 4
19858 fluvana 5 7
45312 colord 5 6
37061 stuller 5 7
11004 dorranceton 5 11
26832 cumberand 5 9

2850 rows × 3 columns

Report

'PPF' is an abbreviation for "Past, Present, and Future" by James Edson White.

Whomever edited this particular periodical was a wretched speller. As there are a number of common spelling errors, it may be useful to use pyenchant on this particular title to correct the obvious misspellings, so that the data from here matches the other periodicals. Without that, the OCR error rate on this title will be artificially high. And it will be difficult to connect topics here with other periodicals.

It may also be worth doing Named Entity Extraction in an effort to further build up a database of names.

  • I examined this possibility, but this is a very computationally slow process and results in a lot of noise.

Words to add

  • ppf
  • yingling
  • fauquier
  • enroute
  • roumanian
  • middlesex
  • culpeper
  • rappahannock
  • districted
  • sligonian
  • colportage
  • urbana
  • vandergrift
  • smithburg
  • bereans
  • berean
  • dunkard
  • movings
  • hollenbaugh
  • ephrata
  • backslidden
  • punxsutawney
  • roumanians
  • waynesboro
  • drummond
  • williamstown
  • doylestown
  • nelsonville
  • steubenville
  • fredericktown
  • sanitorium
  • elmshaven
  • nutmeato
  • canonsburg
  • ashville
  • bursted
  • hackettstown
  • liberalities
  • roanoak
  • districting
  • coopersburg
  • rebaptized
  • santo
  • beavertown
  • cannonsburg
  • wheaton
  • antitypical
  • enablings
  • unchristlike
  • annum
  • spotsylvania
  • szechuan
  • emporia
  • burlingame
  • respector
  • russellism
  • revelator
  • summerset
  • deerfield
  • wapakoneta
  • idlewood
  • vanderhook
  • clarksville
  • cantwell
  • meacham
  • stereoptican
  • anacostia
  • christlikeness
  • disfellowshipped
  • prospectives
  • bridgeville
  • cloverfield
  • scottsburg

EDU (The Christian Educator)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [18]:
query_df(results_to_df('EDU'), 4, 2, "count")
File: 2016-12-09-Spelling-Errors-EDU.txt
EDU has 3028 rows
Out[18]:
spell_error count word_length
315 sloyd 29 5
2166 bamberger 13 9
2471 tion 12 4
1920 salomon 11 7
364 dep't 11 5
1125 pre 10 3
2519 abrahamson 9 10
924 pub'g 8 5
959 'the 8 4
790 ment 7 4
1772 anb 7 3
2111 cator 7 5
2925 educa 6 5
2419 publicschool 6 12
1850 naas 6 4
1783 thr 6 3
2760 perlen 5 6
2815 'of 5 3
2676 majestatsbeleidigung 5 20
15 morrill 5 7
2275 mit 5 3
1592 frederikshavn 5 13
1469 education' 5 10
1330 edu 5 3
1786 brownell 5 8

Report

Words to add

  • boettger
  • whatley
  • vergil
  • perlen
  • morrill
  • salomon
  • sloyd
  • bamberger
  • don'ts
  • cygnaeus
  • cannel
  • watrous
  • anchoret
  • triticum
  • chamberlin
  • sewall
  • emeline
  • gemmules
  • swinton
  • nephesh
  • sherringham
  • achroodextrin
  • granose
  • erythrodextrin
  • leucocytes
  • orthoepist
  • brownell
  • abrahamson
  • dep't

GCB (General Conference Session Bulletins)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [17]:
query_df(results_to_df('GCB'), 4, 2, "count")
File: 2016-12-09-Spelling-Errors-GCB.txt
GCB has 43965 rows
Out[17]:
spell_error count word_length
24302 tion 679 4
40181 gcs 436 3
38395 ence 346 4
36370 'the 338 4
42459 ference 289 7
41860 ment 240 4
37146 'of 232 3
31501 ple 186 3
24655 sabbathschool 179 13
26374 'to 166 3
24315 ers 161 3
24659 tions 149 5
42400 eral 146 4
13869 'be 130 3
29039 basle 130 5
40618 chas 127 4
22087 mittee 121 6
15788 seventhday 111 10
35805 ulletin 109 7
8647 'and 109 4
25443 'in 104 3
31065 pre 103 3
17212 mis 100 3
21205 sionary 100 7
6908 amens 85 5
7977 ent 76 3
43210 ren 75 3
38708 ences 72 5
20925 ile 72 3
27563 tional 72 6
2573 'that 71 5
37530 weiherweg 71 9
35810 agt 71 3
18885 ments 67 5
24306 ber 67 3
38577 ary 62 3
3381 sabbathkeepers 60 14
41334 peo 60 3
17636 lieve 60 5
27475 ture 58 4
33824 'for 56 4
23152 partment 56 8
15849 eign 56 4
24241 ful 55 3
2804 'by 54 3
33586 ferences 54 8
2135 dred 53 4
2614 inthe 52 5
3133 bers 52 4
14159 sions 52 5
... ... ... ...
18861 baalam 5 6
18965 sponded 5 7
19206 crespo 5 6
19226 'brought 5 8
19365 'most 5 5
19372 buresala 5 8
19488 ili 5 3
19509 deemer 5 6
19587 thepeople 5 9
19875 churche 5 7
20043 tribution 5 9
22147 cators 5 6
22286 lightner 5 8
26324 eas 5 3
24259 prophe 5 6
24394 departnient 5 11
24398 rangements 5 10
24425 abd 5 3
24623 'meet 5 5
24697 luxemburg 5 9
24915 ering 5 5
24949 'truth 5 6
25162 ridgeway 5 8
25352 egates 5 6
25789 ets 5 3
25911 ynez 5 4
25963 generalconference 5 17
25996 aie 5 3
26066 evard 5 5
26236 sicians 5 7
24332 miswork 5 7
24126 heol 5 4
22315 guadala 5 7
23915 titution 5 8
22375 bez 5 3
22466 axim 5 4
22563 sante 5 5
22722 sooncoming 5 10
22737 apthe 5 5
23113 hing 5 4
23385 oceanica 5 8
23386 tecken 5 6
23455 enof 5 4
23518 mahrheit 5 8
23616 afri 5 4
23671 itto 5 4
23772 thii 5 4
23841 majita 5 6
23860 tality 5 6
43937 cuted 5 5

1704 rows × 3 columns

Results

It appears that this title also has some burst word problems, with common suffixes appearing in the errors list.

"GCS" is a header that appears on each page of the transcribed session bulletins. It is not an ocr error, but it is not a word either.

Words to add

  • hildebran
  • unworked
  • incorporations
  • deutsche
  • zurich
  • somabula
  • polyglotte
  • tsungwesi
  • materia
  • catharina
  • unreprovable
  • medica
  • cafes
  • apostacy
  • harkened
  • unblamable
  • barbadoes
  • boggs
  • concordia
  • acetanilid
  • baumann
  • frederickson
  • moffat
  • arbeiter
  • habitants
  • breckinridge
  • christofferson
  • stromsburg
  • malarious
  • neuchatel
  • pawtucket
  • cocoanuts
  • morphin
  • modale
  • embassador
  • gcs
  • amens

GH (The Gospel Herald)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [11]:
query_df(results_to_df('GH'), 4, 2, "count")
File: 2016-12-09-Spelling-Errors-GH.txt
GH has 26797 rows
Out[11]:
spell_error count word_length
26162 smouse 177 6
26702 'the 153 4
24283 schramm 113 7
268 thot 107 4
16496 'of 104 3
18531 jno 99 3
22762 chas 92 4
20048 lintonia 82 8
5571 'to 75 3
3106 tion 75 4
11071 altho 72 5
10755 'and 72 4
452 calmar 66 6
24046 brot 65 4
3395 maynor 62 6
10348 strother 55 8
4752 gos 54 3
16306 eze 51 3
11342 'em 50 3
21187 mis 46 3
11245 pre 46 3
20415 'in 45 3
5388 thi 44 3
24252 ment 44 4
5612 spartanburg 41 11
7875 wilsonia 41 8
13581 corsicana 40 9
20836 gemon 40 5
22388 wagor 39 5
17544 thos 39 4
7583 newbern 38 7
18610 ospe 37 4
21881 ohe 37 3
5992 brethern 37 8
6405 ocala 37 5
13719 orangeburg 36 10
16684 vagh 36 4
16728 preceeding 36 10
7749 ospel 34 5
26195 dont 34 4
3243 'that 34 5
3120 ers 32 3
4935 oclock 32 6
16603 abney 31 5
11858 pel 31 3
14738 'for 31 4
5138 tir 30 3
3298 inthe 30 5
3127 ments 29 5
17880 ioo 29 3
... ... ... ...
9026 'time 5 5
8836 howlett 5 7
8452 employe 5 7
20921 ust 5 3
20926 terly 5 5
20971 tra 5 3
8263 warfield 5 8
21022 sto 5 3
21052 weare 5 5
21140 periences 5 9
21177 tive 5 4
16505 'may 5 4
7491 juvs 5 4
21441 tne 5 3
7253 nal 5 3
7242 todo 5 4
21589 mak 5 3
7218 emans 5 5
21732 ated 5 4
7080 tered 5 5
7028 sylacagua 5 9
9183 ove 5 3
9255 'your 5 5
9395 tii 5 3
10602 kraushaar 5 9
19502 'so 5 3
11421 insti 5 5
11347 afew 5 4
19570 tentmeetings 5 12
11323 ork 5 3
11259 anda 5 4
11009 ise 5 3
10885 mitchellpalmer 5 14
19817 vick 5 4
10881 humphries 5 9
10735 virture 5 7
10371 munity 5 6
9414 platt 5 5
10183 orter 5 5
10072 nien 5 4
9969 lif 5 3
9950 ifi 5 3
9799 syrene 5 6
20124 allendale 5 9
9776 tohouse 5 7
9753 rother 5 6
9726 'need 5 5
9676 thoro 5 5
9553 secre 5 5
12763 tian 5 4

723 rows × 3 columns

Report

This one also seems to have some spelling trouble, similar to the Columbia Union Visitor. Check editor?

Words to add

  • schramm
  • smouse
  • lintonia
  • wilsonia
  • spartanburg
  • corsicana
  • samuels
  • sturgis
  • connoughay
  • maclaren
  • westerfield
  • opposers
  • culpepper
  • unhelped
  • antediluvians
  • tonsilitis
  • allendale

GOH (The Gospel of Health)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [16]:
query_df(results_to_df('GOH'), 4, 2, "count")
File: 2016-12-09-Spelling-Errors-GOH.txt
GOH has 2783 rows
Out[16]:
spell_error count word_length
1063 nuttose 51 7
1553 bromose 24 7
2597 abbie 20 5
1316 nuttolene 19 9
71 lauretta 18 8
796 protose 14 7
336 lenna 13 5
1320 mackey 12 6
1527 pel 10 3
2288 tion 10 4
1702 drs 10 3
2106 chas 10 4
2532 gruels 10 6
1191 gos 10 3
865 'the 9 4
1719 princi 8 6
661 'in 8 3
2073 proteids 7 8
1581 mynheer 7 7
1027 croutons 7 8
942 tarium 7 6
327 bouchard 7 8
2623 ansh 7 4
2433 eze 6 3
2450 onehalf 6 7
2453 maltol 6 6
1860 'to 6 3
28 dqq 6 3
1390 evelene 6 7
281 jir 6 3
424 comfortables 6 12
949 'and 6 4
972 fredrickshavn 6 13
1043 sel 6 3
1714 fft 5 3
1720 institut 5 8
597 flich 5 5
1189 warne 5 5
2251 sani 5 4
2236 fora 5 4
1213 heiman 5 6
1365 selfdenial 5 10
2015 strychnin 5 9
1958 sitz 5 4
55 dulness 5 7
1807 fik 5 3
2773 thi 5 3

Report

Words to add

  • nuttose
  • bromose
  • nuttolene
  • lauretta
  • protose
  • drs
  • bouchard
  • proteids
  • croutons
  • comfortables
  • strychnin
  • dulness
  • albumins
  • vomica
  • excrementitious
  • schillembeck
  • hyperpepsia
  • unemulsified
  • albumens
  • fairhaven

GS (Gospel Sickle)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [13]:
query_df(results_to_df('GS'), 4, 2, "count")
File: 2016-12-09-Spelling-Errors-GS.txt
GS has 18810 rows
Out[13]:
spell_error count word_length
6257 'the 181 4
4423 'of 124 3
12013 aro 111 3
4173 eze 75 3
7908 'to 64 3
15169 'and 63 4
12885 ile 55 3
15862 pre 50 3
13040 ots 47 3
13239 tion 45 4
9558 elds 44 4
9186 timethe 40 7
1689 'is 32 3
4605 'that 32 5
10018 'in 31 3
2806 mal 31 3
15354 ment 30 4
14207 'be 28 3
3879 gospxi 26 6
8048 ofthe 24 5
7658 thi 23 3
13061 cer 22 3
6951 ets 22 3
8082 ehe 21 3
1207 heylyn 21 6
8466 mosheim 21 7
6778 gos 21 3
12373 iow 20 3
10868 seventhday 20 10
13826 sabbaton 19 8
11713 'are 19 4
8764 'he 18 3
13056 ble 17 3
7408 'with 17 5
7610 haruest 17 7
7465 'not 17 4
11184 sel 16 3
12985 wharey 16 6
6577 'as 16 3
5987 'his 16 4
16242 pxi 16 3
14511 'it 16 3
539 blest 16 5
5348 glynn 16 5
15536 ise 16 3
18041 'which 15 6
13090 schaff 15 6
1862 'for 15 4
12378 goapxl 15 6
2425 ver 15 3
... ... ... ...
728 it' 5 3
887 ine 5 3
1016 unmingled 5 9
1177 god' 5 4
1823 nors 5 4
3306 bef 5 3
2084 ure 5 3
2440 cyaxeres 5 8
2873 ite 5 3
3035 oreek 5 5
3133 sev 5 3
3139 cornmandments 5 13
7073 'church 5 7
7525 tice 5 4
13839 ters 5 4
7888 follo 5 5
11130 mis 5 3
11365 ileb 5 4
11448 owatonna 5 8
11809 hav 5 3
12234 oanright 5 8
12258 hackett 5 7
12260 'work 5 5
12362 'never 5 6
12637 shunk 5 5
12860 prideaux 5 8
12895 ight 5 4
12929 commandinent 5 12
13247 domville 5 8
13532 ani 5 3
13720 pri 5 3
11002 vilas 5 5
10971 aubigne 5 7
10752 uncandid 5 8
9203 sankey 5 6
8261 thne 5 4
8286 'life 5 5
8560 iti 5 3
8575 ropre 5 5
8702 'so 5 3
9157 'one 5 4
9795 'days 5 5
10751 'an 5 3
9818 vergeze 5 7
10066 timm 5 4
10195 allthe 5 6
10196 mei 5 3
10401 marksville 5 10
10706 wero 5 4
9714 macknight 5 9

318 rows × 3 columns

Report

Overall, this title has a lot of errors per page, though the pages are also on average double the 1000 word goal.

There are many errors raised by over-abundant "'" marks. This title may benefit from a closer evaluation of that OCR pattern. The scans of this title have a lot of image noise.

There are also a lot of split words, so it may be worth applying a similar strategy of matching errors to surrounding tokens.

"elds" as an abbreviation is short for elders.

