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text_mining_the_complete_works_of_william_shakespeare
Text Mining the Complete Works of William Shakespeare
from http://www.exegetic.biz/blog/2013/09/text-mining-the-complete-works-of-william-shakespeare/
> setwd("d:/rdata")
> TEXTFILE = "pg100.txt"
> if (!file.exists(TEXTFILE)) {
dir.create(dirname(TEXTFILE), FALSE)
download.file("http://www.gutenberg.org/cache/epub/100/pg100.txt", destfile = TEXTFILE)
}
> shakespeare = readLines(TEXTFILE)
> length(shakespeare)
[1] 124787
> head(shakespeare) [1] "The Project Gutenberg EBook of The Complete Works of William Shakespeare, by" [2] "William Shakespeare" [3] "" [4] "This eBook is for the use of anyone anywhere at no cost and with" [5] "almost no restrictions whatsoever. You may copy it, give it away or" [6] "re-use it under the terms of the Project Gutenberg License included" > tail(shakespeare) [1] "http://www.gutenberg.org/2/4/6/8/24689" "" [3] "An alternative method of locating eBooks:" "http://www.gutenberg.org/GUTINDEX.ALL" [5] "" "*** END: FULL LICENSE ***"
> shakespeare = shakespeare[-(1:173)] > shakespeare = shakespeare[-(124195:length(shakespeare))] > > shakespeare = paste(shakespeare, collapse = " ") > nchar(shakespeare) [1] 5436541
> shakespeare = strsplit(shakespeare, "<<[^>]*>>")[[1]] > length(shakespeare) [1] 218
> (dramatis.personae <- grep("Dramatis Personae", shakespeare, ignore.case = TRUE))
[1] 2 8 11 17 23 28 33 43 49 55 62 68 74 81 87 93 99 105 111 117 122 126 134 140 146 152 158
[28] 164 170 176 182 188 194 200 206 212
> length(shakespeare)
[1] 218
> shakespeare = shakespeare[-dramatis.personae]
> length(shakespeare)
[1] 182
> library(tm) > > doc.vec <- VectorSource(shakespeare) > doc.corpus <- Corpus(doc.vec) > summary(doc.corpus)
see https://cran.r-project.org/web/packages/tm/tm.pdf
> doc.corpus <- tm_map(doc.corpus, content_transformer(tolower))
> doc.corpus <- tm_map(doc.corpus, removePunctuation)
> doc.corpus <- tm_map(doc.corpus, removeNumbers)
> doc.corpus <- tm_map(doc.corpus, removeWords, stopwords("english"))
>install.packages("SnowballC")
>
> library(SnowballC)
>
> doc.corpus <- tm_map(doc.corpus, stemDocument)
> doc.corpus <- tm_map(doc.corpus, stripWhitespace)
> inspect(doc.corpus[8]) <<VCorpus>> Metadata: corpus specific: 0, document level (indexed): 0 Content: documents: 1 [[1]] <<PlainTextDocument>> Metadata: 7 Content: chars: 79152 >
> TDM <- TermDocumentMatrix(doc.corpus)
> TDM
<<TermDocumentMatrix (terms: 27610, documents: 182)>>
Non-/sparse entries: 206399/4818621
Sparsity : 96%
Maximal term length: 33
Weighting : term frequency (tf)
> inspect(TDM[1:10,1:10])
<<TermDocumentMatrix (terms: 10, documents: 10)>>
Non-/sparse entries: 1/99
Sparsity : 99%
Maximal term length: 9
Weighting : term frequency (tf)
Docs
Terms 1 2 3 4 5 6 7 8 9 10
aaron 0 0 0 0 0 0 0 0 0 0
aarons 0 0 0 0 0 0 0 0 0 0
abaissiez 0 0 0 0 0 0 0 0 0 0
abandon 0 0 0 0 0 0 0 0 0 0
abandond 0 1 0 0 0 0 0 0 0 0
abandoned 0 0 0 0 0 0 0 0 0 0
abase 0 0 0 0 0 0 0 0 0 0
abashd 0 0 0 0 0 0 0 0 0 0
abate 0 0 0 0 0 0 0 0 0 0
abated 0 0 0 0 0 0 0 0 0 0
>
> DTM <- DocumentTermMatrix(doc.corpus)
> inspect(DTM[1:10,1:10])
<<DocumentTermMatrix (documents: 10, terms: 10)>>
Non-/sparse entries: 1/99
Sparsity : 99%
Maximal term length: 9
Weighting : term frequency (tf)
Terms
Docs aaron aarons abaissiez abandon abandond abandoned abase abashd abate
1 0 0 0 0 0 0 0 0 0
2 0 0 0 0 1 0 0 0 0
3 0 0 0 0 0 0 0 0 0
4 0 0 0 0 0 0 0 0 0
5 0 0 0 0 0 0 0 0 0
6 0 0 0 0 0 0 0 0 0
7 0 0 0 0 0 0 0 0 0
8 0 0 0 0 0 0 0 0 0
9 0 0 0 0 0 0 0 0 0
10 0 0 0 0 0 0 0 0 0
Terms
Docs abated
1 0
2 0
3 0
4 0
5 0
6 0
7 0
8 0
9 0
10 0
>
> findFreqTerms(TDM, 2000) [1] "come" "enter" "good" "king" "let" "lord" "love" "now" "shall" "sir" [11] "thee" "thou" "thy" "well" "will"
> findAssocs(TDM, "love", 0.75) $love loves beauty eye verse beautys 0.81 0.78 0.76 0.76 0.75
