8.2 janeaustenr
8.2.2 Look into data
And we can get the top 60 rows from “sensesensibility”
## [1] "SENSE AND SENSIBILITY"
## [2] ""
## [3] "by Jane Austen"
## [4] ""
## [5] "(1811)"
## [6] ""
## [7] ""
## [8] ""
## [9] ""
## [10] "CHAPTER 1"
## [11] ""
## [12] ""
## [13] "The family of Dashwood had long been settled in Sussex. Their estate"
## [14] "was large, and their residence was at Norland Park, in the centre of"
## [15] "their property, where, for many generations, they had lived in so"
## [16] "respectable a manner as to engage the general good opinion of their"
## [17] "surrounding acquaintance. The late owner of this estate was a single"
## [18] "man, who lived to a very advanced age, and who for many years of his"
## [19] "life, had a constant companion and housekeeper in his sister. But her"
## [20] "death, which happened ten years before his own, produced a great"
## [21] "alteration in his home; for to supply her loss, he invited and received"
## [22] "into his house the family of his nephew Mr. Henry Dashwood, the legal"
## [23] "inheritor of the Norland estate, and the person to whom he intended to"
## [24] "bequeath it. In the society of his nephew and niece, and their"
## [25] "children, the old Gentleman's days were comfortably spent. His"
## [26] "attachment to them all increased. The constant attention of Mr. and"
## [27] "Mrs. Henry Dashwood to his wishes, which proceeded not merely from"
## [28] "interest, but from goodness of heart, gave him every degree of solid"
## [29] "comfort which his age could receive; and the cheerfulness of the"
## [30] "children added a relish to his existence."
## [31] ""
## [32] "By a former marriage, Mr. Henry Dashwood had one son: by his present"
## [33] "lady, three daughters. The son, a steady respectable young man, was"
## [34] "amply provided for by the fortune of his mother, which had been large,"
## [35] "and half of which devolved on him on his coming of age. By his own"
## [36] "marriage, likewise, which happened soon afterwards, he added to his"
## [37] "wealth. To him therefore the succession to the Norland estate was not"
## [38] "so really important as to his sisters; for their fortune, independent"
## [39] "of what might arise to them from their father's inheriting that"
## [40] "property, could be but small. Their mother had nothing, and their"
## [41] "father only seven thousand pounds in his own disposal; for the"
## [42] "remaining moiety of his first wife's fortune was also secured to her"
## [43] "child, and he had only a life-interest in it."
## [44] ""
## [45] "The old gentleman died: his will was read, and like almost every other"
## [46] "will, gave as much disappointment as pleasure. He was neither so"
## [47] "unjust, nor so ungrateful, as to leave his estate from his nephew;--but"
## [48] "he left it to him on such terms as destroyed half the value of the"
## [49] "bequest. Mr. Dashwood had wished for it more for the sake of his wife"
## [50] "and daughters than for himself or his son;--but to his son, and his"
## [51] "son's son, a child of four years old, it was secured, in such a way, as"
## [52] "to leave to himself no power of providing for those who were most dear"
## [53] "to him, and who most needed a provision by any charge on the estate, or"
## [54] "by any sale of its valuable woods. The whole was tied up for the"
## [55] "benefit of this child, who, in occasional visits with his father and"
## [56] "mother at Norland, had so far gained on the affections of his uncle, by"
## [57] "such attractions as are by no means unusual in children of two or three"
## [58] "years old; an imperfect articulation, an earnest desire of having his"
## [59] "own way, many cunning tricks, and a great deal of noise, as to outweigh"
## [60] "all the value of all the attention which, for years, he had received"8.2.3 Transform to a dataframe
sensesensibility_DF <- sensesensibility %>%
data.frame()
sensesensibility_DF <- sensesensibility_DF[-c(1:12),]
sensesensibility_DF %>%
head(60)## [1] "The family of Dashwood had long been settled in Sussex. Their estate"