Words to Add

  • elds
  • heylyn
  • mosheim
  • blest
  • schaff
  • shabbath
  • northfield
  • abrahamic
  • unintoxicating
  • overcomers
  • decretals
  • fulfillments
  • sabbatism
  • winona
  • brainerd
  • unmingled
  • owatonna
  • hackett
  • prideaux
  • aubigne
  • uncandid
  • sankey

HM (The Home Missionary)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [14]:
query_df(results_to_df('HM'), 4, 2, "count")
File: 2016-12-12-Spelling-Errors-HM.txt
HM has 9990 rows
Out[14]:
spell_error count word_length
5175 gen'l 102 5
6604 durand 97 6
5407 rep't 92 5
435 miscel 79 6
8413 am't 76 4
2387 mis 76 3
6180 avenola 76 7
4402 l't 64 3
3674 cumb 62 4
7453 imlay 57 5
1400 canof 56 5
6032 cassopolis 55 10
630 raiatea 51 7
438 seventhday 49 10
5005 intyre 43 6
2404 aro 43 3
8589 dist's 41 6
1036 schoolcraft 41 11
5697 agt 39 3
866 scand 38 5
2824 wheatena 37 8
6495 vassers 36 7
7911 lehigh 36 6
6953 revassers 35 9
5797 hayti 35 5
6657 'the 34 4
2820 sabbathschool 33 13
8887 deliv 33 5
6758 raratonga 32 9
6635 sabbathkeepers 30 14
3991 bogota 29 6
8095 sendebud 28 8
6412 deliv'd 28 7
4955 tena 28 4
4370 susp'n 28 6
4296 chas 27 4
5404 bordoville 27 10
8910 tion 27 4
7520 grandville 26 10
1816 farmington 26 10
176 mundy 26 5
9898 watrousville 26 12
9029 greenleaf 26 9
9153 riverton 26 8
7776 grinnell 25 8
1948 elkhorn 25 7
7604 pierson 25 7
8748 afton 25 5
8135 centerville 25 11
2842 eddyville 25 9
... ... ... ...
1039 peterboro 5 9
8251 vryburg 5 7
8246 nestorians 5 10
6294 depositaries 5 12
6324 haytien 5 7
7610 pmamam 5 6
4597 diaz 5 4
3193 irst 5 4
8127 whitford 5 8
6278 brethern 5 8
2124 fiske 5 5
1064 carrolton 5 9
2201 tne 5 3
7996 rica 5 4
1170 kitchengarten 5 13
6460 dilley 5 6
6458 'not 5 4
7944 miseel 5 6
1094 neosho 5 6
7824 ome 5 3
7915 deedon 5 6
8422 h'r'n 5 5
7590 farlane 5 7
609 illy 5 4
5360 sidna 5 5
8896 hasheesh 5 8
8895 oung 5 4
622 'er 5 3
8865 vreeland 5 8
8864 entrican 5 8
7366 nordland 5 8
3082 mpm 5 3
660 salemville 5 10
3376 bateham 5 7
2047 twentytwo 5 9
8738 lincklaen 5 9
6599 ozawkie 5 7
8509 ess 5 3
733 iveness 5 7
3095 ofthe 5 5
6122 swasey 5 6
6134 socalled 5 8
6149 sohoolcraft 5 11
8628 onehalf 5 7
8621 fora 5 4
1397 medo 5 4
4456 'as 5 3
6594 ine 5 3
8536 martyn 5 6
1773 'be 5 3

528 rows × 3 columns

Report

There are a number of "report" issues in this periodical with many people and place names. This will inflate the OCR error rate, both because these tend to be printed in a small and compact font, and because many of the names are missing from the word lists.

There are also a number of spelling errors in the original document (ie. hinderances).

This title also makes liberal use of abbreviations:

  • "gen'l" is an abbreviation for "general"
  • "rep't" is an abbreviation for "report"
  • "am't" is an abbreviation for "amount"
  • "l't" is part of an abbreviation ("l't'd") for "limited" on the train schedules. (not included as this is too broad)
  • "dist's" for districts
  • "deliv'd" for delivered
  • "susp'n" for "Susp'n Bridge" (unsure what "susp'n" is for)

Words to Add

  • gen'l
  • rep't
  • am't
  • durand
  • wheatena
  • avenola
  • cassopolis
  • lehigh
  • bogota
  • bordoville
  • grandville
  • farmington
  • grinnell
  • elkhorn
  • pierson
  • centerville
  • pierrepont
  • springside
  • lakeview
  • castana
  • scottville
  • wamego
  • sandyville
  • saranac
  • webberville
  • vermontville
  • sinclairville
  • evangeliets
  • sextonville
  • ladonia
  • grangeville
  • sedalia
  • leesburg
  • harrisonville
  • mannsville
  • marshalltown
  • winterset
  • kankakee
  • windham
  • pataha
  • demerara
  • slocumville
  • moravians
  • ogdensburg
  • vacaville
  • graettinger
  • richland
  • oceanica
  • rurutu
  • nortonville
  • pemberville
  • gouverneur
  • recanvassing
  • navasota
  • milbank
  • maquoketa
  • pendleton
  • litchfield
  • paulsboro
  • clairsville
  • antigo
  • olivett
  • singalese
  • osawkee
  • kewanna
  • wilsonville
  • neodesha
  • bellaire
  • barberville
  • stambaugh
  • carrollton
  • delphos
  • worthington
  • lovington
  • chitwood
  • pittwood
  • recanvass
  • marquam
  • eldorado
  • spartansburg
  • susanville
  • texarkana
  • scofield
  • oronoque
  • hawleyville
  • buckland
  • edenboro
  • escanaba
  • messrs
  • remedios
  • albina
  • revell
  • bloomsburg
  • unevangelized
  • westford
  • salverda
  • kennard
  • heppner
  • kingsbury
  • matherton
  • clearmont
  • berbice
  • norristown
  • peterboro
  • vryburg
  • nestorians
  • depositaries
  • hasheesh
  • salemville
  • nordland
  • vreeland

HR (The Health Reformer)

General Information

  • Date range: 1866-1907*
  • Publication cycle: Monthly. Initially, July to June. Switches to calendar year for the volume in 1872.
  • Layout notes: predominantly 2 columns. Number of ads increases over time.
  • Publisher: Good Health Publishing Company
  • Topics:

* J.H. Kellogg continues the publication of The Health Reformer after 1907 but it no longer as a denomination sanctioned publication.

Title changes to "Good Health: A Journal of Hygiene" in 1879.

Run for 1886 is incomplete.

Covers missing for 1897 - 1899.

The original dates for 1890 were given incorrectly as 1899 in the file name and need to be corrected in the corresponding text files.

In [15]:
query_df(results_to_df('HR'), 4, 2, "count")
File: 2016-12-12-Spelling-Errors-HR.txt
HR has 94059 rows
Out[15]:
spell_error count word_length
28466 tion 950 4
20855 sel 633 3
72492 cafe 595 4
15620 sitz 460 4
50304 ment 445 4
31479 pre 423 3
61348 proteid 417 7
45282 hydrozone 266 9
2316 tions 265 5
76552 glycozone 250 9
26613 kumyss 247 6
32473 agt 220 3
55482 chas 217 4
79511 marchand 215 8
37440 priessnitz 207 10
40862 sirup 180 5
12623 tremens 180 7
30726 hypopepsia 177 10
61891 'em 176 3
11648 tri 175 3
90127 ance 169 4
81227 ble 157 3
72423 keeley 157 6
31201 ous 155 3
67026 ments 155 5
56875 'the 154 4
15859 ful 154 3
62831 tem 152 3
6277 trall 147 5
86637 deimel 146 6
73573 cornaro 138 7
6184 ers 133 3
69701 ence 132 4
69993 ent 128 3
88946 microscopists 126 13
43989 ity 125 3
71050 clure 125 5
78955 ecole 120 5
62432 kedzie 120 6
16325 wuz 120 3
27297 ridpath 119 7
5731 onehalf 119 7
11176 hygeio 118 6
86271 hydriatic 116 9
31228 ili 116 3
30615 ple 114 3
61584 vick 112 4
26309 fehr 108 4
79835 socalled 108 8
58111 gruels 107 6
... ... ... ...
37172 tft 5 3
57842 'upon 5 5
14720 fornia 5 6
57986 fatmaking 5 9
58029 unhygienically 5 14
77431 larged 5 6
5650 gillott 5 7
77391 conver 5 6
5651 thinkin 5 7
58049 w'e 5 3
58577 bissell 5 7
5799 polyscope 5 9
59174 vertise 5 7
13935 examin 5 6
76340 subscri 5 7
36928 'till 5 5
76283 bome 5 4
25030 tarianism 5 9
76273 machin 5 6
76233 phillipsburg 5 12
6004 guaiac 5 6
59070 cheapestcleanestsafest 5 22
14095 witn 5 4
13920 langford 5 8
13859 mulhall 5 7
25026 orn 5 3
76079 igo 5 3
59118 danforth 5 8
76050 isn 5 3
13702 readymade 5 9
5912 fooler 5 6
58837 cne 5 3
32484 yolo 5 4
76464 brated 5 6
76674 toa 5 3
22858 socialpurity 5 12
76631 boox 5 4
58721 colics 5 6
58739 fective 5 7
58744 ansr 5 4
76591 resolu 5 6
76579 alparaiso 5 9
76563 frcebel 5 7
76555 med'cine 5 8
13986 anda 5 4
76525 newbury 5 7
13977 wha 5 3
25094 fru 5 3
76470 sherin 5 6
13068 redi 5 4

5047 rows × 3 columns

Report

  • appears to have line-ending problems resulting in split words
  • also seem to have words running together

Words to Add

  • cafe
  • proteid
  • proteid
  • hydrozone
  • glycozone
  • kumyss
  • sirup
  • tremens
  • hypopepsia
  • trall
  • microscopists
  • hygeio
  • hydriatic
  • gruels
  • infantum
  • electropoise
  • meltose
  • derangements
  • pharmacal
  • drexel
  • dextrinized
  • caffein
  • morbus
  • corpore
  • enemata
  • alabastine
  • chautauquan
  • sanitaire
  • depurating
  • innutritious
  • sirups
  • hygeian
  • ptomains
  • prolapsus
  • opular
  • operandi
  • antizymotic
  • diptheria
  • unperverted
  • modus
  • catarrhs
  • caseine
  • chamberland
  • fitzhugh
  • esquimaux
  • volatilizer
  • congestions
  • unstimulating
  • tyrotoxicon
  • cottolene
  • granulations
  • depuration
  • unphysiological
  • cocain
  • granuto
  • peptogen
  • desponding
  • fermentations
  • degenerations
  • mesenteric
  • columbias
  • herbivora
  • indigestibles
  • menticulture
  • orificialist
  • respirations
  • ladies'
  • maltol
  • sulphureted
  • palliser
  • chlorid
  • druggery
  • wyckoff
  • granut
  • fibrine
  • granuts
  • lacteals
  • apepsia
  • peptogens
  • amylodextrin
  • gymnasia
  • nicotin
  • marchand's
  • chlorin
  • insalivation
  • spiralis
  • dextrine
  • drugopathy
  • unhealthfulness
  • germless
  • libitum
  • farinacea
  • medicatrix
  • gayety
  • alleghanies
  • fletcherizing
  • peptonized
  • sphygmographic
  • enteroptosis
  • phthisical
  • nuttola
  • dietetically
  • neuralgias
  • muddlement
  • hydrotherapeutic
  • bromfield
  • maltine
  • unapproached
  • unskimmed
  • excitants
  • unaired
  • miasm
  • quincey
  • unphilosophical
  • bionomy
  • paraffine
  • cerealine
  • brahmin
  • costiveness
  • empirics
  • decollete
  • antidoting
  • cuticura
  • extractives
  • chromophilic
  • chemico
  • hindostan
  • chymification
  • wheatose
  • physiologies
  • bichlorid
  • gormands
  • nebulizing
  • emunctories
  • subcarbonate
  • micrococci
  • trichinous
  • antidoted
  • crawfish
  • cundurango
  • dryest
  • celsus
  • unirritating
  • sulphuretted
  • keichline
  • overtasked
  • boyesen
  • faradization
  • tumblerful
  • grandeurs
  • pectoris
  • tracted
  • edinburg
  • coloclyster
  • medicale
  • fetich
  • nitrogenized
  • chilian
  • l'hommedieu
  • hydatids
  • lippincott's
  • gesenius
  • sanitaria
  • vaccinators
  • expectorations
  • trichiniasis
  • oolong
  • wickless
  • measle
  • priessnitz
  • natitorium
  • similia
  • hayem
  • oblongata
  • comedones
  • palatableness
  • ethylic
  • ozonifying
  • hydropathists
  • shachar
  • desquamation
  • quinia
  • bovinine
  • insalivated
  • infusoria
  • habitue
  • conventionalities
  • incumbrance
  • resinol
  • rheotome
  • indica
  • navaho
  • laplanders
  • scabiei
  • allopaths
  • chlorodyne
  • potentized
  • gayly
  • flourens
  • fuchsine
  • castoria
  • billiousness
  • rheumatisms
  • putrefactions
  • leggett
  • macrophags
  • exudations
  • incloses
  • trowsers
  • patagonians
  • theobromine
  • chirurgical
  • manioca
  • fuego
  • aquae
  • thermophore
  • dissipations
  • chlorophyl
  • uncared
  • masticators
  • sacchari
  • potencies
  • moros
  • celestials
  • hamamelis
  • atheromatous
  • essenes
  • amination
  • chlorotic
  • similibus
  • drugopathic
  • dropsies
  • promethea
  • erysipelatous
  • adhesions
  • dyspepsy
  • borated
  • souffle
  • gregor
  • invigorator
  • ischomachus
  • kiniesitherapy
  • repapered
  • analagous
  • cholesterine
  • rheumatiz
  • zealanders
  • toilettes
  • aneurism
  • wyandottes
  • aphthous
  • hydrocyanic
  • corea
  • sicklied
  • dioxid
  • brainard
  • miasms
  • twistings
  • violacea
  • opsonic
  • epigastric
  • curantur
  • foolometer
  • mammalia
  • twitchings
  • medicus
  • excrements
  • butterine
  • dextrous
  • simples
  • porridges
  • priori
  • cholagogues
  • homeopathists
  • undepraved
  • pancrobilin
  • pneumonias
  • centenarianism
  • leucorrhcea
  • pruritis
  • danielites
  • sanctities
  • inclemencies
  • winterless
  • quadrumana
  • gothard
  • demodex
  • hygeiana
  • exophthalmic
  • ganglions
  • cachectic
  • glyeozone
  • minnehaha
  • leucorrhea
  • culturist
  • adolphus
  • trichinatous
  • repinings
  • mementoes
  • pietra
  • pythagoreans
  • aerotherapy
  • sensualities
  • unamiable
  • diagnosticate
  • unhealthfully
  • magnus
  • physica
  • habitus
  • empyreumatic
  • mercurials
  • rheuma
  • alboline
  • substantials
  • diptheretic
  • cancellous
  • superioris
  • unswept
  • grahamism
  • sacculated
  • inspissated
  • sesamoid
  • frugivora
  • dextrinization
  • insipidus
  • devastations
  • lanoline
  • formaldehyd
  • fashionables
  • crystalized
  • uninflammable
  • contaminations
  • electrotypers
  • borealis
  • pulseless
  • healthward
  • sulphuret
  • undescribed
  • orificialists
  • venoms
  • orangoutang
  • unremitted
  • megatherium
  • dietetical
  • peptogenic
  • entrees
  • croustades
  • servetus
  • chromolithographic
  • reveillon
  • ginghams
  • diastatic
  • animalcula
  • infinitum
  • lazzaroni
  • superinduced
  • englander
  • antitoxine
  • monoxid
  • etherial
  • diarrhceal
  • compounders
  • tractions
  • chautauquas
  • cholagogue
  • incumbrances
  • uncleansed
  • matriculants
  • orbicularis
  • combatted
  • unsupplied
  • agues
  • plethysmograph
  • undrained
  • menthe
  • clamorings
  • hyginnicks
  • albertus
  • invigorators
  • mishna
  • pleasanton
  • tricocephalus
  • vermillion
  • adornings
  • bleedings
  • scientifique
  • lithograpic
  • ralstonites
  • leucomains
  • orrville
  • abercrombie
  • invigorant
  • dyspepsias
  • asthmas
  • thompsonianism
  • disassimilation
  • tuberculated
  • dysmenorrhea
  • physicial
  • rarified
  • toxine
  • lacto
  • kalsomines
  • electrotyping
  • musonius
  • carbolized
  • animalculum
  • tabacum
  • paniers
  • origanum
  • hospitalities
  • piggified
  • frijoles
  • stillingia
  • digestants
  • oculum
  • motograph
  • pomological
  • sanscrit
  • allopathically
  • tuberculation
  • hyposulphite
  • asculapius
  • elegancies
  • unmasticated
  • peptonoids
  • paralyzer
  • alteratives
  • calcis
  • unheeding
  • electrolibration
  • parenchymatous
  • alchohol
  • antineuralgic
  • tyrosin
  • supercede
  • membered
  • hirschfeld
  • mellitus
  • gymnotus
  • automata
  • expirations
  • percutient
  • triturations
  • diarrheas
  • ecstacies
  • stereopticons
  • laundrying
  • sozodont
  • reprobating
  • englanders
  • oxyuris
  • dispepsia
  • francais
  • epidemical
  • mothers'
  • bemuddled
  • punctureless
  • winnifred
  • companionships
  • caffeism
  • grahamites
  • finlanders
  • hyperchlorhydria
  • diseasing
  • miseducation
  • publishers'
  • sunburnt
  • omnivora
  • thriftlessness
  • peptonizing
  • toxicon
  • percussions
  • lettres
  • vermicularis
  • poisonopathy
  • pyrosoma
  • culturists
  • deformers
  • peaslee
  • quackeries
  • adulterators
  • scollard
  • soiree
  • vegetus
  • crustacea
  • bromidia
  • esthetical
  • lactis
  • fatuus
  • extinguishment
  • undersuits
  • pyrogallic
  • autoinfectious
  • vitrol
  • oxygenized
  • diarrhcea
  • napthol
  • jessop
  • nicotinized
  • overfullness
  • typhlitis
  • cryptogamic
  • unshriveled
  • semmola
  • incognita
  • disinfectors
  • sanitarianism
  • overdistention
  • ipecacuanha
  • sulphonal
  • somerville
  • melograph
  • pantalettes
  • americanitis
  • silicious
  • electuaries
  • dispositioned
  • chantemesse
  • paralta
  • osmazome
  • bollinger
  • endometritis
  • konigsberg
  • vegetarische
  • armamentarium
  • spitzbergen
  • concensus
  • unhygienically
  • bissell
  • polyscope
  • phillipsburg
  • langford
  • danforth
  • colics

IR (Indiana Reporter)

General Information

  • Date range: 1901-
  • Publication cycle: bi-weekly
  • Layout notes: 3 columns, shifting to 2 in 1902.
  • Publisher: Indiana Association of Seventh-day Adventists
  • Topics: camp meetings, local organizations.