> TDM.common = removeSparseTerms(TDM, 0.1) > dim(TDM) [1] 27610 182 > dim(TDM.common) [1] 61 182
> inspect(TDM.common[1:10,1:10])
<<TermDocumentMatrix (terms: 10, documents: 10)>>
Non-/sparse entries: 93/7
Sparsity : 7%
Maximal term length: 6
Weighting : term frequency (tf)
Docs
Terms 1 2 3 4 5 6 7 8 9 10
act 1 4 6 9 6 3 2 10 1 0
art 51 0 9 3 5 3 2 17 0 6
away 18 5 8 4 2 10 5 13 1 7
can 44 8 12 5 10 6 10 24 1 5
come 15 5 11 13 7 11 9 83 6 10
comes 2 4 3 4 4 3 4 5 1 3
enter 0 7 12 11 10 10 14 87 4 6
exeunt 0 3 8 8 5 4 7 49 1 4
exit 0 6 8 5 6 5 3 31 3 2
first 12 7 7 22 63 8 4 34 0 2
>
> library(slam)
> TDM.dense <- as.matrix(TDM.common)
> TDM.dense
Docs
Terms 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
act 1 4 6 9 6 3 2 10 1 0 2 1 1 1 1 1 1 1 4 3 1 1 2 2 6
art 51 0 9 3 5 3 2 17 0 6 14 1 6 4 4 5 4 5 4 1 6 4 2 1 19
away 18 5 8 4 2 10 5 13 1 7 3 3 3 1 2 1 7 3 6 9 7 7 5 2 13
can 44 8 12 5 10 6 10 24 1 5 23 4 5 1 5 2 1 3 10 14 11 11 10 11 18
come 15 5 11 13 7 11 9 83 6 10 37 12 4 10 11 5 15 8 20 32 24 9 5 12 26
comes 2 4 3 4 4 3 4 5 1 3 12 4 4 1 4 1 6 2 4 4 2 1 11 3 5
enter 0 7 12 11 10 10 14 87 4 6 23 6 13 3 7 7 14 9 21 21 21 15 13 12 17
exeunt 0 3 8 8 5 4 7 49 1 4 14 3 5 1 2 1 6 4 11 16 10 8 9 4 13
exit 0 6 8 5 6 5 3 31 3 2 5 3 3 4 1 4 4 2 2 5 7 2 8 9 16
first 12 7 7 22 63 8 4 34 0 2 13 2 6 5 2 0 3 3 50 31 28 23 20 12 16
give 27 4 14 2 8 11 13 38 4 4 15 4 7 1 2 1 12 2 10 24 2 7 7 6 9
good 15 20 31 12 14 13 13 81 8 12 50 12 33 1 3 8 10 6 33 25 16 16 10 11 36
great 10 5 15 9 12 5 11 37 0 2 3 2 5 3 1 2 0 3 8 7 6 12 8 3 9
hand 18 1 13 5 0 3 2 26 1 2 3 8 2 0 4 4 2 3 3 2 5 3 4 2 13
hath 43 8 8 8 18 10 9 35 2 12 25 7 6 2 12 4 4 12 8 20 12 10 17 12 39
hear 6 2 4 8 8 1 9 29 2 1 7 3 2 0 4 1 4 5 12 17 12 14 3 3 8
heart 50 3 3 4 3 1 5 33 1 3 15 5 7 0 0 4 5 1 7 12 7 4 8 3 9
ill 24 4 12 6 18 12 5 58 4 6 27 5 7 6 8 13 6 6 13 18 7 20 12 13 34
know 17 10 19 15 19 20 11 34 7 2 17 7 8 1 13 12 11 5 12 23 10 10 9 5 17
leave 10 6 11 1 5 3 4 15 3 4 5 2 1 2 1 0 3 2 5 6 4 4 9 8 8
let 26 5 8 11 16 7 15 65 1 11 18 4 4 1 5 12 8 7 17 32 6 13 10 7 21
life 23 1 10 3 8 3 5 13 1 2 15 1 5 4 1 2 0 9 1 4 1 5 1 2 14
like 34 11 8 4 6 6 10 43 2 4 34 8 11 5 3 5 5 4 12 21 12 14 7 8 20
look 22 2 2 6 2 3 6 19 2 2 13 5 4 0 4 3 0 3 5 4 4 2 3 4 10
lord 1 16 49 37 79 25 7 47 0 2 17 2 7 1 1 1 1 5 6 4 1 10 29 25 25
love 162 25 10 8 9 8 15 23 3 13 49 24 23 1 5 8 3 2 6 14 4 4 4 3 15
made 19 5 2 0 7 3 2 31 1 4 9 2 8 4 0 10 0 1 9 10 13 8 10 6 20
make 43 7 22 5 6 9 9 65 2 3 15 8 5 2 4 5 5 8 18 24 6 13 19 12 21
man 5 8 13 4 9 7 11 31 0 13 51 10 7 2 10 12 15 18 9 13 14 10 7 11 18
may 29 16 11 7 7 5 5 33 1 7 16 4 6 4 1 9 6 5 10 18 4 6 11 5 18
men 15 3 4 1 6 1 3 19 1 5 3 3 3 2 2 0 3 4 5 11 6 5 4 3 5
mine 63 7 9 3 7 17 5 46 0 10 15 3 5 3 2 8 2 9 7 8 5 5 11 9 10
much 17 7 6 7 5 2 6 21 4 5 13 5 7 2 1 1 6 7 3 8 5 3 8 4 11
must 21 11 13 2 15 6 13 40 3 4 21 6 4 2 3 3 5 1 16 34 1 12 9 14 27
name 17 1 6 6 2 4 3 15 0 3 6 0 3 1 3 9 2 1 2 7 12 11 3 3 11
never 15 6 5 5 3 10 4 31 4 4 11 6 1 0 8 0 4 7 4 13 3 8 2 6 10
now 46 12 8 9 11 12 17 71 3 12 29 9 5 7 7 3 17 12 11 34 13 10 7 9 30
old 22 3 5 5 0 3 4 3 7 6 13 3 6 2 1 0 2 3 1 8 2 5 2 3 3
one 43 15 17 4 11 8 4 37 1 9 25 5 6 3 4 8 8 8 16 31 22 10 14 18 23
say 28 8 23 5 19 4 12 41 3 2 13 15 10 3 8 4 11 5 12 27 19 14 5 3 20
scene 0 4 5 7 5 3 7 37 2 2 14 3 4 2 2 2 4 1 11 7 7 7 7 5 11
see 35 7 5 8 8 9 10 35 1 8 22 2 5 1 7 4 9 14 11 12 8 5 6 5 14
shall 59 14 27 26 32 16 19 109 8 17 25 5 13 2 4 6 7 8 33 54 19 17 25 7 33
sir 0 9 31 1 31 20 13 66 13 12 18 3 25 12 22 26 31 22 14 37 24 9 25 13 29
speak 8 10 8 3 13 7 5 33 4 9 10 2 3 1 2 3 2 7 9 30 2 14 5 2 16
take 13 1 14 5 10 7 5 43 2 5 11 11 5 4 3 2 2 7 8 15 9 2 10 7 16
tell 15 7 3 3 6 3 4 25 2 7 12 6 2 4 2 7 7 7 9 9 10 8 4 1 7
thee 162 13 33 4 18 8 14 95 8 17 40 14 8 8 9 11 23 14 7 15 23 21 12 4 55
think 15 13 10 8 4 4 9 19 1 2 15 6 2 0 3 8 3 9 10 12 9 9 14 5 11