## [2] "was large, and their residence was at Norland Park, in the centre of"
## [3] "their property, where, for many generations, they had lived in so"
## [4] "respectable a manner as to engage the general good opinion of their"
## [5] "surrounding acquaintance. The late owner of this estate was a single"
## [6] "man, who lived to a very advanced age, and who for many years of his"
## [7] "life, had a constant companion and housekeeper in his sister. But her"
## [8] "death, which happened ten years before his own, produced a great"
## [9] "alteration in his home; for to supply her loss, he invited and received"
## [10] "into his house the family of his nephew Mr. Henry Dashwood, the legal"
## [11] "inheritor of the Norland estate, and the person to whom he intended to"
## [12] "bequeath it. In the society of his nephew and niece, and their"
## [13] "children, the old Gentleman's days were comfortably spent. His"
## [14] "attachment to them all increased. The constant attention of Mr. and"
## [15] "Mrs. Henry Dashwood to his wishes, which proceeded not merely from"
## [16] "interest, but from goodness of heart, gave him every degree of solid"
## [17] "comfort which his age could receive; and the cheerfulness of the"
## [18] "children added a relish to his existence."
## [19] ""
## [20] "By a former marriage, Mr. Henry Dashwood had one son: by his present"
## [21] "lady, three daughters. The son, a steady respectable young man, was"
## [22] "amply provided for by the fortune of his mother, which had been large,"
## [23] "and half of which devolved on him on his coming of age. By his own"
## [24] "marriage, likewise, which happened soon afterwards, he added to his"
## [25] "wealth. To him therefore the succession to the Norland estate was not"
## [26] "so really important as to his sisters; for their fortune, independent"
## [27] "of what might arise to them from their father's inheriting that"
## [28] "property, could be but small. Their mother had nothing, and their"
## [29] "father only seven thousand pounds in his own disposal; for the"
## [30] "remaining moiety of his first wife's fortune was also secured to her"
## [31] "child, and he had only a life-interest in it."
## [32] ""
## [33] "The old gentleman died: his will was read, and like almost every other"
## [34] "will, gave as much disappointment as pleasure. He was neither so"
## [35] "unjust, nor so ungrateful, as to leave his estate from his nephew;--but"
## [36] "he left it to him on such terms as destroyed half the value of the"
## [37] "bequest. Mr. Dashwood had wished for it more for the sake of his wife"
## [38] "and daughters than for himself or his son;--but to his son, and his"
## [39] "son's son, a child of four years old, it was secured, in such a way, as"
## [40] "to leave to himself no power of providing for those who were most dear"
## [41] "to him, and who most needed a provision by any charge on the estate, or"
## [42] "by any sale of its valuable woods. The whole was tied up for the"
## [43] "benefit of this child, who, in occasional visits with his father and"
## [44] "mother at Norland, had so far gained on the affections of his uncle, by"
## [45] "such attractions as are by no means unusual in children of two or three"
## [46] "years old; an imperfect articulation, an earnest desire of having his"
## [47] "own way, many cunning tricks, and a great deal of noise, as to outweigh"
## [48] "all the value of all the attention which, for years, he had received"
## [49] "from his niece and her daughters. He meant not to be unkind, however,"
## [50] "and, as a mark of his affection for the three girls, he left them a"
## [51] "thousand pounds a-piece."
## [52] ""
## [53] "Mr. Dashwood's disappointment was, at first, severe; but his temper was"
## [54] "cheerful and sanguine; and he might reasonably hope to live many years,"
## [55] "and by living economically, lay by a considerable sum from the produce"
## [56] "of an estate already large, and capable of almost immediate"
## [57] "improvement. But the fortune, which had been so tardy in coming, was"
## [58] "his only one twelvemonth. He survived his uncle no longer; and ten"
## [59] "thousand pounds, including the late legacies, was all that remained for"
## [60] "his widow and daughters."8.2.4 Create a corpus
## Corpus consisting of 12,612 documents.
## text1 :
## "The family of Dashwood had long been settled in Sussex. The..."
##
## text2 :
## "was large, and their residence was at Norland Park, in the c..."
##
## text3 :
## "their property, where, for many generations, they had lived ..."
##
## text4 :
## "respectable a manner as to engage the general good opinion o..."
##
## text5 :
## "surrounding acquaintance. The late owner of this estate was..."
##
## text6 :
## "man, who lived to a very advanced age, and who for many year..."
##
## [ reached max_ndoc ... 12,606 more documents ]Given that we have many empty lines in this corpus, we clean it by excluding any empty line.
sensesensibility_corpus <- corpus_subset(sensesensibility_corpus, ntoken(sensesensibility_corpus) >= 1)8.2.5 Tokens
tokens() segments texts in a corpus into tokens (words or sentences) by word boundaries.