The collection held and digitized by the SDA begins with Volume 7.

In [6]:
query_df(results_to_df('IR'), 4, 2, "count")
File: 2016-12-13-Spelling-Errors-IR.txt
IR has 23349 rows
Out[6]:
spell_error count word_length
2109 tion 359 4
23146 mahan 315 5
8358 ence 177 4
5308 presidentw 175 10
22751 walkerton 167 9
19537 tions 144 5
6118 unionville 143 10
20371 rocklane 140 8
18307 ference 139 7
3 chas 134 4
14221 ment 131 4
10384 frankton 125 8
1881 inwood 123 6
3615 adiana 121 6
5761 secretaryw 119 10
15796 seventhday 112 10
21673 ber 109 3
7323 medaryville 90 11
416 ple 88 3
17156 geporter 86 8
21982 horlacher 84 9
14207 suptc 82 5
2119 ers 81 3
4000 boze 79 4
22545 ren 79 3
7738 dilworth 77 8
18172 indpls 75 6
6947 brookston 75 9
1050 sionary 72 7
12118 committeew 72 10
21790 ent 67 3
14809 minnick 67 7
131 sunman 65 6
4164 ary 62 3
19087 pepple 61 6
20962 treasurerw 58 10
12859 cuaig 57 5
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132 nuding 56 6
11833 secretariesa 56 12
12629 treasurert 55 10
3364 mis 53 3
14125 burkhart 52 8
9700 missionaryr 52 11
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2708 ville 51 5
13909 ments 51 5
14087 adelia 50 6
1401 ters 50 4
16039 hodapp 49 6
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4547 ful 45 3
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116 eral 41 4
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Report

Title seems to suffer from separated line endings. It appears that the hyphen on these is captured in the OCR but was not rejoined in the regex. Also, the attempts to split squashed names appears to be causing problems with complex names, such as McMahan. "missionaryr" appears to be an error created when removing the -.

Title is also prone to regular spelling errors.

Potential title-specific corrections:

  • thirdstreetindianapolisindiana (13) -> third street indianapolis indiana
  • presidentmorris (13) -> president morris

Words to Add

  • campmeetings
  • fredricksburg
  • lifegiver
  • bookmen

LB (The Life Boat)

General Information

  • Date range: 1898-1920
  • Publication cycle: monthly
  • Layout notes: 2-column
  • Publisher: Medical Missionary and Benevolent Association
  • Topics: health, medical missions
In [6]:
query_df(results_to_df('LB'), 4, 2, "count")
File: 2016-12-30-Spelling-Errors-LB.txt
LB has 25229 rows
File: 2016-12-31-Spelling-Errors-LB.txt
LB has 25227 rows
Out[6]:
spell_error count word_length
10799 mackey 296 6
14763 hsi 247 3
23192 halsted 165 7
7895 ile 142 3
13506 vitamines 110 9
7689 lundell 97 7
23332 kershaw 95 7
21299 auley 92 5
14910 pearsons 91 8
24764 harner 90 6
15591 stapp 84 5
3514 'the 84 4
483 pavlson 81 7
17017 chas 79 4
16922 soulwinning 76 11
2498 'to 72 3
23901 crittenton 71 10
22240 twentyfive 69 10
7922 chicagotrains 68 13
11960 dannemora 55 9
10192 courtland 55 9
3304 bilhorn 53 7
8226 burghart 52 8
861 pawlow 51 6
17951 gazeteer 49 8
19634 thekla 49 6
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14525 ridpath 45 7
17780 whisler 44 7
23230 tion 43 4
21419 'of 43 3
19572 jno 42 3
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21072 'and 41 4
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21951 jeffers 40 7
15662 'we 40 3
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22870 edholm 38 6
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4732 desplaines 38 10
5889 'phone 38 6
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10583 emmons 5 6
17173 hillis 5 6
17132 heruli 5 6
10700 ith 5 3
17340 borman 5 6
6965 farmiloe 5 8
6868 healy 5 5
10715 degerminated 5 12
6812 landrum 5 7
20000 ramallah 5 8
6804 ulery 5 5
6754 siegel 5 6
16927 lawton 5 6
6622 heartedness 5 11
20095 esus 5 4
20103 ibins 5 5
20151 dont 5 4
19119 oldtime 5 7
7656 allwise 5 7
6130 deneen 5 6
9922 kleidon 5 7
18044 forhealth 5 9
8842 fletcherized 5 12
8790 needa 5 5
8540 itis 5 4
9513 ilan 5 4
8424 sonie 5 5
18358 sandell 5 7
8335 igo 5 3
9869 winkler 5 7
8229 pel 5 3
18530 ferron 5 6
18575 concordanceand 5 14
9998 nott 5 4
10247 minnetonka 5 10
10002 cif 5 3
18672 asi 5 3
18685 imi 5 3
18690 thirtyfive 5 10
8073 'way 5 4
18777 perley 5 6
10135 adeile 5 6
7901 m'kee 5 5
17651 bodwell 5 7
10238 cbitoriat 5 9
10242 wtih 5 4
18920 bost 5 4
6399 fel 5 3
6084 rotherapy 5 9
3811 ghe 5 3
11932 reeseman 5 8
16325 worsteds 5 8
16296 work' 5 5
21223 colver 5 6
11719 ospel 5 5
4594 treves 5 6
4590 buddist 5 7
4526 perrine 5 7
11846 ummer 5 5
4501 crowell 5 7
21418 fcr 5 3
4423 onethird 5 8
21461 wwi 5 3
12045 ited 5 4
4901 'oo 5 3
16081 'me 5 3
8939 occa 5 4
21603 gizel 5 5
4357 'are 5 4
21658 prope 5 5
12189 doran 5 5
12207 douthit 5 7
4098 intereste 5 9
15831 ist 5 3
3908 'shall 5 6
12420 irs 5 3
3832 entific 5 7
21115 childrena 5 9
16383 headedness 5 10
16882 wer 5 3
11263 marchiso 5 8
11030 ginn 5 4
20313 enj 5 3
20321 ithe 5 4
5986 tappan 5 6
5955 dovelopment 5 11
11065 bleecker 5 8
11066 'would 5 6
20417 thatthe 5 7
20424 eigbt 5 5
11243 saxild 5 6
5729 thirtyeight 5 11
5724 imschweiler 5 11
20674 ble 5 3
16407 mits 5 4
20691 almira 5 6
11331 dilley 5 6
5603 thein 5 5
11470 cardsx 5 6
20835 thinga 5 6
16526 satis 5 5
16525 cremorne 5 8
11517 wiswell 5 7
20893 anol 5 4
5065 garretson 5 9
16478 clarkson 5 8
20962 ide 5 3
7013 barden 5 6

Report

  • dashes causing false errors
  • borders composed of 'ooooo'
  • OCR struggling to recognize latin characters -> pharmacopceia should be pharmacopœia

Words to Add

  • mackey
  • vitamines
  • cassimeres
  • prayerless
  • keswick
  • fletcherize
  • gastro
  • demineralized
  • unconfessed
  • dietitics
  • degerminated
  • fletcherized
  • minnetonka

LH (Life and Health)

General Information

  • Date range: 1904-1920
  • Publication cycle: monthly
  • Layout notes: 2-column
  • Publisher: Review and Herald Publishing Association
  • Topics: health, home

Notes:

  • Switching to examining only those errors that occur 10 times or more.
  • Digitized collection begins with volume 19.
In [8]:
query_df(results_to_df('LH'), 9, 2, "count")
File: 2016-12-31-Spelling-Errors-LH.txt
LH has 27244 rows
Out[8]:
spell_error count word_length
3136 cornforth 267 9
15571 tri 120 3
25076 tion 119 4
7320 nauheim 91 7
4410 antituberculosis 87 16
1492 pre 83 3
8341 'ad 71 3
18562 vitamine 64 8
17815 onehalf 63 7
24188 socalled 62 8
14628 quinin 61 6
8615 ment 61 4
9133 lllll 59 5
18254 ioo 54 3
17120 roseburg 53 8
21068 friedmann 52 9
19743 kee 52 3
25310 osler 51 5
5812 karmatar 50 8
22332 sanatoria 50 9
15295 drugless 45 8
16894 bulkley 45 7
7572 antityphoid 45 11
18465 chas 45 4
14610 nebulizers 44 10
697 imprenta 42 8
13688 peruna 41 6
7691 westfield 41 9
23321 'the 40 4
14286 unvaccinated 40 12
19067 cromie 40 6
24603 bannerman 40 9
7241 sitz 40 4
1263 madronas 40 8
26551 gulick 39 6
17163 verdad 39 6
24044 picric 39 6
26769 upto 38 4
12218 iiiii 37 5
7479 bellair 37 7
22530 nozaleda 37 8
14193 frictionary 37 11
4451 achard 37 6
15392 welltrained 37 11
22633 bournville 36 10
11781 kinau 36 5
1010 ili 35 3
20645 hindhede 35 8
13161 mal 34 3
15525 herter 33 6
21293 lorand 33 6
13784 ful 32 3
22429 purin 32 5
25355 peroxid 32 7
4251 mis 32 3
2016 goldberger 32 10
1903 pellagrins 32 10
12659 openair 31 7
5275 welch's 31 7
17721 keech 31 5
2990 ellamont 30 8
16821 mahon 30 5
4492 cornaro 29 7
9263 ptomain 29 7
16274 iiii 29 4
4614 musselman 29 9
12134 collum 29 6
5844 wellknown 29 9
16644 nal 28 3
2310 ini 28 3
6800 voit 27 4
1857 llllll 27 6
15724 ridpath 27 7
20777 electriclight 27 13
11617 ith 27 3
698 twentyfour 27 10
22831 'and 27 4
1055 ent 26 3
10559 thermo 26 6
23200 'of 26 3
22525 canners 26 7
21639 omprising 26 9
20865 nonmeat 25 7
16953 salvarsan 25 9
23846 twentythird 25 11
24054 twentyfive 25 10
18859 guilbert 25 8
13211 doran 25 5
20870 sha 24 3
14826 misbranded 24 10
12354 whalebones 24 10
16183 rane 24 4
967 pawlow 24 6
6683 rosenau 24 7
16518 deathrate 24 9
1327 moneyorder 24 10
6313 bulgaricus 23 10
15124 iet 23 3
19321 woodhead 23 8
4271 oxydonor 23 8
4145 healt 23 5
19292 ealth 23 5
298 hirshberg 22 9
20792 overlock 22 8
3678 oxygenator 22 10
19436 iiiiii 22 6
2336 sambon 22 6
19462 mosquitos 22 9
22795 ofdoors 22 7
4493 xray 21 4
15790 iodin 21 5
2664 islisterine 21 11
14886 resorcin 21 8
1635 rorer 21 5
14808 doty 21 4
16754 sanche 20 6
19578 ttf 20 3
17002 pinkham 20 7
20114 iiiiiii 20 7
12157 cadbury 20 7
15732 bez 20 3
21904 papanui 20 7
23156 tions 20 5
25547 lllllll 20 7
22404 fomites 20 7
23122 sutter 20 6
22897 botsford 19 8
10903 buttner 19 7
26173 whatcom 19 7
2945 alveolaris 19 10
20089 kalamath 19 8
10663 naud 19 4
17440 marden 19 6
8262 beltfront 19 9
4287 itt 19 3
3009 akersgaden 18 10
26262 viavi 18 5
15534 'em 18 3
16233 ome 18 3
1729 healthwise 18 10
13097 cheapside 18 9
7852 nailsworth 18 10
17947 buildingshowing 18 15
2861 seventyfive 18 11
20307 healthbuilding 18 14
18490 farlin 18 6
9076 longmarket 18 10
18903 outof 17 5
5892 stf 17 3
2419 flather 17 7
23256 oth 17 3
24231 ical 17 4
4650 ers 17 3
2762 'to 17 3
1876 misbranding 17 11
21625 clure 17 5
10130 ments 17 5
27060 bloodvessels 17 12
17143 wellequipped 17 12
7013 zein 17 4
6308 goler 16 5
13695 alls 16 4
201 seventhday 16 10
13773 vender 16 6
24070 treatmentrooms 16 14
22377 soo 16 3
17086 paulding 16 8
62 horsley 16 7
8940 ploying 16 7
14877 'dobe 16 5
9123 phcenix 16 7
16739 oks 16 3
2723 pectose 16 7
16067 phere 16 5
4591 tached 16 6
17000 expressorder 15 12
699 intoxications 15 13
26976 haeseler 15 8
14035 cogshall 15 8
18170 tive 15 4
26140 antipyrin 15 9
17533 ensive 15 6
13748 lif 15 3
22138 nonflesh 15 8
12634 autotoxemia 15 11
19404 ture 15 4
4899 spe 15 3
5961 radiodescent 15 12
9222 brunton 15 7
9981 beauti 14 6
18129 nana 14 4
18588 sangster 14 8
25234 undernutrition 14 14
11236 ttttt 14 5
14854 unmold 14 6
2331 saleeby 14 7
20871 countp 14 6
1463 kellerman 14 9
10811 onefourth 14 9
10100 ence 14 4
6380 biggs 14 5
16408 purins 14 6
5855 ioi 14 3
22507 anitarium 14 9
13928 habitues 14 8
8775 keeley 14 6
23080 flexner 14 7
8663 ile 14 3
7340 atmos 14 5
3443 ethers 14 6
4687 hutchison 14 9
12646 bok 14 3
13910 mmm 14 3
6759 ayear 13 5
17567 tilly 13 5
21910 ealt 13 4
18410 kraepelin 13 9
8408 rubner 13 6
21738 sible 13 5
7640 bolduan 13 7
7045 dren 13 4
456 addis 13 5
9579 lachlan 13 7
6957 condi 13 5
13533 'in 13 3
6035 meriden 13 7
26066 habitforming 13 12
11734 elderton 13 8
24213 tiz 13 3
5253 bogy 13 4
4879 tejon 13 5
1863 letchworth 13 10
11872 nampa 13 5
11544 pial 13 4
25095 hypophosphites 13 14
4646 ous 13 3
13557 health' 13 7
4599 ance 13 4
25921 thr 13 3
10654 homecroft 13 9
23576 iti 13 3
23661 ity 12 3
17778 lllllllll 12 9
26759 antiliquor 12 10
19509 eastland 12 8
18939 lavinder 12 8
22998 citywrite 12 9
26586 gms 12 3
18587 dermatic 12 8
25568 howse 12 5
3 ery 12 3
27160 ast 12 3
6233 konigmacher 12 11
11944 puro 12 4
2892 uch 12 3
7029 nobito 12 6
5598 liquozone 12 9
2976 ood 12 3
7642 hendon 12 6
2683 oldfashioned 12 12
4951 tiie 12 4
2323 threefourths 12 12
4525 titvalli 12 8
4523 wellbeing 12 9
4489 tant 12 4
1093 soapa 12 5
3943 lachlen 12 7
1983 arrowrock 12 9
2633 itinsist 12 8
21583 ods 11 3
7984 thirtyfive 11 10
8429 lundell 11 7
8945 selfcontrol 11 11
10021 antivaccination 11 15
22172 veronal 11 7
25136 crotalin 11 8
7541 healtii 11 7
7260 adrenin 11 7
25821 querque 11 7
17431 unhealth 11 8
5697 hea 11 3
24926 tem 11 3
5367 cial 11 4
5045 impor 11 5
5033 treves 11 6
4255 albu 11 4
23944 restcure 11 8
10142 tti 11 3
25740 keever 11 6
10489 cashman 11 7
1002 carrington 11 10
16799 ani 11 3
16674 phthisiophobia 11 14
16572 intyre 11 6
782 hurty 11 5
16365 uring 11 5
15638 chenopodium 11 11
15540 noorden 11 7
15270 theo 11 4
26687 thi 11 3
18844 ornia 11 5
15227 susceptibles 11 12
15145 foci 11 4
14596 ttt 11 3
26609 oxygenor 11 8
3541 replogle 11 8
14360 nally 11 5
14128 woodfords 11 9
12238 ailes 11 5
12351 fairmount 11 9
26259 uninspected 11 11
12494 starchless 11 10
1369 torchlights 11 11
1703 schmitz 11 7
12371 sani 11 4
26607 brockman 10 8
2983 gestion 10 7
3449 fishberg 10 8
289 lindstrom 10 9
24372 newyork 10 7
3100 whoopingcough 10 13
3117 broncho 10 7
25588 parkes 10 6
893 iodid 10 5
755 lan 10 3
2101 aimlesslyhoping 10 15
25137 easton 10 6
2454 livewire 10 8
1308 portant 10 7
1801 anticigarette 10 13
2707 revaccination 10 13
17738 tttttt 10 6
3556 'at 10 3
14397 energyand 10 9
11541 rhus 10 4
12376 theobromin 10 10
12473 nuxated 10 7
13183 accom 10 5
13218 orare 10 5
19217 oxid 10 4
19003 hydroelectrical 10 15
24021 vaselin 10 7
18977 chapple 10 7
18649 bakingpowder 10 12
15725 bodyno 10 6
18438 mindtogether 10 12
16595 alongidly 10 9
16817 catchup 10 7
10859 seedsmen 10 8
10378 xbe 10 3
9143 igo 10 3
21269 foss 10 4
8734 seein 10 5
7954 yournal 10 7
7862 diaduction 10 10
21946 nowright 10 8
7793 ber 10 3
22460 givensend 10 9
6677 germine 10 7
5861 douch 10 5
22639 peoplegot 10 9
5628 ost 10 3
5432 bluerout 10 8
23547 meltzer 10 7
3890 gress 10 5
13500 healthnot 10 9