thou 235 14 39 10 9 22 29 150 11 30 81 11 10 14 37 20 33 30 19 15 35 28 29 12 81
thus 22 2 3 2 1 0 5 19 0 4 9 1 2 3 7 1 1 3 9 17 1 5 4 4 15
thy 287 22 41 9 8 5 12 99 5 14 39 5 12 7 17 12 9 14 17 15 33 26 14 8 79
till 14 4 1 3 7 1 4 22 3 0 13 2 0 8 2 3 4 8 5 4 0 6 5 0 4
time 53 5 8 2 6 8 10 20 1 5 20 5 11 1 17 4 6 2 5 16 5 6 9 5 24
Docs
Terms 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
act 3 5 1 7 1 0 0 0 0 5 1 1 1 1 1 2 1 1 2 1 2 2 1 0 1
art 9 6 4 3 0 0 1 0 1 2 12 15 20 1 11 3 13 4 7 1 1 0 0 0 11
away 5 7 4 5 4 0 1 0 0 4 2 16 7 3 3 2 14 4 4 6 0 3 0 3 10
can 8 5 3 13 1 0 1 0 4 7 3 4 11 4 11 7 9 4 2 3 2 2 0 3 12
come 10 17 15 19 7 0 13 2 6 28 9 24 19 16 12 7 40 23 14 32 2 10 0 9 19
comes 1 7 7 3 0 0 1 1 1 5 1 6 1 2 5 5 13 3 9 5 2 2 1 1 5
enter 13 12 10 23 7 2 6 2 3 8 5 25 7 8 19 7 15 5 12 11 4 9 1 17 28
exeunt 6 8 6 9 6 2 2 1 1 2 3 9 3 3 7 3 10 4 9 8 4 7 0 7 11
exit 4 6 5 13 2 2 4 1 2 5 4 8 7 4 11 3 2 2 7 6 0 1 1 5 10
first 11 1 7 4 1 0 1 0 1 4 1 3 1 2 1 4 3 0 3 6 1 3 0 2 1
give 8 13 8 15 1 0 8 2 2 11 7 19 3 5 6 7 9 10 10 7 5 10 1 10 18
good 25 20 28 22 2 2 13 2 1 19 17 31 20 12 2 11 44 41 26 28 4 14 0 15 39
great 11 1 2 8 1 2 2 0 1 9 4 5 3 5 5 9 2 5 5 4 6 3 0 13 17
hand 5 5 2 3 0 0 1 0 1 6 3 10 2 1 4 7 3 6 7 5 3 6 0 12 4
hath 11 17 12 11 6 2 1 0 2 14 10 12 12 6 12 19 9 3 25 10 10 12 0 14 9
hear 8 9 5 10 0 0 1 0 2 5 9 12 7 4 5 6 6 0 7 4 11 3 1 1 3
heart 7 10 2 9 0 0 1 0 3 4 1 2 7 3 3 3 8 3 5 6 1 6 0 4 4
ill 17 12 13 16 1 1 5 0 3 11 21 28 17 3 19 5 22 6 7 18 3 4 0 9 10
know 16 15 14 13 3 3 6 2 5 13 7 18 7 5 4 3 11 2 10 9 4 6 0 11 20
leave 3 8 5 10 0 0 1 0 2 2 4 6 5 0 4 5 5 0 5 1 1 1 1 2 3
let 14 19 11 21 2 2 10 4 4 23 12 16 9 6 11 10 17 16 18 15 7 12 0 14 16
life 14 7 4 9 1 0 2 0 3 7 3 6 4 3 15 6 2 2 11 5 2 2 0 1 8
like 17 22 17 20 5 1 3 1 5 7 8 18 16 9 10 13 17 9 19 9 11 6 0 14 12
look 5 10 8 15 0 0 1 0 1 2 2 6 2 1 3 4 9 1 9 7 2 3 0 15 9
lord 21 51 62 50 10 2 4 1 8 36 20 44 22 19 24 57 32 9 50 14 10 11 0 11 17
love 6 8 13 28 2 0 2 0 5 8 2 13 5 3 5 1 7 1 10 2 0 3 0 3 5
made 15 8 4 8 1 1 1 0 2 5 2 5 4 2 3 3 8 1 2 2 5 2 0 1 4
make 10 8 11 19 1 0 3 1 2 10 7 9 9 8 9 7 16 5 9 10 9 4 0 2 8
man 17 10 14 9 6 2 1 0 0 10 6 26 14 4 11 12 12 12 6 19 4 10 0 16 18
may 9 19 10 20 5 0 4 1 6 6 8 6 8 9 7 11 7 10 15 4 6 16 0 10 15
men 8 2 3 3 0 1 1 1 0 1 8 12 6 6 1 9 4 9 5 8 2 5 0 11 23
mine 16 4 6 6 2 0 1 0 0 12 2 2 6 4 4 3 9 4 7 7 0 3 0 4 5
much 8 9 12 11 1 1 2 3 4 5 6 6 8 3 5 5 6 3 8 5 3 6 0 6 4
must 10 14 7 17 7 0 5 0 3 8 2 12 9 5 3 8 15 5 9 6 6 12 0 9 11
name 2 2 1 2 1 1 0 1 1 2 2 5 6 2 10 4 5 3 11 0 3 7 0 3 15
never 9 6 4 6 1 1 2 0 0 6 11 9 6 5 9 9 7 3 7 3 9 5 0 9 9
now 18 19 10 29 2 1 4 0 7 26 16 29 14 12 13 16 24 7 26 23 8 19 1 17 32
old 9 4 9 1 1 1 1 1 1 1 6 16 4 1 2 6 12 16 3 4 1 1 1 1 8
one 20 6 8 16 3 1 2 0 4 7 8 12 5 6 3 11 13 6 4 6 11 11 1 4 16
say 6 10 17 8 0 1 4 1 3 10 5 12 11 4 4 14 11 7 7 7 2 8 0 10 7
scene 5 6 4 5 3 1 1 1 1 2 3 4 3 4 5 4 4 2 6 5 2 6 1 7 9
see 7 6 10 14 2 1 1 0 3 8 8 15 5 2 4 7 9 18 6 16 0 7 1 7 13
shall 22 23 19 29 4 1 10 1 10 17 41 32 32 12 17 6 19 15 43 33 17 32 0 18 41
sir 26 3 13 14 1 7 0 4 1 32 10 15 13 18 8 17 36 58 7 41 0 5 0 1 8
speak 10 27 8 14 1 1 3 2 0 7 8 13 5 1 2 10 8 1 6 13 4 0 0 5 7
take 14 10 9 7 2 0 0 0 0 8 4 4 3 3 7 8 6 3 8 7 3 4 0 5 17
tell 5 9 6 6 2 1 1 1 2 15 6 17 12 3 11 10 9 1 4 4 7 3 0 13 14
thee 16 22 6 10 2 0 0 4 0 15 12 44 20 2 24 4 39 5 20 16 0 19 0 9 22
think 10 16 10 9 0 0 2 0 4 6 7 8 8 6 4 3 11 4 7 5 1 5 1 7 12
thou 43 28 7 27 6 0 4 4 2 27 40 106 60 3 44 26 68 21 35 15 0 19 0 4 53
thus 8 9 13 10 0 0 4 0 1 6 3 5 1 0 6 5 2 6 7 3 3 5 1 4 3
thy 29 35 3 20 3 0 4 0 0 21 7 42 39 2 20 6 24 8 26 18 0 24 0 14 25
till 2 4 1 1 2 0 1 0 1 10 2 2 1 2 2 3 3 2 4 5 1 2 0 3 2
time 7 10 11 10 0 2 0 0 4 9 13 8 7 6 10 7 6 6 9 1 4 4 0 5 4
Docs
Terms 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76
act 1 1 1 1 1 1 1 1 1 1 3 3 2 1 0 1 2 6 4 3 2 6 1 1 4 5