We can remove punctuations or not
8.2.5.1 With punctuations
## Tokens consisting of 10,592 documents.
## text1 :
## [1] "The" "family" "of" "Dashwood" "had" "long"
## [7] "been" "settled" "in" "Sussex" "." "Their"
## [ ... and 1 more ]
##
## text2 :
## [1] "was" "large" "," "and" "their" "residence"
## [7] "was" "at" "Norland" "Park" "," "in"
## [ ... and 3 more ]
##
## text3 :
## [1] "their" "property" "," "where" ","
## [6] "for" "many" "generations" "," "they"
## [11] "had" "lived"
## [ ... and 2 more ]
##
## text4 :
## [1] "respectable" "a" "manner" "as" "to"
## [6] "engage" "the" "general" "good" "opinion"
## [11] "of" "their"
##
## text5 :
## [1] "surrounding" "acquaintance" "." "The" "late"
## [6] "owner" "of" "this" "estate" "was"
## [11] "a" "single"
##
## text6 :
## [1] "man" "," "who" "lived" "to" "a"
## [7] "very" "advanced" "age" "," "and" "who"
## [ ... and 5 more ]
##
## [ reached max_ndoc ... 10,586 more documents ]8.2.5.2 Without punctuations
sensesensibility_corpus_tok_no_punct <- tokens(sensesensibility_corpus, remove_punct = TRUE)
sensesensibility_corpus_tok_no_punct## Tokens consisting of 10,592 documents.
## text1 :
## [1] "The" "family" "of" "Dashwood" "had" "long"
## [7] "been" "settled" "in" "Sussex" "Their" "estate"
##
## text2 :
## [1] "was" "large" "and" "their" "residence" "was"
## [7] "at" "Norland" "Park" "in" "the" "centre"
## [ ... and 1 more ]
##
## text3 :
## [1] "their" "property" "where" "for" "many"
## [6] "generations" "they" "had" "lived" "in"
## [11] "so"
##
## text4 :
## [1] "respectable" "a" "manner" "as" "to"
## [6] "engage" "the" "general" "good" "opinion"
## [11] "of" "their"
##
## text5 :
## [1] "surrounding" "acquaintance" "The" "late" "owner"
## [6] "of" "this" "estate" "was" "a"
## [11] "single"
##
## text6 :
## [1] "man" "who" "lived" "to" "a" "very"
## [7] "advanced" "age" "and" "who" "for" "many"
## [ ... and 3 more ]
##
## [ reached max_ndoc ... 10,586 more documents ]8.2.6 Stop words
It is best to remove stop words (function/grammatical words) when we use statistical analyses of a corpus.
sensesensibility_corpus_tok_no_punct_no_Stop <- tokens_select(sensesensibility_corpus_tok_no_punct, pattern = stopwords("en", source = "stopwords-iso"), selection = "remove")
sensesensibility_corpus_tok_no_punct_no_Stop## Tokens consisting of 10,592 documents.
## text1 :
## [1] "family" "Dashwood" "settled" "Sussex" "estate"
##
## text2 :
## [1] "residence" "Norland" "Park" "centre"
##
## text3 :
## [1] "property" "generations" "lived"
##
## text4 :
## [1] "respectable" "manner" "engage" "opinion"
##
## text5 :
## [1] "surrounding" "acquaintance" "late" "owner" "estate"
## [6] "single"
##
## text6 :
## [1] "lived" "advanced" "age"
##
## [ reached max_ndoc ... 10,586 more documents ]8.2.7 Statistical analyses
We can start by providing statistics (whether descriptives or inferential) based on our corpora.
8.2.7.1 Simple frequency analysis
Here we look at obtaining a simple frequency analysis of usage.
8.2.7.1.1 DFM
We start by generating a DFM (document-feature matrix)
sensesensibility_corpus_tok_no_punct_no_Stop_dfm <- dfm(sensesensibility_corpus_tok_no_punct_no_Stop)
sensesensibility_corpus_tok_no_punct_no_Stop_dfm## Document-feature matrix of: 10,592 documents, 5,894 features (99.95% sparse) and 0 docvars.