Report

Words to Add

  • cornforth
  • antituberculosis
  • vitamine
  • quinin
  • sanatoria
  • drugless
  • antityphoid
  • nebulizers
  • unvaccinated
  • frictionary
  • peroxid
  • pellagrins
  • welch's
  • canners
  • misbranded
  • bulgaricus
  • oxygenator
  • iodin
  • misbranding
  • vender
  • pectose
  • intoxications
  • antipyrin
  • autotoxemia
  • hypophosphites
  • antiliquor
  • lavinder
  • liquozone
  • antivaccination
  • veronal
  • phthisiophobia
  • chenopodium
  • susceptibles
  • oxygenor
  • uninspected
  • starchless
  • revaccination
  • diaduction
  • douch

LibM (Liberty)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [9]:
query_df(results_to_df('LibM'), 9, 2, "count")
File: 2016-12-31-Spelling-Errors-LibM.txt
LibM has 9203 rows
Out[9]:
spell_error count word_length
412 gallivan 61 8
3949 religio 48 7
1554 miraglia 45 8
6330 tion 43 4
8822 cxsar 40 5
7506 neander 38 7
5181 charta 37 6
2382 ment 32 4
6487 chas 30 4
257 seventhday 29 10
1233 mutchler 28 8
1977 pre 25 3
581 heyburn 23 7
2949 connell 21 7
3971 'the 20 4
7138 haverhill 19 9
766 brevities 19 9
3577 eze 18 3
138 siegel 17 6
7015 interchurch 17 11
3021 cockran 16 7
5169 socalled 15 8
4197 'of 15 3
3185 parte 15 5
169 robb 14 4
5880 connorton 14 9
9122 gaw 14 3
2819 sunclay 14 7
7545 krieger 13 7
6172 bastile 13 7
362 mmm 13 3
7458 fairmount 13 9
4754 roseburg 13 8
3340 churchand 13 9
5397 claxton 13 7
5787 bonzano 13 7
8323 hamurabi 12 8
6331 andstate 12 8
6203 ioo 12 3
8617 bannerman 12 9
8720 ligious 12 7
5308 medo 12 4
3145 smoot 12 5
5424 rooker 11 6
1670 vagh 11 4
2853 gaynor 11 6
8016 sundaylaw 11 9
695 ernment 11 7
3723 tions 11 5
7523 clinedinst 10 10
8726 ashby 10 5
8134 cathedra 10 8
7659 twentyfive 10 10
6424 brien 10 5
421 elsnath 10 7
7444 borah 10 5
845 gantenbein 10 10
6784 kerens 10 6
1221 ber 10 3
2227 prin 10 4
5802 hanly 10 5
3063 mayhew 10 6
3149 lllll 10 5
4983 libertyloving 10 13

Report

Publication appears to use a lot of proper names. Will have a higher reported error rate because of that.

Words to Add

  • gallivan
  • miraglia
  • brevities

LUH (Lake Union Herald)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [10]:
query_df(results_to_df('LUH'), 9, 2, "count")
File: 2016-12-31-Spelling-Errors-LUH.txt
LUH has 26795 rows
Out[10]:
spell_error count word_length
7270 vagh 663 4
19685 ords 471 4
11408 drury 455 5
18121 chas 443 4
10254 suda 353 4
19610 shelbyville 284 11
26642 herrin 275 6
6736 conaughey 271 9
22351 kimberlin 266 9
10191 plake 241 5
18855 wanteda 235 7
22677 kingman 228 7
12336 tri 222 3
10285 mitzelfelt 217 10
5701 rothbury 199 8
23016 coldwater 195 9
14019 devereaux 195 9
4784 urbandale 194 9
20007 tillie 193 6
21806 englewood 182 9
9643 dimondale 176 9
1097 seventhday 175 10
17131 ruh 170 3
25912 pengelly 166 8
16589 mahan 166 5
1093 greenbush 162 9
12595 mattoon 161 7
6175 kittleson 152 9
15862 clellan 151 7
18366 kinderhook 151 10
15963 tatton 150 6
12688 gowen 149 5
6649 palmiter 148 8
23118 clintonville 145 12
5509 herrington 145 10
17297 rapson 144 6
8822 bluford 143 7
25533 clenathan 141 9
22359 unionville 141 10
22579 colton 139 6
5893 horr 138 4
22867 'the 137 4
23068 alaiedon 137 8
5209 elmwood 137 7
3834 emerick 137 7
4752 scand 133 5
17153 palo 131 4
23333 underhill 131 9
9284 trufant 131 7
14917 bloomville 127 10
18774 inwood 126 6
8513 sabbathschool 126 13
4989 watrousville 122 12
10260 sunman 122 6
25352 crandon 119 7
21893 soo 117 3
17430 scholz 113 6
4447 addis 110 5
2592 hintz 108 5
6805 bello 108 5
26501 halderson 108 9
7108 cleora 104 6
13058 bernitt 104 7
20301 lundquist 103 9
4083 mis 103 3
22354 eachern 102 7
10595 rideout 102 7
12931 thos 101 4
766 brethern 99 8
8640 coppock 97 7
11870 mina 96 4
18581 garber 92 6
11365 possman 90 7
17193 bissett 89 7
20526 ludington 89 9
20506 guire 88 5
19949 pontoosuc 87 9
20140 fortville 87 9
15519 zeba 84 4
375 churchschool 83 12
13171 leetsville 83 10
5753 evitts 80 6
22734 'of 80 3
17184 truf 80 4
7891 erald 78 5
20413 rocklane 77 8
3719 junct 77 5
14302 barryton 75 8
15158 remsen 74 6
26513 wegtworth 73 9
22022 elkton 73 6
26405 lausten 72 7
20403 maplegrove 70 10
9717 twombly 70 7
5534 hardt 69 5
24034 orde 69 4
9367 banty 68 5
23662 twentyfive 67 10
900 crail 66 5
127 dighton 66 7
26017 mil'kee 65 7
17815 wollard 65 7
20314 ferney 65 6
1259 boothby 65 7
9282 gierald 64 7
7504 ber 64 3
22361 'and 64 4
8112 anson 63 5
23682 freeland 63 8
24056 oconto 62 6
20746 jno 62 3
24395 gobleville 61 10
23754 wery 61 4
4512 risetter 60 8
10348 andrus 60 6
9843 ence 60 4
152 nee 60 3
13271 riverdale 58 9
19406 kegebein 58 8
13805 hainer 58 6
11037 hamp 58 4
17697 royalton 58 8
4825 beamer 58 6
11530 wangerin 57 8
1919 gipson 57 6
4064 jgraf 57 5
23967 knott 57 5
15456 pinconning 56 10
10190 freeburg 56 8
19872 reaj 55 4
24673 tion 55 4
25178 figgins 55 7
11486 anse 55 4
20492 wegt 55 4
14539 chesney 55 7
23677 mio 54 3
2665 'to 54 3
25612 nurnberger 54 10
15062 langd 53 5
10448 imlay 53 5
14968 lundberg 53 8
7377 alister 52 7
15795 hirsch 52 6
9310 brinton 51 7
425 emelia 51 6
18524 cleve 50 5
17581 inis 50 4
3509 cakeinion 50 9
20435 burkett 49 7
18693 maeystown 49 9
21168 ind'apolis 48 10
24481 morrice 48 7
6950 wolpert 47 7
201 schuster 47 8
22758 aerald 47 6
5819 botimer 47 7
19704 rerald 47 6
2861 myrta 46 5
7139 addres 46 6
17932 sabbathkeepers 46 14
16557 frasier 46 7
19975 hre 46 3
5895 hein 46 4
2953 janke 46 5
8491 bair 46 4
18451 walkerton 46 9
26390 hummel 45 6
26102 granlund 44 8
1873 pherson 43 7
5014 ass'n 43 5
7876 foss 43 4
19849 middlested 43 10
8562 ruf 43 3
14882 wes 42 3
24991 eagt 41 4
12848 joslin 41 6
8403 boze 41 4
13331 lucene 40 6
21187 livesay 40 7
6538 orva 40 4
4249 adventigts 40 10
17903 micb 39 4
22456 gosden 39 6
16245 langston 39 8
11223 simonds 38 7
4145 weitworth 38 9
26457 kee 38 3
21432 rothenbach 38 10
9990 hartson 38 7
7475 estey 38 5
23484 middlestead 37 11
12133 misner 37 6
21064 rafferty 37 8
761 georgenson 36 10
14919 shennington 36 11
25975 aweek 36 5
12948 mal 36 3
5323 brickey 36 7
23735 oncea 36 5
19906 korn 36 4
18750 inionerald 36 10
11860 lilah 36 5
13665 swensen 36 7
10041 fessler 35 7
9889 connell 35 7
10140 rea 35 3
20504 mulholland 35 10
14577 keeler 35 6
13022 scircleville 35 12
23626 houten 35 6
11513 sionary 35 7
21423 vuren 35 5
1065 wnion 35 5
8529 boody 35 5
11242 brookston 35 9
14324 minocqua 34 8
2482 feyen 34 5
18171 rika 34 4
5941 zaring 34 6
8318 ment 34 4
14997 theo 34 4
11580 zahe 33 4
7863 taylorville 33 11
7506 signe 33 5
15185 gladwin 33 7
6996 tomah 33 5
14058 mattison 33 8
26555 osseo 33 5
19089 quartette 33 9
898 committe 32 8
3373 rahm 32 4
13314 'in 32 3
18349 kimball 31 7
4549 twoper 31 6
12602 magda 31 5
26207 catlin 31 6
1849 cakeinionerald 31 14
3649 hosford 31 7
6611 'that 31 5
25666 salea 30 5
19934 cannonville 30 11
25591 mutzelfelt 30 10
17820 tuscola 30 7
25466 ind'apolisws 30 12
10147 boul 30 4
18644 stuckrath 30 9
6879 crary 30 5
22321 wantedto 30 8
13184 warfield 30 8
20742 maevstown 29 9
18384 villez 29 6
21285 'for 29 4
1876 garton 29 6
2271 fevre 29 5
2809 crillis 29 7
26158 lewins 29 6
5194 laketon 28 7
1497 diredtory 28 9
21520 pricelist 28 9
12198 wautoma 28 7
18294 taswell 28 7
4177 stivers 28 7
10256 stittsville 27 11
12806 knderson 27 8
18816 whitford 27 8
18225 macauley 27 8
20890 easi 27 4
26268 thi 27 3
14643 luchenbill 27 10
19025 dansville 27 9
6518 struble 27 7
15349 grandy 26 6
16719 crandell 26 8
14146 lovegren 26 8
25324 keever 26 6
24645 manistique 26 10
22823 ainslie 26 7
17266 tuttle 26 6
751 churchschools 26 13
10401 glidden 26 7
19885 clinansmith 26 11
14744 curran 26 6
6593 ference 26 7
21686 chalker 25 7
14692 therlow 25 7
14548 seey 25 4
7447 middelsted 25 10
25669 agenta 25 6
2161 sabbathschools 25 14
19014 colp 25 4
13329 mynett 25 6
21652 lgt 25 3
5231 ansorge 25 7
1550 martyn 25 6
3455 mayme 25 5
1942 boist 24 5
67 nanking 24 7
13344 shelbe 24 6
22009 henner 24 6
26607 almeda 24 6
1358 bruns 24 5
3166 schenong 24 8
18434 clauson 24 7
13788 buhaltz 24 7
4672 murner 24 6
6042 oehl 24 4
23122 ritchey 24 7
9157 weatherbee 24 10
4438 ers 24 3
22489 reafi 24 5
14344 perham 23 6
7043 greve 23 5
4753 perrine 23 7
4728 cormick 23 7
3286 kader 23 5
10938 glessner 23 8
17141 royston 23 7
17896 ole 23 3
4567 'are 23 4
1437 pre 23 3
20390 plainwell 23 9
679 omro 22 4
22872 fillner 22 7
20616 mahr 22 4
8072 engebretson 22 11
12742 burchill 22 8
6687 eakeinion 22 9
18969 maltsugar 22 9
15002 vora 22 4
10596 ollowing 22 8
2167 geerald 22 7
17950 ofthe 22 5
16580 stapp 22 5
18591 waukesha 22 8
15390 gessele 22 7
20758 allister 21 8
8306 nurmburger 21 10
19746 elmurry 21 7
2692 millis 21 6
5677 bentsen 21 7
4831 simot 21 5
1036 nels 21 4
8636 mayna 21 5
24477 inthe 21 5
26637 sup't 21 5
9765 stuttle 21 7
4050 diredory 21 8
6823 geisinger 21 9
1169 stoneman 21 8
3488 cunnington 21 10
21724 gabin 21 5
26595 evrard 21 6
9286 unio 21 4
12062 rlichigan 21 9
4697 ceake 21 5
9083 bracebridge 21 11
11840 fora 20 4
12799 speranza 20 8
12662 mandigo 20 7
6074 talge 20 5
6095 oden 20 4
12104 'will 20 5
23866 specht 20 6
908 lawton 20 6
16675 'we 20 3
4357 tne 20 3
26471 'is 20 3
14034 steinkraus 20 10
7485 grosse 20 6
25996 hulda 20 5
24855 budd 20 4
602 keeney 20 6
12583 ogema 20 5
4766 southside 20 9
22051 munn 20 4
481 ruskjer 20 7
10154 nunica 20 6
13910 caheinion 20 9
6808 halenz 20 6
13435 crampton 19 8
20845 diller 19 6
6676 edw 19 3
7866 matie 19 5
13025 indpls 19 6
20064 quimby 19 6
23923 hardesty 19 8
2982 thibeau 19 7
17715 wesrtworth 19 10
20344 'be 19 3
8625 foygnet 19 7
24263 tipton 19 6
2797 behnken 19 7
21773 madigan 19 7
10405 lyberg 19 6
5452 easrt 19 5
11467 thuemler 19 8
22502 bacheller 19 9
8069 schaupp 19 7
9668 levens 19 6
14957 kendallville 19 12
16309 intyre 19 6
16341 salegranoil 19 11
18109 servian 18 7
4175 kirschner 18 9
84 aville 18 6
14864 dalby 18 5
182 linnie 18 6
3437 'at 18 3
24686 youngberg 18 9
9108 churchmembers 18 13
15870 roeper 18 6
13312 'union 18 6
2978 oeakeinion 18 10
15900 stworth 18 7
20994 ple 18 3
21551 popescu 18 7
21444 lutz 18 4
17813 maloney 18 7
1381 schank 18 6
22805 dittmer 18 7
1470 griffeth 18 8
5551 'our 18 4
22537 radke 18 5
16147 'have 18 5
13098 derwae 18 6
20755 loys 18 4
12424 lnd 18 3
7469 nurmberger 18 10
15342 greendale 17 9
17461 onehalf 17 7
14645 rwi 17 3
15223 uniou 17 5
18802 wrate 17 5
18012 mishawaka 17 9
18868 tarium 17 6
9165 mabelle 17 7
18342 cemer 17 5
7330 lanaville 17 9
21853 siems 17 5
9951 fon 17 3
9863 tenpound 17 8
9543 similiar 17 8
22367 haight 17 6
1366 direetory 17 9
8421 aplin 17 5
23061 stibbs 17 6
21486 elmore 17 6
6771 roxette 17 7
6742 brookline 17 9
6628 keplinger 17 9
6251 ilinois 17 7
5726 alkire 17 6
2768 seventyfive 17 11
3560 plateria 17 8
10788 hoagland 17 8
1452 tidrick 17 7
20598 worrel 17 6
20722 fitton 17 6
13302 liii 17 4
12628 euphemia 16 8
26030 thetford 16 8
7785 merchantile 16 11
22884 britton 16 7
1644 croker 16 6
14394 morrisonville 16 13
22911 stowell 16 7
17677 florene 16 7
824 zwemer 16 6
17670 aplegrove 16 9
23169 trautman 16 8
1810 adventidts 16 10
16261 thurgood 16 8
15473 romana 16 6
6151 koenig 16 6
14240 nabb 16 4
20426 pentwater 16 9
16479 adventisrts 16 11
4675 'this 16 5
4629 medlin 16 6
16637 cederblade 16 10
24691 pressnall 16 9
25516 wedtworth 16 9
3410 restorick 16 9
16813 tohouse 16 7
1567 magee 16 5
18697 sabbathkeeper 16 13
8382 messinger 16 9
437 readstown 16 9
21601 engen 16 5
8503 eglin 16 5
22476 monona 16 6
12132 ehrhardt 16 8
11669 trempealeau 16 11
7833 winamac 15 7
9986 rockland 15 8
2677 orrice 15 6
575 sooncoming 15 10
3170 lumley 15 6
24726 pellston 15 8
26403 wolt 15 4
10704 carahoof 15 8
23869 birt 15 4
16765 pittsfield 15 10
3526 rentfro 15 7
21558 wiseman 15 7
9779 otisville 15 9
22337 hearld 15 6
9542 cagtle 15 6
7921 balkins 15 7
18517 dowell 15 6
16193 wesi 15 4
9578 vixie 15 5
22647 huth 15 4
22490 outprices 15 9
23487 adley 15 5
6863 hga 15 3
26202 peo 15 3
148 swaynie 15 7
531 hutchings 15 9
26564 orra 14 4
686 granoil 14 7
3402 witzel 14 6
17791 keat 14 4
2287 tamminga 14 8
26529 capman 14 6
26662 kewadin 14 7
3009 usp 14 3
2874 ood 14 3
17332 galien 14 6
1079 tothe 14 5
1186 thronville 14 10
17041 'has 14 4
763 strego 14 6
20482 overcomer 14 9
15735 henniger 14 8
14439 stanly 14 6
11027 willaman 14 8
10613 henke 14 5
14979 selfsupporting 14 14
9132 ona 14 3
15497 ortner 14 6
19747 crabtree 14 8
25166 'as 14 3
15869 schmeling 14 9
6354 ragland 14 7
6310 snowden 14 7
21417 dingman 14 7
6258 endino 14 6
14161 fortyfive 14 9
13515 augugt 14 6
4933 ramsdell 14 8
3819 wniongierald 14 12
16778 miscel 14 6
24780 trainingschool 14 14
3968 kenney 14 6
5536 kibben 14 6
21521 psa 14 3
4948 cahe 14 4
16548 steuckrath 14 10
24314 woelfle 14 7
20907 'with 14 5
18353 bblosser 13 8
21097 laymembers 13 10
21208 grugel 13 6
21069 begining 13 8
20395 newcomb 13 7
18674 christenson 13 11
22241 gump 13 4
22372 pontious 13 8
22824 tiney 13 5
19591 garde 13 5
25737 hissong 13 7
23875 lorbeer 13 7
25619 weist 13 5
24697 clenethan 13 9
19293 durrie 13 6
6 upson 13 5
26735 ohlson 13 6
16565 salei 13 5
15990 wetworth 13 8
4609 talbert 13 7
4807 blumenschein 13 12
9265 recieved 13 8
14181 northcott 13 9
5966 envall 13 6
12991 lelless 13 7
12885 newago 13 6
12210 draeger 13 7
6841 adventi 13 7
11916 carle 13 5
11668 myrl 13 4
11495 attendence 13 10
11397 gratiot 13 7
11252 adgate 13 6
10989 koehler 13 7
8007 haggenjos 13 9
9906 masear 13 6
9881 ments 13 5
3200 abbie 13 5
18283 arussell 13 8
16984 fyrnn 13 5
466 siemann 13 7
17961 bloum 13 5
1011 'do 13 3
737 'but 13 4
1384 twentyone 12 9
6052 zora 12 4
21089 adventitits 12 11
17356 reiner 12 6
23505 casctle 12 7
23657 wiik 12 4
17097 mida 12 4
26243 caheinionerald 12 14
631 twentyfour 12 10
5580 karmatar 12 8
13740 hoag 12 4
13945 bentson 12 7
24110 rov 12 3
24368 rabey 12 5
26500 vaes 12 4
14319 encouragment 12 12
23478 williamston 12 11
21214 'br 12 3
614 freemont 12 8
14526 temperence 12 10
22348 gooden 12 6
21978 reab 12 4
10089 brasca 12 6
8044 myrtie 12 6
8021 arvid 12 5
10528 herale 12 6
10581 onefourth 12 9
7880 tasker 12 6
10735 wyman 12 5
7879 oeake 12 5
17732 cakeiniongierald 12 16
237 'herald 12 7
7194 ryberg 12 6
7177 alza 12 4
11582 'work 12 5
14423 collison 12 8
20731 friesen 12 7
4792 dum 12 3
24887 carbondale 12 10
24994 calin 12 5
15472 clora 12 5
3744 macey 12 5
3516 'from 12 5
25526 kokofat 12 7
15969 diamondale 12 10
2781 easct 12 5
19469 hainey 12 6
2646 northshore 12 10
25958 edu 12 3
2151 lohman 12 6
16280 knecht 12 6
1846 humbolt 12 7
1824 hartwig 12 7
1498 murtry 12 6
24937 cemetary 12 8
3344 orchardville 12 12
14195 selby 12 5
24733 nion 12 4
24487 amery 12 5
4769 anb 12 3
943 ent 12 3
14724 educa 12 5
22431 andreason 11 9
9169 ewert 11 5
2716 zake 11 4
5111 wantedi 11 7
2547 hillis 11 6
22806 herall 11 6
24643 zada 11 4
4971 manistee 11 8
26147 alfaretta 11 9
24572 paulina 11 7
22676 'they 11 5
9140 wasenmiller 11 11
22383 foochow 11 7
22588 eze 11 3
5371 floy 11 4
8177 hipkins 11 7
26687 nuding 11 6
8359 moulpied 11 8
22534 evart 11 5
8593 balke 11 5
99 colvin 11 6
23699 autom 11 5
24808 krohn 11 5
23151 elgie 11 5
24878 ass't 11 5
6106 houseto 11 7
6131 zacharius 11 9
6236 vargason 11 8
24796 thornville 11 10
6323 duca 11 4
23619 cedarvall 11 9
784 hile 11 4
3761 brigtol 11 7
5781 ypmv 11 4
5598 arric 11 5
26394 forthe 11 6
4389 ance 11 4
527 westfall 11 8
821 bossert 11 7
3324 anes 11 4
3322 moczar 11 6
6869 tht 11 3
303 gussie 11 6
5373 paulsen 11 7
4478 hutchison 11 9
7410 newaygo 11 7
7705 thirtyfive 11 10
18323 catologue 11 9
16709 elzea 11 5
21491 segar 11 5
15507 patzkowski 11 10
16715 harb'r 11 6
13650 merickle 11 8
19819 neuman 11 6
20119 troutman 11 8
18892 dugger 11 6
21186 hildur 11 6
16408 twentythree 11 11
14973 macomber 11 8
14696 boismier 11 8
12082 weftworth 11 9
19561 dresher 11 7
21051 salle 11 5
12550 scholtz 11 7
20976 messer 11 6
14096 haye 11 4
20892 oma 11 3
13072 ors 11 3
16198 wesrt 11 5
20493 spradling 11 9
13277 toolev 11 6
16769 panamah 11 7
13425 foo 11 3
11125 lavina 11 6
15005 schmidli 11 8
22231 kibbin 11 6
9747 acadamy 11 7
15057 suc 11 3
18022 colgrove 11 8
10910 luzerne 11 7
17527 colaborers 11 10
9945 hamstra 11 7
18244 nerald 11 6
17574 shippy 11 6
17459 oconomowoc 11 10
19878 ville 11 5
9511 wyla 11 4
17004 stagg 11 5
18718 thallie 11 7
10447 hof 11 3
21689 shafer 11 6
16983 christena 11 9
15258 zinzer 10 6
2848 tentmeetings 10 12
19922 klomp 10 5
19559 southren 10 8
15718 accomodate 10 10
2971 bagnall 10 7
15417 weekdoes 10 8
15742 fortysixth 10 10
15708 brodhead 10 8
25445 lefevre 10 7
15619 vandalia 10 8
3387 kluge 10 5
9288 tillinghast 10 11
19108 stotz 10 5
19437 thure 10 5
2656 watchcare 10 9
26655 advancedtwo 10 11
17593 healzer 10 7
451 sel 10 3
18460 trinkner 10 8
17491 teasurer 10 8
17017 washtenaw 10 9
953 'not 10 4
1019 drouth 10 6
16431 debello 10 7
18916 hermansen 10 9
16386 'no 10 3
16218 meilicke 10 8
1893 arvilla 10 7
26097 kinne 10 5
1965 orpha 10 5
3864 metzker 10 7
26003 hildreth 10 8
2228 selukwe 10 7
2356 writesi 10 7
19259 croix 10 5
16156 truesdale 10 9
15147 ingeborg 10 8
20266 martindale 10 10
15118 sawvell 10 7
10195 twentytwo 10 9
11925 odon 10 4
6778 todate 10 6
11470 cowee 10 5
11388 twentysix 10 9
23030 vanfossen 10 9
11353 halsvick 10 8
22963 lumberg 10 7
22956 cl'rwater 10 9
7233 wiegt 10 5
7398 westfield 10 9
10620 brack 10 5
10108 verita 10 6
23324 stelhorn 10 8
8077 dousman 10 7
21973 cramer 10 6
8161 krauss 10 6
22023 zaheinion 10 9
22558 sawvel 10 6
22202 aevs 10 4
8409 naylor 10 6
8423 l'anse 10 6
8843 wetherbee 10 9
9673 appelton 10 8
9591 creery 10 6
6677 termsf 10 6
6616 carty 10 5
15108 eldership 10 9
20461 c'tr 10 4
3897 eral 10 4
24775 kershaw 10 7
20107 accts 10 5
4506 'on 10 3
4581 'conference 10 11
4702 schneppe 10 8
9451 bigford 10 7
14908 benner 10 6
20311 diningroom 10 10
24420 conferance 10 10
14355 tional 10 6
4966 braman 10 6
23429 twentythird 10 11
13969 vaiue 10 5
13812 trom 10 4
13173 horlacher 10 9
5892 shasky 10 6
13152 schlosser 10 9
13146 keesling 10 8
12684 newberry 10 8
21043 stebbens 10 8
12301 minier 10 6
6327 verney 10 6
6502 tobin 10 5
9245 occured 10 7