art 1 6 7 2 4 8 1 3 11 7 8 7 4 2 2 4 5 0 2 3 1 0 4 3 8 4
away 2 6 2 7 6 2 13 6 15 18 6 8 11 0 0 4 13 2 4 3 1 2 1 3 4 9
can 8 4 1 2 9 4 11 7 14 16 9 8 5 2 11 3 6 8 5 13 3 5 2 11 8 5
come 6 14 9 7 8 5 13 13 11 23 8 13 5 2 3 12 10 4 11 7 3 17 5 5 9 8
comes 2 1 1 1 2 0 1 2 2 1 4 4 3 2 1 4 3 4 4 1 2 1 2 1 2 1
enter 7 19 13 17 15 15 13 13 12 25 16 12 19 2 5 20 21 13 9 7 7 17 4 8 8 10
exeunt 2 7 4 9 8 7 8 7 7 12 3 6 6 1 2 12 6 5 6 3 3 7 3 2 4 7
exit 5 8 5 5 6 7 11 3 8 6 6 3 2 0 3 1 5 3 4 3 2 5 2 1 4 3
first 1 8 8 5 8 4 9 6 10 10 2 3 1 7 1 7 3 4 27 2 20 2 0 7 4 1
give 2 5 3 4 5 15 7 6 9 5 6 5 8 1 8 5 5 7 7 5 4 6 5 14 5 5
good 19 1 8 9 4 8 12 15 17 14 3 4 7 0 7 5 11 16 23 21 17 40 14 5 10 10
great 3 7 8 3 8 3 7 4 8 6 5 4 4 1 3 2 3 10 7 9 5 13 1 5 6 1
hand 3 4 1 4 1 7 3 2 8 6 3 3 12 0 7 5 6 3 3 6 1 5 4 13 13 16
hath 11 11 14 10 10 7 11 12 11 19 9 14 13 1 8 17 9 8 5 8 0 2 6 11 16 10
hear 1 5 0 0 2 2 3 3 4 3 1 9 6 3 3 2 10 6 5 8 1 7 2 7 7 6
heart 7 4 2 7 7 4 8 7 15 4 3 9 14 2 5 3 4 4 5 8 0 4 3 2 0 4
ill 4 27 11 10 8 8 12 7 8 11 6 11 14 3 18 8 9 11 8 4 5 13 5 5 8 14
know 8 5 2 3 4 3 2 6 8 4 4 3 7 1 4 4 3 15 12 15 3 14 3 3 5 5
leave 2 6 1 3 4 4 4 7 5 6 2 8 9 0 9 8 5 6 7 7 5 5 2 3 3 1
let 9 11 9 8 14 7 17 11 13 19 11 11 14 3 5 9 8 14 8 6 5 14 4 11 14 13
life 1 5 2 3 14 1 1 6 20 8 0 9 12 0 2 1 5 6 8 5 1 5 0 2 10 9
like 13 18 8 14 7 3 7 8 19 12 6 6 23 0 10 9 9 10 9 10 6 12 8 8 8 8
look 6 6 3 3 0 0 3 4 10 3 3 4 3 1 2 0 2 4 2 0 0 3 2 5 6 7
lord 9 17 14 20 29 23 38 21 45 34 9 20 14 0 14 22 6 40 30 28 10 35 1 8 3 12
love 29 1 2 6 6 10 9 0 2 4 2 1 6 1 20 8 5 5 5 6 2 5 2 16 10 6
made 3 3 2 2 4 2 2 7 6 8 6 13 4 0 2 6 4 6 11 6 4 8 1 10 7 7
make 5 12 5 3 3 8 14 4 16 17 3 14 12 3 9 7 8 6 9 8 3 15 3 13 13 8
man 1 4 5 5 6 7 16 13 11 11 4 4 6 4 3 5 3 7 11 14 9 24 5 2 7 2
may 11 12 10 8 4 15 8 6 10 9 6 10 9 3 6 17 5 10 11 15 9 15 2 3 14 7
men 3 16 3 3 2 0 0 1 9 14 1 9 3 4 1 8 6 7 4 6 4 8 4 9 3 5
mine 6 1 8 0 8 4 9 5 13 7 5 6 9 1 12 5 4 4 7 13 3 6 8 2 6 10
much 6 2 5 1 4 2 1 3 4 6 2 2 8 1 7 5 4 9 10 11 4 11 3 6 4 5
must 10 8 2 5 1 9 8 3 1 7 5 4 11 1 5 14 4 11 13 11 3 19 7 2 9 16
name 1 6 3 0 8 3 2 9 2 10 2 0 2 3 0 1 3 3 6 1 3 2 5 3 7 1
never 9 5 3 7 5 5 9 7 10 15 1 5 14 2 1 4 2 7 7 6 4 8 2 4 6 8
now 13 13 15 15 15 16 13 14 20 25 11 19 32 4 17 31 22 19 20 24 10 20 11 12 15 10
old 2 3 1 3 4 0 2 1 0 3 8 2 1 1 1 1 1 2 16 2 5 6 5 2 2 2
one 12 15 4 7 7 5 9 4 8 13 3 8 10 0 5 4 4 18 15 7 9 17 3 7 4 3
say 8 3 8 2 6 8 8 1 22 33 3 2 6 2 7 6 10 9 15 8 4 11 6 11 12 7
scene 2 7 5 4 7 5 5 4 3 10 3 5 6 1 2 8 8 4 4 1 2 5 2 1 4 3
see 9 4 6 13 5 5 8 15 11 7 4 6 14 1 4 7 6 8 6 4 2 13 0 4 9 5
shall 22 22 15 12 21 25 37 18 17 43 17 32 18 3 28 28 11 20 15 22 6 47 8 33 36 13
sir 0 6 1 6 6 0 4 9 1 11 0 6 0 0 1 5 2 22 23 7 9 27 28 1 2 5
speak 8 5 2 5 3 4 3 1 8 7 3 9 13 2 4 3 14 6 12 10 4 7 3 8 5 2
take 17 4 2 9 8 5 8 9 11 7 1 9 5 0 8 9 7 15 2 9 3 9 4 5 2 4
tell 10 1 5 2 1 3 6 4 4 7 2 5 3 2 16 10 2 6 4 3 5 3 2 2 6 4
thee 11 22 13 23 26 17 14 16 33 38 20 35 33 5 12 13 20 3 1 8 2 5 9 13 31 15
think 1 4 4 3 2 2 3 8 5 5 1 4 4 1 2 5 1 3 10 7 1 9 2 2 5 10
thou 30 59 23 20 34 38 23 38 47 61 35 61 46 7 26 20 60 3 2 11 4 5 22 25 77 31
thus 4 5 6 1 8 5 1 7 8 5 4 10 1 1 1 6 5 6 6 7 2 8 2 1 2 2
thy 9 35 30 41 33 31 28 33 48 39 40 52 61 5 32 12 38 0 5 14 1 12 14 27 42 14
till 3 2 2 3 1 2 9 8 2 2 1 5 5 1 4 9 1 4 3 3 1 6 1 13 1 3
time 6 2 4 4 1 2 7 1 4 4 3 3 3 1 4 5 4 6 7 7 3 5 3 4 5 4
Docs
Terms 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101
act 2 1 2 2 1 1 1 3 3 2 1 1 1 1 1 1 3 2 2 1 1 3 3 2 3
art 5 7 1 3 7 5 10 12 7 6 6 2 1 0 6 5 8 2 3 3 1 10 7 12 3
away 8 2 0 7 4 5 20 4 3 4 6 4 1 2 8 12 2 4 3 1 1 6 4 9 9
can 0 7 8 2 1 1 20 6 2 7 4 6 1 0 14 10 5 4 7 5 3 8 5 21 4
come 16 5 18 17 12 22 19 15 27 15 12 5 4 5 9 20 14 5 14 8 12 6 23 33 19
comes 2 3 2 6 3 2 8 7 4 3 1 2 3 1 5 5 3 2 1 3 4 4 2 9 2
enter 15 5 14 8 6 10 19 13 18 16 15 4 4 2 9 14 16 12 10 10 18 10 11 26 3
