Nevermore! Let’s take a look at some basic ngram analysis on some character vectors.
mystring <- "a b c d e r d v h k a q e d u r s q p a b c d y a x v x y t z e"
checking <- ngram(mystring, n = 4) #convert to an n-gram object
a <- get.phrasetable(checking) #phrase table is a dataframe
b <- a %>% filter(freq > 1) #return all 4-grams with a frequency greater than 1
print(b)## ngrams freq prop
## 1 a b c d 2 0.06896552This function uses tokenization of the form:
ngram_asweka(str, min = 2, max = 2, sep = "")
An advantage of using this ngram tokenization procedure is that it vectorizes the results unlike conversion to an n-gram object which gets weird. That is, you can manipulate the resultant vector directly.
somegrams <- ngram_asweka(mystring, min = 3, max = 6, sep = " ") %>% as.data.frame() #separator is a space here
print(somegrams)## .
## 1 a b c d e r
## 2 b c d e r d
## 3 c d e r d v
## 4 d e r d v h
## 5 e r d v h k
## 6 r d v h k a
## 7 d v h k a q
## 8 v h k a q e
## 9 h k a q e d
## 10 k a q e d u
## 11 a q e d u r
## 12 q e d u r s
## 13 e d u r s q
## 14 d u r s q p
## 15 u r s q p a
## 16 r s q p a b
## 17 s q p a b c
## 18 q p a b c d
## 19 p a b c d y
## 20 a b c d y a
## 21 b c d y a x
## 22 c d y a x v
## 23 d y a x v x
## 24 y a x v x y
## 25 a x v x y t
## 26 x v x y t z
## 27 v x y t z e
## 28 a b c d e
## 29 b c d e r
## 30 c d e r d
## 31 d e r d v
## 32 e r d v h
## 33 r d v h k
## 34 d v h k a
## 35 v h k a q
## 36 h k a q e
## 37 k a q e d
## 38 a q e d u
## 39 q e d u r
## 40 e d u r s
## 41 d u r s q
## 42 u r s q p
## 43 r s q p a
## 44 s q p a b
## 45 q p a b c
## 46 p a b c d
## 47 a b c d y
## 48 b c d y a
## 49 c d y a x
## 50 d y a x v
## 51 y a x v x
## 52 a x v x y
## 53 x v x y t
## 54 v x y t z
## 55 x y t z e
## 56 a b c d
## 57 b c d e
## 58 c d e r
## 59 d e r d
## 60 e r d v
## 61 r d v h
## 62 d v h k
## 63 v h k a
## 64 h k a q
## 65 k a q e
## 66 a q e d
## 67 q e d u
## 68 e d u r
## 69 d u r s
## 70 u r s q
## 71 r s q p
## 72 s q p a
## 73 q p a b
## 74 p a b c
## 75 a b c d
## 76 b c d y
## 77 c d y a
## 78 d y a x
## 79 y a x v
## 80 a x v x
## 81 x v x y
## 82 v x y t
## 83 x y t z
## 84 y t z e
## 85 a b c
## 86 b c d
## 87 c d e
## 88 d e r
## 89 e r d
## 90 r d v
## 91 d v h
## 92 v h k
## 93 h k a
## 94 k a q
## 95 a q e
## 96 q e d
## 97 e d u
## 98 d u r
## 99 u r s
## 100 r s q
## 101 s q p
## 102 q p a
## 103 p a b
## 104 a b c
## 105 b c d
## 106 c d y
## 107 d y a
## 108 y a x
## 109 a x v
## 110 x v x
## 111 v x y
## 112 x y t
## 113 y t z
## 114 t z efreq_grams <- as.data.frame(table(somegrams)) %>% filter(Freq > 1) #table by frequency, convert to dataframe, filter for minimum frequency of 1
head(freq_grams)| somegrams | Freq |
|---|---|
| a b c | 2 |
| a b c d | 2 |
| b c d | 2 |
The first way we will use the ngram function
set.seed(1234)
coins <- as.character(sample(c(letters[8], letters[20]), 2000, replace = T)) %>%
paste(collapse = " ")
coingrams <- ngram(coins, n = 4) #first way use ngram object, 4 grams only
a <- get.phrasetable(coingrams) %>% filter(freq > 1)
print(a)## ngrams freq prop
## 1 h t t h 146 0.07310966
## 2 t t h h 139 0.06960441
## 3 h h t t 137 0.06860290
## 4 t h t t 133 0.06659990
## 5 t t h t 132 0.06609915
## 6 h h h h 126 0.06309464
## 7 t h h t 125 0.06259389
## 8 t t t h 125 0.06259389
## 9 h t t t 124 0.06209314
## 10 t h h h 124 0.06209314
## 11 h h h t 123 0.06159239
## 12 h t h t 120 0.06009014
## 13 t h t h 119 0.05958938
## 14 h h t h 111 0.05558338
## 15 h t h h 110 0.05508262
## 16 t t t t 103 0.05157737The second way we will use ngram_asweka
cointoss <- ngram_asweka(coins, min = 3, max = 40, sep = " ") %>% as.data.frame() #separator is a space here
coingrams <- as.data.frame(table(cointoss)) %>% filter(Freq > 1) #table by frequency, convert to dataframe, filter for minimum frequency of 1
coingrams$cointoss <- as.character(coingrams$cointoss) #need to convert to chr vector to derive character counts
head(coingrams, n = 15)| cointoss | Freq |
|---|---|
| h h h | 250 |
| h h h h | 126 |
| h h h h h | 57 |
| h h h h h h | 24 |
| h h h h h h h | 9 |
| h h h h h h h h | 3 |
| h h h h h h h h t | 3 |
| h h h h h h h h t t | 2 |
| h h h h h h h t | 6 |
| h h h h h h h t t | 5 |
| h h h h h h h t t h | 4 |
| h h h h h h h t t h h | 3 |
| h h h h h h h t t h h h | 2 |
| h h h h h h t | 15 |
| h h h h h h t h | 9 |
str(coingrams)## 'data.frame': 2995 obs. of 2 variables:
## $ cointoss: chr "h h h" "h h h h" "h h h h h" "h h h h h h" ...
## $ Freq : int 250 126 57 24 9 3 3 2 6 5 ...What is the longest repeating ngram in our 2000 vector of coin tosses?
We can use the frequency table we created in the last step and create a new variable in the dataframe that counts the number of characters within each observation, we can then simply sort on that variable or return the MAX,.
coingrams <- coingrams %>% mutate(CharCount = nchar(cointoss)) #use stringi's string count or else you get spaces!
coingrams <- coingrams[order(-coingrams$CharCount), ] #reverse default ordering to descending
print(coingrams)## cointoss Freq CharCount
## 1255 h t t h t h t t h h h t h h h h h t t t h h 2 43
## 1254 h t t h t h t t h h h t h h h h h t t t h 2 41
## 2545 t t h t h t t h h h t h h h h h t t t h h 2 41
## 1253 h t t h t h t t h h h t h h h h h t t t 2 39
## 2011 t h t h t t h h h t h h h h h t t t h h 2 39
## 2167 t h t t h t t h t h t t h t t h h t t t 2 39
## 2544 t t h t h t t h h h t h h h h h t t t h 2 39
## 475 h h t h t h h t h h t h h t t t h h h 2 37
## 1023 h t h t t h h h t h h h h h t t t h h 2 37
## 1252 h t t h t h t t h h h t h h h h h t t 2 37
## 1309 h t t h t t h t h t t h t t h h t t t 2 37
## 2010 t h t h t t h h h t h h h h h t t t h 2 37
## 2166 t h t t h t t h t h t t h t t h h t t 2 37
## 2314 t t h h h h t h t t t h t h h t h t h 2 37
## 2543 t t h t h t t h h h t h h h h h t t t 2 37
## 2722 t t t h h h h t t t t t h t h h t h t 2 37
## 474 h h t h t h h t h h t h h t t t h h 2 35
## 943 h t h t h h t h h t h h t t t h h h 2 35
## 1022 h t h t t h h h t h h h h h t t t h 2 35
## 1197 h t t h h t t h t t t t h h h h t h 2 35
## 1251 h t t h t h t t h h h t h h h h h t 2 35
## 1299 h t t h t t h t h h h t t t t t t h 2 35
## 1308 h t t h t t h t h t t h t t h h t t 2 35
## 1602 t h h h h t h t t t h t h h t h t h 2 35
## 2009 t h t h t t h h h t h h h h h t t t 2 35
## 2084 t h t t h h h t h h h h h t t t h h 2 35
## 2165 t h t t h t t h t h t t h t t h h t 2 35
## 2313 t t h h h h t h t t t h t h h t h t 2 35
## 2328 t t h h h h t t t t t h t h h t h t 2 35
## 2542 t t h t h t t h h h t h h h h h t t 2 35
## 2631 t t h t t h t h t t h t t h h t t t 2 35
## 2721 t t t h h h h t t t t t h t h h t h 2 35
## 134 h h h h t h t t t h t h h t h t h 2 33
## 276 h h h t h t t h t h t t t h h h h 2 33
## 473 h h t h t h h t h h t h h t t t h 2 33
## 610 h h t t h t h h h h h t t h t h t 2 33
## 942 h t h t h h t h h t h h t t t h h 2 33
## 1021 h t h t t h h h t h h h h h t t t 2 33
## 1139 h t t h h h t h h h h h t t t h h 2 33
## 1196 h t t h h t t h t t t t h h h h t 2 33
## 1250 h t t h t h t t h h h t h h h h h 2 33
## 1298 h t t h t t h t h h h t t t t t t 2 33
## 1307 h t t h t t h t h t t h t t h h t 2 33
## 1601 t h h h h t h t t t h t h h t h t 2 33
## 1625 t h h h h t t t t t h t h h t h t 2 33
## 1722 t h h t h h t h h t t t h h h h h 2 33
## 1933 t h t h h t h h t h h t t t h h h 2 33
## 2008 t h t h t t h h h t h h h h h t t 2 33
## 2083 t h t t h h h t h h h h h t t t h 2 33
## 2140 t h t t h t h t t h t t h h t t t 2 33
## 2164 t h t t h t t h t h t t h t t h h 2 33
## 2312 t t h h h h t h t t t h t h h t h 2 33
## 2327 t t h h h h t t t t t h t h h t h 2 33
## 2436 t t h h t t h t t t t h h h h t h 2 33
## 2541 t t h t h t t h h h t h h h h h t 2 33
## 2621 t t h t t h t h h h t t t t t t h 2 33
## 2630 t t h t t h t h t t h t t h h t t 2 33
## 2720 t t t h h h h t t t t t h t h h t 2 33
## 2753 t t t h h t h t h h t t h t h t t 2 33
## 133 h h h h t h t t t h t h h t h t 2 31
## 183 h h h h t t t t t h t h h t h t 2 31
## 251 h h h t h t h t t h h h h h h h 2 31
## 275 h h h t h t t h t h t t t h h h 2 31
## 288 h h h t h t t t h t h h t h t h 2 31
## 428 h h t h h t h h t t t h h h h h 2 31
## 472 h h t h t h h t h h t h h t t t 2 31
## 505 h h t h t h t t h t h t t t t t 2 31
## 538 h h t h t t h t h t t t h h h h 2 31
## 609 h h t t h t h h h h h t t h t h 2 31
## 842 h t h h t h h t h h t t t h h h 2 31
## 941 h t h t h h t h h t h h t t t h 2 31
## 958 h t h t h h t t h t h t t t t h 2 31
## 1020 h t h t t h h h t h h h h h t t 2 31
## 1138 h t t h h h t h h h h h t t t h 2 31
## 1195 h t t h h t t h t t t t h h h h 2 31
## 1206 h t t h h t t t h h t t h h t t 2 31
## 1226 h t t h t h h h h h t t h t h t 2 31
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## 1445 h t t t t h h h h t h t h h t h 2 31