Report

Mc* names have been split. There are a lot of names in this publication.

Words to Add

  • mcvagh
  • zacharius
  • eldership

NMN (North Michigan News)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [11]:
query_df(results_to_df('NMN'), 9, 2, "count")
File: 2017-01-01-Spelling-Errors-NMN.txt
NMN has 9663 rows
Out[11]:
spell_error count word_length
2957 aro 89 3
9302 leetsville 28 10
5842 willaman 26 8
176 dighton 22 7
3643 evart 21 5
2724 soo 20 3
6990 clellan 19 7
4662 altho 18 5
4149 myrta 18 5
8423 beeler 15 6
7265 manistee 15 8
5608 havo 14 4
5262 tae 12 3
1493 armilda 12 7
523 sho 12 3
7469 tne 12 3
1123 thoy 12 4
726 ludington 11 9
6487 aee 11 3
735 lich 11 4
1710 vincinity 11 9
8967 thos 11 4

Report

Recurring problem of translating "e"s as "o"s.

Words to Add

PHJ (Pacific Health Journal and Temperance Advocate)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [12]:
query_df(results_to_df('PHJ'), 9, 2, "count")
File: 2017-01-01-Spelling-Errors-PHJ.txt
PHJ has 20679 rows
Out[12]:
spell_error count word_length
697 sel 255 3
19978 ournal 129 6
278 societyl 80 8
16362 munn 73 4
4346 allerton 58 8
15963 misses' 56 7
17450 tion 54 4
3863 urnal 51 5
17316 teviperance 50 11
16736 cloe 47 4
2849 'em 47 3
11718 fahr 46 4
2198 pre 45 3
10923 sitz 45 4
14750 'the 39 4
20103 functual 38 8
18851 societya 37 8
6270 onehalf 36 7
8280 societyj 35 8
13211 cigaret 34 7
1905 jourxal 34 7
12956 ment 34 4
7143 vilas 34 5
12156 weiherweg 33 9
7734 monthlydevoted 32 14
15761 societys 30 8
2492 firstclass 30 10
8312 actina 29 6
10331 dyo 29 3
16018 thermo 29 6
10109 preventivesimple 28 16
19427 rowell 27 6
6886 ance 27 4
18781 jenness 26 7
7267 chas 26 4
238 ful 26 3
188 robb 26 4
19151 societym 25 8
19965 thos 25 4
9535 powes 24 5
18703 societyc 24 8
6167 recipespost 24 11
13022 fehr 24 4
1149 dio 24 3
6870 ralston 23 7
7948 japana 23 6
5665 cigarets 23 8
2510 stinson 22 7
246 nelia 22 5
11872 rodolph 22 7
9473 abbie 22 5
6945 ioo 21 3
4511 akersgaden 21 10
13242 soo 21 3
20550 washingall 21 10
8431 bahler 21 6
16664 wyman 21 5
8468 fasteningwith 20 13
10824 rocka 20 5
5982 adjustably 20 10
14456 tions 20 5
10230 sah 20 3
10508 limbstroubles 20 13
17540 easton 19 6
2062 drumm 19 5
271 vith 18 4
15970 vill 18 4
856 lld 18 3
10286 hechtman 18 8
14263 carolinan 18 9
5734 jou 18 3
4102 gauzes 18 6
2898 sansome 17 7
18032 ish 17 3
15755 bloodvessels 17 12
10670 nuttygrains 17 11
19258 ventillation 17 12
13956 aimes 17 5
1379 depa 17 4
12091 clure 17 5
840 hutchings 17 9
9839 callyour 17 8
1099 dore 17 4
13660 abouts 17 6
14775 theo 16 4
8757 agt 16 3
9656 rey 16 3
13936 nux 16 3
20650 demorest 16 8
18367 ole 16 3
6311 englandn 16 8
876 salsbury 16 8
19383 acific 16 6
2797 rnal 16 4
3087 diseasea 16 8
8009 halfmorocco 16 11
3544 osed 16 4
17175 illy 16 4
4846 dodds 16 5
6012 rorer 16 5
12535 pennellsuydam 16 13
12174 pps 16 3
16434 cambie 16 6
8495 cecilian 15 8
861 cuyler 15 6
11794 semola 15 6
19998 mal 15 3
13127 cruden 15 6
2754 tay 15 3
14537 'of 15 3
15849 twentyfive 15 10
18690 whalebones 15 10
7542 jes 15 3
3142 grosvenor 14 9
631 loth 14 4
766 squarenx 14 8
16764 seiler 14 6
17005 louisianaa 14 10
1513 ent 14 3
16167 ical 14 4
15528 eldredge 14 8
2880 seaver 14 6
19647 wellknown 13 9
19640 societyf 13 8
14578 syrbos 13 6
15289 aermotor 13 8
16091 socalled 13 8
13507 selfcontrol 13 11
15409 hilgard 13 7
10071 ciccolina 13 9
12441 pondence 13 8
11992 mena 13 4
782 pathy 13 5
1223 davenant 13 8
2397 ents 13 4
10630 dren 13 4
10470 'that 13 5
6677 goin 13 4
9210 resortsteamers 13 14
9723 bartons 13 7
4122 employes 13 8
5298 butyric 12 7
7289 ure 12 3
16081 goot 12 4
7177 ourney 12 6
5524 spadina 12 7
17778 ealti 12 5
4572 nal 12 3
17495 cornpressing 12 12
15358 ments 12 5
3297 prophylatic 12 11
19077 sundhedsbladet 12 14
2134 rumseller 12 9
20322 euseleld 12 8
255 leetle 12 6
7841 butchertown 12 11
91 vir 12 3
13952 'and 12 4
13492 twothirds 12 9
15234 volkman 12 7
10201 flordia 12 7
156 colvin 12 6
8536 cerebro 12 7
13376 'neath 11 6
2571 healthwise 11 10
13842 pacificn 11 8
2601 densmore 11 8
11030 talcott 11 7
2934 rossi 11 5
1013 twentyfour 11 10
3465 songand 11 7
3581 lastened 11 8
17780 ivancovich 11 10
941 gough 11 5
10076 combinedtwo 11 11
4134 'to 11 3
17265 faire 11 5
8400 wid 11 3
16180 quicksburgh 11 11
7957 cific 11 5
14859 itt 11 3
7180 fitz 11 4
8756 ili 11 3
6961 ers 11 3
14623 orting 11 6
7635 carbo 11 5
7381 columbiau 11 9
8017 pressur 11 7
6525 statej 11 6
16746 germanyl 11 8
11049 ets 10 3
1639 ealt 10 4
2086 child'n 10 7
20247 wellbeing 10 9
7650 kimball 10 7
11420 lysle 10 5
11436 lifethe 10 7
14932 huntoon 10 7
17127 inthe 10 5
2521 hkalth 10 6
17132 mbraces 10 7
12629 elmore 10 6
6958 ous 10 3
13948 mit 10 3
17697 tri 10 3
17617 ith 10 3
3928 corres 10 6
5751 whoo 10 4
9229 eublislen 10 9
14450 seeall 10 6
2709 ver 10 3

Report

"teviperance" is an error from the page title that has been partially corrected. The original OCR is "TE1VIPERANCE", and the original is "TEMPERANCE".