exeunt 7 5 4 6 5 7 8 5 9 7 5 3 1 0 7 5 7 6 8 3 9 6 3 13 3
exit 2 5 8 3 6 4 14 6 8 9 11 2 5 5 1 6 3 4 9 4 5 3 12 17 5
first 2 1 3 25 1 5 3 1 7 3 6 1 2 1 8 3 13 0 17 18 4 15 3 5 7
give 6 2 7 6 10 10 9 10 8 10 4 5 4 3 6 11 7 2 5 3 7 10 8 11 8
good 7 12 19 10 19 11 14 19 17 23 11 7 9 4 23 12 5 7 19 14 6 11 27 47 15
great 8 10 5 5 4 3 7 4 3 10 4 7 1 1 1 23 12 6 4 5 4 2 7 9 1
hand 11 8 4 8 4 5 5 3 8 9 3 1 1 1 10 4 5 5 6 4 2 2 1 4 5
hath 21 6 9 10 4 6 23 9 12 5 7 4 8 2 10 13 14 12 11 11 2 6 19 38 8
hear 2 7 5 21 3 1 10 4 0 9 4 6 4 0 8 4 0 5 6 4 3 1 7 10 9
heart 7 0 9 6 8 4 11 7 16 3 10 0 4 11 6 13 4 4 3 5 6 2 4 5 4
ill 4 3 2 1 9 3 15 22 13 16 11 4 6 1 11 17 9 7 9 6 6 6 18 10 5
know 7 19 15 21 6 7 23 17 5 22 9 14 6 2 9 13 7 4 7 12 3 12 15 22 15
leave 4 4 5 6 1 3 4 2 3 2 0 0 1 0 1 4 4 0 2 6 0 4 3 7 4
let 14 11 15 21 13 4 21 8 16 22 9 6 2 2 12 17 5 4 7 10 9 7 25 24 16
life 4 3 0 1 2 6 7 5 4 13 8 0 1 0 2 3 4 5 3 1 5 5 12 23 8
like 9 10 8 6 8 8 16 4 6 16 2 5 4 5 11 19 13 7 3 13 4 9 11 7 10
look 3 9 5 6 3 8 2 4 3 9 6 3 0 1 9 7 9 4 4 2 5 3 7 8 6
lord 5 2 10 0 17 15 33 18 20 13 13 6 11 1 12 25 1 0 22 5 10 11 7 10 53
love 5 7 6 12 7 2 31 3 4 8 5 23 2 18 36 20 8 3 4 2 2 5 9 9 5
made 5 4 2 5 2 4 6 5 6 5 1 2 2 0 2 7 4 5 3 1 0 3 5 22 3
make 11 5 6 3 7 5 17 12 10 7 6 4 6 3 9 18 10 6 10 7 6 6 9 20 9
man 0 15 9 16 7 9 7 13 14 28 10 14 4 3 8 16 7 8 8 4 7 5 15 18 9
may 11 5 12 10 6 4 23 9 4 12 6 9 6 2 14 13 6 5 7 9 3 13 11 23 10
men 1 22 14 18 7 3 6 5 2 1 3 4 0 2 7 6 3 0 7 5 1 3 5 3 1
mine 6 5 2 4 7 3 5 6 2 2 7 0 3 1 8 11 3 4 6 7 6 2 11 5 9
much 4 6 8 4 10 1 8 8 4 5 4 7 7 2 9 15 2 1 3 3 4 2 3 12 8
must 8 4 7 8 14 3 15 13 8 10 4 6 2 8 4 7 7 3 11 7 7 7 15 25 11
name 2 6 2 5 1 1 3 0 1 3 7 6 4 3 2 3 3 4 2 3 2 3 7 5 2
never 5 4 3 4 2 3 8 5 6 1 11 0 2 2 9 12 1 1 3 7 1 5 4 7 3
now 19 17 8 15 9 14 28 10 18 16 6 6 8 4 16 16 7 6 17 12 11 10 18 25 12
old 2 4 1 0 1 2 11 13 14 14 5 1 1 1 12 5 1 7 0 1 6 1 0 10 1
one 6 9 10 4 6 3 7 9 11 7 7 9 9 5 23 26 4 6 5 7 5 9 16 14 12
say 3 8 10 13 4 2 9 6 5 9 8 13 2 3 13 16 6 8 11 5 10 3 14 16 10
scene 7 4 4 4 3 5 6 4 7 7 3 3 1 1 4 3 8 4 6 3 9 5 4 8 1
see 5 12 5 8 8 4 8 6 10 18 8 9 3 2 16 8 7 8 3 6 7 2 7 6 6
shall 25 6 32 43 26 18 35 18 15 11 19 23 9 2 23 31 21 6 13 17 10 9 24 42 8
sir 1 12 8 2 1 0 32 32 11 27 12 29 7 13 20 40 1 10 8 3 7 7 48 64 16
speak 7 7 6 20 6 1 18 11 4 6 10 4 2 2 1 10 9 6 5 7 3 8 7 9 15
take 6 1 4 6 4 8 14 10 20 11 9 3 1 2 1 15 2 3 2 7 3 3 6 13 8
tell 5 12 11 7 4 3 14 5 5 2 4 4 2 2 6 4 3 0 1 4 2 0 10 7 1
thee 11 2 11 8 13 20 33 37 23 30 16 7 1 8 24 16 21 10 8 10 12 7 7 22 8
think 6 4 10 1 6 2 7 6 3 5 1 3 0 1 2 6 1 4 4 3 1 7 13 14 4
thou 21 18 20 17 26 35 72 38 39 44 21 10 1 12 35 35 21 7 16 22 23 16 27 46 23
thus 5 4 5 5 2 0 8 4 6 6 1 2 1 1 7 14 2 3 4 2 2 6 4 6 5
thy 12 5 8 18 8 15 42 18 36 28 34 12 3 7 33 20 12 5 8 14 13 14 12 18 11
till 2 6 3 5 4 4 7 5 3 3 1 2 2 1 2 4 5 1 5 2 6 1 3 5 9
time 7 9 4 4 3 6 6 6 3 6 8 5 2 0 4 7 10 6 11 8 11 4 6 13 9
Docs
Terms 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120
act 2 1 5 1 2 1 0 1 2 1 1 1 1 1 1 1 1 1 1
art 0 7 4 1 3 1 0 2 5 2 1 2 11 0 2 1 0 4 2
away 0 7 15 2 1 0 0 4 10 13 3 5 5 6 4 1 4 3 6
can 9 2 17 14 2 0 1 4 3 3 5 6 13 2 6 8 13 6 7
come 12 18 35 21 23 2 1 29 39 11 5 10 18 8 18 7 21 8 16
comes 2 7 12 4 4 2 0 5 4 3 1 3 6 2 5 3 4 3 1
enter 6 22 22 10 12 3 3 11 14 12 4 8 14 6 10 7 14 11 2
exeunt 5 9 12 7 5 2 3 6 8 5 2 2 4 5 4 4 5 8 4
exit 1 12 7 8 8 1 2 11 12 3 4 10 12 2 5 2 8 3 1
first 3 4 8 2 4 0 1 3 3 1 1 3 3 1 3 1 3 4 2
give 1 14 34 4 14 3 0 8 4 4 4 5 6 2 3 3 6 4 5
good 19 12 32 32 31 10 5 25 16 10 8 8 7 11 7 14 25 25 3
great 4 1 2 7 3 1 0 1 5 2 1 0 3 2 2 6 4 3 0
hand 1 9 10 1 6 2 0 2 3 5 0 1 2 2 4 5 1 1 6
hath 11 15 26 9 19 0 3 5 18 8 7 8 8 8 7 22 20 11 10
hear 3 5 17 8 5 1 1 4 4 1 3 2 2 8 5 3 13 12 7
heart 3 3 13 3 7 2 0 5 3 3 3 8 6 2 2 4 6 10 4
ill 8 10 34 12 13 1 2 16 27 10 2 11 16 1 0 1 13 14 1
know 13 10 19 8 18 1 0 6 9 7 5 4 9 1 5 7 15 18 11