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## 1600 t h h h h t h t t t h t h h t h 2 31
## 1624 t h h h h t t t t t h t h h t h 2 31
## 1721 t h h t h h t h h t t t h h h h 2 31
## 1830 t h h t t h t t t t h h h h t h 2 31
## 1932 t h t h h t h h t h h t t t h h 2 31
## 2007 t h t h t t h h h t h h h h h t 2 31
## 2082 t h t t h h h t h h h h h t t t 2 31
## 2128 t h t t h t h h h t t t t t t h 2 31
## 2139 t h t t h t h t t h t t h h t t 2 31
## 2163 t h t t h t t h t h t t h t t h 2 31
## 2255 t h t t t t t h t t t t h h t h 2 31
## 2311 t t h h h h t h t t t h t h h t 2 31
## 2326 t t h h h h t t t t t h t h h t 2 31
## 2339 t t h h h t h h h h h t t t h h 2 31
## 2394 t t h h t h t h h t t h t h t t 2 31
## 2435 t t h h t t h t t t t h h h h t 2 31
## 2540 t t h t h t t h h h t h h h h h 2 31
## 2620 t t h t t h t h h h t t t t t t 2 31
## 2629 t t h t t h t h t t h t t h h t 2 31
## 2719 t t t h h h h t t t t t h t h h 2 31
## 2752 t t t h h t h t h h t t h t h t 2 31
## 2793 t t t h t h h t h t h t h t t h 2 31
## 26 h h h h h h t h h t h h t h t 2 29
## 132 h h h h t h t t t h t h h t h 2 29
## 182 h h h h t t t t t h t h h t h 2 29
## 250 h h h t h t h t t h h h h h h 2 29
## 256 h h h t h t h t t h t h t t t 2 29
## 274 h h h t h t t h t h t t t h h 2 29
## 287 h h h t h t t t h t h h t h t 2 29
## 371 h h h t t t t t h t h h t h t 2 29
## 427 h h t h h t h h t t t h h h h 2 29
## 471 h h t h t h h t h h t h h t t 2 29
## 498 h h t h t h t t h h h h h h h 2 29
## 504 h h t h t h t t h t h t t t t 2 29
## 537 h h t h t t h t h t t t h h h 2 29
## 551 h h t h t t t h t h h t h t h 2 29
## 608 h h t t h t h h h h h t t h t 2 29
## 645 h h t t h t t t t h h h h t h 2 29
## 823 h t h h h t t t t h t t t h t 2 29
## 841 h t h h t h h t h h t t t h h 2 29
## 852 h t h h t h h t t t h h h h h 2 29
## 940 h t h t h h t h h t h h t t t 2 29
## 957 h t h t h h t t h t h t t t t 2 29
## 988 h t h t h t t h t h t t t t t 2 29
## 1019 h t h t t h h h t h h h h h t 2 29
## 1053 h t h t t h t h t t t h h h h 2 29
## 1137 h t t h h h t h h h h h t t t 2 29
## 1194 h t t h h t t h t t t t h h h 2 29
## 1205 h t t h h t t t h h t t h h t 2 29
## 1225 h t t h t h h h h h t t h t h 2 29
## 1233 h t t h t h h h t t t t t t h 2 29
## 1248 h t t h t h t t h h h t h h h 2 29
## 1264 h t t h t h t t h t t h h t t 2 29
## 1296 h t t h t t h t h h h t t t t 2 29
## 1305 h t t h t t h t h t t h t t h 2 29
## 1336 h t t h t t t t t h t t t t h 2 29
## 1361 h t t t h h h h t t t t t h t 2 29
## 1444 h t t t t h h h h t h t h h t 2 29
## 1500 h t t t t t h t t t t h h t h 2 29
## 1543 t h h h h h h t h h t h h t h 2 29
## 1590 t h h h h t h t h t t h t t h 2 29
## 1599 t h h h h t h t t t h t h h t 2 29
## 1623 t h h h h t t t t t h t h h t 2 29
## 1636 t h h h t h h h h h t t t h h 2 29
## 1720 t h h t h h t h h t t t h h h 3 29
## 1753 t h h t h t h h t t h t h t t 2 29
## 1772 t h h t h t t h h t t t t t t 2 29
## 1829 t h h t t h t t t t h h h h t 2 29
## 1931 t h t h h t h h t h h t t t h 2 29
## 1960 t h t h h t t h t h t t t t h 2 29
## 1988 t h t h t h t h h h h t t h h 2 29
## 2006 t h t h t t h h h t h h h h h 2 29
## 2081 t h t t h h h t h h h h h t t 2 29
## 2127 t h t t h t h h h t t t t t t 2 29
## 2138 t h t t h t h t t h t t h h t 2 29
## 2162 t h t t h t t h t h t t h t t 2 29
## 2226 t h t t t t h h h h t h t h h 2 29
## 2254 t h t t t t t h t t t t h h t 2 29
## 2296 t t h h h h t h t h h h t t t 2 29
## 2310 t t h h h h t h t t t h t h h 2 29
## 2325 t t h h h h t t t t t h t h h 2 29
## 2338 t t h h h t h h h h h t t t h 2 29
## 2393 t t h h t h t h h t t h t h t 2 29
## 2434 t t h h t t h t t t t h h h h 2 29
## 2445 t t h h t t t h h t t h h t t 2 29
## 2477 t t h t h h h h h t t h t h t 2 29
## 2505 t t h t h h t h t h t h t t h 2 29
## 2539 t t h t h t t h h h t h h h h 2 29
## 2552 t t h t h t t h h t t h h t h 2 29
## 2560 t t h t h t t h t h t t h h h 2 29
## 2566 t t h t h t t h t t h h t t t 2 29
## 2619 t t h t t h t h h h t t t t t 2 29
## 2628 t t h t t h t h t t h t t h h 2 29
## 2673 t t h t t t t t h h h t t t t 2 29
## 2718 t t t h h h h t t t t t h t h 2 29
## 2751 t t t h h t h t h h t t h t h 2 29
## 2792 t t t h t h h t h t h t h t t 2 29
## 2814 t t t h t h t t h t h t t h h 2 29
## 2874 t t t t h h h h t h t h h t h 2 29
## 25 h h h h h h t h h t h h t h 2 27
## 38 h h h h h h t t h h t t h t 2 27
## 54 h h h h h t h h t h h t h t 2 27
## 68 h h h h h t t h h h t h t h 2 27
## 73 h h h h h t t h h t t h t t 2 27
## 97 h h h h t h h h t t h h t t 2 27
## 120 h h h h t h t h t t h t t h 2 27
## 131 h h h h t h t t t h t h h t 2 27
## 149 h h h h t t h h t t h t h t 2 27
## 181 h h h h t t t t t h t h h t 2 27
## 194 h h h t h h h h h t t t h h 2 27
## 210 h h h t h h h t t t h h h h 2 27
## 249 h h h t h t h t t h h h h h 2 27
## 255 h h h t h t h t t h t h t t 2 27
## 269 h h h t h t t h t h h h h h 2 27
## 273 h h h t h t t h t h t t t h 2 27
## 286 h h h t h t t t h t h h t h 2 27
## 370 h h h t t t t t h t h h t h 2 27
## 426 h h t h h t h h t t t h h h 3 27
## 470 h h t h t h h t h h t h h t 2 27
## 477 h h t h t h h t h h t h t h 2 27
## 485 h h t h t h h t t h t h t t 2 27
## 497 h h t h t h t t h h h h h h 3 27
## 503 h h t h t h t t h t h t t t 3 27
## 509 h h t h t h t t h t t h t h 2 27
## 525 h h t h t t h h t t t t t t 2 27
## 536 h h t h t t h t h t t t h h 2 27
## 550 h h t h t t t h t h h t h t 2 27
## 591 h h t t h h t t h h h h h h 2 27
## 607 h h t t h t h h h h h t t h 2 27
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## 1443 h t t t t h h h h t h t h h 3 27
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## 1635 t h h h t h h h h h t t t h 2 27
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## 1719 t h h t h h t h h t t t h h 3 27
## 1734 t h h t h h t t t h h h h h 2 27
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## 1828 t h h t t h t t t t h h h h 2 27
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## 2683 t t t 228 5# coingrams %>% slice_max(CharCount)Let’s download the Edgar Allan Poe’s classic poem, The Raven, from Project Gutenberg and write it to our drive. Move it to the folder ‘data’
gutenberg_works() %>% filter(title == "The Raven") #find it
nevermore <- gutenberg_download(1065, strip = T) %>% as.data.frame() %>% select(2) #strip the header and footer metadata
nevermore <- nevermore %>% paste(nevermore, collapse = " ")
write.table(nevermore, "raven.txt")Read the Raven into R from the downloaded txt file
raven <- paste(readLines(here("data", "raven.txt")), collapse = " ")
head(raven)## [1] "\"x\" \"1\" \"c(\\\"The Raven\\\", \\\"\\\", \\\"\\\", \\\"by\\\", \\\"\\\", \\\"Edgar Allan Poe\\\", \\\"\\\", \\\"\\\", \\\"\\\", \\\"\\\", \\\"\\\", \\\" Once upon a midnight dreary, while I pondered, weak and weary,\\\", \\\" Over many a quaint and curious volume of forgotten lore--\\\", \\\" While I nodded, nearly napping, suddenly there came a tapping,\\\", \\\" As of some one gently rapping, rapping at my chamber door.\\\", \\\" \\\\\"'Tis some visitor,\\\\\" I muttered, \\\\\"tapping at my chamber door--\\\", \\\" Only this and nothing more.\\\\\"\\\", \\\"\\\", \\\" Ah, distinctly I remember it was in the bleak December,\\\", \\\" And each separate dying ember wrought its ghost upon the floor.\\\", \\\" Eagerly I wished the morrow;--vainly I had sought to borrow\\\", \\\" From my books surcease of sorrow--sorrow for the lost Lenore--\\\", \\\" For the rare and radiant maiden whom the angels name Lenore--\\\", \\\" Nameless here for evermore.\\\", \\\"\\\", \\\" And the silken sad uncertain rustling of each purple curtain\\\", \\\" Thrilled me--filled me with fantastic terrors never felt before;\\\", \\\" So that now, to still the beating of my heart, I stood repeating\\\", \\\" \\\\\"'Tis some visiter entreating entrance at my chamber door--\\\", \\\" Some late visiter entreating entrance at my chamber door;\\\", \\\" This it is and nothing more.\\\\\"\\\", \\\"\\\", \\\" Presently my soul grew stronger; hesitating then no longer,\\\", \\\" \\\\\"Sir,\\\\\" said I, \\\\\"or Madam, truly your forgiveness I implore;\\\", \\\" But the fact is I was napping, and so gently you came rapping,\\\", \\\" And so faintly you came tapping, tapping at my chamber door,\\\", \\\" That I scarce was sure I heard you\\\\\"--here I opened wide the door--\\\", \\\" Darkness there and nothing more.\\\", \\\"\\\", \\\" Deep into that darkness peering, long I stood there wondering, fearing,\\\", \\\" Doubting, dreaming dreams no mortals ever dared to dream before;\\\", \\\" But the silence was unbroken, and the stillness gave no token,\\\", \\\" And the only word there spoken was the whispered word, \\\\\"Lenore?\\\\\"\\\", \\\" This I whispered, and an echo murmured back the word, \\\\\"Lenore!\\\\\"--\\\", \\\" Merely this and nothing more.\\\", \\\"\\\", \\\" Back into the chamber turning, all my soul within me burning,\\\", \\\" Soon again I heard a tapping something louder than before.\\\", \\\" \\\\\"Surely,\\\\\" said I, \\\\\"surely that is something at my window lattice;\\\", \\\" Let me see, then, what thereat is and this mystery explore--\\\", \\\" Let my heart be still a moment and this mystery explore;--\\\", \\\" 'Tis the wind and nothing more.\\\", \\\"\\\", \\\" Open here I flung the shutter, when, with many a flirt and flutter,\\\", \\\" In there stepped a stately Raven of the saintly days of yore.\\\", \\\" Not the least obeisance made he; not a minute stopped or stayed he,\\\", \\\" But, with mien of lord or lady, perched above my chamber door--\\\", \\\" Perched upon a bust of Pallas just above my chamber door--\\\", \\\" Perched, and sat, and nothing more.\\\", \\\"\\\", \\\" Then the ebony bird beguiling my sad fancy into smiling,\\\", \\\" By the grave and stern decorum of the countenance it wore,\\\", \\\" \\\\\"Though thy crest be shorn and shaven, thou,\\\\\" I said, \\\\\"art sure no craven,\\\", \\\" Ghastly grim and ancient Raven wandering from the Nightly shore--\\\", \\\" Tell me what thy lordly name is on the Night's Plutonian shore!\\\\\"\\\", \\\" Quoth the Raven, \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" Much I marvelled this ungainly fowl to hear discourse so plainly,\\\", \\\" Though its answer little meaning--little relevancy bore;\\\", \\\" For we cannot help agreeing that no living human being\\\", \\\" Ever yet was blessed with seeing bird above his chamber door--\\\", \\\" Bird or beast upon the sculptured bust above his chamber door,\\\", \\\" With such name as \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" But the Raven, sitting lonely on that placid bust, spoke only\\\", \\\" That one word, as if its soul in that one word he did outpour\\\", \\\" Nothing farther then he uttered; not a feather then he fluttered--\\\", \\\" Till I scarcely more than muttered: \\\\\"Other friends have flown before--\\\", \\\" On the morrow _he_ will leave me, as my Hopes have flown before.\\\\\"\\\", \\\" Then the bird said \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" Startled at the stillness broken by reply so aptly spoken,\\\", \\\" \\\\\"Doubtless,\\\\\" said I, \\\\\"what it utters is its only stock and store,\\\", \\\" Caught from some unhappy master whom unmerciful Disaster\\\", \\\" Followed fast and followed faster till his songs one burden bore--\\\", \\\" Till the dirges of his Hope that melancholy burden bore\\\", \\\" Of 'Never--nevermore.'\\\\\"\\\", \\\"\\\", \\\" But the Raven still beguiling all my sad soul into smiling,\\\", \\\" Straight I wheeled a cushioned seat in front of bird and bust and door;\\\", \\\" Then, upon the velvet sinking, I betook myself to linking\\\", \\\" Fancy unto fancy, thinking what this ominous bird of yore--\\\", \\\" What this grim, ungainly, ghastly, gaunt, and ominous bird of yore\\\", \\\" Meant in croaking \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" This I sat engaged in guessing, but no syllable expressing\\\", \\\" To the fowl whose fiery eyes now burned into my bosom's core;\\\", \\\" This and more I sat divining, with my head at ease reclining\\\", \\\" On the cushion's velvet lining that the lamp-light gloated o'er,\\\", \\\" But whose velvet violet lining with the lamp-light gloating o'er\\\", \\\" _She_ shall press, ah, nevermore!\\\", \\\"\\\", \\\" Then, methought, the air grew denser, perfumed from an unseen censer\\\", \\\" Swung by Seraphim whose foot-falls tinkled on the tufted floor.\\\", \\\" \\\\\"Wretch,\\\\\" I cried, \\\\\"thy God hath lent thee--by these angels he hath sent thee\\\", \\\" Respite--respite and nepenthe from thy memories of Lenore!\\\", \\\" Quaff, oh quaff this kind nepenthe and forget this lost Lenore!\\\\\"\\\", \\\" Quoth the Raven, \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" \\\\\"Prophet!\\\\\" said I, \\\\\"thing of evil!--prophet still, if bird or devil!--\\\", \\\" Whether Tempter sent, or whether tempest tossed thee here ashore,\\\", \\\" Desolate, yet all undaunted, on this desert land enchanted--\\\", \\\" On this home by Horror haunted--tell me truly, I implore--\\\", \\\" Is there--_is_ there balm in Gilead?--tell me--tell me, I implore!\\\\\"\\\", \\\" Quoth the Raven, \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" \\\\\"Prophet!\\\\\" said I, \\\\\"thing of evil!--prophet still, if bird or devil!\\\", \\\" By that Heaven that bends above us--by that God we both adore--\\\", \\\" Tell this soul with sorrow laden if, within the distant Aidenn,\\\", \\\" It shall clasp a sainted maiden whom the angels name Lenore--\\\", \\\" Clasp a rare and radiant maiden whom the angels name Lenore.\\\\\"\\\", \\\" Quoth the Raven, \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" \\\\\"Be that our sign of parting, bird or fiend!\\\\\" I shrieked, upstarting--\\\", \\\" \\\\\"Get thee back into the tempest and the Night's Plutonian shore!\\\", \\\" Leave no black plume as a token of that lie thy soul has spoken!\\\", \\\" Leave my loneliness unbroken!--quit the bust above my door!\\\", \\\" Take thy beak from out my heart, and take thy form from off my door!\\\\\"\\\", \\\" Quoth the Raven, \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" And the Raven, never flitting, still is sitting, still is sitting\\\", \\\" On the pallid bust of Pallas just above my chamber door;\\\", \\\" And his eyes have all the seeming of a demon's that is dreaming\\\", \\\" And the lamp-light o'er him streaming throws his shadows on the floor;\\\", \\\" And my soul from out that shadow that lies floating on the floor\\\", \\\" Shall be lifted--nevermore!\\\") c(\\\"The Raven\\\", \\\"\\\", \\\"\\\", \\\"by\\\", \\\"\\\", \\\"Edgar Allan Poe\\\", \\\"\\\", \\\"\\\", \\\"\\\", \\\"\\\", \\\"\\\", \\\" Once upon a midnight dreary, while I pondered, weak and weary,\\\", \\\" Over many a quaint and curious volume of forgotten lore--\\\", \\\" While I nodded, nearly napping, suddenly there came a tapping,\\\", \\\" As of some one gently rapping, rapping at my chamber door.\\\", \\\" \\\\\"'Tis some visitor,\\\\\" I muttered, \\\\\"tapping at my chamber door--\\\", \\\" Only this and nothing more.\\\\\"\\\", \\\"\\\", \\\" Ah, distinctly I remember it was in the bleak December,\\\", \\\" And each separate dying ember wrought its ghost upon the floor.\\\", \\\" Eagerly I wished the morrow;--vainly I had sought to borrow\\\", \\\" From my books surcease of sorrow--sorrow for the lost Lenore--\\\", \\\" For the rare and radiant maiden whom the angels name Lenore--\\\", \\\" Nameless here for evermore.\\\", \\\"\\\", \\\" And the silken sad uncertain rustling of each purple curtain\\\", \\\" Thrilled me--filled me with fantastic terrors never felt before;\\\", \\\" So that now, to still the beating of my heart, I stood repeating\\\", \\\" \\\\\"'Tis some visiter entreating entrance at my chamber door--\\\", \\\" Some late visiter entreating entrance at my chamber door;\\\", \\\" This it is and nothing more.\\\\\"\\\", \\\"\\\", \\\" Presently my soul grew stronger; hesitating then no longer,\\\", \\\" \\\\\"Sir,\\\\\" said I, \\\\\"or Madam, truly your forgiveness I implore;\\\", \\\" But the fact is I was napping, and so gently you came rapping,\\\", \\\" And so faintly you came tapping, tapping at my chamber door,\\\", \\\" That I scarce was sure I heard you\\\\\"--here I opened wide the door--\\\", \\\" Darkness there and nothing more.\\\", \\\"\\\", \\\" Deep into that darkness peering, long I stood there wondering, fearing,\\\", \\\" Doubting, dreaming dreams no mortals ever dared to dream before;\\\", \\\" But the silence was unbroken, and the stillness gave no token,\\\", \\\" And the only word there spoken was the whispered word, \\\\\"Lenore?\\\\\"\\\", \\\" This I whispered, and an echo murmured back the word, \\\\\"Lenore!\\\\\"--\\\", \\\" Merely this and nothing more.\\\", \\\"\\\", \\\" Back into the chamber turning, all my soul within me burning,\\\", \\\" Soon again I heard a tapping something louder than before.\\\", \\\" \\\\\"Surely,\\\\\" said I, \\\\\"surely that is something at my window lattice;\\\", \\\" Let me see, then, what thereat is and this mystery explore--\\\", \\\" Let my heart be still a moment and this mystery explore;--\\\", \\\" 'Tis the wind and nothing more.\\\", \\\"\\\", \\\" Open here I flung the shutter, when, with many a flirt and flutter,\\\", \\\" In there stepped a stately Raven of the saintly days of yore.\\\", \\\" Not the least obeisance made he; not a minute stopped or stayed he,\\\", \\\" But, with mien of lord or lady, perched above my chamber door--\\\", \\\" Perched upon a bust of Pallas just above my chamber door--\\\", \\\" Perched, and sat, and nothing more.\\\", \\\"\\\", \\\" Then the ebony bird beguiling my sad fancy into smiling,\\\", \\\" By the grave and stern decorum of the countenance it wore,\\\", \\\" \\\\\"Though thy crest be shorn and shaven, thou,\\\\\" I said, \\\\\"art sure no craven,\\\", \\\" Ghastly grim and ancient Raven wandering from the Nightly shore--\\\", \\\" Tell me what thy lordly name is on the Night's Plutonian shore!\\\\\"\\\", \\\" Quoth the Raven, \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" Much I marvelled this ungainly fowl to hear discourse so plainly,\\\", \\\" Though its answer little meaning--little relevancy bore;\\\", \\\" For we cannot help agreeing that no living human being\\\", \\\" Ever yet was blessed with seeing bird above his chamber door--\\\", \\\" Bird or beast upon the sculptured bust above his chamber door,\\\", \\\" With such name as \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" But the Raven, sitting lonely on that placid bust, spoke only\\\", \\\" That one word, as if its soul in that one word he did outpour\\\", \\\" Nothing farther then he uttered; not a feather then he fluttered--\\\", \\\" Till I scarcely more than muttered: \\\\\"Other friends have flown before--\\\", \\\" On the morrow _he_ will leave me, as my Hopes have flown before.\\\\\"\\\", \\\" Then the bird said \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" Startled at the stillness broken by reply so aptly spoken,\\\", \\\" \\\\\"Doubtless,\\\\\" said I, \\\\\"what it utters is its only stock and store,\\\", \\\" Caught from some unhappy master whom unmerciful Disaster\\\", \\\" Followed fast and followed faster till his songs one burden bore--\\\", \\\" Till the dirges of his Hope that melancholy burden bore\\\", \\\" Of 'Never--nevermore.'\\\\\"\\\", \\\"\\\", \\\" But the Raven still beguiling all my sad soul into smiling,\\\", \\\" Straight I wheeled a cushioned seat in front of bird and bust and door;\\\", \\\" Then, upon the velvet sinking, I betook myself to linking\\\", \\\" Fancy unto fancy, thinking what this ominous bird of yore--\\\", \\\" What this grim, ungainly, ghastly, gaunt, and ominous bird of yore\\\", \\\" Meant in croaking \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" This I sat engaged in guessing, but no syllable expressing\\\", \\\" To the fowl whose fiery eyes now burned into my bosom's core;\\\", \\\" This and more I sat divining, with my head at ease reclining\\\", \\\" On the cushion's velvet lining that the lamp-light gloated o'er,\\\", \\\" But whose velvet violet lining with the lamp-light gloating o'er\\\", \\\" _She_ shall press, ah, nevermore!\\\", \\\"\\\", \\\" Then, methought, the air grew denser, perfumed from an unseen censer\\\", \\\" Swung by Seraphim whose foot-falls tinkled on the tufted floor.\\\", \\\" \\\\\"Wretch,\\\\\" I cried, \\\\\"thy God hath lent thee--by these angels he hath sent thee\\\", \\\" Respite--respite and nepenthe from thy memories of Lenore!\\\", \\\" Quaff, oh quaff this kind nepenthe and forget this lost Lenore!\\\\\"\\\", \\\" Quoth the Raven, \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" \\\\\"Prophet!\\\\\" said I, \\\\\"thing of evil!--prophet still, if bird or devil!--\\\", \\\" Whether Tempter sent, or whether tempest tossed thee here ashore,\\\", \\\" Desolate, yet all undaunted, on this desert land enchanted--\\\", \\\" On this home by Horror haunted--tell me truly, I implore--\\\", \\\" Is there--_is_ there balm in Gilead?--tell me--tell me, I implore!\\\\\"\\\", \\\" Quoth the Raven, \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" \\\\\"Prophet!\\\\\" said I, \\\\\"thing of evil!--prophet still, if bird or devil!\\\", \\\" By that Heaven that bends above us--by that God we both adore--\\\", \\\" Tell this soul with sorrow laden if, within the distant Aidenn,\\\", \\\" It shall clasp a sainted maiden whom the angels name Lenore--\\\", \\\" Clasp a rare and radiant maiden whom the angels name Lenore.\\\\\"\\\", \\\" Quoth the Raven, \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" \\\\\"Be that our sign of parting, bird or fiend!\\\\\" I shrieked, upstarting--\\\", \\\" \\\\\"Get thee back into the tempest and the Night's Plutonian shore!\\\", \\\" Leave no black plume as a token of that lie thy soul has spoken!\\\", \\\" Leave my loneliness unbroken!--quit the bust above my door!\\\", \\\" Take thy beak from out my heart, and take thy form from off my door!\\\\\"\\\", \\\" Quoth the Raven, \\\\\"Nevermore.\\\\\"\\\", \\\"\\\", \\\" And the Raven, never flitting, still is sitting, still is sitting\\\", \\\" On the pallid bust of Pallas just above my chamber door;\\\", \\\" And his eyes have all the seeming of a demon's that is dreaming\\\", \\\" And the lamp-light o'er him streaming throws his shadows on the floor;\\\", \\\" And my soul from out that shadow that lies floating on the floor\\\", \\\" Shall be lifted--nevermore!\\\")\""Let’s clean up the raw text a bit
clean <- function(x) {
x <- gsub("-", " ", x)
x <- tolower(x)
x <- replace_contraction(x)
x <- gsub("\\d+(st|nd|rd|th)", " ", x)
x <- gsub("[^a-zA-Z]", " ", x) #strips any non-alphabetic characters including numbers and punctuation
x <- gsub("\\b[a-zA-Z]\\b{1}", " ", x)
x <- removeWords(x, stopwords(source = "smart"))
x <- x %>% stripWhitespace()
x <- x %>% stri_remove_empty()
# x <- str_split(x, ' ')
return(x)
}
raven <- clean(raven)
raven## [1] " raven edgar allan poe midnight dreary pondered weak weary quaint curious volume forgotten lore nodded napping suddenly tapping gently rapping rapping chamber door visitor muttered tapping chamber door ah distinctly remember bleak december separate dying ember wrought ghost floor eagerly wished morrow vainly sought borrow books surcease sorrow sorrow lost lenore rare radiant maiden angels lenore nameless evermore silken sad uncertain rustling purple curtain thrilled filled fantastic terrors felt beating heart stood repeating visiter entreating entrance chamber door late visiter entreating entrance chamber door presently soul grew stronger hesitating longer sir madam forgiveness implore fact napping gently rapping faintly tapping tapping chamber door scarce heard opened wide door darkness deep darkness peering long stood wondering fearing doubting dreaming dreams mortals dared dream silence unbroken stillness gave token word spoken whispered word lenore whispered echo murmured back word lenore back chamber turning soul burning heard tapping louder surely surely window lattice thereat mystery explore heart moment mystery explore wind open flung shutter flirt flutter stepped stately raven saintly days yore obeisance made minute stopped stayed mien lord lady perched chamber door perched bust pallas chamber door perched sat ebony bird beguiling sad fancy smiling grave stern decorum countenance wore thy crest shorn shaven thou art craven ghastly grim ancient raven wandering nightly shore thy lordly night plutonian shore quoth raven nevermore marvelled ungainly fowl hear discourse plainly answer meaning relevancy bore agreeing living human blessed bird chamber door bird beast sculptured bust chamber door nevermore raven sitting lonely placid bust spoke word soul word outpour farther uttered feather fluttered till scarcely muttered friends flown morrow leave hopes flown bird nevermore startled stillness broken reply aptly spoken doubtless utters stock store caught unhappy master unmerciful disaster fast faster till songs burden bore till dirges hope melancholy burden bore nevermore raven beguiling sad soul smiling straight wheeled cushioned seat front bird bust door velvet sinking betook linking fancy fancy thinking ominous bird yore grim ungainly ghastly gaunt ominous bird yore meant croaking nevermore sat engaged guessing syllable expressing fowl fiery eyes burned bosom core sat divining head ease reclining cushion velvet lining lamp light gloated er velvet violet lining lamp light gloating er press ah nevermore methought air grew denser perfumed unseen censer swung seraphim foot falls tinkled tufted floor wretch cried thy god hath lent thee angels hath thee respite respite nepenthe thy memories lenore quaff quaff kind nepenthe forget lost lenore quoth raven nevermore prophet thing evil prophet bird devil tempter tempest tossed thee ashore desolate undaunted desert land enchanted home horror haunted implore balm gilead implore quoth raven nevermore prophet thing evil prophet bird devil heaven bends god adore soul sorrow laden distant aidenn clasp sainted maiden angels lenore clasp rare radiant maiden angels lenore quoth raven nevermore sign parting bird fiend shrieked upstarting thee back tempest night plutonian shore leave black plume token lie thy soul spoken leave loneliness unbroken quit bust door thy beak heart thy form door quoth raven nevermore raven flitting sitting sitting pallid bust pallas chamber door eyes demon dreaming lamp light er streaming throws shadows floor soul shadow lies floating floor lifted nevermore raven edgar allan poe midnight dreary pondered weak weary quaint curious volume forgotten lore nodded napping suddenly tapping gently rapping rapping chamber door visitor muttered tapping chamber door ah distinctly remember bleak december separate dying ember wrought ghost floor eagerly wished morrow vainly sought borrow books surcease sorrow sorrow lost lenore rare radiant maiden angels lenore nameless evermore silken sad uncertain rustling purple curtain thrilled filled fantastic terrors felt beating heart stood repeating visiter entreating entrance chamber door late visiter entreating entrance chamber door presently soul grew stronger hesitating longer sir madam forgiveness implore fact napping gently rapping faintly tapping tapping chamber door scarce heard opened wide door darkness deep darkness peering long stood wondering fearing doubting dreaming dreams mortals dared dream silence unbroken stillness gave token word spoken whispered word lenore whispered echo murmured back word lenore back chamber turning soul burning heard tapping louder surely surely window lattice thereat mystery explore heart moment mystery explore wind open flung shutter flirt flutter stepped stately raven saintly days yore obeisance made minute stopped stayed mien lord lady perched chamber door perched bust pallas chamber door perched sat ebony bird beguiling sad fancy smiling grave stern decorum countenance wore thy crest shorn shaven thou art craven ghastly grim ancient raven wandering nightly shore thy lordly night plutonian shore quoth raven nevermore marvelled ungainly fowl hear discourse plainly answer meaning relevancy bore agreeing living human blessed bird chamber door bird beast sculptured bust chamber door nevermore raven sitting lonely placid bust spoke word soul word outpour farther uttered feather fluttered till scarcely muttered friends flown morrow leave hopes flown bird nevermore startled stillness broken reply aptly spoken doubtless utters stock store caught unhappy master unmerciful disaster fast faster till songs burden bore till dirges hope melancholy burden bore nevermore raven beguiling sad soul smiling straight wheeled cushioned seat front bird bust door velvet sinking betook linking fancy fancy thinking ominous bird yore grim ungainly ghastly gaunt ominous bird yore meant croaking nevermore sat engaged guessing syllable expressing fowl fiery eyes burned bosom core sat divining head ease reclining cushion velvet lining lamp light gloated er velvet violet lining lamp light gloating er press ah nevermore methought air grew denser perfumed unseen censer swung seraphim foot falls tinkled tufted floor wretch cried thy god hath lent thee angels hath thee respite respite nepenthe thy memories lenore quaff quaff kind nepenthe forget lost lenore quoth raven nevermore prophet thing evil prophet bird devil tempter tempest tossed thee ashore desolate undaunted desert land enchanted home horror haunted implore balm gilead implore quoth raven nevermore prophet thing evil prophet bird devil heaven bends god adore soul sorrow laden distant aidenn clasp sainted maiden angels lenore clasp rare radiant maiden angels lenore quoth raven nevermore sign parting bird fiend shrieked upstarting thee back tempest night plutonian shore leave black plume token lie thy soul spoken leave loneliness unbroken quit bust door thy beak heart thy form door quoth raven nevermore raven flitting sitting sitting pallid bust pallas chamber door eyes demon dreaming lamp light er streaming throws shadows floor soul shadow lies floating floor lifted nevermore "raven2 <- ngram(raven, n = 3) #first way use ngram object, 3 grams only
a <- get.phrasetable(raven2) %>% filter(freq > 1)
print(a)## ngrams freq prop
## 1 quoth raven nevermore 10 0.009643202
## 2 maiden angels lenore 6 0.005785921
## 3 prophet thing evil 4 0.003857281
## 4 lining lamp light 4 0.003857281
## 5 radiant maiden angels 4 0.003857281
## 6 chamber door perched 4 0.003857281
## 7 lenore quoth raven 4 0.003857281
## 8 nevermore prophet thing 4 0.003857281
## 9 raven nevermore prophet 4 0.003857281
## 10 visiter entreating entrance 4 0.003857281
## 11 thing evil prophet 4 0.003857281
## 12 entrance chamber door 4 0.003857281
## 13 prophet bird devil 4 0.003857281
## 14 bust pallas chamber 4 0.003857281
## 15 evil prophet bird 4 0.003857281
## 16 pallas chamber door 4 0.003857281
## 17 rare radiant maiden 4 0.003857281
## 18 entreating entrance chamber 4 0.003857281
## 19 night plutonian shore 4 0.003857281
## 20 tapping chamber door 4 0.003857281
## 21 ominous bird yore 4 0.003857281
## 22 yore obeisance made 2 0.001928640
## 23 grave stern decorum 2 0.001928640
## 24 air grew denser 2 0.001928640
## 25 thy god hath 2 0.001928640
## 26 sculptured bust chamber 2 0.001928640
## 27 tempest night plutonian 2 0.001928640
## 28 forgotten lore nodded 2 0.001928640
## 29 distinctly remember bleak 2 0.001928640
## 30 fowl fiery eyes 2 0.001928640
## 31 raven sitting lonely 2 0.001928640
## 32 shutter flirt flutter 2 0.001928640
## 33 shaven thou art 2 0.001928640
## 34 heart stood repeating 2 0.001928640
## 35 grew stronger hesitating 2 0.001928640
## 36 shadows floor soul 2 0.001928640
## 37 mien lord lady 2 0.001928640
## 38 lore nodded napping 2 0.001928640
## 39 weary quaint curious 2 0.001928640
## 40 lent thee angels 2 0.001928640
## 41 plainly answer meaning 2 0.001928640
## 42 falls tinkled tufted 2 0.001928640
## 43 velvet lining lamp 2 0.001928640
## 44 vainly sought borrow 2 0.001928640
## 45 balm gilead implore 2 0.001928640
## 46 loneliness unbroken quit 2 0.001928640
## 47 relevancy bore agreeing 2 0.001928640
## 48 whispered word lenore 2 0.001928640
## 49 raven saintly days 2 0.001928640
## 50 gloating er press 2 0.001928640
## 51 utters stock store 2 0.001928640
## 52 door late visiter 2 0.001928640
## 53 fact napping gently 2 0.001928640
## 54 word lenore whispered 2 0.001928640
## 55 implore balm gilead 2 0.001928640
## 56 nevermore raven flitting 2 0.001928640
## 57 burden bore till 2 0.001928640
## 58 spoke word soul 2 0.001928640
## 59 minute stopped stayed 2 0.001928640
## 60 god hath lent 2 0.001928640
## 61 back word lenore 2 0.001928640
## 62 shorn shaven thou 2 0.001928640
## 63 silken sad uncertain 2 0.001928640
## 64 respite nepenthe thy 2 0.001928640
## 65 raven beguiling sad 2 0.001928640
## 66 ease reclining cushion 2 0.001928640
## 67 fiery eyes burned 2 0.001928640
## 68 demon dreaming lamp 2 0.001928640
## 69 mystery explore heart 2 0.001928640
## 70 burning heard tapping 2 0.001928640
## 71 louder surely surely 2 0.001928640
## 72 made minute stopped 2 0.001928640
## 73 croaking nevermore sat 2 0.001928640
## 74 answer meaning relevancy 2 0.001928640
## 75 floor eagerly wished 2 0.001928640
## 76 chamber door late 2 0.001928640
## 77 yore meant croaking 2 0.001928640
## 78 grim ancient raven 2 0.001928640
## 79 door bird beast 2 0.001928640
## 80 floor lifted nevermore 2 0.001928640
## 81 door nevermore raven 2 0.001928640
## 82 ghastly grim ancient 2 0.001928640
## 83 longer sir madam 2 0.001928640
## 84 sorrow sorrow lost 2 0.001928640
## 85 soul smiling straight 2 0.001928640
## 86 dreaming lamp light 2 0.001928640
## 87 chamber turning soul 2 0.001928640
## 88 decorum countenance wore 2 0.001928640
## 89 sorrow lost lenore 2 0.001928640
## 90 placid bust spoke 2 0.001928640
## 91 ah nevermore methought 2 0.001928640
## 92 evermore silken sad 2 0.001928640
## 93 thy beak heart 2 0.001928640
## 94 bleak december separate 2 0.001928640
## 95 stillness broken reply 2 0.001928640
## 96 quaff kind nepenthe 2 0.001928640
## 97 fluttered till scarcely 2 0.001928640
## 98 explore wind open 2 0.001928640
## 99 doubtless utters stock 2 0.001928640
## 100 spoken doubtless utters 2 0.001928640
## 101 weak weary quaint 2 0.001928640
## 102 caught unhappy master 2 0.001928640
## 103 floor soul shadow 2 0.001928640
## 104 burden bore nevermore 2 0.001928640
## 105 surcease sorrow sorrow 2 0.001928640
## 106 wind open flung 2 0.001928640
## 107 chamber door presently 2 0.001928640
## 108 nevermore raven beguiling 2 0.001928640
## 109 crest shorn shaven 2 0.001928640
## 110 cried thy god 2 0.001928640
## 111 enchanted home horror 2 0.001928640
## 112 soul word outpour 2 0.001928640
## 113 shadow lies floating 2 0.001928640
## 114 terrors felt beating 2 0.001928640
## 115 bird bust door 2 0.001928640
## 116 straight wheeled cushioned 2 0.001928640
## 117 bends god adore 2 0.001928640
## 118 muttered friends flown 2 0.001928640
## 119 horror haunted implore 2 0.001928640
## 120 ancient raven wandering 2 0.001928640
## 121 soul sorrow laden 2 0.001928640
## 122 thee angels hath 2 0.001928640
## 123 faintly tapping tapping 2 0.001928640
## 124 word spoken whispered 2 0.001928640
## 125 madam forgiveness implore 2 0.001928640
## 126 stately raven saintly 2 0.001928640
## 127 bosom core sat 2 0.001928640
## 128 gaunt ominous bird 2 0.001928640
## 129 door scarce heard 2 0.001928640
## 130 thy form door 2 0.001928640
## 131 door thy beak 2 0.001928640
## 132 token lie thy 2 0.001928640
## 133 nepenthe thy memories 2 0.001928640
## 134 wrought ghost floor 2 0.001928640
## 135 poe midnight dreary 2 0.001928640
## 136 devil heaven bends 2 0.001928640
## 137 allan poe midnight 2 0.001928640
## 138 eyes demon dreaming 2 0.001928640
## 139 ember wrought ghost 2 0.001928640
## 140 purple curtain thrilled 2 0.001928640
## 141 raven nevermore sign 2 0.001928640
## 142 whispered echo murmured 2 0.001928640
## 143 gently rapping faintly 2 0.001928640
## 144 separate dying ember 2 0.001928640
## 145 bird devil heaven 2 0.001928640
## 146 unmerciful disaster fast 2 0.001928640
## 147 sitting sitting pallid 2 0.001928640
## 148 velvet sinking betook 2 0.001928640
## 149 heard tapping louder 2 0.001928640
## 150 beguiling sad fancy 2 0.001928640
## 151 stillness gave token 2 0.001928640
## 152 sitting pallid bust 2 0.001928640
## 153 censer swung seraphim 2 0.001928640
## 154 scarce heard opened 2 0.001928640
## 155 dirges hope melancholy 2 0.001928640
## 156 adore soul sorrow 2 0.001928640
## 157 angels hath thee 2 0.001928640
## 158 bust spoke word 2 0.001928640
## 159 ah distinctly remember 2 0.001928640
## 160 scarcely muttered friends 2 0.001928640
## 161 december separate dying 2 0.001928640
## 162 napping gently rapping 2 0.001928640
## 163 countenance wore thy 2 0.001928640
## 164 bird fiend shrieked 2 0.001928640
## 165 surely surely window 2 0.001928640
## 166 plutonian shore leave 2 0.001928640
## 167 flitting sitting sitting 2 0.001928640
## 168 door quoth raven 2 0.001928640
## 169 door perched bust 2 0.001928640
## 170 clasp rare radiant 2 0.001928640
## 171 tapping louder surely 2 0.001928640
## 172 unbroken quit bust 2 0.001928640
## 173 throws shadows floor 2 0.001928640
## 174 seraphim foot falls 2 0.001928640
## 175 stood wondering fearing 2 0.001928640
## 176 bore till dirges 2 0.001928640
## 177 implore quoth raven 2 0.001928640
## 178 midnight dreary pondered 2 0.001928640
## 179 tempest tossed thee 2 0.001928640
## 180 upstarting thee back 2 0.001928640
## 181 lenore rare radiant 2 0.001928640
## 182 meaning relevancy bore 2 0.001928640
## 183 light gloated er 2 0.001928640
## 184 syllable expressing fowl 2 0.001928640
## 185 uncertain rustling purple 2 0.001928640
## 186 back tempest night 2 0.001928640
## 187 songs burden bore 2 0.001928640
## 188 tossed thee ashore 2 0.001928640
## 189 chamber door bird 2 0.001928640
## 190 perched sat ebony 2 0.001928640
## 191 thrilled filled fantastic 2 0.001928640
## 192 ghost floor eagerly 2 0.001928640
## 193 blessed bird chamber 2 0.001928640
## 194 rapping rapping chamber 2 0.001928640
## 195 undaunted desert land 2 0.001928640
## 196 nevermore sign parting 2 0.001928640
## 197 floating floor lifted 2 0.001928640
## 198 fast faster till 2 0.001928640
## 199 quaint curious volume 2 0.001928640
## 200 beast sculptured bust 2 0.001928640
## 201 shore leave black 2 0.001928640
## 202 betook linking fancy 2 0.001928640
## 203 volume forgotten lore 2 0.001928640
## 204 grim ungainly ghastly 2 0.001928640
## 205 eagerly wished morrow 2 0.001928640
## 206 door velvet sinking 2 0.001928640
## 207 wore thy crest 2 0.001928640
## 208 morrow vainly sought 2 0.001928640
## 209 lord lady perched 2 0.001928640
## 210 lenore whispered echo 2 0.001928640
## 211 spoken leave loneliness 2 0.001928640
## 212 stopped stayed mien 2 0.001928640
## 213 perfumed unseen censer 2 0.001928640
## 214 bore nevermore raven 2 0.001928640
## 215 forgiveness implore fact 2 0.001928640
## 216 er velvet violet 2 0.001928640
## 217 thereat mystery explore 2 0.001928640
## 218 dreary pondered weak 2 0.001928640
## 219 raven nevermore raven 2 0.001928640
## 220 kind nepenthe forget 2 0.001928640
## 221 feather fluttered till 2 0.001928640
## 222 memories lenore quaff 2 0.001928640
## 223 bird yore meant 2 0.001928640
## 224 nevermore marvelled ungainly 2 0.001928640
## 225 raven flitting sitting 2 0.001928640
## 226 outpour farther uttered 2 0.001928640
## 227 bust door velvet 2 0.001928640
## 228 wished morrow vainly 2 0.001928640
## 229 distant aidenn clasp 2 0.001928640
## 230 curtain thrilled filled 2 0.001928640
## 231 days yore obeisance 2 0.001928640
## 232 late visiter entreating 2 0.001928640
## 233 thy soul spoken 2 0.001928640
## 234 perched bust pallas 2 0.001928640
## 235 till scarcely muttered 2 0.001928640
## 236 mortals dared dream 2 0.001928640
## 237 god adore soul 2 0.001928640
## 238 quit bust door 2 0.001928640
## 239 leave loneliness unbroken 2 0.001928640
## 240 thinking ominous bird 2 0.001928640
## 241 bore agreeing living 2 0.001928640
## 242 chamber door visitor 2 0.001928640
## 243 bust chamber door 2 0.001928640
## 244 angels lenore clasp 2 0.001928640
## 245 devil tempter tempest 2 0.001928640
## 246 flown morrow leave 2 0.001928640
## 247 tufted floor wretch 2 0.001928640
## 248 opened wide door 2 0.001928640
## 249 lost lenore quoth 2 0.001928640
## 250 front bird bust 2 0.001928640
## 251 rapping faintly tapping 2 0.001928640
## 252 flung shutter flirt 2 0.001928640
## 253 friends flown morrow 2 0.001928640
## 254 raven nevermore marvelled 2 0.001928640
## 255 heard opened wide 2 0.001928640
## 256 open flung shutter 2 0.001928640
## 257 stock store caught 2 0.001928640
## 258 nameless evermore silken 2 0.001928640
## 259 velvet violet lining 2 0.001928640
## 260 peering long stood 2 0.001928640
## 261 sat divining head 2 0.001928640
## 262 perched chamber door 2 0.001928640
## 263 stayed mien lord 2 0.001928640
## 264 ungainly ghastly gaunt 2 0.001928640
## 265 bird chamber door 2 0.001928640
## 266 melancholy burden bore 2 0.001928640
## 267 rustling purple curtain 2 0.001928640
## 268 black plume token 2 0.001928640
## 269 moment mystery explore 2 0.001928640
## 270 streaming throws shadows 2 0.001928640
## 271 quaff quaff kind 2 0.001928640
## 272 dreams mortals dared 2 0.001928640
## 273 lady perched chamber 2 0.001928640
## 274 spoken whispered word 2 0.001928640
## 275 nevermore sat engaged 2 0.001928640
## 276 door eyes demon 2 0.001928640
## 277 swung seraphim foot 2 0.001928640
## 278 hath lent thee 2 0.001928640
## 279 rapping chamber door 2 0.001928640
## 280 plume token lie 2 0.001928640
## 281 forget lost lenore 2 0.001928640
## 282 broken reply aptly 2 0.001928640
## 283 cushion velvet lining 2 0.001928640
## 284 store caught unhappy 2 0.001928640
## 285 living human blessed 2 0.001928640
## 286 felt beating heart 2 0.001928640
## 287 flown bird nevermore 2 0.001928640
## 288 divining head ease 2 0.001928640
## 289 wheeled cushioned seat 2 0.001928640
## 290 beguiling sad soul 2 0.001928640
## 291 lamp light gloated 2 0.001928640
## 292 lattice thereat mystery 2 0.001928640
## 293 aptly spoken doubtless 2 0.001928640
## 294 core sat divining 2 0.001928640
## 295 soul burning heard 2 0.001928640
## 296 hopes flown bird 2 0.001928640
## 297 foot falls tinkled 2 0.001928640
## 298 stronger hesitating longer 2 0.001928640
## 299 thee ashore desolate 2 0.001928640
## 300 mystery explore wind 2 0.001928640
## 301 dying ember wrought 2 0.001928640
## 302 wondering fearing doubting 2 0.001928640
## 303 window lattice thereat 2 0.001928640
## 304 morrow leave hopes 2 0.001928640
## 305 stood repeating visiter 2 0.001928640
## 306 form door quoth 2 0.001928640
## 307 pallid bust pallas 2 0.001928640
## 308 hath thee respite 2 0.001928640
## 309 meant croaking nevermore 2 0.001928640
## 310 uttered feather fluttered 2 0.001928640
## 311 hope melancholy burden 2 0.001928640
## 312 soul grew stronger 2 0.001928640
## 313 faster till songs 2 0.001928640
## 314 door ah distinctly 2 0.001928640
## 315 lenore nameless evermore 2 0.001928640
## 316 chamber door ah 2 0.001928640
## 317 curious volume forgotten 2 0.001928640
## 318 word lenore back 2 0.001928640
## 319 fancy fancy thinking 2 0.001928640
## 320 turning soul burning 2 0.001928640
## 321 expressing fowl fiery 2 0.001928640
## 322 bird beguiling sad 2 0.001928640
## 323 sinking betook linking 2 0.001928640
## 324 lenore quaff quaff 2 0.001928640
## 325 tapping gently rapping 2 0.001928640
## 326 desolate undaunted desert 2 0.001928640
## 327 bird nevermore startled 2 0.001928640
## 328 door presently soul 2 0.001928640
## 329 fearing doubting dreaming 2 0.001928640
## 330 nevermore startled stillness 2 0.001928640
## 331 discourse plainly answer 2 0.001928640
## 332 gently rapping rapping 2 0.001928640
## 333 thy crest shorn 2 0.001928640
## 334 light gloating er 2 0.001928640
## 335 leave hopes flown 2 0.001928640
## 336 craven ghastly grim 2 0.001928640
## 337 leave black plume 2 0.001928640
## 338 beak heart thy 2 0.001928640
## 339 disaster fast faster 2 0.001928640
## 340 lost lenore rare 2 0.001928640
## 341 door perched sat 2 0.001928640
## 342 grew denser perfumed 2 0.001928640
## 343 pondered weak weary 2 0.001928640
## 344 land enchanted home 2 0.001928640
## 345 ebony bird beguiling 2 0.001928640
## 346 edgar allan poe 2 0.001928640
## 347 tempter tempest tossed 2 0.001928640
## 348 sign parting bird 2 0.001928640
## 349 sitting lonely placid 2 0.001928640
## 350 token word spoken 2 0.001928640
## 351 saintly days yore 2 0.001928640
## 352 silence unbroken stillness 2 0.001928640
## 353 unhappy master unmerciful 2 0.001928640
## 354 bird yore grim 2 0.001928640
## 355 lamp light er 2 0.001928640
## 356 sad fancy smiling 2 0.001928640
## 357 hesitating longer sir 2 0.001928640
## 358 sat engaged guessing 2 0.001928640
## 359 sat ebony bird 2 0.001928640
## 360 clasp sainted maiden 2 0.001928640
## 361 plutonian shore quoth 2 0.001928640
## 362 stern decorum countenance 2 0.001928640
## 363 beating heart stood 2 0.001928640
## 364 smiling straight wheeled 2 0.001928640
## 365 lamp light gloating 2 0.001928640
## 366 dreaming dreams mortals 2 0.001928640
## 367 master unmerciful disaster 2 0.001928640
## 368 nodded napping suddenly 2 0.001928640
## 369 respite respite nepenthe 2 0.001928640
## 370 floor wretch cried 2 0.001928640
## 371 surely window lattice 2 0.001928640
## 372 word soul word 2 0.001928640
## 373 flirt flutter stepped 2 0.001928640
## 374 yore grim ungainly 2 0.001928640
## 375 fowl hear discourse 2 0.001928640
## 376 shore thy lordly 2 0.001928640
## 377 methought air grew 2 0.001928640
## 378 stepped stately raven 2 0.001928640
## 379 presently soul grew 2 0.001928640
## 380 marvelled ungainly fowl 2 0.001928640
## 381 seat front bird 2 0.001928640
## 382 bird beast sculptured 2 0.001928640
## 383 lenore back chamber 2 0.001928640
## 384 sainted maiden angels 2 0.001928640
## 385 light er streaming 2 0.001928640
## 386 head ease reclining 2 0.001928640
## 387 shrieked upstarting thee 2 0.001928640
## 388 nevermore methought air 2 0.001928640
## 389 darkness deep darkness 2 0.001928640
## 390 sad soul smiling 2 0.001928640
## 391 thy memories lenore 2 0.001928640
## 392 art craven ghastly 2 0.001928640
## 393 ashore desolate undaunted 2 0.001928640
## 394 obeisance made minute 2 0.001928640
## 395 till songs burden 2 0.001928640
## 396 lonely placid bust 2 0.001928640
## 397 smiling grave stern 2 0.001928640
## 398 sought borrow books 2 0.001928640
## 399 unseen censer swung 2 0.001928640
## 400 raven wandering nightly 2 0.001928640
## 401 fancy thinking ominous 2 0.001928640
## 402 bust door thy 2 0.001928640
## 403 press ah nevermore 2 0.001928640
## 404 doubting dreaming dreams 2 0.001928640
## 405 explore heart moment 2 0.001928640
## 406 cushioned seat front 2 0.001928640
## 407 nepenthe forget lost 2 0.001928640
## 408 denser perfumed unseen 2 0.001928640
## 409 lie thy soul 2 0.001928640
## 410 thee back tempest 2 0.001928640
## 411 reply aptly spoken 2 0.001928640
## 412 haunted implore balm 2 0.001928640
## 413 deep darkness peering 2 0.001928640
## 414 thy lordly night 2 0.001928640
## 415 muttered tapping chamber 2 0.001928640
## 416 human blessed bird 2 0.001928640
## 417 borrow books surcease 2 0.001928640
## 418 angels lenore nameless 2 0.001928640
## 419 sorrow laden distant 2 0.001928640
## 420 parting bird fiend 2 0.001928640
## 421 till dirges hope 2 0.001928640
## 422 thou art craven 2 0.001928640
## 423 er streaming throws 2 0.001928640
## 424 lies floating floor 2 0.001928640
## 425 dared dream silence 2 0.001928640
## 426 books surcease sorrow 2 0.001928640
## 427 er press ah 2 0.001928640
## 428 lordly night plutonian 2 0.001928640
## 429 linking fancy fancy 2 0.001928640
## 430 lenore clasp rare 2 0.001928640
## 431 startled stillness broken 2 0.001928640
## 432 soul shadow lies 2 0.001928640
## 433 tinkled tufted floor 2 0.001928640
## 434 heaven bends god 2 0.001928640
## 435 chamber door eyes 2 0.001928640
## 436 sir madam forgiveness 2 0.001928640
## 437 repeating visiter entreating 2 0.001928640
## 438 agreeing living human 2 0.001928640
## 439 implore fact napping 2 0.001928640
## 440 nevermore raven sitting 2 0.001928640
## 441 wandering nightly shore 2 0.001928640
## 442 bird devil tempter 2 0.001928640
## 443 door visitor muttered 2 0.001928640
## 444 unbroken stillness gave 2 0.001928640
## 445 gave token word 2 0.001928640
## 446 laden distant aidenn 2 0.001928640
## 447 echo murmured back 2 0.001928640
## 448 long stood wondering 2 0.001928640
## 449 ghastly gaunt ominous 2 0.001928640
## 450 fancy smiling grave 2 0.001928640
## 451 reclining cushion velvet 2 0.001928640
## 452 raven edgar allan 2 0.001928640
## 453 wide door darkness 2 0.001928640
## 454 filled fantastic terrors 2 0.001928640
## 455 darkness peering long 2 0.001928640
## 456 engaged guessing syllable 2 0.001928640
## 457 word outpour farther 2 0.001928640
## 458 guessing syllable expressing 2 0.001928640
## 459 burned bosom core 2 0.001928640
## 460 murmured back word 2 0.001928640
## 461 fiend shrieked upstarting 2 0.001928640
## 462 nightly shore thy 2 0.001928640
## 463 gloated er velvet 2 0.001928640
## 464 aidenn clasp sainted 2 0.001928640
## 465 farther uttered feather 2 0.001928640
## 466 home horror haunted 2 0.001928640
## 467 violet lining lamp 2 0.001928640
## 468 suddenly tapping gently 2 0.001928640
## 469 flutter stepped stately 2 0.001928640
## 470 shore quoth raven 2 0.001928640
## 471 visitor muttered tapping 2 0.001928640
## 472 gilead implore quoth 2 0.001928640
## 473 thee respite respite 2 0.001928640
## 474 soul spoken leave 2 0.001928640
## 475 angels lenore quoth 2 0.001928640
## 476 fantastic terrors felt 2 0.001928640
## 477 tapping tapping chamber 2 0.001928640
## 478 dream silence unbroken 2 0.001928640
## 479 chamber door scarce 2 0.001928640
## 480 remember bleak december 2 0.001928640
## 481 ungainly fowl hear 2 0.001928640
## 482 sad uncertain rustling 2 0.001928640
## 483 heart thy form 2 0.001928640
## 484 wretch cried thy 2 0.001928640
## 485 desert land enchanted 2 0.001928640
## 486 heart moment mystery 2 0.001928640
## 487 hear discourse plainly 2 0.001928640
## 488 chamber door nevermore 2 0.001928640
## 489 back chamber turning 2 0.001928640
## 490 napping suddenly tapping 2 0.001928640
## 491 door darkness deep 2 0.001928640
## 492 eyes burned bosom 2 0.001928640babble(ng = raven2, genlen = 12)## [1] "light gloated er velvet violet lining lamp light gloated er velvet violet "ravenn <- ngram_asweka(raven, min = 2, max = 6, sep = " ") %>% as.data.frame() #separator is a space here
ravenn <- as.data.frame(table(ravenn)) %>% filter(Freq > 1) #table by frequency, convert to dataframe, filter for minimum frequency of 1
ravenn| ravenn | Freq |
|---|---|
| adore soul | 2 |
| adore soul sorrow | 2 |
| adore soul sorrow laden | 2 |
| adore soul sorrow laden distant | 2 |
| adore soul sorrow laden distant aidenn | 2 |
| agreeing living | 2 |
| agreeing living human | 2 |
| agreeing living human blessed | 2 |
| agreeing living human blessed bird | 2 |
| agreeing living human blessed bird chamber | 2 |
| ah distinctly | 2 |
| ah distinctly remember | 2 |
| ah distinctly remember bleak | 2 |
| ah distinctly remember bleak december | 2 |
| ah distinctly remember bleak december separate | 2 |
| ah nevermore | 2 |
| ah nevermore methought | 2 |
| ah nevermore methought air | 2 |
| ah nevermore methought air grew | 2 |
| ah nevermore methought air grew denser | 2 |
| aidenn clasp | 2 |
| aidenn clasp sainted | 2 |
| aidenn clasp sainted maiden | 2 |
| aidenn clasp sainted maiden angels | 2 |
| aidenn clasp sainted maiden angels lenore | 2 |
| air grew | 2 |
| air grew denser | 2 |
| air grew denser perfumed | 2 |
| air grew denser perfumed unseen | 2 |
| air grew denser perfumed unseen censer | 2 |
| allan poe | 2 |
| allan poe midnight | 2 |
| allan poe midnight dreary | 2 |
| allan poe midnight dreary pondered | 2 |
| allan poe midnight dreary pondered weak | 2 |
| ancient raven | 2 |
| ancient raven wandering | 2 |
| ancient raven wandering nightly | 2 |
| ancient raven wandering nightly shore | 2 |
| ancient raven wandering nightly shore thy | 2 |
| angels hath | 2 |
| angels hath thee | 2 |
| angels hath thee respite | 2 |
| angels hath thee respite respite | 2 |
| angels hath thee respite respite nepenthe | 2 |
| angels lenore | 6 |
| angels lenore clasp | 2 |
| angels lenore clasp rare | 2 |
| angels lenore clasp rare radiant | 2 |
| angels lenore clasp rare radiant maiden | 2 |
| angels lenore nameless | 2 |
| angels lenore nameless evermore | 2 |
| angels lenore nameless evermore silken | 2 |
| angels lenore nameless evermore silken sad | 2 |
| angels lenore quoth | 2 |
| angels lenore quoth raven | 2 |
| angels lenore quoth raven nevermore | 2 |
| angels lenore quoth raven nevermore sign | 2 |
| answer meaning | 2 |
| answer meaning relevancy | 2 |
| answer meaning relevancy bore | 2 |
| answer meaning relevancy bore agreeing | 2 |
| answer meaning relevancy bore agreeing living | 2 |
| aptly spoken | 2 |
| aptly spoken doubtless | 2 |
| aptly spoken doubtless utters | 2 |
| aptly spoken doubtless utters stock | 2 |
| aptly spoken doubtless utters stock store | 2 |
| art craven | 2 |
| art craven ghastly | 2 |
| art craven ghastly grim | 2 |
| art craven ghastly grim ancient | 2 |
| art craven ghastly grim ancient raven | 2 |
| ashore desolate | 2 |
| ashore desolate undaunted | 2 |
| ashore desolate undaunted desert | 2 |
| ashore desolate undaunted desert land | 2 |
| ashore desolate undaunted desert land enchanted | 2 |
| back chamber | 2 |
| back chamber turning | 2 |
| back chamber turning soul | 2 |
| back chamber turning soul burning | 2 |
| back chamber turning soul burning heard | 2 |
| back tempest | 2 |
| back tempest night | 2 |
| back tempest night plutonian | 2 |
| back tempest night plutonian shore | 2 |
| back tempest night plutonian shore leave | 2 |
| back word | 2 |
| back word lenore | 2 |
| back word lenore back | 2 |
| back word lenore back chamber | 2 |
| back word lenore back chamber turning | 2 |
| balm gilead | 2 |
| balm gilead implore | 2 |
| balm gilead implore quoth | 2 |
| balm gilead implore quoth raven | 2 |
| balm gilead implore quoth raven nevermore | 2 |
| beak heart | 2 |
| beak heart thy | 2 |
| beak heart thy form | 2 |
| beak heart thy form door | 2 |
| beak heart thy form door quoth | 2 |
| beast sculptured | 2 |
| beast sculptured bust | 2 |
| beast sculptured bust chamber | 2 |
| beast sculptured bust chamber door | 2 |
| beast sculptured bust chamber door nevermore | 2 |
| beating heart | 2 |
| beating heart stood | 2 |
| beating heart stood repeating | 2 |
| beating heart stood repeating visiter | 2 |
| beating heart stood repeating visiter entreating | 2 |
| beguiling sad | 4 |
| beguiling sad fancy | 2 |
| beguiling sad fancy smiling | 2 |
| beguiling sad fancy smiling grave | 2 |
| beguiling sad fancy smiling grave stern | 2 |
| beguiling sad soul | 2 |
| beguiling sad soul smiling | 2 |
| beguiling sad soul smiling straight | 2 |
| beguiling sad soul smiling straight wheeled | 2 |
| bends god | 2 |
| bends god adore | 2 |
| bends god adore soul | 2 |
| bends god adore soul sorrow | 2 |
| bends god adore soul sorrow laden | 2 |
| betook linking | 2 |
| betook linking fancy | 2 |
| betook linking fancy fancy | 2 |
| betook linking fancy fancy thinking | 2 |
| betook linking fancy fancy thinking ominous | 2 |
| bird beast | 2 |
| bird beast sculptured | 2 |
| bird beast sculptured bust | 2 |
| bird beast sculptured bust chamber | 2 |
| bird beast sculptured bust chamber door | 2 |
| bird beguiling | 2 |
| bird beguiling sad | 2 |
| bird beguiling sad fancy | 2 |
| bird beguiling sad fancy smiling | 2 |
| bird beguiling sad fancy smiling grave | 2 |
| bird bust | 2 |
| bird bust door | 2 |
| bird bust door velvet | 2 |
| bird bust door velvet sinking | 2 |
| bird bust door velvet sinking betook | 2 |
| bird chamber | 2 |
| bird chamber door | 2 |
| bird chamber door bird | 2 |
| bird chamber door bird beast | 2 |
| bird chamber door bird beast sculptured | 2 |
| bird devil | 4 |
| bird devil heaven | 2 |
| bird devil heaven bends | 2 |
| bird devil heaven bends god | 2 |
| bird devil heaven bends god adore | 2 |
| bird devil tempter | 2 |
| bird devil tempter tempest | 2 |
| bird devil tempter tempest tossed | 2 |
| bird devil tempter tempest tossed thee | 2 |
| bird fiend | 2 |
| bird fiend shrieked | 2 |
| bird fiend shrieked upstarting | 2 |
| bird fiend shrieked upstarting thee | 2 |
| bird fiend shrieked upstarting thee back | 2 |
| bird nevermore | 2 |
| bird nevermore startled | 2 |
| bird nevermore startled stillness | 2 |
| bird nevermore startled stillness broken | 2 |
| bird nevermore startled stillness broken reply | 2 |
| bird yore | 4 |
| bird yore grim | 2 |
| bird yore grim ungainly | 2 |
| bird yore grim ungainly ghastly | 2 |
| bird yore grim ungainly ghastly gaunt | 2 |
| bird yore meant | 2 |
| bird yore meant croaking | 2 |
| bird yore meant croaking nevermore | 2 |
| bird yore meant croaking nevermore sat | 2 |
| black plume | 2 |
| black plume token | 2 |
| black plume token lie | 2 |
| black plume token lie thy | 2 |
| black plume token lie thy soul | 2 |
| bleak december | 2 |
| bleak december separate | 2 |
| bleak december separate dying | 2 |
| bleak december separate dying ember | 2 |
| bleak december separate dying ember wrought | 2 |
| blessed bird | 2 |
| blessed bird chamber | 2 |
| blessed bird chamber door | 2 |
| blessed bird chamber door bird | 2 |
| blessed bird chamber door bird beast | 2 |
| books surcease | 2 |
| books surcease sorrow | 2 |
| books surcease sorrow sorrow | 2 |
| books surcease sorrow sorrow lost | 2 |
| books surcease sorrow sorrow lost lenore | 2 |