"sel" is an abbreviation for attributing poems and other miscellanea.

Words to Add

  • misses'
  • sitz
  • butyric

PTAR (The Present Truth and Adventist Review)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [4]:
query_df(results_to_df('PTAR'), 4, 2, "count")
File: 2017-01-03-Spelling-Errors-PTAR.txt
PTAR has 5805 rows
Out[4]:
spell_error count word_length
71 ver 78 3
2050 'the 49 4
3524 ment 46 4
2269 holies 39 6
3671 tion 34 4
5131 'of 23 3
2944 storrs 23 6
5342 eze 17 3
2894 ments 17 5
5260 'to 13 3
933 ful 12 3
2946 ninevah 12 7
2558 thi 12 3
5761 tuary 12 5
419 nant 11 4
5570 tions 11 5
2572 pre 11 3
557 ture 10 4
2341 ble 10 3
105 ple 9 3
1623 hagion 9 6
5716 'was 9 4
4063 'that 9 5
2352 mal 9 3
2983 gon 9 3
563 ofthe 9 5
4141 dence 8 5
5126 vers 8 4
4718 'and 8 4
5404 topsham 7 7
378 rusalem 7 7
1580 'is 7 3
5472 waymark 7 7
1385 macknight 6 9
303 jno 6 3
270 lxxviii 6 7
2198 ernacle 6 7
3661 inthe 6 5
464 ved 6 3
5435 sus 6 3
1930 tience 6 6
3433 'his 6 4
652 ile 6 3
4830 ond 6 3
3002 quities 6 7
2398 lviii 6 5
815 ceive 6 5
4862 ery 5 3
5640 pickands 5 8
5186 eis 5 3
5528 chronologers 5 12
937 'their 5 6
3556 provi 5 5
4114 wil 5 3
4039 jeru 5 4
3980 ish 5 3
3790 fassett 5 7
3746 numberer 5 8
3680 tbe 5 3
446 xlv 5 3
3523 binius 5 6
3444 lieve 5 5
3440 withthe 5 7
3373 ance 5 4
476 lished 5 6
1877 swer 5 4
3287 cond 5 4

Report

For this title, using 5 as the cut-off because there are so few words.

Appears to have line-ending problems.

Words to Add

[none]

PUR (Pacific Union Recorder)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [6]:
query_df(results_to_df('PUR'), 9, 2, "count")
File: 2017-01-03-Spelling-Errors-PUR.txt
PUR has 54012 rows
Out[6]:
spell_error count word_length
33982 tion 627 4
180 elhany 490 6
46410 seventhday 448 10
53016 ords 407 4
11275 ence 380 4
6552 ment 308 4
48811 chas 304 4
39826 sabbathschool 297 13
31687 pherson 287 7
45912 ference 281 7
3862 'the 273 4
27230 verah 260 5
39528 secretarym 236 10
40940 ers 231 3
13349 ber 222 3
9927 pepperwood 222 10
48419 ple 218 3
39220 sda 209 3
24261 twentyfifth 167 11
11802 sionary 163 7
28419 mis 161 3
48884 'of 155 3
6448 secretaryj 154 10
23279 pre 152 3
17531 tions 152 5
32643 agentf 150 6
22085 treasurerb 149 10
34739 committeee 147 10
52274 kinleyville 146 11
35218 'to 133 3
28351 humbert 128 7
52 ary 126 3
51715 presidente 126 10
22821 phcenix 125 7
15008 eral 124 4
7235 ent 122 3
5063 pac 121 3
22015 'and 120 4
37332 pasqual 119 7
35741 ful 116 3
45053 'union 115 6
33879 kibbin 115 6
11697 cific 108 5
30462 californianevada 105 16
43888 hebard 103 6
34920 ance 103 4
26007 edendale 101 8
24694 fornia 100 6
32992 rulison 97 7
49155 ern 94 3
22475 bers 92 4
38531 edu 89 3
22126 guire 89 5
41044 ments 86 5
46758 sabbathkeepers 85 14
30029 belvail 83 7
48966 twentyfive 80 10
1549 dren 80 4
40644 ble 79 3
35192 peo 78 3
28546 ture 74 4
51930 committeej 71 10
2443 paign 71 5
6527 ters 70 4
30607 mayers 70 6
48943 tressa 70 6
44518 ceived 69 6
17289 helligso 69 8
25107 nia 68 3
33866 lege 68 4
32574 fice 68 4
29813 pencilgrams 66 11
22682 secretaryw 66 10
2702 'in 65 3
38441 sions 65 5
27957 presidentj 65 10
30328 terest 64 6
41957 ning 64 4
4972 kenzie 61 6
6053 spriggs 60 7
43637 churchschool 60 12
43073 desmarets 59 9
53525 snideman 58 8
42711 nis 58 3
21645 findley 57 7
37847 ery 57 3
7652 tional 57 6
39009 wanteda 56 7
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25276 stantly 10 7

Report

  • line ending problems again.

In an attempt to address the placenames problem more systematically, I generated a new word list using data from the USGS with city information for the US. This greatly reduced the number of identified "errors" in this title.

Words to Add

  • sda
  • depreciations
  • colaborers
  • incorporators
  • tardinesses

RH (Review and Herald)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [13]:
query_df(results_to_df('RH'), 24, 2, "count")
File: 2017-01-03-Spelling-Errors-RH.txt
RH has 697431 rows
Out[13]:
spell_error count word_length
228574 tion 5691 4
528644 'the 5093 4
64390 brn 3962 3
359021 ment 2885 4
385865 pre 2872 3
128283 seventhday 2847 10
601139 chas 2837 4
78614 'of 2796 3
309121 ets 2249 3
291436 eze 2209 3
579891 mal 2047 3
52843 'to 2030 3
332463 ahd 1988 3
209212 'and 1824 4
674347 sabbathschool 1771 13
642599 aro 1622 3
28185 tions 1538 5
88323 sel 1511 3
194290 'be 1475 3
366775 ence 1386 4
360182 ent 1320 3
29268 thi 1237 3
501423 ers 1234 3
4367 'in 1202 3
414567 ments 1155 5
599375 ver 1075 3
532312 tbe 1042 3
448553 ple 1040 3
65398 ble 1026 3
107355 ofthe 998 5
278367 sabbathkeepers 978 14
579962 ful 960 3
342546 sabba 959 5
217399 'by 943 3
450318 'that 900 5
45873 'he 850 3
282692 ber 775 3
391606 thos 754 4
422447 ference 737 7
9245 ance 733 4
248739 jno 732 3
96380 'is 730 3
598240 'have 728 5
505083 overcomer 721 9
78756 twentyfive 713 10
394166 mis 710 3
372411 tem 701 3
211974 ith 690 3
142738 ity 686 3
56726 ole 678 3
327877 tle 656 3
597100 xxiiil 655 6
23743 'for 655 4
571960 ther 644 4
672889 ren 639 3
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111480 'his 605 4
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115450 bno 597 3
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275006 dobney 580 6
580577 xxivl 564 5
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529044 ous 548 3
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634126 xxiil 533 5
641418 whitford 529 8
361997 eview 528 5
216059 tian 528 4
245632 ioo 522 3
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253929 ould 388 4
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33302 loughboro 27 9
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31706 howe'er 27 7
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157252 otit 27 4
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142678 sanct 26 5
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243761 nic 26 3
475423 kundert 26 7
307157 sinand 26 6
653032 'course 26 7
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305369 ifest 26 5
238968 whwh 26 4
238771 littl 26 5
666739 cheesbro 26 8
653891 thurlow 26 7
140642 nabopolassar 26 12
666769 ived 26 4
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684833 impre 26 5
248194 lettonians 26 10
365306 hings 26 5
341238 bluefields 26 10
53557 mav 26 3
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250659 iee 26 3
105397 oity 26 4
281005 annfield 26 8
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12736 thot 26 4
305229 sayin 26 5
521740 pag 26 3
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680608 thepast 26 7
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286513 pii 26 3
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305188 aay 26 3
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630145 lxxxviii 26 8
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29575 artabanus 25 9
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102166 repor 25 5
308029 buil 25 4
28950 fatic 25 5
307305 warne 25 5
671775 avoy 25 4
305326 tment 25 5
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588662 ammy 25 4
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262485 druses 25 6
260986 tricts 25 6
258788 ians 25 4
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510300 owers 25 5
511546 eratb 25 5
656427 zwemer 25 6
512133 ects 25 4
655691 olume 25 5
494399 airey 25 5
655688 atio 25 4
654952 peole 25 5
247565 hend 25 4
654674 eor 25 3
246760 moyer 25 5
244063 reekie 25 6
243783 kraushaar 25 9
243041 stuckrath 25 9
502132 swett 25 5
48606 worlda 25 6
501500 confor 25 6
499206 dela 25 4
571093 hassan 25 6
494439 faithand 25 8
272643 lleb 25 4
43044 tey 25 3
496648 ohr 25 3
496684 whicl 25 5
268634 trath 25 5
497264 workto 25 6
497825 ijriah 25 6
497996 oda 25 3
44632 brabourne 25 9
45262 obthe 25 5
587022 culated 25 7
498568 nono 25 4
267742 sery 25 4
267140 rethis 25 6
48233 cul 25 3
40446 tinto 25 5

Report

  • line-endings splitting words again.
  • recurring roman numeral error where an "l" is attached to the end of a roman numeral. This may be due to the way I removed punctuation.
  • many extra "'"s -- will need a way to remove those

Words to Add

  • medo
  • holies
  • fillio
  • religio
  • reichstag
  • disfellowshiped
  • besetments
  • exode
  • harken
  • herold
  • besetment
  • antinomianism
  • hinderance
  • millerism
  • espirito
  • czechowski
  • distributers
  • sinaitic
  • haskells
  • rulership
  • klux
  • wesleys
  • wesleys
  • campbellites
  • zinzendorf
  • shelterless
  • dominicum
  • disfellowship
  • unrepented
  • raptured
  • unregenerated
  • parousia
  • sabbatizing
  • arimathea
  • reenforcements
  • interpositions
  • judaizers
  • hystaspes
  • boastingly
  • accidently
  • prayerfulness
  • rejecters
  • ruthenians
  • unimpressible
  • doubtings
  • cumberers
  • unfoldings
  • bickerings
  • protectory
  • temporalities
  • immersionists
  • unchangeableness
  • sinlessness
  • usa
  • spiritu
  • mysticisms

Sligo (Sligonian)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [14]:
query_df(results_to_df('Sligo'),4, 2, "count")
File: 2017-01-04-Spelling-Errors-Sligo.txt
Sligo has 2425 rows
Out[14]:
spell_error count word_length
249 sligon 36 6
1214 schwab 30 6
1300 mattingly 22 9
2318 kuppenheimer 20 12
1058 kamoda 15 6
1488 lippart 14 7
1388 dietel 14 6
586 styleplus 14 9
1938 herzog 14 6
1156 rebok 13 5
2321 geibel 13 6
49 flather 12 7
2293 kimonas 12 7
1371 ahrens 11 6
519 ailes 11 5
1335 friedlander 11 11
1849 chesnutt 11 8
1226 greiner 11 7
1973 quartette 10 9
2392 cardia's 10 8
1090 lenoa 10 5
2403 furnishers 10 10
725 slgonian 9 8
2402 woolgar 9 7
1477 grosner 9 7
562 ott 8 3
151 gradye 8 6
1122 kupjian 8 7
2118 kollege 8 7
2197 iverson 8 7
712 hallowe'en 8 10
2233 minola 8 6
2294 chas 8 4
2316 newmyer 8 7
103 blackistone 8 11
909 herbst 8 6
2115 battleford 7 10
1968 estep 7 5
74 schilberg 7 9
558 klothes 7 7
1325 clapp 7 5
615 yoshihiro 7 9
1129 zink 7 4
1243 harkins 6 7
948 woodwardand 6 11
2000 dulany 6 6
1130 coyl 6 4
247 ryneal 6 6
1889 jeffries 6 8
1278 labrot 6 6
302 botsford 6 8
1073 monsen 6 6
1698 feldman 6 7
1693 deitel 6 6
1016 duval 6 5
1485 nevius 6 6
935 iden 6 4
2394 hirsh's 6 7
1326 rozier 6 6
788 muth 6 4
2347 brines 6 6
496 sevrens 6 7
1430 tvedt 6 5
1448 voorhis 6 7
2098 boquets 6 7
94 preferwhether 5 13
1020 colea 5 5
2254 transtrom 5 9
2351 greutman 5 8
141 callier 5 7
765 treible 5 7
667 gerhart 5 7
1853 loasby 5 6
2001 llylel 5 6
1770 beamesderfer 5 12
1726 mercereau 5 9
1700 barto 5 5
1662 carnig 5 6
1529 nanking 5 7
757 ingeborg 5 8
1166 windon 5 6
1420 prohis 5 6
512 wyche 5 5
1357 resseguie 5 9
533 ablewhen 5 8
53 classmen 5 8
592 dyoll 5 5
414 clemen 5 6

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Words to Add

  • hallowe'en
  • classmen

SOL (The Sentinel of Liberty)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [15]:
query_df(results_to_df('SOL'), 9, 2, "count")
File: 2017-01-04-Spelling-Errors-SOL.txt
SOL has 7887 rows
Out[15]:
spell_error count word_length
7320 bsl 79 3
2290 agl 51 3
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6427 sabbatteans 38 11
3200 loth 38 4
262 tion 37 4
4502 'the 33 4
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7683 ment 28 4
3089 saloonmen 27 9
3896 sundayclosing 26 13
4660 ioo 25 3
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717 selfgovernment 20 14
6981 rampolla 20 8
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6371 seventhday 19 10
1600 saloonkeepers 19 13
6735 sundayno 19 8
7365 theliquor 18 9
6441 socalled 17 8
5179 'of 16 3
180 platt 16 5
4775 tions 15 5
6932 saloonkeeper 15 12
3487 pre 15 3
6541 thos 14 4
3115 birney 14 6
2287 sundayenforcement 14 17
1808 chas 14 4
2934 temperanceand 13 13
6835 'to 13 3
1835 tien 13 4
4509 tsin 12 4
7044 churchand 12 9
1524 muskoka 12 7
4292 milman 12 6
5162 guidi 12 5
1593 grocerymen 11 10
5727 satolli 11 7
5720 birnie 11 6
270 sundaylaw 11 9
1617 ricans 11 6
1411 hine 10 4
3165 'with 10 5
1350 parte 10 5
622 mala 10 4
7435 gohier 10 6

Report

Words to Add

  • sabbatteans

ST (Signs of the Times)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [16]:
query_df(results_to_df('ST'), 9, 2, "count")
File: 2017-01-04-Spelling-Errors-ST.txt
ST has 218759 rows
Out[16]:
spell_error count word_length
143577 tion 2185 4
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6577 ment 1184 4
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2720 'in 287 3
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129164 frien 10 5
162064 flicted 10 7

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  • line ending problems
  • thesignsofthetimes -> title error occurring 24 times.