leave 4 7 14 5 1 0 1 3 3 2 1 7 5 1 1 2 3 2 2
let 10 11 46 10 11 5 1 14 18 7 8 3 15 6 5 9 10 12 16
life 0 4 17 2 3 0 0 1 1 2 3 2 5 2 2 0 4 1 7
like 11 7 15 8 10 0 2 10 9 9 2 0 10 7 7 7 17 10 4
look 2 8 12 2 8 2 0 3 4 2 5 6 13 1 2 4 7 3 3
lord 3 7 35 0 2 0 0 3 0 0 3 5 2 9 10 15 29 5 8
love 11 14 33 8 14 0 0 14 3 7 23 23 37 7 9 12 27 20 12
made 4 4 10 3 5 1 0 4 1 3 2 3 7 1 1 1 8 5 3
make 9 6 19 8 8 2 1 12 7 2 3 10 15 1 7 6 16 7 3
man 13 16 29 15 13 2 3 7 7 8 9 5 10 9 13 15 19 29 14
may 10 11 16 9 11 1 3 5 8 2 11 4 10 2 4 11 16 15 7
men 6 7 12 3 4 0 0 4 4 1 2 2 5 1 2 0 4 7 6
mine 4 7 15 8 12 2 1 4 8 0 7 1 8 4 3 6 3 2 9
much 10 14 24 3 8 0 1 2 1 1 1 3 4 1 2 10 9 6 7
must 4 13 18 9 4 0 2 8 7 4 10 6 21 3 4 6 7 8 4
name 1 1 6 1 12 1 3 1 3 1 3 1 7 0 3 4 3 7 5
never 4 10 18 3 14 1 1 3 5 6 1 8 18 3 6 5 15 7 2
now 10 10 27 12 15 3 3 19 14 16 4 12 19 13 17 7 14 11 5
old 3 12 9 6 5 1 0 0 15 3 2 1 0 1 2 4 1 7 1
one 11 14 23 8 15 1 0 6 12 8 4 11 18 2 8 3 24 11 7
say 18 10 15 11 19 2 1 5 13 2 4 4 9 7 2 0 19 19 9
scene 4 9 8 5 3 1 1 3 7 5 3 2 3 2 2 3 4 5 2
see 7 14 24 9 13 0 4 11 5 7 3 8 14 3 12 7 11 10 2
shall 14 36 57 37 24 3 10 22 26 8 11 10 26 9 16 11 24 10 15
sir 5 17 17 50 41 8 7 28 36 14 0 1 2 0 1 3 2 13 9
speak 4 3 16 5 6 1 1 6 11 1 2 4 11 2 8 5 7 8 4
take 8 12 23 3 7 0 3 6 6 4 4 6 6 3 5 4 10 4 3
tell 7 11 12 8 11 1 2 10 6 6 1 1 8 5 1 9 15 7 0
thee 10 21 34 5 21 0 0 19 4 3 10 14 31 5 4 6 7 14 11
think 8 6 10 2 9 1 2 6 5 9 0 2 4 3 6 2 12 18 4
thou 5 29 69 11 21 0 0 12 11 7 8 27 66 8 7 19 7 14 14
thus 1 4 8 0 1 0 0 3 4 1 0 3 8 1 9 2 7 0 3
thy 2 18 39 3 18 2 0 9 6 3 6 20 25 3 11 3 3 9 10
till 2 1 10 2 2 0 1 2 3 6 1 4 5 0 3 3 8 6 0
time 8 3 7 3 4 1 0 2 7 5 4 1 1 0 4 4 4 2 1
Docs
Terms 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139
act 1 4 2 3 2 5 1 1 1 2 1 1 2 1 2 1 1 2 1
art 4 3 3 3 5 5 8 7 1 3 6 7 2 2 8 0 6 19 19
away 3 3 4 10 6 3 5 5 7 5 4 3 2 3 4 0 9 3 6
can 6 6 10 9 3 4 9 4 10 3 2 13 4 8 8 2 10 11 9
come 22 13 25 15 13 17 10 12 14 5 13 15 6 36 14 9 23 20 27
comes 6 5 5 5 6 3 1 9 4 0 3 2 3 6 5 0 6 5 7
enter 13 9 11 11 8 10 11 14 10 2 20 15 10 22 19 22 18 16 17
exeunt 8 5 4 8 5 3 4 5 7 3 7 6 6 12 5 9 11 6 4
exit 3 5 12 8 9 3 3 5 0 2 3 7 0 11 12 3 3 7 10
first 7 12 6 10 1 2 4 6 0 0 6 42 9 4 1 2 3 4 2
give 12 3 11 15 8 5 2 2 6 10 9 10 5 12 7 11 7 6 11
good 25 12 24 21 20 15 15 12 8 5 13 17 19 39 25 19 17 38 16
great 3 4 10 5 2 3 2 5 7 4 3 7 2 3 5 3 4 2 1
hand 8 0 6 9 7 5 5 4 8 3 14 7 5 6 7 2 4 6 9
hath 11 11 19 7 13 16 11 24 19 6 10 20 5 11 19 10 12 11 21
hear 6 6 1 7 7 4 3 4 0 1 6 8 6 3 9 1 5 6 6
heart 7 9 3 6 3 7 6 3 10 2 16 11 3 9 8 3 4 6 10
ill 12 9 14 22 4 9 4 8 13 4 8 17 6 20 10 5 14 22 21
know 8 13 9 17 11 16 3 6 6 3 10 11 2 14 7 1 10 7 7
leave 6 5 1 10 2 1 8 1 1 2 6 7 2 2 7 2 3 4 0
let 16 16 15 21 10 10 18 8 8 3 15 15 6 6 17 17 12 7 11
life 3 7 1 2 3 4 17 7 1 0 6 8 4 3 12 3 2 3 6
like 9 3 6 10 4 4 10 10 7 4 12 14 3 12 7 2 9 11 11
look 4 4 8 10 6 8 3 4 5 2 4 6 5 11 7 3 5 1 12
lord 14 5 1 35 30 20 12 22 25 13 15 47 19 97 32 34 2 7 12
love 18 15 19 29 10 5 4 9 6 1 12 14 18 11 18 3 34 53 29
made 1 4 4 6 3 3 4 6 5 3 5 20 3 5 8 3 7 6 5
make 4 12 12 12 12 5 15 7 14 4 12 13 7 14 10 5 7 4 17
man 26 8 11 10 11 8 5 4 8 4 12 21 6 11 3 2 11 19 23
may 6 14 11 15 12 8 9 8 9 9 14 23 4 12 12 5 6 12 15
men 9 5 7 4 4 5 6 13 9 4 6 5 3 8 5 5 10 1 6
mine 11 5 3 6 6 1 9 5 6 13 10 13 9 8 11 1 7 12 7
much 3 5 8 12 7 2 3 6 6 3 2 9 8 5 3 5 9 10 10
must 10 19 9 7 11 13 10 12 13 4 11 12 2 7 8 3 9 9 9
name 2 1 3 4 2 1 9 7 5 6 2 9 0 2 11 5 2 15 6
never 10 7 11 8 7 7 8 8 2 2 7 15 4 8 5 3 4 4 5
now 12 16 27 25 24 14 10 22 7 7 14 28 8 25 25 6 21 17 19
old 9 4 2 1 1 1 7 6 3 2 6 2 4 0 4 0 13 9 5
one 13 8 15 9 10 13 12 6 7 6 9 9 6 5 13 11 16 15 19
say 7 11 9 21 15 12 9 7 12 8 12 13 5 19 21 4 13 15 9
scene 4 4 3 4 3 2 5 4 5 1 7 5 5 7 7 5 5 6 5
see 4 7 7 16 10 4 6 10 8 6 11 10 8 14 5 2 10 6 7
shall 22 18 22 25 20 11 28 14 19 22 19 17 10 24 35 14 28 15 33
sir 10 15 14 10 13 4 0 4 1 1 5 4 4 3 8 8 16 11 12
speak 7 8 8 11 7 17 5 5 11 5 8 5 2 6 10 3 2 10 13
take 4 5 1 12 6 5 12 4 4 2 7 17 5 9 8 2 11 6 12
tell 8 5 4 6 5 2 1 3 6 0 6 14 2 17 13 3 11 16 11
thee 35 16 15 16 8 21 23 12 11 11 28 47 3 8 42 19 17 38 39
think 11 10 9 21 16 8 2 3 3 1 5 8 3 9 5 10 8 2 6
thou 30 35 20 32 21 33 41 28 25 28 55 77 5 22 88 12 37 77 104
thus 7 8 8 3 5 6 5 5 8 2 8 5 1 9 10 5 3 2 2
thy 27 14 6 23 6 30 49 36 29 12 47 78 13 8 76 38 13 48 53
till 5 3 6 2 0 1 2 1 5 4 7 5 1 3 9 0 3 8 5
time 3 9 5 9 3 2 6 8 5 4 13 10 2 11 12 7 5 3 7
Docs
Terms 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158
act 2 1 1 1 1 1 1 2 2 1 1 2 1 1 1 1 2 1 1
art 3 8 2 1 1 5 2 10 7 2 2 7 9 3 2 19 3 1 4
away 1 4 1 0 3 11 6 2 1 1 3 1 4 3 1 10 1 5 11
can 1 9 5 7 3 1 2 5 10 5 3 0 6 3 9 4 3 5 5
come 12 16 12 7 10 27 25 16 8 4 11 1 11 7 4 2 9 5 12
comes 4 4 6 5 6 4 4 0 3 0 1 1 7 6 2 2 0 2 2
enter 15 15 7 5 6 18 4 8 5 8 10 2 14 9 15 8 11 7 11
exeunt 8 4 3 2 5 9 7 5 2 4 2 2 6 6 5 3 3 8 6
exit 7 5 3 6 3 10 9 5 1 3 2 4 10 3 13 3 2 1 3
first 0 0 8 5 2 5 4 6 3 2 1 4 16 0 38 12 20 3 1
give 13 10 3 6 5 5 2 9 7 8 4 2 12 5 3 11 3 10 2
good 5 6 24 15 4 19 12 15 12 9 3 5 21 12 20 6 3 11 5
great 1 1 8 3 1 0 3 4 2 2 3 1 6 4 5 5 6 3 3
hand 1 5 4 3 1 5 2 2 2 4 3 0 3 4 0 0 1 2 6
hath 11 9 5 5 6 8 6 6 9 8 1 2 5 4 6 7 7 10 10
hear 3 2 5 2 6 5 2 9 4 1 3 2 6 3 4 3 1 1 3
heart 6 0 3 0 1 7 1 4 1 3 1 1 9 3 7 2 2 6 11
ill 15 12 11 15 9 13 8 11 17 18 4 11 11 2 11 15 7 4 3
know 7 4 15 9 8 13 3 8 4 2 3 6 8 5 9 11 5 5 12
leave 2 4 7 3 6 3 4 1 1 1 4 0 0 2 1 2 2 4 3
let 8 7 9 8 9 15 1 3 5 6 5 8 11 2 12 18 10 16 20
life 8 3 4 0 2 8 4 1 3 3 4 4 3 0 4 5 1 5 6
like 9 0 2 9 6 18 3 7 15 10 5 5 13 5 9 12 7 3 9
look 8 5 4 5 2 6 1 1 2 1 4 5 6 2 4 5 2 3 6
lord 5 5 4 0 1 1 4 3 8 9 1 5 78 26 96 9 9 27 6
love 13 7 21 9 5 17 6 3 1 2 5 1 8 2 4 10 10 5 9
made 1 1 1 3 1 6 2 8 3 2 1 2 2 2 6 3 2 1 7
make 7 5 7 8 4 14 1 16 10 3 7 5 10 2 10 13 10 9 12
man 2 16 14 5 7 10 2 5 14 4 1 4 20 3 16 21 7 4 1
may 10 4 16 8 6 11 6 4 3 4 5 1 6 3 13 16 4 4 13
men 1 3 2 3 0 2 0 2 5 5 0 2 11 4 11 20 11 2 0
mine 2 1 5 7 5 5 4 13 7 7 6 8 6 5 10 2 3 13 4
much 5 3 1 3 3 5 2 5 5 5 1 3 12 3 12 5 2 1 5
must 7 6 4 10 9 4 2 7 3 4 3 8 6 4 12 5 6 6 7
name 0 1 3 6 1 7 7 3 1 3 0 0 1 1 0 2 3 5 2
never 3 2 3 3 7 8 7 3 3 3 4 2 3 1 2 12 1 4 4
now 17 4 11 17 11 22 15 22 19 13 8 16 13 6 24 10 7 5 16
old 1 4 7 4 10 9 5 2 1 2 1 1 12 1 2 2 1 1 1
one 5 6 9 5 6 15 7 8 5 9 2 9 14 6 11 14 5 5 3
say 12 3 9 8 6 22 8 8 6 8 3 6 5 3 4 5 5 3 8
scene 6 3 2 1 2 5 2 3 2 3 1 1 3 2 6 3 4 2 4
see 6 8 13 11 4 9 8 3 3 1 0 1 7 2 8 8 3 3 12
shall 25 7 23 15 12 36 10 9 13 11 14 14 11 5 8 7 15 10 11
sir 12 5 41 12 12 48 26 18 17 3 4 18 12 4 18 1 4 3 1
speak 3 0 3 4 1 5 1 8 7 3 1 1 4 6 6 2 9 4 8
take 4 7 8 4 9 17 2 6 6 5 4 7 5 1 7 9 8 3 5
tell 4 3 10 7 3 14 5 5 4 3 1 2 2 2 6 2 6 3 4
thee 14 30 12 15 7 30 8 45 24 13 8 8 25 6 15 76 14 20 22
think 1 4 3 2 1 5 3 3 1 1 2 5 4 4 8 2 0 1 3
thou 29 30 11 21 4 53 14 84 29 36 14 22 29 14 12 119 20 24 39
thus 0 2 6 4 6 7 3 3 3 2 1 1 2 3 0 6 3 6 0
thy 17 33 3 14 7 32 20 31 17 15 22 11 21 2 9 75 27 35 48
till 2 4 5 1 3 4 1 4 2 1 3 2 4 2 0 3 3 7 6
time 12 5 8 1 2 3 1 8 5 6 1 3 5 4 10 3 6 0 1
Docs
Terms 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177
act 1 1 1 5 4 6 5 10 2 1 1 2 2 1 1 1 1 1 1
art 6 3 9 1 13 1 5 8 4 7 6 5 3 2 5 6 4 2 5
away 4 3 6 2 0 1 1 4 10 5 6 0 2 6 4 6 3 1 2
can 5 10 6 7 5 6 6 3 7 10 16 1 8 2 8 19 4 2 3
come 12 20 24 12 14 20 18 27 7 23 26 8 7 5 14 6 6 10 5
comes 2 3 3 9 3 3 6 6 6 5 6 2 4 0 4 2 1 3 1
enter 6 9 10 7 10 6 12 37 12 11 13 8 8 5 12 7 11 8 3
exeunt 4 5 5 3 3 5 9 14 4 4 8 3 2 3 6 2 5 3 3
exit 3 4 3 4 7 9 4 20 10 10 11 4 5 5 8 5 4 4 2
first 0 2 5 3 2 4 4 1 2 3 5 2 3 0 3 1 8 4 3
give 5 10 7 9 2 11 18 8 11 10 10 3 5 3 6 4 5 4 7
good 7 13 11 19 8 16 18 17 24 18 18 14 6 8 13 15 13 3 15
great 1 3 4 14 12 12 17 7 8 4 6 3 4 2 3 0 1 1 4
hand 23 3 16 7 1 3 15 2 9 6 5 4 5 1 1 0 0 2 3
hath 13 13 12 22 10 10 5 13 9 5 7 2 13 4 19 19 6 4 3
hear 4 1 6 4 4 3 3 6 4 2 3 1 3 3 2 2 7 2 2
heart 9 6 6 10 2 5 14 7 7 7 7 1 2 4 2 2 6 2 6
ill 9 9 11 15 10 14 23 26 16 8 22 9 5 6 16 12 8 7 8
know 1 13 13 9 10 15 12 2 7 19 14 1 8 2 14 8 13 1 7
leave 3 2 2 2 1 7 3 5 3 5 5 1 1 2 7 3 2 3 1
let 17 13 19 14 14 13 20 14 19 21 17 7 8 9 5 6 5 6 11
life 8 4 4 2 2 2 7 7 4 6 1 1 4 1 1 5 0 1 4
like 11 7 14 13 10 18 8 10 15 10 13 2 3 6 20 1 1 2 11
look 5 6 4 13 4 1 2 7 4 2 4 0 1 2 7 5 3 5 2
lord 4 18 8 6 17 42 29 18 12 5 4 0 16 4 6 15 0 4 23
love 3 3 2 13 0 33 14 7 19 31 12 0 13 35 54 24 24 23 4
made 6 6 5 3 0 6 2 1 1 3 2 0 7 2 6 3 3 2 4
make 11 4 9 11 8 11 6 2 10 15 15 3 5 2 11 5 8 6 8
man 8 6 8 34 9 10 8 11 19 9 21 10 4 1 8 8 8 4 9
may 4 12 7 12 7 9 10 4 10 8 9 4 7 5 5 15 4 2 11
men 4 5 5 7 2 8 1 1 2 5 2 1 1 2 3 1 1 6 1
mine 10 4 4 2 2 2 5 6 7 4 4 4 4 4 9 6 6 4 16
much 2 4 2 6 11 8 4 9 7 11 10 0 9 5 11 10 9 4 4
must 6 10 5 12 8 12 15 6 4 12 9 1 3 3 9 9 4 3 12
name 4 3 3 2 1 2 7 2 5 4 4 1 1 6 4 0 1 1 4
never 4 8 3 2 3 3 5 4 5 8 6 4 6 3 7 3 0 2 5
now 17 18 15 13 12 22 19 37 13 20 20 7 11 13 26 16 11 9 13
old 2 10 2 3 3 1 4 2 3 4 1 2 2 0 1 1 0 1 1
one 5 7 10 18 4 12 10 13 15 13 15 2 15 5 14 7 13 11 17
say 5 12 11 12 12 9 6 11 12 10 6 12 6 10 7 9 8 2 18
scene 2 4 3 4 3 3 5 10 6 5 4 3 1 4 7 2 4 4 2
see 7 22 7 14 5 13 11 7 11 11 14 1 5 9 10 2 5 3 6
shall 19 22 18 27 19 42 22 18 15 22 19 6 13 12 14 13 10 3 11
sir 1 12 0 4 2 16 10 2 67 88 127 47 35 13 37 16 18 10 13
speak 6 1 14 10 8 11 5 5 11 2 6 1 5 0 8 2 5 1 5
take 2 6 8 4 3 3 8 13 11 5 6 1 4 7 6 3 7 2 4
tell 4 8 9 16 11 2 15 11 8 6 5 6 3 2 9 6 4 1 4
thee 21 19 33 5 15 2 46 21 16 20 28 15 10 12 11 26 22 12 10
think 3 2 3 8 7 2 6 5 11 6 11 2 4 9 7 5 11 3 8
thou 37 29 44 10 40 9 39 49 24 29 31 25 21 24 40 30 27 21 26
thus 5 11 4 2 9 6 5 5 1 5 2 5 2 6 4 2 2 1 2
thy 54 22 48 17 16 4 29 34 23 24 30 15 12 22 19 24 22 12 11
till 3 3 2 0 3 6 4 5 5 0 4 1 2 2 4 2 0 0 1
time 2 3 2 3 2 8 9 2 3 7 8 1 5 8 7 6 2 2 2
Docs
Terms 178 179 180 181 182
act 2 2 1 2 0
art 4 5 7 7 5
away 5 4 4 3 0
can 7 5 15 5 0
come 25 7 40 10 0
comes 0 3 2 6 1
enter 7 7 8 8 0
exeunt 5 5 3 5 0
exit 5 2 10 0 0
first 18 7 3 13 0
give 5 1 16 8 0
good 28 10 29 20 1
great 6 8 6 4 0
hand 2 2 9 8 3
hath 8 7 16 8 5
hear 3 3 10 5 1
heart 2 7 9 2 6
ill 21 15 16 9 1
know 8 6 27 7 1
leave 6 1 7 3 2
let 7 3 22 9 2
life 8 10 6 11 1
like 7 9 12 13 4
look 3 8 6 9 1
lord 29 11 6 17 0
love 1 4 14 1 9
made 4 3 12 3 6
make 5 5 16 12 4
man 2 5 28 6 2
may 10 4 27 9 5
men 1 1 7 2 2
mine 7 4 10 7 7
much 6 9 11 12 3
must 5 3 28 3 5
name 0 4 6 1 0
never 5 3 8 7 2
now 12 14 38 27 4
old 1 4 8 7 2
one 11 8 23 17 7
say 12 6 21 16 3
scene 3 3 6 3 0
see 10 12 19 14 2
shall 26 16 45 13 1
sir 11 7 63 19 0
speak 4 5 12 10 0
take 11 7 15 6 1
tell 2 2 9 2 2
thee 6 13 30 4 1
think 1 2 23 9 1
thou 24 17 40 20 5
thus 6 4 4 6 2
thy 12 17 21 18 1
till 1 1 6 6 3
time 4 3 17 8 1
[ reached getOption("max.print") -- omitted 7 rows ]
object.size(TDM.common) 185248 bytes > object.size(TDM.dense) 103136 bytes
> install.packages("wordcloud")
>
> library(wordcloud)
>
> library(RColorBrewer)
> palette <- brewer.pal(9,"BuGn")[-(1:4)]
> wordcloud(rownames(TDM.dense), rowSums(TDM.dense), min.freq = 1, color = palette)
>
> library(reshape2) > > TDM.dense = melt(TDM.dense, value.name = "count") > head(TDM.dense) Terms Docs count 1 act 1 1 2 art 1 51 3 away 1 18 4 can 1 44 5 come 1 15 6 comes 1 2
> library(ggplot2)
>
> ggplot(TDM.dense, aes(x = Docs, y = Terms, fill = log10(count))) +
geom_tile(colour = "white") +
scale_fill_gradient(high="#FF0000" , low="#FFFFFF")+
ylab("") +
theme(panel.background = element_blank()) +
theme(axis.text.x = element_blank(), axis.ticks.x = element_blank())
text_mining_the_complete_works_of_william_shakespeare.txt · Last modified: 2016/12/01 09:33 by hkimscil