## features
## docs family dashwood settled sussex estate residence norland park centre
## text1 1 1 1 1 1 0 0 0 0
## text2 0 0 0 0 0 1 1 1 1
## text3 0 0 0 0 0 0 0 0 0
## text4 0 0 0 0 0 0 0 0 0
## text5 0 0 0 0 1 0 0 0 0
## text6 0 0 0 0 0 0 0 0 0
## features
## docs property
## text1 0
## text2 0
## text3 1
## text4 0
## text5 0
## text6 0
## [ reached max_ndoc ... 10,586 more documents, reached max_nfeat ... 5,884 more features ]8.2.7.1.2 Frequencies
sensesensibility_corpus_tok_no_punct_no_Stop_dfm_freq <- textstat_frequency(sensesensibility_corpus_tok_no_punct_no_Stop_dfm)
sensesensibility_corpus_tok_no_punct_no_Stop_dfm_freq## feature frequency rank docfreq group
## 1 elinor 623 1 621 all
## 2 marianne 492 2 491 all
## 3 time 239 3 237 all
## 4 dashwood 231 4 231 all
## 5 edward 220 5 220 all
## 6 sister 219 6 219 all
## 7 mother 204 7 203 all
## 8 jennings 199 8 199 all
## 9 willoughby 181 9 178 all
## 10 colonel 165 10 165 all
## 11 lucy 160 11 158 all
## 12 house 148 12 148 all
## 13 john 148 12 148 all
## 14 day 140 14 136 all
## 15 lady 138 15 138 all
## 16 heart 127 16 127 all
## 17 sir 120 17 120 all
## 18 brandon 119 18 119 all
## 19 ferrars 114 19 113 all
## 20 replied 102 20 102 all
## 21 mind 100 21 100 all
## 22 happy 100 21 99 all
## 23 left 98 23 97 all
## 24 barton 89 24 89 all
## 25 hope 88 25 87 all
## 26 moment 87 26 87 all
## 27 middleton 87 26 87 all
## 28 cried 87 26 87 all
## 29 town 86 29 85 all
## 30 family 83 30 83 all
## 31 morning 83 30 83 all
## 32 affection 79 32 79 all
## 33 heard 78 33 76 all
## 34 love 76 34 76 all
## 35 letter 75 35 72 all
## 36 marianne's 74 36 74 all
## 37 feelings 73 37 73 all
## 38 brother 71 38 70 all
## 39 poor 71 38 71 all
## 40 hear 70 40 70 all
## 41 spirits 69 41 69 all
## 42 told 69 41 68 all
## 43 woman 68 43 67 all
## 44 subject 68 43 68 all
## 45 person 67 45 67 all
## 46 pleasure 66 46 66 all
## 47 feel 66 46 66 all
## 48 happiness 66 46 64 all
## 49 palmer 65 49 65 all
## 50 acquaintance 64 50 64 all
## 51 behaviour 64 50 64 all
## 52 opinion 63 52 63 all
## 53 comfort 63 52 61 all
## 54 engagement 63 52 62 all
## 55 elinor's 62 55 62 all
## 56 friends 62 55 61 all
## 57 visit 62 55 62 all
## 58 looked 61 58 61 all
## 59 cottage 61 58 61 all
## 60 speak 61 58 60 all
## 61 life 58 61 58 all
## 62 attention 58 61 58 all
## 63 leave 58 61 57 all
## 64 brought 58 61 58 all
## 65 short 57 65 57 all
## 66 manner 56 66 56 all
## 67 eyes 56 66 56 all
## 68 continued 56 66 56 all
## 69 suppose 55 69 54 all
## 70 wished 54 70 54 all
## 71 rest 54 70 54 all
## 72 married 54 70 51 all
## 73 situation 54 70 54 all
## 74 norland 53 74 53 all
## 75 people 53 74 53 all
## 76 sister's 53 74 53 all
## 77 friend 53 74 52 all
## 78 reason 53 74 52 all
## 79 park 52 79 52 all
## 80 returned 52 79 52 all
## 81 passed 52 79 52 all
## 82 voice 51 82 51 all
## 83 regard 50 83 50 all
## 84 evening 50 83 49 all
## 85 body 50 83 48 all
## 86 chapter 49 86 49 all
## 87 word 48 87 48 all
## 88 party 48 87 48 all
## 89 street 48 87 48 all
## 90 sisters 47 90 45 all
## 91 matter 47 90 47 all
## 92 minutes 47 90 47 all
## 93 obliged 47 90 47 all
## 94 mother's 46 94 46 all
## 95 determined 46 94 46 all
## 96 business 46 94 46 all
## 97 doubt 46 94 46 all
## 98 power 45 98 45 all
## 99 marriage 44 99 44 all
## 100 wife 44 99 44 all
## 101 account 44 99 44 all
## 102 glad 44 99 43 all
## 103 days 43 103 43 all
## 104 perfectly 43 103 43 all
## 105 called 43 103 43 all
## 106 edward's 43 103 43 all
## 107 kindness 42 107 42 all
## 108 fanny 42 107 42 all
## 109 return 42 107 41 all
## 110 engaged 42 107 42 all
## 111 pounds 41 111 41 all
## 112 carriage 41 111 41 all
## 113 equally 40 113 39 all
## 114 conversation 40 113 40 all
## 115 surprise 40 113 40 all
## 116 entered 40 113 40 all
## 117 talk 40 113 40 all
## 118 received 39 118 39 all
## 119 hand 39 118 39 all
## 120 spent 38 120 38 all
## 121 fortune 38 120 38 all
## 122 child 38 120 37 all
## 123 expected 38 120 38 all
## 124 real 38 120 38 all
## 125 hours 38 120 38 all
## 126 steele 38 120 38 all
## 127 settled 37 127 36 all
## 128 coming 37 127 37 all
## 129 conduct 37 127 37 all
## 130 daughter 37 127 37 all
## 131 husband 37 127 37 all
## 132 months 37 127 35 all
## 133 satisfaction 37 127 37 all
## 134 silent 37 127 37 all
## 135 object 37 127 37 all
## 136 door 37 127 37 all
## 137 ma'am 37 127 37 all
## 138 sat 37 127 37 all
## 139 live 36 139 36 all
## 140 girl 36 139 36 all
## 141 dashwoods 36 139 36 all
## 142 impossible 36 139 36 all
## 143 pretty 36 139 36 all
## 144 jennings's 36 139 36 all
## 145 living 35 145 35 all
## 146 arrival 35 145 35 all
## 147 appeared 35 145 35 all
## 148 spite 35 145 35 all
## 149 spoke 35 145 35 all
## 150 head 35 145 35 all
## 151 ready 35 145 35 all
## 152 willoughby's 35 145 35 all
## 153 london 35 145 35 all
## 154 character 34 154 34 all
## 155 manners 34 154 33 all
## 156 week 34 154 33 all
## 157 children 33 157 33 all
## 158 attachment 33 157 33 all
## 159 sake 33 157 32 all
## 160 deal 33 157 33 all
## 161 margaret 33 157 33 all
## 162 answer 33 157 33 all
## 163 ladies 33 157 33 all
## 164 night 33 157 32 all
## 165 country 33 157 33 all
## 166 hour 33 157 33 all
## 167 care 33 157 33 all
## 168 invitation 32 168 32 all
## 169 set 32 168 32 all
## 170 assure 32 168 32 all
## 171 pleased 32 168 31 all
## 172 talked 32 168 32 all
## 173 silence 32 168 32 all
## 174 son 31 174 30 all
## 175 common 31 174 30 all
## 176 sense 31 174 31 all
## 177 fancy 31 174 31 all
## 178 convinced 31 174 31 all
## 179 instantly 31 174 31 all
## 180 confidence 31 174 31 all
## 181 happened 30 181 30 all
## 182 wishes 30 181 30 all
## 183 comfortable 30 181 30 all
## 184 stay 30 181 30 all
## 185 judgment 30 181 30 all
## 186 natural 30 181 30 all
## 187 believed 30 181 30 all
## 188 usual 30 181 29 all
## 189 delaford 30 181 29 all
## 190 robert 30 181 30 all
## 191 remained 29 191 29 all
## 192 opportunity 29 191 29 all
## 193 marry 29 191 28 all
## 194 company 29 191 29 all
## 195 easily 29 191 29 all
## 196 circumstances 29 191 29 all
## 197 anxious 29 191 28 all
## 198 change 29 191 28 all
## 199 walked 29 191 29 all
## 200 steeles 29 191 29 all
## 201 strong 28 201 28 all
## 202 knowledge 28 201 28 all
## 203 resolved 28 201 28 all
## 204 concern 28 201 28 all
## 205 future 28 201 28 all
## 206 question 28 201 28 all
## 207 countenance 28 201 28 all
## 208 misery 28 201 28 all
## 209 repeated 28 201 28 all
## 210 feeling 28 201 28 all
## 211 appearance 28 201 28 all
## 212 affair 28 201 28 all
## 213 lord 28 201 28 all
## 214 daughters 27 214 27 all
## 215 handsome 27 214 26 all
## 216 notice 27 214 27 all
## 217 occasion 27 214 27 all
## 218 considered 27 214 27 all
## 219 talking 27 214 27 all
## 220 expect 27 214 27 all
## 221 truth 27 214 27 all
## 222 favour 27 214 27 all
## 223 taste 27 214 27 all
## 224 declared 27 214 26 all
## 225 hearing 27 214 27 all
## 226 suffered 27 214 27 all
## 227 cleveland 27 214 27 all
## 228 produced 26 228 26 all
## 229 gentleman 26 228 26 all
## 230 nature 26 228 26 all
## 231 expectation 26 228 26 all
## 232 understand 26 228 26 all
## 233 acquainted 26 228 26 all
## 234 assured 26 228 26 all
## 235 mama 26 228 26 all
## 236 exceedingly 26 228 26 all
## 237 resolution 26 228 26 all
## 238 devonshire 26 228 26 all
## 239 satisfied 26 228 26 all
## 240 surprised 26 228 26 all
## 241 fear 26 228 26 all
## 242 distress 26 228 26 all
## 243 lucy's 26 228 26 all
## 244 favourite 25 244 25 all
## 245 advantage 25 244 25 all
## 246 money 25 244 25 all
## 247 fine 25 244 24 all
## 248 scarcely 25 244 25 all
## 249 agreeable 25 244 25 all
## 250 pain 25 244 25 all
## 251 event 25 244 25 all
## 252 brandon's 25 244 25 all
## 253 meeting 25 244 25 all
## 254 bed 25 244 25 all
## 255 late 24 255 24 all
## 256 society 24 255 24 all
## 257 father 24 255 24 all
## 258 desire 24 255 24 all
## 259 proper 24 255 24 all
## 260 delight 24 255 24 all
## 261 supposed 24 255 24 all
## 262 idea 24 255 24 all
## 263 answered 24 255 24 all
## 264 painful 24 255 24 all
## 265 curiosity 24 255 24 all
## 266 joy 24 255 24 all
## 267 met 24 255 24 all
## 268 dinner 24 255 24 all
## 269 fixed 24 255 24 all
## 270 forced 24 255 24 all
## 271 disappointment 23 271 23 all
## 272 earnest 23 271 23 all
## 273 income 23 271 23 all
## 274 regret 23 271 23 all
## 275 knowing 23 271 23 all
## 276 true 23 271 22 all
## 277 worth 23 271 23 all
## 278 strange 23 271 23 all
## 279 weeks 23 271 22 all
## 280 smile 23 271 22 all
## 281 afraid 23 271 23 all
## 282 remember 23 271 23 all
## 283 formed 23 271 23 all
## 284 tears 23 271 23 all
## 285 reached 23 271 23 all
## 286 table 23 271 23 all
## 287 unfortunate 23 271 23 all
## 288 bear 23 271 23 all
## 289 constant 22 289 22 all
## 290 read 22 289 22 all
## 291 danger 22 289 21 all
## 292 easy 22 289 22 all
## 293 promise 22 289 22 all
## 294 affectionate 22 289 22 all
## 295 plan 22 289 22 all
## 296 prevent 22 289 22 all
## 297 meet 22 289 21 all
## 298 admiration 22 289 22 all
## 299 respect 22 289 22 all
## 300 journey 22 289 22 all
## 301 window 22 289 21 all
## 302 share 22 289 22 all
## 303 wrong 22 289 22 all
## 304 connection 22 289 22 all
## 305 leaving 22 289 22 all
## 306 dashwood's 21 306 21 all
## 307 temper 21 306 21 all
## 308 cold 21 306 21 all
## 309 fond 21 306 21 all
## 310 equal 21 306 21 all
## 311 avoid 21 306 21 all
## 312 disposition 21 306 21 all
## 313 eager 21 306 21 all
## 314 exertion 21 306 21 all
## 315 emotion 21 306 21 all
## 316 melancholy 21 306 21 all
## 317 address 21 306 21 all
## 318 speaking 21 306 20 all
## 319 conviction 21 306 20 all
## 320 mistaken 21 306 20 all
## 321 view 21 306 21 all
## 322 sitting 21 306 21 all
## 323 beauty 21 306 21 all
## 324 chance 21 306 21 all
## 325 wait 21 306 21 all
## 326 lived 20 326 20 all
## 327 loss 20 326 20 all
## 328 meant 20 326 20 all
## 329 arrived 20 326 20 all
## 330 eldest 20 326 20 all
## 331 times 20 326 20 all
## 332 enjoyment 20 326 20 all
## 333 friendship 20 326 20 all
## 334 particulars 20 326 20 all
## 335 inquiry 20 326 20 all
## 336 letters 20 326 20 all
## 337 walk 20 326 20 all
## 338 elegance 20 326 20 all
## 339 delighted 20 326 20 all
## 340 soul 20 326 20 all
## 341 unhappy 20 326 20 all
## 342 compassion 20 326 20 all
## 343 lost 20 326 20 all
## 344 charlotte 20 326 20 all
## 345 estate 19 345 19 all
## 346 age 19 345 19 all
## 347 required 19 345 19 all
## 348 quiet 19 345 19 all
## 349 difference 19 345 19 all
## 350 circumstance 19 345 18 all
## 351 staying 19 345 19 all
## 352 indifference 19 345 19 all
## 353 pity 19 345 17 all
## 354 delightful 19 345 19 all
## 355 hoped 19 345 19 all
## 356 difficulty 19 345 19 all
## 357 discourse 19 345 19 all
## 358 stairs 19 345 19 all
## 359 weather 19 345 19 all
## 360 eye 19 345 19 all
## 361 mentioned 19 345 19 all
## 362 secret 19 345 19 all
## 363 servant 19 345 18 all
## 364 tenderness 19 345 19 all
## 365 liberty 19 345 19 all
## 366 companion 18 366 17 all
## 367 capable 18 366 18 all
## 368 understanding 18 366 18 all
## 369 led 18 366 18 all
## 370 gratitude 18 366 18 all
## 371 style 18 366 18 all
## 372 breakfast 18 366 18 all
## 373 sight 18 366 18 all
## 374 overcome 18 366 18 all
## 375 esteem 18 366 18 all
## 376 music 18 366 18 all
## 377 praise 18 366 17 all
## 378 observation 18 366 18 all
## 379 moments 18 366 18 all
## 380 attended 18 366 18 all
## 381 calm 18 366 18 all
## 382 consequence 18 366 18 all
## 383 entrance 18 366 18 all
## 384 recollection 18 366 18 all
## 385 middletons 18 366 18 all
## 386 unable 18 366 18 all
## 387 hopes 18 366 18 all
## 388 alarm 18 366 18 all
## 389 anxiety 18 366 18 all
## 390 allenham 18 366 18 all
## 391 air 18 366 18 all
## 392 honour 18 366 17 all
## 393 joined 18 366 18 all
## 394 thinking 18 366 18 all
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8.2.7.2 Lexical diversity
We can compute the lexical diversity in a document. This is a measure allowing us to provide a statistical account of diversity in the choice of lexical items in a text. See the different measures implemented here
8.2.7.2.1 TTR (Type-Token Ratio)
8.2.7.2.1.1 Computing TTR
sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_ttr <- textstat_lexdiv(sensesensibility_corpus_tok_no_punct_no_Stop_dfm, measure = "TTR")
head(sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_ttr, 5)## document TTR
## 1 text1 1
## 2 text2 1
## 3 text3 1
## 4 text4 1
## 5 text5 18.2.7.2.1.2 Plotting TTR
plot(sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_ttr$TTR, type = "l", xaxt = "n", xlab = NULL, ylab = "TTR")
grid()
axis(1, at = seq_len(nrow(sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_ttr)), labels = sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_ttr$document)
8.2.7.2.2 CTTR (Corrected Type-Token Ratio)
8.2.7.2.2.1 Computing CTTR
sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_cttr <- textstat_lexdiv(sensesensibility_corpus_tok_no_punct_no_Stop_dfm, measure = "CTTR")
head(sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_cttr, 5)## document CTTR
## 1 text1 1.581139
## 2 text2 1.414214
## 3 text3 1.224745
## 4 text4 1.414214
## 5 text5 1.7320518.2.7.2.2.2 Plotting TTR
plot(sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_cttr$CTTR, type = "l", xaxt = "n", xlab = NULL, ylab = "CTTR")
grid()
axis(1, at = seq_len(nrow(sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_cttr)), labels = sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_cttr$document)
8.2.7.2.3 K (Yule’s K)
8.2.7.2.3.1 Computing K
sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_K <- textstat_lexdiv(sensesensibility_corpus_tok_no_punct_no_Stop_dfm, measure = "K")
head(sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_K, 5)## document K
## 1 text1 2.775558e-13
## 2 text2 0.000000e+00
## 3 text3 0.000000e+00
## 4 text4 0.000000e+00
## 5 text5 0.000000e+008.2.7.2.3.2 Plotting K
plot(sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_K$K, type = "l", xaxt = "n", xlab = NULL, ylab = expression(italic(K)))
grid()
axis(1, at = seq_len(nrow(sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_K)), labels = sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_lexdiv_K$document)
8.2.7.3 Keyness - relative frequency analysis
The relative frequency analysis allows to provide a statistical analysis of frequent words as a function of a target reference level. For this dataset, we do not have a specific target. Hence the comparison is done based on the full dataset.
8.2.7.3.1 Computing keyness
sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_key <- textstat_keyness(sensesensibility_corpus_tok_no_punct_no_Stop_dfm)
head(sensesensibility_corpus_tok_no_punct_no_Stop_dfm_tstat_key, 10)## feature chi2 p n_target n_reference
## 1 sussex 1.896954e+02 0.000000e+00 1 8
## 2 estate 8.935737e+01 0.000000e+00 1 18
## 3 settled 4.542721e+01 1.584188e-11 1 36
## 4 family 1.973197e+01 8.909814e-06 1 82
## 5 dashwood 6.505023e+00 1.075702e-02 1 230
## 6 1 -1.457513e-04 9.903676e-01 0 1
## 7 11 -1.457513e-04 9.903676e-01 0 1
## 8 12 -1.457513e-04 9.903676e-01 0 1
## 9 13 -1.457513e-04 9.903676e-01 0 1
## 10 14 -1.457513e-04 9.903676e-01 0 1
8.2.7.4 Collocations - scoring multi-word expressions
A collocation analysis is a way to identify contiguous collocations of words, i.e., multi-word expressions. Depending on the language, these can be identified based on capitalisation (e.g., proper names) as in English texts. However, this is not the same across languages.
We look for capital letters in our text. The result provides Wald’s Lamda and z statistics. Usually, any z value higher or equal to 2 is statistically significant. To compute p values, we use the probability of a normal distribution based on a mean of 0 and an SD of 1. This is appended to the table.
sensesensibility_corpus_tok_no_punct_no_Stop_tstat_col_caps <- tokens_select(sensesensibility_corpus_tok_no_punct_no_Stop, pattern = "^[A-Z]", valuetype = "regex", case_insensitive = FALSE, padding = TRUE) %>% textstat_collocations(min_count = 10) %>% mutate(p_value = 1 - pnorm(z, 0, 1))
sensesensibility_corpus_tok_no_punct_no_Stop_tstat_col_caps## collocation count count_nested length lambda z p_value
## 1 sir john 94 0 2 8.403435 25.821983 0.000000e+00
## 2 colonel brandon 96 0 2 8.710609 22.451536 0.000000e+00
## 3 lady middleton 75 0 2 9.790296 20.341377 0.000000e+00
## 4 john dashwood 34 0 2 4.505048 20.115477 0.000000e+00
## 5 barton park 10 0 2 6.200214 13.241950 0.000000e+00
## 6 lucy steele 10 0 2 4.833281 12.135021 0.000000e+00
## 7 berkeley street 15 0 2 9.139299 10.422235 0.000000e+00
## 8 edward ferrars 11 0 2 3.315183 10.068931 0.000000e+00
## 9 colonel brandon's 20 0 2 7.900226 9.286110 0.000000e+00
## 10 lady middleton's 12 0 2 7.836180 8.991984 0.000000e+00
## 11 harley street 16 0 2 10.338940 7.134778 4.847234e-13
## 12 sir john's 14 0 2 8.886429 6.162402 3.582473e-108.2.7.5 Word clouds
We can use word clouds of the top 100 words
set.seed(132)
sensesensibility_corpus_tok_no_punct_no_Stop_dfm %>%
textplot_wordcloud(max_words = 100, color = brewer.pal(8, "Dark2"))
8.2.7.6 Network of feature co-occurrences
A Network of feature co-occurrences allows to obtain association plot of word usage. We use an fcm (feature co-occurrence matrix) based on our DFM.
set.seed(144)
sensesensibility_corpus_tok_no_punct_no_Stop_dfm %>%
dfm_trim(min_termfreq = 100) %>%
textplot_network(min_freq = 0.5)
8.2.7.7 Poisson regression
Finally, we run a GLM with a poisson family to evaluate the significance level of our most frequent words.
8.2.7.7.1 Computing GLM
sensesensibility_corpus_GLM <- sensesensibility_corpus_tok_no_punct_no_Stop_dfm_freq %>%
filter(frequency >= 100) %>%
glm(frequency ~ feature, data = ., family = "poisson")
summary(sensesensibility_corpus_GLM)##
## Call:
## glm(formula = frequency ~ feature, family = "poisson", data = .)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 4.779123 0.091670 52.134 < 2e-16 ***
## featurecolonel 0.326822 0.120266 2.717 0.00658 **
## featuredashwood 0.663294 0.112838 5.878 4.15e-09 ***
## featureday 0.162519 0.124684 1.303 0.19242
## featureedward 0.614504 0.113793 5.400 6.66e-08 ***
## featureelinor 1.655423 0.100042 16.547 < 2e-16 ***
## featureferrars -0.042925 0.131055 -0.328 0.74326
## featurehappy -0.173953 0.135659 -1.282 0.19974
## featureheart 0.065064 0.127583 0.510 0.61007
## featurehouse 0.218089 0.123126 1.771 0.07652 .
## featurejennings 0.514181 0.115881 4.437 9.12e-06 ***
## featurejohn 0.218089 0.123126 1.771 0.07652 .
## featurelady 0.148130 0.125099 1.184 0.23637
## featurelucy 0.296050 0.121051 2.446 0.01446 *
## featuremarianne 1.419355 0.102156 13.894 < 2e-16 ***
## featuremind -0.173953 0.135659 -1.282 0.19974
## featuremother 0.538997 0.115349 4.673 2.97e-06 ***
## featurereplied -0.154151 0.134934 -1.142 0.25328
## featuresir 0.008368 0.129370 0.065 0.94843
## featuresister 0.609948 0.113884 5.356 8.51e-08 ***
## featuretime 0.697340 0.112194 6.215 5.12e-10 ***
## featurewilloughby 0.419374 0.118018 3.553 0.00038 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for poisson family taken to be 1)
##
## Null deviance: 1.3043e+03 on 21 degrees of freedom
## Residual deviance: -1.6964e-13 on 0 degrees of freedom
## AIC: 197.63
##
## Number of Fisher Scoring iterations: 2