Words to Add

  • sabbaton
  • overcomer
  • burgundians
  • spiritistic
  • honorius
  • nabonadius
  • ekklesia
  • valentinian
  • bannerman
  • arians
  • dragonic
  • hussites
  • spiritists
  • rappings
  • bartimeus
  • unroofed
  • distributer
  • fulfilments
  • cesarea
  • quartette
  • restraineth
  • gipsy
  • vicarius
  • itinerating
  • horatius
  • demoniacs
  • quitted
  • unrebuked
  • sermonets
  • placidia
  • embezzlements
  • unrepentable
  • unstinted
  • helpmeet
  • pedobaptists
  • sabbatize
  • saintship
  • wailings
  • chaldaic
  • lacunza
  • substitutionary
  • spiritist
  • overturnings
  • epiphanius
  • plentitude
  • zionistic
  • naturedly
  • colaborer
  • idolator
  • soulism
  • quartettes
  • creatorship
  • almsgiving
  • ignatian
  • epiphaneia
  • antigonus
  • zionward
  • alexandrinus
  • licinius
  • ecstacy
  • legalists
  • reprobated
  • sabbatum
  • bolshevists
  • mummeries
  • waldensians
  • metaphrastes
  • extortions
  • harkening
  • repellant
  • unpardoned
  • taborites
  • embryotic
  • defilements
  • baalism

SUW (Southern Union Worker | Southern Tidings)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [17]:
query_df(results_to_df('SUW'), 9, 2, "count")
File: 2017-01-04-Spelling-Errors-SUW.txt
SUW has 35161 rows
Out[17]:
spell_error count word_length
33462 bfl 912 3
2585 agts 838 4
30115 chas 433 4
33942 ords 415 4
10650 bracy 289 5
15563 vagh 282 4
26188 wks 264 3
14101 billups 241 7
17041 chastain 238 8
22054 lennan 233 6
33542 seventhday 219 10
5501 peevy 210 5
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28371 reichenbach 205 11
33473 ppe 203 3
21102 chenault 193 8
4971 'the 191 4
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1757 tew 175 3
17521 sof 172 3
29186 ppp 170 3
19603 allman 164 6
34911 thos 157 4
9021 tion 149 4
19270 manous 147 6
28960 ern 138 3
16411 winkler 132 7
17156 hustburg 131 8
28907 griffiths 129 9
18416 bfi 127 3
24703 ference 125 7
31331 lura 122 4
29503 cannada 121 7
3918 allran 113 6
19487 ntp 113 3
2744 cennessee 112 9
17989 rayford 106 7
5040 parkins 104 7
28625 'of 98 3
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9029 morphew 96 7
1811 mis 95 3
16723 sabbathschool 93 13
22797 ioo 92 3
14794 ence 90 4
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15219 deliv'd 86 7
11173 berdon 85 6
16527 ewald 84 5
19324 millar 84 6
25736 deliv 84 5
7666 hirst 78 5
25611 whitford 78 8
30371 pre 77 3
5655 wor 76 3
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29340 ridder 76 6
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34715 memb 70 4
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7571 'to 69 3
21563 reiber 68 6
25313 jno 67 3
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3500 'in 62 3
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1025 garrigan 59 8
28737 twentyfive 57 10
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29296 woodall 51 7
239 amountpaidto 50 12
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9833 brgc 19 4
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23866 wkithersoever 10 13

Report

  • lots of people names
  • line endings?

Words to Add

  • dolorosa
  • odorized
  • orpheum

TCOG (The Church Officers Gazette)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [18]:
query_df(results_to_df('TCOG'), 9, 2, "count")
File: 2017-01-04-Spelling-Errors-TCOG.txt
TCOG has 10136 rows
Out[18]:
spell_error count word_length
5831 'the 106 4
8140 eze 59 3
2897 mal 55 3
2492 'of 51 3
6006 mayta 45 5
4803 tbe 45 3
6951 scudder 40 7
2630 'and 39 4
8792 'to 38 3
7083 agtte 36 5
6087 missi 35 5
8918 seventhday 33 10
7709 hsi 33 3
8872 hasan 28 5
71 epartment 27 9
7036 cburth 25 6
7958 hunchy 24 6
3343 cburtb 24 6
4140 'in 24 3
1977 'for 22 4
2122 tion 22 4
4553 pre 21 3
4260 'be 18 3
1161 puno 18 4
5237 neesima 17 7
6241 cburcb 17 6
2929 outschools 17 10
9194 metlakahtla 15 11
6846 crehore 14 7
9096 tne 14 3
5301 tay 13 3
7168 thi 13 3
9914 nez 13 3
7032 perces 13 6
7558 idona 12 5
2289 'he 12 3
7781 ise 12 3
8126 jule 12 4
2374 goin 12 4
1768 soulwinning 12 11
3281 occum 12 5
1750 gon 11 3
7956 'em 11 3
9001 'was 11 4
8869 dilawur 11 7
10135 legiac 11 6
2682 'all 11 4
229 him' 11 4
5325 alf 11 3
3160 buresala 11 8
7906 seino 10 5
8115 nyasaland 10 9
2341 johan 10 5
5913 you' 10 4
1439 obookiah 10 8
2619 twentyfive 10 10
3939 wantedyoung 10 11
3615 'that 10 5
3517 serkey 10 6
9331 aette 10 5
9895 ment 10 4
2745 'his 10 4

Report

Words to Add

none

TMM (The Missionary Magazine)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [20]:
query_df(results_to_df('TMM'), 4, 2, "count")
File: 2017-01-04-Spelling-Errors-TMM.txt
TMM has 6256 rows
Out[20]:
spell_error count word_length
4361 raratonga 43 9
3409 buluwayo 37 8
4101 carthy 20 6
1813 karmatar 20 8
1260 stauffer 20 8
1743 kalaka 20 6
2049 hausaland 19 9
2626 okohira 18 7
6066 hasegawa 18 8
5005 couva 17 5
299 sul 17 3
2234 basle 17 5
4942 schwantes 17 9
5688 sabbathschool 16 13
5750 tongatabu 15 9
5871 raiatea 15 7
5101 seventhday 15 10
4909 helsingfors 14 11
1087 zambesi 14 7
3775 ioo 14 3
1536 parana 13 6
4326 ventists 13 8
2978 mangaia 13 7
2167 ruatan 12 6
4014 shiba 12 5
5301 crespo 12 6
3880 rosas 12 5
72 gosmer 12 6
5798 truxillo 11 8
5355 spreckels 11 9
2965 hungaria 11 8
2379 okahira 11 7
1336 mis 11 3
4877 arrowauks 11 9
1331 ricans 11 6
5495 talafo 10 6
2193 caribbees 10 9
4835 nonebala 10 8
339 juticalpa 10 9
308 shakker 10 7
3666 'the 10 4
272 eromanga 9 8
4214 kupavula 9 8
200 tion 9 4
2132 muleback 9 8
2718 palmquist 9 9
3410 brethern 9 8
3433 asuncion 9 8
4916 cherentes 9 9
392 newyork 9 7
28 esthonians 8 10
3965 sionary 8 7
1905 cina 8 4
5919 henton 8 6
2178 bluefields 8 10
1764 kumpel 8 6
1435 doble 8 5
1858 dolphijn 8 8
760 neuva 7 5
3861 montg 7 5
3773 iery 7 4
5267 makatea 7 7
3674 tsin 7 4
1472 bootooba 7 8
3583 crowther 7 8
5144 fukuin 7 6
3384 esthonian 7 9
3289 lettonian 7 9
1846 rican 7 5
6168 seamans 7 7
3980 mandioca 7 8
332 aitutaki 7 8
2781 skaguay 7 7
1225 pellice 7 7
2631 loth 7 4
1214 cakobau 7 7
1498 chas 7 4
5054 goteborg 6 8
4641 torre 6 5
4596 escobar 6 7
4830 peverini 6 8
5027 eze 6 3
5224 helvecia 6 8
2018 ellery 6 6
5235 fte 6 3
996 multum 6 6
1519 tien 6 4
984 tse 6 3
3266 umkupavula 6 10
894 kwangsi 6 7
634 pauliasi 6 8
2508 agt 6 3
1098 parvo 6 5
53 ary 6 3
5493 tal 6 3
2861 pre 6 3
5490 jno 6 3
5377 learsy 6 6
1355 fel 6 3
6109 readingsabbath 5 14
5350 ladrone 5 7
5864 titikavaka 5 10
5847 handsworth 5 10
5843 sabbathkeepers 5 14
5643 olancho 5 7
5236 naini 5 5
5592 weekapril 5 9
16 marash 5 6
2949 makomp 5 6
4146 blancher 5 8
2260 marchisio 5 9
229 caribbee 5 8
282 toltecs 5 7
521 stanmore 5 8
823 adamson 5 7
892 balada 5 6
1460 levuka 5 6
1563 helouan 5 7
2157 por 5 3
2169 dwyer 5 5
2267 pago 5 4
3852 tions 5 5
2333 tung 5 4
2557 moko 5 4
2575 chaux 5 5
2853 owari 5 5
2892 sundayschool 5 12
2948 weekjuly 5 8
3305 weekdecember 5 12
3697 lettonians 5 10
3778 fonds 5 5
6208 ramabai 5 7

Report

  • place name heavy

Words to Add

  • raratonga
  • buluwayo
  • karmatar
  • tongatabu
  • bootooba

WMH (West Michigan Herald)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [21]:
query_df(results_to_df('WMH'), 9, 2, "count")
File: 2017-01-04-Spelling-Errors-WMH.txt
WMH has 6802 rows
Out[21]:
spell_error count word_length
6161 sabbathschool 170 13
2631 presidenta 75 10
3801 treasurere 61 10
5854 secretarym 61 10
581 numbersin 53 9
5936 numbessin 52 9
1071 horr 39 4
3898 'the 36 4
195 blendon 32 7
5002 wyla 32 4
3796 presidentm 32 10
2785 kee 32 3
5499 seventhday 32 10
479 brower 31 6
5641 harnden 30 7
3945 cleora 27 6
2456 sabbathschools 25 14
4037 ioo 25 3
2841 chas 23 4
5774 nunica 23 6
228 tion 22 4
5893 'to 20 3
5964 psa 20 3
3277 loth 20 4
2148 numbess 18 7
910 michi 18 5
5207 drury 18 5
6270 hoffstra 18 8
1776 'and 17 4
4663 ence 16 4
6634 ment 16 4
2256 convis 16 6
3276 diamondale 15 10
1954 mal 15 3
2724 editov 15 6
6345 sabbathkeepers 15 14
566 treasurerd 15 10
5567 secretarys 15 10
6399 'field 14 6
3248 numbeesin 14 9
1692 'of 14 3
4656 vinancial 14 9
1837 ainger 14 6
5975 ctory 13 5
5750 numbepsin 13 9
3498 ith 13 3
5539 dirlctory 12 9
5287 bilz 12 4
436 gathereti 12 9
2315 myrta 12 5
5885 ass'n 12 5
1180 foy 11 3
441 hevald 11 6
2413 'that 11 5
1319 'for 11 4
3563 see'y 11 5
4275 messer 11 6
2048 benefitted 11 10
1568 almeda 10 6
2556 harriot 10 7
2568 ist 10 3
3616 rgo 10 3
5360 ereth 10 5

Report

  • looks like there is a lot of noise in the PDFS -- there are many words with added characters.

Words to Add

  • benefitted

YI (The Youth's Instructor)

General Information

  • Date range:
  • Publication cycle:
  • Layout notes:
  • Publisher:
  • Topics:
In [22]:
query_df(results_to_df('YI'), 9, 2, "count")
File: 2017-01-04-Spelling-Errors-YI.txt
YI has 98091 rows
Out[22]:
spell_error count word_length
85050 sabbathschool 607 13
3429 'the 408 4
65800 'em 399 3
65897 eze 316 3
45605 xil 315 3
43104 ver 302 3
49812 sel 254 3
30373 tion 227 4
31970 mal 214 3
44178 'of 211 3
63298 agt 205 3
29354 'to 197 3
98016 'neath 180 6
44266 twentyfive 168 10
19616 'and 168 4
40114 ioo 159 3
20722 pre 152 3
22006 guire 151 5
25382 'he 149 3
2950 'cause 148 6
33873 iden 148 4
11323 'be 138 3
50376 goin 133 4
11590 ass't 131 5
70800 sangster 130 8
72425 s'pose 121 6
69839 milly 120 5
48903 yovt 112 4
15826 peloubet 110 8
96169 ome 110 3
28669 hsi 109 3
32018 ful 109 3
72003 xiil 109 4
44649 ettez 106 5
28039 stuttle 105 7
5881 ment 103 4
5158 lxv 102 3
44118 chas 101 4
28295 yovti 100 5
2433 'in 100 3
18041 lviii 99 5
30283 kibbin 99 6
41011 rosilla 97 7
86980 structor 92 8
83373 'his 91 4
96112 tle 90 3
12976 ili 90 3
24063 sha 90 3
48821 'mid 89 4
94355 lxiii 87 5
20073 'by 87 3
81501 georgie 84 7
22359 hutt 84 4
23894 micr 83 4
43960 it' 82 3
88334 'but 81 4
26674 ers 80 3
44704 onehalf 80 7
54236 'most 78 5
53077 susy 77 4
13223 r'y 77 3
33151 'round 76 6
60361 me' 76 3
55587 howson 74 6
42433 'have 74 5
82382 gertie 74 6
82149 'way 71 4
57145 'that 71 5
72128 seventhday 71 10
14816 kee 70 3
65375 'ye 70 3
70666 sundayschool 69 12
4832 'bout 69 5
38125 marden 68 6
79465 conybeare 68 9
25282 mis 67 3
29182 nyassaland 67 10
54249 'is 67 3
66264 riis 67 4
58752 teddie 67 6
26458 nanking 66 7
27307 ther 64 4
91428 sabbathkeepers 64 14
3084 neesima 64 7
15645 tions 64 5
66474 'was 62 4
31600 ole 62 3
33259 cunliffe 62 8
6227 zambesi 61 7
66094 soo 60 3
63809 ets 60 3
40810 'had 60 4
16738 'twill 60 6
56162 ple 59 3
60997 ber 59 3
70250 twentyfour 59 10
13131 'for 58 4
36197 gon 58 3
59428 liii 58 4
10388 mit 57 3
21637 sus 57 3
41257 kittie 56 6
17571 ide 56 3
16229 thi 56 3
57577 zonia 55 5
27552 you' 55 4
54005 leh 55 3
31618 'it 54 3
34154 xlviii 54 6
65189 scudder 54 7
58634 missi 53 5
73410 wid 53 3
65611 aro 53 3
29335 trembley 53 8
49710 tiie 52 4
81635 tung 52 4
78661 xlix 52 4
36447 havergal 51 8
6477 ent 51 3
10713 solusi 51 6
53971 inthe 51 5
59372 shep 51 4
13920 hetty 51 5
21110 ith 50 3
53881 'her 50 4
73711 keech 49 5
20549 thr 49 3
60395 ofthe 49 5
89503 liv 48 3
1416 dren 48 4
24633 fora 48 4
75712 'with 48 5
70696 jes 48 3
15350 prima 46 5
13214 geikie 46 6
50811 'are 46 4
61804 ence 46 4
56057 gussie 45 6
10859 'him 45 4
71425 twentytwo 45 9
92024 adoent 45 6
86744 dar 44 3
39539 dayre 44 5
84241 ren 44 3
36430 kates 44 5
73199 ramabai 43 7
6239 kurds 43 5
51992 fiske 43 5
64024 ittle 43 5
36596 ble 43 3
63368 seventyfive 43 11
51706 zeisberger 42 10
2297 martyn 42 6
75724 dickie 42 6
62735 youtif 42 6
81611 sabbathschools 42 14
51714 raiatea 42 7
15733 'not 42 4
69764 ntsikana 42 8
913 xlvii 41 5
10528 ish 41 3
5471 tbe 41 3
31108 neddie 41 6
88506 haat 41 4
7701 wellknown 41 9
21316 oung 41 4
5985 walsworth 41 9
16798 nyasaland 40 9
86515 swett 40 5
64969 clure 40 5
2197 tem 40 3
9734 dred 40 4
71862 ise 39 3
216 'has 39 4
79363 meddaugh 39 8
90304 wai 39 3
53253 thaxter 39 7
28904 dorrie 39 6
45321 'gainst 39 7
23642 und 39 3
6365 heartedness 39 11
56856 whitcomb 38 8
88446 tillie 38 6
56693 chee 38 4
59681 spafford 38 8
64363 stenburg 38 8
38119 sha'n't 38 7
22572 goz 38 3
92792 rawlinson 38 9
41094 'ii 38 3
44141 uledi 38 5
51985 'tie 38 4
73479 taj 38 3
82645 tay 38 3
26082 achonhoah 37 9
94183 rowell 37 6
32414 ning 37 4
34443 'at 37 3
53927 thirtyfive 37 10
34136 iiii 37 4
25870 chau 36 4
84299 grenfell 36 8
2206 thro 36 4
46041 'from 36 5
97715 taucroa 36 7
66895 phcebe 36 6
40275 tanna 36 5
80068 niels 35 5
60698 bessy 35 5
30343 tothe 35 5
92101 larcom 35 6
16941 socalled 35 8
26155 them' 35 5
14280 generation' 35 11
47004 marsden 35 7
80280 perea 35 5
45995 kai 35 3
2847 ine 35 3
35332 conwell 35 7
93282 tinnevelli 35 10
82214 metlakahtla 34 11
68344 laing 34 5
15971 matty 34 5
75680 cramer 34 6
72149 'we 34 3
72252 tri 34 3
41875 jno 34 3
29940 oldfashioned 34 12
36964 ments 34 5
15908 smerdis 34 7
53673 edersheim 34 9
57048 twentyone 34 9
31769 bok 33 3
80557 mits 33 4
47889 itt 33 3
34639 letty 33 5
47385 tauc 33 4
62359 nstructor 33 9
10039 prudy 33 5
61032 thurlow 33 7
82754 africaner 33 9
63321 lettie 33 6
80690 peo 33 3
4473 gilstrap 33 8
51323 iti 33 3
94301 tne 33 3
29324 itis 33 4
3951 orton 33 5
72318 ikey 33 4
3519 mei 33 3
38212 selfdenial 33 10
73204 myrtie 32 6
28589 'as 32 3
85229 drouth 32 6
19495 imo 32 3
78442 nothin 32 6
2034 twentythree 32 11
53641 sixmonths 32 9
3858 towser 32 6
91677 islay 32 5
82205 giv 32 3
42640 him' 32 4
14810 bas 32 3
77120 editiona 32 8
76327 diningroom 32 10
88559 churchschool 32 12
11815 ruc 32 3
24915 hervey 31 6
60601 blachita 31 8
31253 ance 31 4
6744 puno 31 4
23822 thos 31 4
7523 selfcontrol 31 11
63400 matson 31 6
3529 littles 31 7
59559 barotseland 31 11
80439 nee 31 3
22824 kelsea 31 6
45418 'fraid 31 6
36337 ched 31 4
49733 twentyseven 31 11
33820 nonibala 31 8
57838 nots 30 4
54553 wil 30 3
2710 i'se 30 4
54627 adoo 30 4
25393 ture 30 4
80303 ity 30 3
88431 gadara 30 6
26382 myrta 30 5
59203 sho 30 3
4113 theo 30 4
31738 dingman 30 7
11439 dowd 30 4
38664 shi 30 3
94408 nce 29 3
76168 madero 29 6
36136 sittingroom 29 11
51507 nie 29 3
40655 fortyfive 29 9
88090 albrecht 29 8
19652 'this 29 5
55219 lan 29 3
94768 ost 29 3
33534 birdlings 29 9
37918 vou 29 3
3298 noreported 29 10
33525 aleck 29 5
45872 boldt 29 5
95904 ichigan 29 7
8057 bowlders 28 8
32289 por 28 3
22544 'been 28 5
16105 ght 28 3
59877 nyanza 28 6
20382 litch 28 5
9417 'on 28 3
93480 'all 28 4
32409 sonship 28 7
73315 ooo 28 3
11969 chil 28 4
11387 trh 28 3
63779 ca'liny 28 7
70657 ake 28 3
47718 p'y 28 3
14804 jeffy 28 5
25465 tht 28 3
10902 prayermeeting 28 13
39843 tippu 28 5
71005 illy 27 4
3657 ous 27 3
17289 chao 27 4
18270 ure 27 3
59414 'you 27 4
20952 mears 27 5
76276 florie 27 6
96703 helsingfors 27 11
53909 palissy 27 7
42174 guardie 27 7
12202 god' 27 4
65843 thei 27 4
39520 officers' 27 9
70390 inthis 27 6
60381 schwab 27 6
70019 nmi 27 3
72482 burritt 27 7
93874 rafaravy 27 8
68813 fot 26 3
8290 coster 26 6
29946 abbie 26 5
53037 monthsfor 26 9
12104 orner 26 5
26523 bessa 26 5
44248 ive 26 3
91516 'their 26 6
39475 het 26 3
41655 farlan 26 6
26635 tze 26 3
55985 perkin 26 6
82638 a'n't 26 5
23640 'fore 26 5
27111 fter 26 4
79188 mahal 26 5
4405 centauri 26 8
34005 ery 26 3
56868 hildren 26 7
9657 heruli 26 6
83563 orie 25 4
51169 ithe 25 4
31010 strassburg 25 10
73916 indo 25 4
94533 kang 25 4
6580 yehonola 25 8
85492 theni 25 5
10223 'or 25 3
87652 foi 25 3
10101 fhe 25 3
49537 bonar 25 5
1179 hamid 25 5
54183 kaspar 25 6
90566 vhat 25 4
70747 trotty 25 6
92246 fide 25 4
59487 'were 25 5
53207 thoburn 25 7
13399 tien 25 4
96799 roms 25 4
95215 ast 25 3
76974 mornin 25 6
19843 turvy 25 5
28576 vot 25 3
2490 'which 24 6
75474 egean 24 5
49031 ary 24 3
22238 cxsar 24 5
46499 phenician 24 9
46625 wun 24 3
45314 intrust 24 7
13435 esus 24 4
35296 carty 24 5
65703 cormick 24 7
47141 berthier 24 8
70135 yearold 24 7
14342 gillet 24 6
76200 tke 24 3
39766 patteson 24 8
48901 nagel 24 5
33313 siguatepeque 24 12
11584 ust 24 3
15055 us' 24 3
63581 mee 24 3
26868 twould 24 6
14111 pago 24 4
10653 elspie 24 6
65293 aoof 24 4
53955 nyassa 24 6
52934 ihe 24 3
53860 kindlings 24 9
19874 roly 24 4
85689 pokagon 24 7
7966 whi 24 3
67408 lewon 24 5
18396 ich 24 3
51269 tiful 23 5
60941 kitto 23 5
27542 blent 23 5
56400 'our 23 4
89749 ould 23 4
92711 zhinga 23 6
4867 bastile 23 7
4652 ev'ry 23 5
11058 hitty 23 5
66617 barnea 23 6
67276 twentyeight 23 11
73741 ani 23 3
47320 nambus 23 6
89720 charta 23 6
65354 ettie 23 5
9579 'what 23 5
32742 loth 23 4
70699 oth 23 3
12750 seano 23 5
56300 ruel 23 4
95064 'work 23 5
91290 'who 23 4
5847 ters 23 4
45894 ros 23 3
28764 dolph 23 5
6664 hannington 23 10
48773 thirtysix 23 9
53351 leoton 23 6
44442 ern 23 3
11164 abu 22 3
2448 do' 22 3
29760 aar 22 3
11125 moton 22 5
20986 'will 22 5
25951 ett 22 3
34151 yoti 22 4
44885 tian 22 4
96648 fidelia 22 7
15554 maudie 22 6
28271 ita 22 3
54609 konigmacher 22 11
45634 noll 22 4
85141 'twere 22 6
79800 leoon 22 5
28049 day' 22 4
27274 sweye 22 5
11448 ons 22 3
70479 childrens 22 9
91394 maidie 22 6
37541 'mong 22 5
14285 'they 22 5
10548 esop 22 4
13221 keh 22 3
97242 plateria 22 8
24967 andthe 22 6
5516 cho 22 3
5788 claribel 22 8
22016 comin 22 5
6162 ilala 22 5
69090 ood 22 3
61620 malamulo 22 8
22751 ameer 22 5
68992 ffi 22 3
56050 faris 22 5
1748 that' 22 5
18485 hanly 21 5
7677 orvie 21 5
858 harwepoyer 21 10
93645 outschools 21 10
14986 especiallyadapted 21 17
27245 southwind 21 9
26838 hassan 21 6
88288 longimanus 21 10
87717 norah 21 5
97532 ici 21 3
77332 inte 21 4
33298 hallenbeck 21 10
35342 oss 21 3
4670 thein 21 5
69882 nig 21 3
39140 'an 21 3
91783 pomare 21 6
12511 roschen 21 7
84865 willhelm 21 8
56262 fite 21 4
73049 floy 21 4
4184 petts 21 5
65013 tae 21 3
9573 twentysix 21 9
8379 doane 21 5
1455 thirtythree 21 11
72505 iveness 21 7
39575 percha 21 6
75426 ott 21 3
76871 ninga 21 5
65706 'them 21 5
10815 tolstoi 21 7
54501 rucro 21 5
15075 fiords 21 6
37784 jip 20 3
3169 tes 20 3
92113 ccap 20 4
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19770 bein 20 4
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51233 ist 20 3
52591 rosalee 20 7
81891 tock 20 4
33519 'twixt 20 6
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10563 sionary 20 7
46296 mooktie 20 7
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49375 lewie 20 5
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60718 puolished 20 9
39090 coun 20 4
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13088 ily 20 3
14634 olt 20 3
87317 godavery 20 8
46448 rentfro 20 7
19127 tlie 20 4
97076 haitien 20 7
81018 simplon 20 7
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30987 wala 19 4
74262 pherson 19 7
32151 hallo 19 5
33608 pao 19 3
30691 attatft 19 7
11570 tez 19 3
30369 kilda 19 5
89397 mostyn 19 6
91053 ies 19 3
18175 vill 19 4
52108 jem 19 3
9286 kwang 19 5
16653 antisarlook 19 11
62199 manous 19 6
9732 ened 19 4
10137 keever 19 6
86969 ari 19 3
14673 hakkas 19 6
83645 attat 19 5
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14142 'one 19 4
87744 kno 19 3
63863 xiiil 19 5
62584 'er 19 3
49218 ica 19 3
50851 ril 19 3
12456 bric 19 4
12294 the'morningwatch 19 16
66625 schoo 19 5
90963 more'n 19 6
70031 rastus 19 6
92646 birney 19 6
96086 birdling 19 8
55149 phenicians 19 10
77364 tru 19 3
38190 herrnhut 19 8
38385 fai 19 3
3816 yout 19 4
27348 jehan 19 5
59638 elo 19 3
26049 dyaks 19 5
25611 tobe 19 4
40160 thorwaldsen 19 11
69728 medicator 19 9
54079 'im 19 3
22799 zhe 19 3
5438 nnie 19 4
54738 ite 18 3
66745 instructo 18 9
63208 thet 18 4
68461 teheran 18 7
62887 scheele 18 7
53589 dymot 18 5
56931 outh 18 4
49473 'did 18 4
37781 vaux 18 4
54013 sev 18 3
62171 ler 18 3
56021 beastlie 18 8
58684 thirtyseven 18 11
45519 maggy 18 5
41486 welsbach 18 8
47769 opies 18 5
64468 cmsar 18 5
52336 towle 18 5
61948 lyte 18 4
60784 tulpy 18 5
35162 knowed 18 6
42610 hyrcanus 18 8
47335 'before 18 7
92057 intender 18 8
772 cheo 18 4
75356 ruatan 18 6
26563 anosia 18 6
90548 brac 18 4
32039 work' 18 5
80222 horgan 18 6
3926 wor 18 3
84213 heav 18 4
76408 mor 18 3
12483 clain 18 5
19588 maltbie 18 7
75838 fullgrown 18 9
31632 raba 18 4
13586 tio 18 3
90764 nana 18 4
31451 wel 18 3
80780 hurd 18 4
95125 'because 18 8
21340 fortytwo 18 8
28170 cabe 18 4
28909 ohl 18 3
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26662 anda 10 4
26781 'brother 10 8
79796 dimond 10 6
79769 ror 10 3
78716 tal 10 3
21583 servian 10 7
82651 ata 10 3
21053 viour 10 5
84369 o'erflow 10 8
18154 battaks 10 7
18212 niver 10 5
85440 juanito 10 7
85228 dann 10 4
18553 way' 10 4
19136 depl 10 4
84728 westman 10 7
19417 heatherly 10 9
84567 ower 10 4
19856 muhamed 10 7
82932 mea 10 3
19932 paash 10 5
84025 ien 10 3
83941 ziegenbalg 10 10
83922 ebery 10 5
20021 'many 10 5
20077 newby 10 5
20476 jugo 10 4
83406 dese 10 4
83200 hoa 10 3
27833 cun 10 3
78272 boys' 10 5
28646 selfsupporting 10 14
35890 macgregor 10 9
34650 edu 10 3
34732 pegg 10 4
34828 ofa 10 3
34898 oubstription 10 12
73425 miiller 10 7
34991 c'nt'r 10 6
73212 reyten 10 6
35527 povertystricken 10 15
35715 fo'r 10 4
72698 prefecto 10 8
74337 'about 10 6
72663 kassongo 10 8
35999 ighigan 10 7
37213 faneuil 10 7
37269 heigh 10 5
71748 innymunt 10 8
71317 bich 10 4
71015 oan 10 3
70940 melongena 10 9
70769 duebill 10 7
34172 gaskill 10 7
74458 lapis 10 5
77867 karuizawa 10 9
30017 know' 10 5
28851 verner 10 6
77746 feng 10 4
77393 coony 10 5
29239 ragpickers 10 10
77005 harfagr 10 7
29696 the' 10 4
76902 potrero 10 7
76882 sackett 10 7
76463 workin 10 6
30305 days' 10 5
33604 ainos 10 5
30506 hussey 10 6
31539 up' 10 3
76095 hei 10 3
31821 dui 10 3
75707 lxviii 10 6
75374 potsi 10 5
32608 luena 10 5
32818 os' 10 3
32819 agin 10 4
29747 'some 10 5

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Words to Add

  • zambesi
  • africaner
  • birdlings
  • centauri
  • ev'ry
  • birdling
  • herrnhut
  • medicator
  • sulphite
  • multnomah
  • dusseldorf
  • flowerets
  • pepita
  • caressingly
  • lefevre
  • kalakaua
  • limbed
  • medicators
  • montanists
  • dreadnaughts
  • thornless
  • loadstone
  • matinee
  • dishwashing
  • philadelphus
  • gracias
  • fronded
  • twilights
  • juanito
In [24]:
# %load shared_elements/system_info.py
import IPython
print (IPython.sys_info())
!pip freeze
{'commit_hash': '5c9c918',
 'commit_source': 'installation',
 'default_encoding': 'UTF-8',
 'ipython_path': '/Users/jeriwieringa/miniconda3/envs/dissertation2/lib/python3.5/site-packages/IPython',
 'ipython_version': '5.1.0',
 'os_name': 'posix',
 'platform': 'Darwin-16.3.0-x86_64-i386-64bit',
 'sys_executable': '/Users/jeriwieringa/miniconda3/envs/dissertation2/bin/python',
 'sys_platform': 'darwin',
 'sys_version': '3.5.2 |Continuum Analytics, Inc.| (default, Jul  2 2016, '
                '17:52:12) \n'
                '[GCC 4.2.1 Compatible Apple LLVM 4.2 (clang-425.0.28)]'}
anaconda-client==1.5.5
appnope==0.1.0
argh==0.26.1
blinker==1.4
bokeh==0.12.3
boto==2.43.0
bz2file==0.98
chest==0.2.3
cloudpickle==0.2.1
clyent==1.2.2
dask==0.12.0
datashader==0.4.0
datashape==0.5.2
decorator==4.0.10
docutils==0.12
doit==0.29.0
gensim==0.12.4
Ghost.py==0.2.3
ghp-import2==1.0.1
gspread==0.4.1
HeapDict==1.0.0
httplib2==0.9.2
husl==4.0.3
ipykernel==4.5.2
ipython==5.1.0
ipython-genutils==0.1.0
ipywidgets==5.2.2
Jinja2==2.8
jsonschema==2.5.1
jupyter==1.0.0
jupyter-client==4.4.0
jupyter-console==5.0.0
jupyter-contrib-core==0.3.0
jupyter-contrib-nbextensions==0.2.2
jupyter-core==4.2.1
jupyter-highlight-selected-word==0.0.5
jupyter-latex-envs==1.3.5.4
jupyter-nbextensions-configurator==0.2.3
llvmlite==0.14.0
locket==0.2.0
Logbook==1.0.0
lxml==3.5.0
MacFSEvents==0.7
Mako==1.0.4
Markdown==2.6.7
MarkupSafe==0.23
mistune==0.7.3
multipledispatch==0.4.9
natsort==4.0.4
nb-anacondacloud==1.2.0
nb-conda==2.0.0
nb-conda-kernels==2.0.0
nb-config-manager==0.1.3
nbbrowserpdf==0.2.1
nbconvert==4.2.0
nbformat==4.2.0
nbpresent==3.0.2
networkx==1.11
Nikola==7.7.7
nltk==3.2.1
notebook==4.2.3
numba==0.29.0
numpy==1.11.2
oauth2client==4.0.0
odo==0.5.0
pandas==0.19.1
partd==0.3.6
path.py==0.0.0
pathtools==0.1.2
pexpect==4.0.1
pickleshare==0.7.4
Pillow==3.4.2
prompt-toolkit==1.0.9
psutil==4.3.0
ptyprocess==0.5.1
pyasn1==0.1.9
pyasn1-modules==0.0.8
pycrypto==2.6.1
Pygments==2.1.3
PyPDF2==1.25.1
PyRSS2Gen==1.1
pyshp==1.2.10
python-dateutil==2.6.0
pytz==2016.10
PyYAML==3.12
pyzmq==16.0.2
qtconsole==4.2.1
requests==2.12.3
rsa==3.4.2
scipy==0.18.1
simplegeneric==0.8.1
six==1.10.0
smart-open==1.3.5
terminado==0.6
textblob==0.11.1
toolz==0.8.1
tornado==4.4.2
traitlets==4.3.1
Unidecode==0.4.19
watchdog==0.8.3
wcwidth==0.1.7
webassets==0.11.1
widgetsnbextension==1.2.6
ws4py==0.3.4
xarray==0.8.2
Yapsy==1.11.223
In [ ]: