Actividad 2- analisis de texto
Sebastián Fajardo- A01412035
2025-10-06
#install.packages("tm")
#install.packages("SnowballC")
#install.packages("wordcloud")
#install.packages("RColorBrewer")
#install.packages("dplyr")
#install.packages("tidyr")
#install.packages("stringr")
#install.packages("udpipe")
#install.packages("lattice")
#install.packages("ggplot2")
#install.packages("lubridate") library(tm)## Loading required package: NLPlibrary(SnowballC)
library(wordcloud)## Loading required package: RColorBrewerlibrary(RColorBrewer)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(tidyr)
library(stringr)
library(udpipe)
library(lattice)
library(ggplot2)##
## Attaching package: 'ggplot2'## The following object is masked from 'package:NLP':
##
## annotatelibrary(lubridate)##
## Attaching package: 'lubridate'## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, unionudmodel_file <- 'english-ewt-ud-2.5-191206.udpipe'
if (!file.exists(udmodel_file)) {
udmodel <- udpipe_download_model(language = "english")
}
udmodel_english <- udpipe_load_model(file = udmodel_file)reviews_raw <- read.csv('all_kindle_review .csv', stringsAsFactors = FALSE)
# Limpiamos los nombres de las columnas
names(reviews_raw) <- str_trim(names(reviews_raw))
reviews <- reviews_raw %>%
select(rating, reviewText, reviewTime) %>%
mutate(reviewTime = mdy(reviewTime)) %>%
filter(!is.na(reviewTime), reviewText != "")
glimpse(reviews)## Rows: 12,000
## Columns: 3
## $ rating <int> 3, 5, 3, 3, 4, 5, 2, 4, 5, 4, 1, 4, 1, 4, 5, 2, 4, 1, 5, 4,…
## $ reviewText <chr> "Jace Rankin may be short, but he's nothing to mess with, a…
## $ reviewTime <date> 2010-09-02, 2013-10-08, 2014-04-11, 2014-07-05, 2012-12-31…ggplot(reviews, aes(x = factor(rating))) +
geom_bar(fill = "steelblue") +
labs(title = "Distribución de Calificaciones (Ratings)",
x = "Rating",
y = "Cantidad de Reseñas") +
theme_minimal()
reviews %>%
mutate(year = year(reviewTime)) %>%
count(year) %>%
ggplot(aes(x = factor(year), y = n)) +
geom_bar(stat = "identity", fill = "skyblue") +
labs(title = "Número de Reseñas por Año",
x = "Año",
y = "Cantidad de Reseñas") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
reviews_filtered <- reviews %>%
filter(reviewTime >= as.Date("2013-01-01") & reviewTime <= as.Date("2013-06-30"))
reviews_pos <- reviews_filtered %>% filter(rating == 5)
reviews_neg <- reviews_filtered %>% filter(rating == 1)
cat("Total de reseñas en el periodo:", nrow(reviews_filtered), "\n")## Total de reseñas en el periodo: 2444cat("Reseñas Positivas (5 estrellas):", nrow(reviews_pos), "\n")## Reseñas Positivas (5 estrellas): 632cat("Reseñas Negativas (1 estrella):", nrow(reviews_neg), "\n")## Reseñas Negativas (1 estrella): 383analizar_texto <- function(df, titulo) {
cat("\n\n==================================================")
cat("\nINICIANDO ANÁLISIS PARA:", titulo)
cat("\n==================================================\n")
# 1. Crear Corpus y Limpieza General
docs <- Corpus(VectorSource(df$reviewText))
docs_clean <- docs %>%
tm_map(content_transformer(tolower)) %>%
tm_map(removeNumbers) %>%
tm_map(removePunctuation) %>%
tm_map(stripWhitespace)
# Frecuencia de palabras ANTES de quitar stopwords
dtm_before <- TermDocumentMatrix(docs_clean)
m_before <- as.matrix(dtm_before)
v_before <- sort(rowSums(m_before), decreasing=TRUE)
d_before <- data.frame(word = names(v_before), freq=v_before)
cat("\n--- Palabras más frecuentes (ANTES de quitar stopwords) ---\n")
print(head(d_before, 20))
# Quitar stopwords
docs_clean <- docs_clean %>%
tm_map(removeWords, stopwords("english")) %>%
# Añadimos stopwords personalizadas y comunes en este contexto
tm_map(removeWords, c("book", "read", "story", "kindle", "author", "one", "also", "get", "just", "like"))
# 2. Term-Document Matrix (DESPUÉS de quitar stopwords)
dtm <- TermDocumentMatrix(docs_clean)
m <- as.matrix(dtm)
v <- sort(rowSums(m), decreasing=TRUE)
d <- data.frame(word = names(v), freq=v)
cat("\n--- Palabras más frecuentes (DESPUÉS de quitar stopwords) ---\n")
print(head(d, 20))
# 3. Nube de Palabras
set.seed(1234)
wordcloud(words = d$word, freq = d$freq, min.freq = 5,
max.words=100, random.order=FALSE, rot.per=0.35,
colors=brewer.pal(8, "Dark2"))
title(main = paste("Nube de Palabras -", titulo), font.main = 1, cex.main = 1.5)
# 4. Encontrar Asociaciones (para las 10 palabras más frecuentes)
cat("\n--- Asociaciones para las 10 palabras más frecuentes ---\n")
top_words <- head(d$word, 10)
for(word in top_words){
associations <- findAssocs(dtm, terms = word, corlimit = 0.1)
cat("\nPalabra:", word, "\n")
print(associations)
}
# 5. Análisis con udpipe (POS, RAKE)
# Usamos una muestra para agilizar el proceso si el dataset es muy grande
sample_text <- head(df$reviewText, 1000)
x <- udpipe_annotate(udmodel_english, x = sample_text)
x <- as.data.frame(x)
# Sustantivos
stats_noun <- subset(x, upos %in% c("NOUN"))
stats_noun <- txt_freq(stats_noun$token)
stats_noun$key <- factor(stats_noun$key, levels = rev(stats_noun$key))
print(barchart(key ~ freq, data = head(stats_noun, 20), col = "cadetblue",
main = paste("Sustantivos más comunes -", titulo)))
# Adjetivos
stats_adj <- subset(x, upos %in% c("ADJ"))
stats_adj <- txt_freq(stats_adj$token)
stats_adj$key <- factor(stats_adj$key, levels = rev(stats_adj$key))
print(barchart(key ~ freq, data = head(stats_adj, 20), col = "purple",
main = paste("Adjetivos más comunes -", titulo)))
# Verbos
stats_verb <- subset(x, upos %in% c("VERB"))
stats_verb <- txt_freq(stats_verb$token)
stats_verb$key <- factor(stats_verb$key, levels = rev(stats_verb$key))
print(barchart(key ~ freq, data = head(stats_verb, 20), col = "gold",
main = paste("Verbos más comunes -", titulo)))
# 6. Algoritmo RAKE
stats_rake <- keywords_rake(x = x, term = "lemma", group = "doc_id",
relevant = x$upos %in% c("NOUN", "ADJ"))
stats_rake$key <- factor(stats_rake$keyword, levels = rev(stats_rake$keyword))
print(barchart(key ~ rake, data = head(subset(stats_rake, freq > 2), 20), col = "red",
main = paste("Frases Clave (RAKE) -", titulo)))
}analizar_texto(reviews_pos, "Reseñas Positivas (5 Estrellas)")##
##
## ==================================================
## INICIANDO ANÁLISIS PARA: Reseñas Positivas (5 Estrellas)
## ==================================================## Warning in tm_map.SimpleCorpus(., content_transformer(tolower)): transformation
## drops documents## Warning in tm_map.SimpleCorpus(., removeNumbers): transformation drops
## documents## Warning in tm_map.SimpleCorpus(., removePunctuation): transformation drops
## documents## Warning in tm_map.SimpleCorpus(., stripWhitespace): transformation drops
## documents##
## --- Palabras más frecuentes (ANTES de quitar stopwords) ---
## word freq
## the the 1697
## and and 1205
## this this 733
## book book 426
## was was 383
## read read 377
## that that 368
## you you 334
## for for 307
## with with 293
## story story 289
## have have 243
## love love 241
## but but 210
## her her 204
## books books 187
## are are 187
## one one 182
## good good 179
## all all 179## Warning in tm_map.SimpleCorpus(., removeWords, stopwords("english")):
## transformation drops documents## Warning in tm_map.SimpleCorpus(., removeWords, c("book", "read", "story", :
## transformation drops documents##
## --- Palabras más frecuentes (DESPUÉS de quitar stopwords) ---
## word freq
## love love 241
## books books 187
## good good 179
## series series 165
## great great 152
## characters characters 131
## reading reading 121
## really really 117
## will will 113
## loved loved 106
## stories stories 91
## well well 90
## can can 83
## enjoyed enjoyed 83
## time time 82
## way way 70
## next next 65
## first first 63
## recommend recommend 63
## cant cant 61
##
## --- Asociaciones para las 10 palabras más frecuentes ---
##
## Palabra: love
## $love
## colter kgi awakened closure eerie
## 0.28 0.28 0.25 0.25 0.25
## final points realism reccomend storythere
## 0.25 0.25 0.25 0.25 0.25
## wounds zsadists betreyal couragious criptic
## 0.25 0.25 0.25 0.25 0.25
## familylove forgive luc lucs paini
## 0.25 0.25 0.25 0.25 0.25
## skye sompalpable forgiveness sunset pain
## 0.25 0.25 0.24 0.24 0.23
## education maya away fell particular
## 0.22 0.21 0.21 0.21 0.21
## rare self fall angel appointed
## 0.20 0.20 0.20 0.20 0.20
## ass attentions austen blurred cinderella
## 0.20 0.20 0.20 0.20 0.20
## clenching conquers conspire crass deanes
## 0.20 0.20 0.20 0.20 0.20
## deceased despises distract dolt editing
## 0.20 0.20 0.20 0.20 0.20
## emmeline enterprising entitled errant escapades
## 0.20 0.20 0.20 0.20 0.20
## furthermore guardian happily hiram hirams
## 0.20 0.20 0.20 0.20 0.20
## imperfections invoked jealous judge kick
## 0.20 0.20 0.20 0.20 0.20
## kindly lauged lawyer letter literally
## 0.20 0.20 0.20 0.20 0.20
## mannered marcia marks members mirandas
## 0.20 0.20 0.20 0.20 0.20
## nate nathaniel nathaniels nephew obtain
## 0.20 0.20 0.20 0.20 0.20
## occasional phobes phoebe phoebes presence
## 0.20 0.20 0.20 0.20 0.20
## proclamation prominent raise refined reproduction
## 0.20 0.20 0.20 0.20 0.20
## sail scannedphoebe scheming schuyler sees
## 0.20 0.20 0.20 0.20 0.20
## soft spafford spoken stalk state
## 0.20 0.20 0.20 0.20 0.20
## stepmother succeeded suffering suit teeth
## 0.20 0.20 0.20 0.20 0.20
## towns truthfully typos uncle unwelcome
## 0.20 0.20 0.20 0.20 0.20
## visits wishing york abound achieve
## 0.20 0.20 0.20 0.20 0.20
## brutal diane fertile fortune gaston
## 0.20 0.20 0.20 0.20 0.20
## groundthis toldtwo wartogether wherever brought
## 0.20 0.20 0.20 0.20 0.19
## hero determined accept fear albert
## 0.19 0.19 0.19 0.19 0.19
## poor appears emotions disappoint watching
## 0.19 0.19 0.19 0.18 0.18
## husband meets miranda happy banks
## 0.18 0.18 0.18 0.17 0.17
## mother green child marry issues
## 0.17 0.17 0.17 0.17 0.17
## guys rejection became deane girl
## 0.17 0.17 0.17 0.17 0.16
## gets claim deeper siblings emotional
## 0.16 0.16 0.16 0.16 0.16
## sight enthralled felt caused bookthis
## 0.16 0.16 0.16 0.16 0.16
## boundaries adored leigh lora honestly
## 0.16 0.16 0.16 0.16 0.16
## tradition understood wide orphan quality
## 0.16 0.16 0.16 0.16 0.16
## half truly course passion many
## 0.15 0.15 0.15 0.15 0.15
## thanks city father gem sorry
## 0.15 0.15 0.15 0.15 0.15
## hate face complain view heal
## 0.15 0.15 0.15 0.15 0.15
## begins word amazed best series
## 0.15 0.15 0.15 0.14 0.14
## character zsadist wrong approach exchange
## 0.14 0.14 0.14 0.14 0.14
## flying futuresagain grows hang hawks
## 0.14 0.14 0.14 0.14 0.14
## mistakes sachin storiesi undeniable visit
## 0.14 0.14 0.14 0.14 0.14
## assisted crush fiance gone goodbye
## 0.14 0.14 0.14 0.14 0.14
## humiliation infidelities loser impatiently tootheir
## 0.14 0.14 0.14 0.14 0.14
## arielle chemestry needed push sneaky
## 0.14 0.14 0.14 0.14 0.14
## zack know awesome hurts went
## 0.14 0.13 0.13 0.13 0.13
## romance mission fact least paranormal
## 0.13 0.13 0.13 0.13 0.13
## pick learning pasts reviewers states
## 0.13 0.13 0.13 0.13 0.13
## immediately intend include told bride
## 0.13 0.13 0.13 0.13 0.13
## crying lovers despised helped lover
## 0.13 0.13 0.13 0.13 0.13
## beauty nicely plain present pictures
## 0.13 0.13 0.13 0.13 0.13
## towards mild triology clearly deeply
## 0.13 0.13 0.13 0.13 0.13
## everytime proposal woods visited indeed
## 0.13 0.13 0.13 0.13 0.13
## way family meeting loose doesnt
## 0.12 0.12 0.12 0.12 0.12
## live bella fans possible scared
## 0.12 0.12 0.12 0.12 0.12
## took main scene sadness clean
## 0.12 0.12 0.12 0.12 0.12
## describe begin shortly yes beloved
## 0.12 0.12 0.12 0.12 0.12
## loss will reason copy lives
## 0.12 0.11 0.11 0.11 0.11
## beautiful wanted works house evil
## 0.11 0.11 0.10 0.10 0.10
## wife lose isnt money picked
## 0.10 0.10 0.10 0.10 0.10
## finds guy
## 0.10 0.10
##
##
## Palabra: books
## $books
## bundle cian follows himps
## 0.31 0.30 0.30 0.30
## hoot worry reviews order
## 0.30 0.30 0.29 0.25
## irishman mallerys necessary sisters
## 0.24 0.24 0.24 0.24
## wouldbe impressed say likes
## 0.24 0.23 0.23 0.22
## series next three first
## 0.21 0.21 0.21 0.20
## packed cry location released
## 0.20 0.20 0.20 0.20
## werewolves follow sorry blood
## 0.19 0.19 0.19 0.19
## susan imagine range lost
## 0.19 0.19 0.18 0.17
## rising builds consists counted
## 0.17 0.17 0.17 0.17
## courageousthe dauntlessthe desperate displace
## 0.17 0.17 0.17 0.17
## epic fearlessthe fleet frontier
## 0.17 0.17 0.17 0.17
## geary genius handful invincible
## 0.17 0.17 0.17 0.17
## locations ofthe opponents reasoned
## 0.17 0.17 0.17 0.17
## relentless relentlessandthe run seemingly
## 0.17 0.17 0.17 0.17
## serieseach seriesthe standard syndics
## 0.17 0.17 0.17 0.17
## tactical tangible universethe valiantthe
## 0.17 0.17 0.17 0.17
## victorious anxiously arc blog
## 0.17 0.17 0.17 0.17
## customer expecting horrible lark
## 0.17 0.17 0.17 0.17
## preorder rarely updates ware
## 0.17 0.17 0.17 0.17
## website far space last
## 0.17 0.16 0.16 0.16
## already paranormal apocrypha post
## 0.16 0.16 0.15 0.15
## jennifer illustrations staying border
## 0.15 0.15 0.15 0.15
## lair buying risks males
## 0.15 0.15 0.15 0.15
## currently checking exception carter
## 0.15 0.15 0.15 0.15
## bible sure set dont
## 0.14 0.14 0.14 0.14
## continues dark alliance available
## 0.14 0.14 0.14 0.13
## included authors original now
## 0.13 0.13 0.13 0.13
## bought dragon full knight
## 0.13 0.13 0.13 0.13
## called captain wizard length
## 0.13 0.13 0.13 0.13
## recommend excitement went name
## 0.12 0.12 0.12 0.12
## heart stand tales spot
## 0.12 0.12 0.12 0.12
## wanting complete warfare century
## 0.12 0.12 0.12 0.12
## apocryphafor apocryphaorking best can
## 0.11 0.11 0.11 0.11
## commentary direct editionor halleys
## 0.11 0.11 0.11 0.11
## handbook handbookhalleys handbookthe international
## 0.11 0.11 0.11 0.11
## intros jumporking kindlebible king
## 0.11 0.11 0.11 0.11
## kjv misbach navigation new
## 0.11 0.11 0.11 0.11
## provided ungers verse versiondeluxe
## 0.11 0.11 0.11 0.11
## reading laugh happy please
## 0.11 0.11 0.11 0.11
## action change famous withthis
## 0.11 0.11 0.11 0.11
## purchase jumps backlist clippings
## 0.11 0.11 0.11 0.11
## crusie lane late nineties
## 0.11 0.11 0.11 0.11
## phones hope expense regrets
## 0.11 0.11 0.11 0.11
## lovable rounded supernatural darcs
## 0.11 0.11 0.11 0.11
## eagerly explained itthe mating
## 0.11 0.11 0.11 0.11
## okayi patient peacefully rushed
## 0.11 0.11 0.11 0.11
## rushing substory successfully wonderfuli
## 0.11 0.11 0.11 0.11
## awaiting grace response important
## 0.11 0.11 0.11 0.11
## partner coming journey cards
## 0.11 0.11 0.11 0.11
## arent coachella mirage overly
## 0.11 0.11 0.11 0.11
## rancho boone june mckay
## 0.11 0.11 0.11 0.11
## pre seirre stores dip
## 0.11 0.11 0.11 0.11
## dusty mom protagonists wantthe
## 0.11 0.11 0.11 0.11
## livingston mallery plus livingstons
## 0.11 0.11 0.11 0.11
## appears final fifth flow
## 0.11 0.11 0.11 0.11
## crusoe writesa showing acidic
## 0.11 0.11 0.11 0.11
## anne arrives beasts bedding
## 0.11 0.11 0.11 0.11
## boasts bolts bonded capable
## 0.11 0.11 0.11 0.11
## controlled courageous crossbow darian
## 0.11 0.11 0.11 0.11
## darius defect deranged diamondtipped
## 0.11 0.11 0.11 0.11
## discerns draconia dragonriders eviltwo
## 0.11 0.11 0.11 0.11
## fearing features flaming former
## 0.11 0.11 0.11 0.11
## gradually grave healer injuries
## 0.11 0.11 0.11 0.11
## jared kelzy kingdoms latter
## 0.11 0.11 0.11 0.11
## likely lucan magically mated
## 0.11 0.11 0.11 0.11
## matesthis mccaffreys medieval neighouring
## 0.11 0.11 0.11 0.11
## nico odds openly othersbelora
## 0.11 0.11 0.11 0.11
## palace peril pern piercing
## 0.11 0.11 0.11 0.11
## prince requires resembles resting
## 0.11 0.11 0.11 0.11
## saved scales scarce secrets
## 0.11 0.11 0.11 0.11
## seriously serpentine skithdron skithdrons
## 0.11 0.11 0.11 0.11
## skiths solitary speech spit
## 0.11 0.11 0.11 0.11
## suddenly sympathetic thereby threesomes
## 0.11 0.11 0.11 0.11
## venerai venom venomous waged
## 0.11 0.11 0.11 0.11
## warn warned wellimagined wellmeaning
## 0.11 0.11 0.11 0.11
## willingly witnessed awhile quit
## 0.11 0.11 0.11 0.11
## stephanies central comei demanded
## 0.11 0.11 0.11 0.11
## demented expand extended hob
## 0.11 0.11 0.11 0.11
## meaningful shapeshifter storyi tch
## 0.11 0.11 0.11 0.11
## wicked markhat blossoming boating
## 0.11 0.11 0.11 0.11
## caution dogstacy driver endedjake
## 0.11 0.11 0.11 0.11
## fishing gina headed hide
## 0.11 0.11 0.11 0.11
## hinson identities incident jake
## 0.11 0.11 0.11 0.11
## libraryif limelight media nascar
## 0.11 0.11 0.11 0.11
## pastboth recognize somehow stacy
## 0.11 0.11 0.11 0.11
## wilkinsharlequin content destination opera
## 0.11 0.11 0.11 0.11
## six appropriate boroughs breathing
## 0.11 0.11 0.11 0.11
## browns christmas cliffc clive
## 0.11 0.11 0.11 0.11
## contrived cuslers dan disguises
## 0.11 0.11 0.11 0.11
## disney edgar expensive formulaic
## 0.11 0.11 0.11 0.11
## heck john loaded manifest
## 0.11 0.11 0.11 0.11
## merit packaged preceding produced
## 0.11 0.11 0.11 0.11
## regards rice serially unexporgated
## 0.11 0.11 0.11 0.11
## connecticut doas mysterys hateif
## 0.11 0.11 0.11 0.11
## comparison pales appreciated canon
## 0.11 0.11 0.11 0.11
## provide scriptural biance appetite
## 0.11 0.11 0.11 0.11
## leopards shape shifting wets
## 0.11 0.11 0.11 0.11
## look plots several adults
## 0.10 0.10 0.10 0.10
## come chapter ending knights
## 0.10 0.10 0.10 0.10
## play introduced
## 0.10 0.10
##
##
## Palabra: good
## $good
## reminded justice kings agreement
## 0.31 0.28 0.28 0.26
## angleall attitude bang bloody
## 0.26 0.26 0.26 0.26
## career chillingthe compelling concept
## 0.26 0.26 0.26 0.26
## dishing disturb drop dying
## 0.26 0.26 0.26 0.26
## equally feathers flash generally
## 0.26 0.26 0.26 0.26
## genres gritty hardboiled inthe
## 0.26 0.26 0.26 0.26
## isbut itanother jacqueline jokes
## 0.26 0.26 0.26 0.26
## led lessright majorly meaty
## 0.26 0.26 0.26 0.26
## nighttheres origin parts phineas
## 0.26 0.26 0.26 0.26
## proof publishing rollingin ruffling
## 0.26 0.26 0.26 0.26
## saving screaming selling separated
## 0.26 0.26 0.26 0.26
## shock sock sold sour
## 0.26 0.26 0.26 0.26
## stuffyoure survivor symbios treated
## 0.26 0.26 0.26 0.26
## troutt unpredictable whiskey youre
## 0.26 0.26 0.26 0.26
## stories clever fair include
## 0.23 0.22 0.22 0.22
## really keeps intro stephen
## 0.20 0.20 0.20 0.20
## thriller ebooks type ablaze
## 0.20 0.19 0.19 0.19
## alert angsts chills choices
## 0.19 0.19 0.19 0.19
## dante dips dominantly duncan
## 0.19 0.19 0.19 0.19
## filled flutter focuses forewarned
## 0.19 0.19 0.19 0.19
## inferno lolah malevolent megans
## 0.19 0.19 0.19 0.19
## orginality perfection predecessors progress
## 0.19 0.19 0.19 0.19
## reckoned reviting rippled salute
## 0.19 0.19 0.19 0.19
## scintillating spine stupid sub
## 0.19 0.19 0.19 0.19
## subsequent swoon undeniably valleys
## 0.19 0.19 0.19 0.19
## dinosaur tail wishes decisions
## 0.19 0.19 0.19 0.19
## egypt intelligent mixed mystique
## 0.19 0.19 0.19 0.19
## river smith smiths tho
## 0.19 0.19 0.19 0.19
## wilbur crime horror emotions
## 0.19 0.19 0.19 0.19
## readable squeamish advice arms
## 0.19 0.19 0.19 0.19
## blamed brock california deploy
## 0.19 0.19 0.19 0.19
## dumped earthquake emailed embarrassing
## 0.19 0.19 0.19 0.19
## expire flat forth gathered
## 0.19 0.19 0.19 0.19
## heartstringsi homebrock jockeyed landing
## 0.19 0.19 0.19 0.19
## mortification navy onehow placessample
## 0.19 0.19 0.19 0.19
## responding sailorfrom shift stayed
## 0.19 0.19 0.19 0.19
## swallowing waitress withdrew yeah
## 0.19 0.19 0.19 0.19
## hes mysteries famous none
## 0.18 0.18 0.17 0.17
## shy turns massive stands
## 0.17 0.17 0.17 0.17
## stranded bat bet bookthis
## 0.17 0.17 0.17 0.17
## brief buying daniels hits
## 0.17 0.17 0.17 0.17
## jack locked major mary
## 0.17 0.17 0.17 0.17
## oldfashioned single standalone starring
## 0.17 0.17 0.17 0.17
## titles wit sucker action
## 0.17 0.17 0.17 0.16
## masculine buck sometimes worst
## 0.16 0.16 0.16 0.16
## short least point heroine
## 0.15 0.15 0.15 0.14
## installment collection isnt plot
## 0.14 0.14 0.14 0.13
## voice course kind god
## 0.13 0.13 0.13 0.13
## ended lords accident finished
## 0.13 0.13 0.13 0.13
## fight double related wow
## 0.13 0.13 0.13 0.13
## board draws ones reality
## 0.13 0.13 0.13 0.13
## safe section pulled daily
## 0.13 0.13 0.13 0.13
## drew friendship mystery suspense
## 0.13 0.13 0.12 0.12
## installments anticipation misunderstanding spoiler
## 0.12 0.12 0.12 0.12
## withthis part lesson listened
## 0.12 0.12 0.12 0.12
## passing challenge threat jesse
## 0.12 0.12 0.12 0.12
## successful underdogs needs dundee
## 0.12 0.12 0.12 0.12
## everydaa everydaysituations fillers hung
## 0.12 0.12 0.12 0.12
## idaho ina mundane plotinteresting
## 0.12 0.12 0.12 0.12
## acceptunless assaulted confusing coponce
## 0.12 0.12 0.12 0.12
## decision dumps duty initial
## 0.12 0.12 0.12 0.12
## intimate julie littering peeve
## 0.12 0.12 0.12 0.12
## pet positioned window addicted
## 0.12 0.12 0.12 0.12
## compels dollars elders fasterthe
## 0.12 0.12 0.12 0.12
## feast fresh hitchcockian hopelessly
## 0.12 0.12 0.12 0.12
## intended leasti originality pacing
## 0.12 0.12 0.12 0.12
## premise psychos readingof strangers
## 0.12 0.12 0.12 0.12
## tackled victim wackos worded
## 0.12 0.12 0.12 0.12
## doubtful whoevers lunch broken
## 0.12 0.12 0.12 0.12
## offended raw tragic apocalypse
## 0.12 0.12 0.12 0.12
## rebuilding tempted visited adultsthe
## 0.12 0.12 0.12 0.12
## boys buildings construct deadly
## 0.12 0.12 0.12 0.12
## defend enters gather government
## 0.12 0.12 0.12 0.12
## itthis kills manage mountains
## 0.12 0.12 0.12 0.12
## nasty results surrounds feet
## 0.12 0.12 0.12 0.12
## hospital opening stated hoilday
## 0.12 0.12 0.12 0.12
## otherand reading something interested
## 0.12 0.11 0.11 0.11
## funny introduction turned nature
## 0.11 0.11 0.11 0.11
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## 0.11 0.11 0.10 0.10
## romance novella planet sets
## 0.10 0.10 0.10 0.10
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## 0.10
##
##
## Palabra: series
## $series
## knights progresses dragon knight
## 0.28 0.27 0.27 0.26
## introduced lords betterps combination
## 0.25 0.24 0.24 0.24
## dishes gushier ignoring lands
## 0.24 0.24 0.24 0.24
## meatier personallythis plow psycop
## 0.24 0.24 0.24 0.24
## ridiculously serving sexiness tick
## 0.24 0.24 0.24 0.24
## toread flaws delicious installment
## 0.24 0.24 0.23 0.23
## blood high books first
## 0.22 0.22 0.21 0.21
## lost range characters enthralled
## 0.21 0.21 0.20 0.20
## whole brotherhood called appears
## 0.19 0.19 0.19 0.19
## final adora look next
## 0.19 0.19 0.18 0.18
## ablaze adults alert angsts
## 0.18 0.18 0.18 0.18
## chills choices dante dips
## 0.18 0.18 0.18 0.18
## dominantly duncan flutter focuses
## 0.18 0.18 0.18 0.18
## forewarned inferno lolah malevolent
## 0.18 0.18 0.18 0.18
## megans orginality perfection predecessors
## 0.18 0.18 0.18 0.18
## progress reckoned reviting rippled
## 0.18 0.18 0.18 0.18
## salute scintillating spine stupid
## 0.18 0.18 0.18 0.18
## sub subsequent swoon undeniably
## 0.18 0.18 0.18 0.18
## valleys stumbled existsand neighbors
## 0.18 0.18 0.18 0.18
## rest scale togetherand wartrouble
## 0.18 0.18 0.18 0.18
## woe warfare comming underworld
## 0.18 0.18 0.18 0.18
## awakened closure eerie points
## 0.18 0.18 0.18 0.18
## realism reccomend storythere wounds
## 0.18 0.18 0.18 0.18
## zsadists prequel sampling acidic
## 0.18 0.18 0.18 0.18
## anne arrives beasts bedding
## 0.18 0.18 0.18 0.18
## boasts bolts bonded capable
## 0.18 0.18 0.18 0.18
## controlled courageous crossbow darian
## 0.18 0.18 0.18 0.18
## darius defect deranged diamondtipped
## 0.18 0.18 0.18 0.18
## discerns draconia dragonriders eviltwo
## 0.18 0.18 0.18 0.18
## fearing features flaming former
## 0.18 0.18 0.18 0.18
## gradually grave healer injuries
## 0.18 0.18 0.18 0.18
## jared kelzy kingdoms latter
## 0.18 0.18 0.18 0.18
## likely lucan magically mated
## 0.18 0.18 0.18 0.18
## matesthis mccaffreys medieval neighouring
## 0.18 0.18 0.18 0.18
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## 0.18 0.18 0.18 0.18
## palace peril pern piercing
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## 0.18 0.18 0.18 0.18
## saved scales scarce secrets
## 0.18 0.18 0.18 0.18
## seriously serpentine skithdron skithdrons
## 0.18 0.18 0.18 0.18
## skiths solitary speech spit
## 0.18 0.18 0.18 0.18
## suddenly sympathetic thereby threesomes
## 0.18 0.18 0.18 0.18
## venerai venom venomous waged
## 0.18 0.18 0.18 0.18
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## willingly witnessed central comei
## 0.18 0.18 0.18 0.18
## demanded demented expand extended
## 0.18 0.18 0.18 0.18
## hob meaningful shapeshifter storyi
## 0.18 0.18 0.18 0.18
## tch wicked builds consists
## 0.18 0.18 0.18 0.18
## counted courageousthe dauntlessthe desperate
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## displace epic fearlessthe fleet
## 0.18 0.18 0.18 0.18
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## 0.18 0.18 0.18 0.18
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## 0.18 0.18 0.18 0.18
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## 0.18 0.18 0.18 0.18
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## syndics tactical tangible universethe
## 0.18 0.18 0.18 0.18
## valiantthe victorious forward actually
## 0.18 0.18 0.17 0.17
## paranormal mate heal relationship
## 0.17 0.17 0.17 0.16
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## 0.16 0.16 0.16 0.16
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## 0.16 0.16 0.16 0.16
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## 0.15 0.15 0.15 0.15
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## 0.15 0.15 0.15 0.15
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## 0.14 0.14 0.14 0.14
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## whats spot jordan play
## 0.13 0.13 0.13 0.13
## close going well character
## 0.13 0.12 0.12 0.12
## fact justice ends flight
## 0.12 0.12 0.12 0.12
## maiden struggles point toes
## 0.12 0.12 0.12 0.12
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## 0.11 0.11 0.11 0.11
## jumps vampire stands lovable
## 0.11 0.11 0.11 0.11
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## 0.11 0.11 0.11 0.11
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## 0.11 0.11 0.11 0.11
## important role continuation grow
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## dive journey ruin baited
## 0.11 0.11 0.11 0.11
## mature cards meanwhile duchess
## 0.11 0.11 0.11 0.11
## inconvenient merrills stjohns bianca
## 0.11 0.11 0.11 0.11
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## 0.11 0.11 0.11 0.11
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## 0.11 0.11 0.11 0.11
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## wide leopard town content
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## destination location opera six
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## aunt burke foundation lays
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## anxiously arc blog customer
## 0.11 0.11 0.11 0.11
## expecting horrible lark preorder
## 0.11 0.11 0.11 0.11
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## 0.11 0.11 0.11 0.11
## bobby catching cedar celebs
## 0.11 0.11 0.11 0.11
## chess cove dizziness hop
## 0.11 0.11 0.11 0.11
## incorporation macomber player settling
## 0.11 0.11 0.11 0.11
## slice teri reason space
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## daughter filled least took
## 0.10 0.10 0.10 0.10
## dragons particular told
## 0.10 0.10 0.10
##
##
## Palabra: great
## $great
## kendle lamong contemporary premis regency
## 0.22 0.22 0.22 0.22 0.22
## storyread else players society place
## 0.22 0.21 0.20 0.16 0.16
## loud angry meet chief mike
## 0.15 0.14 0.14 0.14 0.14
## progressing youngest transported eagerly explained
## 0.14 0.14 0.14 0.14 0.14
## itthe mating okayi patient peacefully
## 0.14 0.14 0.14 0.14 0.14
## rushed rushing substory successfully wonderfuli
## 0.14 0.14 0.14 0.14 0.14
## bad smashing storylines runs lacy
## 0.14 0.14 0.14 0.14 0.14
## nick rugged sweetheart womans effects
## 0.14 0.14 0.14 0.14 0.14
## prolific references considering diseasei fitzgeralds
## 0.14 0.14 0.14 0.14 0.14
## gatsby intoxication mental nuances readingall
## 0.14 0.14 0.14 0.14 0.14
## seldom shorter unpleasant bits naughty
## 0.14 0.14 0.14 0.14 0.14
## rolled writen alcoves ambiancein apprehensionbut
## 0.14 0.14 0.14 0.14 0.14
## break bretts cared dirty downstairs
## 0.14 0.14 0.14 0.14 0.14
## familiarity fari flirtation friendly hello
## 0.14 0.14 0.14 0.14 0.14
## inhibitions itbut lack mere mfm
## 0.14 0.14 0.14 0.14 0.14
## mingle mmf mortal overhead placeand
## 0.14 0.14 0.14 0.14 0.14
## playfulness puts relatively respectively shower
## 0.14 0.14 0.14 0.14 0.14
## smarty unbearably underestimate vampirethis walkways
## 0.14 0.14 0.14 0.14 0.14
## betreyal couragious criptic familylove forgive
## 0.14 0.14 0.14 0.14 0.14
## luc lucs paini skye sompalpable
## 0.14 0.14 0.14 0.14 0.14
## rhage anywhere chieftains info bobby
## 0.14 0.14 0.14 0.14 0.14
## catching cedar celebs chess cove
## 0.14 0.14 0.14 0.14 0.14
## dizziness hop incorporation macomber player
## 0.14 0.14 0.14 0.14 0.14
## settling slice teri human lisa
## 0.14 0.14 0.14 0.13 0.13
## edge right brett scene addition
## 0.12 0.12 0.12 0.12 0.12
## think ward mars moments steamy
## 0.11 0.11 0.11 0.11 0.11
## calls storyline agree enjoyment followup
## 0.11 0.11 0.11 0.11 0.11
## definitely finding solve romances job
## 0.10 0.10 0.10 0.10 0.10
## guys masterpiece talk smart
## 0.10 0.10 0.10 0.10
##
##
## Palabra: characters
## $characters
## main supernatural role believable
## 0.28 0.28 0.28 0.25
## antagonist central comei demanded
## 0.24 0.24 0.24 0.24
## demented expand extended hob
## 0.24 0.24 0.24 0.24
## meaningful shapeshifter storyi tch
## 0.24 0.24 0.24 0.24
## wicked play gray telling
## 0.24 0.23 0.22 0.22
## uncertainty hand wide series
## 0.22 0.22 0.22 0.20
## follow well descriptions immediately
## 0.20 0.19 0.19 0.19
## journey introduced going ability
## 0.19 0.19 0.18 0.18
## bring particularly meet often
## 0.18 0.18 0.18 0.18
## amazed authors exciting steve
## 0.18 0.17 0.17 0.17
## progresses others emotionally fist
## 0.17 0.17 0.17 0.17
## introduces personal mostly imagine
## 0.17 0.17 0.17 0.17
## bit way actions fascinated
## 0.16 0.16 0.16 0.16
## identify peek went thus
## 0.16 0.16 0.16 0.16
## little young sunset court
## 0.16 0.16 0.16 0.16
## drink speak brief knight
## 0.16 0.16 0.16 0.16
## respected details fleshing ruin
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## begins gruesome rating endingi
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## betrayed albeit rooting chuckling
## 0.16 0.16 0.16 0.16
## invested local captivated honesty
## 0.16 0.16 0.16 0.16
## forward look plot another
## 0.15 0.15 0.15 0.15
## definitely common adapted bled
## 0.15 0.15 0.15 0.15
## build charactersthere coat connect
## 0.15 0.15 0.15 0.15
## contents darkred detailed dots
## 0.15 0.15 0.15 0.15
## expectedif extra fluff furiously
## 0.15 0.15 0.15 0.15
## half hated middle nails
## 0.15 0.15 0.15 0.15
## novelby opinions paint planks
## 0.15 0.15 0.15 0.15
## poorly rain reach reacted
## 0.15 0.15 0.15 0.15
## reveals rusty seat strained
## 0.15 0.15 0.15 0.15
## streaks transport twistsi utilized
## 0.15 0.15 0.15 0.15
## warped writingthe character approach
## 0.15 0.15 0.15 0.15
## exchange flying futuresagain grows
## 0.15 0.15 0.15 0.15
## hang hawks mistakes sachin
## 0.15 0.15 0.15 0.15
## storiesi undeniable visit lovely
## 0.15 0.15 0.15 0.15
## lovable rounded beenwaiting containssexual
## 0.15 0.15 0.15 0.15
## dunne dunnes familyespecially feud
## 0.15 0.15 0.15 0.15
## goodfellow howeversome interact kaitlynnthe
## 0.15 0.15 0.15 0.15
## leos malmayne malmaynes robin
## 0.15 0.15 0.15 0.15
## rubyhalloway whereinteresting wont anticipated
## 0.15 0.15 0.15 0.15
## around belong blending bravery
## 0.15 0.15 0.15 0.15
## clans coping dreamlike endon
## 0.15 0.15 0.15 0.15
## factions fiercely finest folklore
## 0.15 0.15 0.15 0.15
## grounds hauntingly howsteve humanity
## 0.15 0.15 0.15 0.15
## legends ley lights loyal
## 0.15 0.15 0.15 0.15
## maintain member mirroring myths
## 0.15 0.15 0.15 0.15
## nightmares peeks predators realm
## 0.15 0.15 0.15 0.15
## selfrespect shroud sleep speed
## 0.15 0.15 0.15 0.15
## straddle superhuman surround traditions
## 0.15 0.15 0.15 0.15
## unimportant veils villain vital
## 0.15 0.15 0.15 0.15
## weak whilelongclaws worldbuildingmy drawn
## 0.15 0.15 0.15 0.15
## badge bunny fireman interestingim
## 0.15 0.15 0.15 0.15
## ramagos tonya attebery characteristics
## 0.15 0.15 0.15 0.15
## crafted develops engage ensured
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## evolved prefer readervery slapdash
## 0.15 0.15 0.15 0.15
## blends outloud satisfies stake
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## anymore basic blasters calling
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## cannon commandos competent comrades
## 0.15 0.15 0.15 0.15
## dead defeat dispatch downthere
## 0.15 0.15 0.15 0.15
## elaborate elite empire enforce
## 0.15 0.15 0.15 0.15
## faceless fighters fights file
## 0.15 0.15 0.15 0.15
## fodder fortress freed george
## 0.15 0.15 0.15 0.15
## gripe gun headour hindrance
## 0.15 0.15 0.15 0.15
## imprisoned infiltrate inwhere iron
## 0.15 0.15 0.15 0.15
## justicelater justicethe legion lucas
## 0.15 0.15 0.15 0.15
## multidimensional nostalgia offered ordersspoilers
## 0.15 0.15 0.15 0.15
## plant politics prisoners rank
## 0.15 0.15 0.15 0.15
## rebel rebels rule ruling
## 0.15 0.15 0.15 0.15
## sake scratch sharpshooting specialties
## 0.15 0.15 0.15 0.15
## spoilersso spoilerszahn stronghold talents
## 0.15 0.15 0.15 0.15
## themend thrawns timothy troopers
## 0.15 0.15 0.15 0.15
## troops vader vaders warlord
## 0.15 0.15 0.15 0.15
## warlords zahns disability income
## 0.15 0.15 0.15 0.15
## inventory preferred flaws asian
## 0.15 0.15 0.15 0.15
## braid changing complexity conscience
## 0.15 0.15 0.15 0.15
## damaged explored gorgeous hair
## 0.15 0.15 0.15 0.15
## hangs haven jae kelly
## 0.15 0.15 0.15 0.15
## kinds oooh struggling thick
## 0.15 0.15 0.15 0.15
## tree trunk wrist bobby
## 0.15 0.15 0.15 0.15
## catching cedar celebs chess
## 0.15 0.15 0.15 0.15
## cove dizziness hop incorporation
## 0.15 0.15 0.15 0.15
## macomber player settling slice
## 0.15 0.15 0.15 0.15
## teri type loved storm
## 0.15 0.14 0.14 0.14
## together received paranormal liked
## 0.14 0.14 0.14 0.14
## meets personalities lines feelings
## 0.14 0.14 0.14 0.14
## place throughout king start
## 0.14 0.14 0.13 0.13
## afraid complex help talent
## 0.13 0.13 0.13 0.13
## world leo vampire marry
## 0.13 0.13 0.13 0.13
## survival dragon knights tale
## 0.13 0.13 0.13 0.13
## skills relationship something highly
## 0.13 0.12 0.12 0.12
## find reader unexpected wait
## 0.12 0.12 0.12 0.12
## wonderful fun man late
## 0.12 0.12 0.12 0.12
## aka strong imagination crazy
## 0.12 0.12 0.12 0.12
## seems safe worlds usually
## 0.12 0.12 0.12 0.12
## mallery agree desire appears
## 0.12 0.12 0.12 0.12
## enjoyment loud phenomenal mystery
## 0.12 0.12 0.12 0.11
## made really writing film
## 0.11 0.11 0.11 0.11
## inside lot seeing easy
## 0.11 0.11 0.11 0.11
## boy action daughter adults
## 0.11 0.11 0.11 0.11
## pace line fantastic issues
## 0.11 0.11 0.11 0.11
## high dark battle longclaws
## 0.11 0.11 0.11 0.11
## later simply solid satisfying
## 0.11 0.11 0.11 0.11
## range first couldnt edge
## 0.11 0.10 0.10 0.10
## suspense absolutely able writers
## 0.10 0.10 0.10 0.10
## give change yet
## 0.10 0.10 0.10
##
##
## Palabra: reading
## $reading
## hes agreement angleall attitude
## 0.30 0.24 0.24 0.24
## bang bloody career chillingthe
## 0.24 0.24 0.24 0.24
## compelling concept dishing disturb
## 0.24 0.24 0.24 0.24
## drop dying equally feathers
## 0.24 0.24 0.24 0.24
## flash generally genres gritty
## 0.24 0.24 0.24 0.24
## hardboiled inthe isbut itanother
## 0.24 0.24 0.24 0.24
## jacqueline jokes led lessright
## 0.24 0.24 0.24 0.24
## majorly meaty nighttheres origin
## 0.24 0.24 0.24 0.24
## parts phineas proof publishing
## 0.24 0.24 0.24 0.24
## rollingin ruffling saving screaming
## 0.24 0.24 0.24 0.24
## selling separated shock sock
## 0.24 0.24 0.24 0.24
## sold sour stuffyoure survivor
## 0.24 0.24 0.24 0.24
## symbios treated troutt unpredictable
## 0.24 0.24 0.24 0.24
## whiskey era victorian youback
## 0.24 0.24 0.24 0.24
## youenjoy youre planned bat
## 0.24 0.23 0.22 0.22
## crime intro clever forward
## 0.22 0.22 0.21 0.19
## ebooks horror sets wasnt
## 0.18 0.18 0.18 0.17
## finished regular reality stories
## 0.17 0.17 0.17 0.16
## introduction massive stands malleryi
## 0.16 0.16 0.16 0.16
## susanadeline triologies stranded awaiting
## 0.16 0.16 0.16 0.16
## cheating daggar thrones reminded
## 0.16 0.16 0.16 0.16
## bet bookthis brief buying
## 0.16 0.16 0.16 0.16
## fair hits include locked
## 0.16 0.16 0.16 0.16
## major mary oldfashioned single
## 0.16 0.16 0.16 0.16
## standalone starring titles wit
## 0.16 0.16 0.16 0.16
## antonios aroused birthday business
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## celebration dirk ear guests
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## invited mascaraedbdsm mask masks
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## partial party performance rsvp
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## scorcher secrecy suggestive walks
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## wearing whispering prequel sampling
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## doubtful whoevers currently prolific
## 0.16 0.16 0.16 0.16
## references bargain natural grand
## 0.16 0.16 0.16 0.16
## nights slam spots vote
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## blossoming boating caution dogstacy
## 0.16 0.16 0.16 0.16
## endedjake fishing gina headed
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## hide hinson identities incident
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## jake libraryif limelight media
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## nascar pastboth recognize somehow
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## stacy wilkinsharlequin blow othersit
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## presidenti keep wow enjoyed
## 0.16 0.15 0.15 0.14
## point daniels familiar mysteries
## 0.14 0.14 0.14 0.14
## connected first take antonio
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## lily complete cabin neighbor
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## experience sure room planning
## 0.12 0.12 0.12 0.12
## got justice held sitting
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## sister havent account black
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## gotten related light kings
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## board draws money safe
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## say section sometimes stephen
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## thriller inexpensive advise involving
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## enjoyment pure books good
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## look kind vampire collection
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## staying jack stuff jane
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## laugh time quickly set
## 0.10 0.10 0.10 0.10
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## 0.10 0.10 0.10 0.10
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##
## Palabra: really
## $really
## point met major starring
## 0.30 0.29 0.27 0.27
## needs feet got didnt
## 0.27 0.27 0.25 0.25
## knew name man everyone
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##
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analizar_texto(reviews_neg, "Reseñas Negativas (1 Estrella)")##
##
## ==================================================
## INICIANDO ANÁLISIS PARA: Reseñas Negativas (1 Estrella)
## ==================================================## Warning in tm_map.SimpleCorpus(., content_transformer(tolower)): transformation
## drops documents## Warning in tm_map.SimpleCorpus(., removeNumbers): transformation drops
## documents## Warning in tm_map.SimpleCorpus(., removePunctuation): transformation drops
## documents## Warning in tm_map.SimpleCorpus(., stripWhitespace): transformation drops
## documents##
## --- Palabras más frecuentes (ANTES de quitar stopwords) ---
## word freq
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## just just 187
## like like 182
## have have 179
## her her 176
## with with 170
## you you 153
## she she 147
## all all 144
## about about 122## Warning in tm_map.SimpleCorpus(., removeWords, stopwords("english")):
## transformation drops documents## Warning in tm_map.SimpleCorpus(., removeWords, c("book", "read", "story", :
## transformation drops documents##
## --- Palabras más frecuentes (DESPUÉS de quitar stopwords) ---
## word freq
## really really 101
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## make make 52
## something something 47## Warning in wordcloud(words = d$word, freq = d$freq, min.freq = 5, max.words =
## 100, : enough could not be fit on page. It will not be plotted.## Warning in wordcloud(words = d$word, freq = d$freq, min.freq = 5, max.words =
## 100, : pages could not be fit on page. It will not be plotted.## Warning in wordcloud(words = d$word, freq = d$freq, min.freq = 5, max.words =
## 100, : found could not be fit on page. It will not be plotted.## Warning in wordcloud(words = d$word, freq = d$freq, min.freq = 5, max.words =
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##
## --- Asociaciones para las 10 palabras más frecuentes ---
##
## Palabra: really
## $really
## apologies backbone caves counted cow
## 0.62 0.62 0.62 0.62 0.62
## doctorthen drugging geezand handcuff handcuffed
## 0.62 0.62 0.62 0.62 0.62
## handcuffing handcuffs headboard headway hurting
## 0.62 0.62 0.62 0.62 0.62
## involuntary locks loosen lustful notes
## 0.62 0.62 0.62 0.62 0.62
## problemthe protect riding scattered scream
## 0.62 0.62 0.62 0.62 0.62
## shot standing steps sticking swallow
## 0.62 0.62 0.62 0.62 0.62
## swallowing teases thatauthor thesaurusthe toe
## 0.62 0.62 0.62 0.62 0.62
## umhe inconsistencies closet saves minute
## 0.62 0.58 0.55 0.50 0.49
## towards apologize hurt divorce sign
## 0.48 0.48 0.48 0.48 0.48
## safe redeem strength hes taking
## 0.46 0.46 0.46 0.43 0.43
## hadnt drugged please finishing breaking
## 0.43 0.43 0.43 0.43 0.43
## acted asks butt papers seconds
## 0.43 0.43 0.43 0.43 0.43
## supposedly boy house tells bed
## 0.43 0.42 0.42 0.42 0.42
## starts gets keep grew agree
## 0.41 0.39 0.38 0.38 0.38
## editor finally hands lets yeah
## 0.38 0.37 0.36 0.35 0.34
## expert eyes wanted seemed incorrect
## 0.34 0.34 0.33 0.33 0.33
## female care cant present correct
## 0.32 0.32 0.32 0.32 0.32
## now everything happened always better
## 0.31 0.30 0.30 0.30 0.29
## trying youre show needs ready
## 0.29 0.28 0.28 0.28 0.28
## guys seriously knows change hours
## 0.28 0.28 0.28 0.28 0.28
## gives issue ever ahead awhilebook
## 0.28 0.27 0.27 0.27 0.27
## chic crosses groping harass harassing
## 0.27 0.27 0.27 0.27 0.27
## jake leadsmy meso mia nervous
## 0.27 0.27 0.27 0.27 0.27
## quits resist theredidnt uneventful yep
## 0.27 0.27 0.27 0.27 0.27
## many youll going second reason
## 0.26 0.26 0.26 0.26 0.26
## series look dont let call
## 0.26 0.26 0.25 0.25 0.25
## boss saying sick pathetic much
## 0.25 0.25 0.25 0.25 0.24
## lost back character start said
## 0.24 0.24 0.24 0.24 0.24
## words take break sexually think
## 0.24 0.23 0.23 0.23 0.22
## sure finished something figure throughout
## 0.22 0.22 0.22 0.22 0.22
## felt guy authors reading help
## 0.21 0.21 0.21 0.21 0.21
## times using enjoy weak kill
## 0.21 0.21 0.21 0.21 0.21
## see first immediately completely didnt
## 0.20 0.20 0.20 0.20 0.20
## lot stuff makes man role
## 0.20 0.20 0.20 0.20 0.20
## anticipation atticus blogspot com delights
## 0.20 0.20 0.20 0.20 0.20
## destined dot elusive glossed happenedokay
## 0.20 0.20 0.20 0.20 0.20
## haydeereviews initiate instantaneous irritation kelly
## 0.20 0.20 0.20 0.20 0.20
## lissa lovey marc mild morelets
## 0.20 0.20 0.20 0.20 0.20
## outlandish proclaiming redemptionsame rival storyto
## 0.20 0.20 0.20 0.20 0.20
## struggle undying unlike booksim dana
## 0.20 0.20 0.20 0.20 0.20
## edward fantastic linei mummaybe nfh
## 0.20 0.20 0.20 0.20 0.20
## pyte sceneim shopping teaill amounts
## 0.20 0.20 0.20 0.20 0.20
## explanations guidance revised rife tears
## 0.20 0.20 0.20 0.20 0.20
## vast actor agreei bookif cadfael
## 0.20 0.20 0.20 0.20 0.20
## catches choose commentsamazon deceased disliked
## 0.20 0.20 0.20 0.20 0.20
## ellis episodes humor intelligent medieval
## 0.20 0.20 0.20 0.20 0.20
## miscast notthere partly period peters
## 0.20 0.20 0.20 0.20 0.20
## plod production scripted sheriff solved
## 0.20 0.20 0.20 0.20 0.20
## suggesting television might goes chance
## 0.20 0.20 0.19 0.19 0.18
## stop normally seeing missing quit
## 0.18 0.18 0.18 0.18 0.18
## bland women used convinces job
## 0.18 0.18 0.18 0.18 0.18
## promising pace mates promises types
## 0.18 0.18 0.18 0.18 0.18
## gun motivations people bad stupid
## 0.18 0.18 0.17 0.17 0.17
## girl dislike stuck synopsis wrong
## 0.17 0.17 0.17 0.17 0.17
## challenge greatly books isnt next
## 0.17 0.17 0.16 0.16 0.16
## find can started appealing mystery
## 0.15 0.15 0.15 0.15 0.15
## sadly decided instead writing word
## 0.15 0.15 0.15 0.14 0.14
## wont poor making excuse review
## 0.14 0.14 0.14 0.14 0.14
## opinion guess since real stand
## 0.14 0.14 0.14 0.14 0.14
## leave day love make someone
## 0.14 0.14 0.13 0.13 0.13
## yet liked action negative post
## 0.13 0.13 0.13 0.13 0.13
## enjoyment meet working appeal aside
## 0.13 0.13 0.13 0.13 0.13
## leaving professional summary connection ass
## 0.13 0.13 0.13 0.13 0.13
## emotion purchasing shocked explained prime
## 0.13 0.13 0.13 0.13 0.13
## fight passion shut suffered wished
## 0.13 0.13 0.13 0.13 0.13
## perfect shame within posted draft
## 0.13 0.13 0.13 0.13 0.13
## except holes endless mysteries characters
## 0.13 0.13 0.13 0.13 0.12
## couldnt try never nothing several
## 0.12 0.12 0.12 0.12 0.12
## attention give thought thats wasnt
## 0.12 0.12 0.12 0.12 0.12
## disappointed reader case later kind
## 0.12 0.12 0.12 0.12 0.12
## shes buddies dexter donaldsons examplethis
## 0.12 0.12 0.12 0.12 0.12
## folks football friendsin heart jocks
## 0.12 0.12 0.12 0.12 0.12
## obsessed psychopath psychopathic sources steven
## 0.12 0.12 0.12 0.12 0.12
## abused abuser assassin believability connects
## 0.12 0.12 0.12 0.12 0.12
## cultural defend gained guarded hellleer
## 0.12 0.12 0.12 0.12 0.12
## inability madea mynix paces pepper
## 0.12 0.12 0.12 0.12 0.12
## perrys realistic sienna tyler voice
## 0.12 0.12 0.12 0.12 0.12
## wos beast beauty bitterness humanoid
## 0.12 0.12 0.12 0.12 0.12
## indicated retelling attacks iranian liking
## 0.12 0.12 0.12 0.12 0.12
## minority perhaps unfortunately picked experience
## 0.12 0.11 0.11 0.11 0.11
## thing seems doesnt talk ive
## 0.11 0.11 0.11 0.11 0.11
## readers reasons years dark full
## 0.11 0.11 0.11 0.11 0.11
## younger knew short style bored
## 0.11 0.10 0.10 0.10 0.10
## enough paragraph took work pretty
## 0.10 0.10 0.10 0.10 0.10
## consider mean easily lots
## 0.10 0.10 0.10 0.10
##
##
## Palabra: didnt
## $didnt
## care agoi
## 0.45 0.40
## boredom bridge
## 0.40 0.40
## captain couldntfor
## 0.40 0.40
## descriptioni discovered
## 0.40 0.40
## duplication elements
## 0.40 0.40
## fascinated inserted
## 0.40 0.40
## journaling map
## 0.40 0.40
## occasion photos
## 0.40 0.40
## printed printing
## 0.40 0.40
## scrapbook shown
## 0.40 0.40
## spell stood
## 0.40 0.40
## titanic paragraphs
## 0.40 0.38
## talking obvious
## 0.37 0.36
## told apart
## 0.35 0.35
## continuity suddenly
## 0.33 0.33
## bigot characters
## 0.33 0.32
## check often
## 0.32 0.31
## admired aiden
## 0.31 0.31
## aidens appalled
## 0.31 0.31
## appearance caveman
## 0.31 0.31
## certian chestthumping
## 0.31 0.31
## comical completing
## 0.31 0.31
## complexity conclusionon
## 0.31 0.31
## conniving crafty
## 0.31 0.31
## creek daisy
## 0.31 0.31
## daisys disservice
## 0.31 0.31
## experienced fashion
## 0.31 0.31
## fluff hick
## 0.31 0.31
## hollow ignorant
## 0.31 0.31
## ignorantly image
## 0.31 0.31
## jessiemae keepthewomanbarefootandpregnant
## 0.31 0.31
## koreans kywhich
## 0.31 0.31
## lunk maniacally
## 0.31 0.31
## met moneygrubbing
## 0.31 0.31
## mustache outrageously
## 0.31 0.31
## peter railroad
## 0.31 0.31
## revolting side
## 0.31 0.31
## softer stereoptyped
## 0.31 0.31
## storyanyway trio
## 0.31 0.31
## twodimensional unendearing
## 0.31 0.31
## winced going
## 0.31 0.30
## theyre actually
## 0.30 0.30
## day character
## 0.30 0.29
## novel female
## 0.28 0.27
## feel introduced
## 0.27 0.27
## page caught
## 0.27 0.27
## ones particular
## 0.27 0.27
## product room
## 0.27 0.27
## intelligence breaking
## 0.27 0.27
## finished extremely
## 0.26 0.26
## outside remember
## 0.26 0.26
## predictable business
## 0.26 0.26
## needed men
## 0.25 0.25
## create finally
## 0.25 0.24
## boss parts
## 0.24 0.24
## couldnt better
## 0.23 0.23
## immediately ahead
## 0.23 0.23
## awhilebook chic
## 0.23 0.23
## crosses groping
## 0.23 0.23
## harass harassing
## 0.23 0.23
## jake leadsmy
## 0.23 0.23
## meso mia
## 0.23 0.23
## nervous quits
## 0.23 0.23
## resist theredidnt
## 0.23 0.23
## uneventful yep
## 0.23 0.23
## allwas alsoi
## 0.23 0.23
## ashworthno catherine
## 0.23 0.23
## chemistry idiots
## 0.23 0.23
## initially lord
## 0.23 0.23
## pimp quickie
## 0.23 0.23
## shack first
## 0.23 0.22
## might cant
## 0.22 0.22
## quit choice
## 0.22 0.22
## editor note
## 0.22 0.22
## reread youll
## 0.21 0.21
## wanted laughing
## 0.21 0.21
## almost second
## 0.21 0.21
## plan cunning
## 0.21 0.21
## happened stuck
## 0.21 0.21
## happily question
## 0.21 0.21
## learned revealed
## 0.21 0.21
## suspect referring
## 0.21 0.21
## moments running
## 0.21 0.21
## apparent returned
## 0.21 0.21
## secret showing
## 0.21 0.21
## tied track
## 0.21 0.21
## really sense
## 0.20 0.20
## thing action
## 0.20 0.20
## lady background
## 0.20 0.20
## knew even
## 0.19 0.19
## weak bit
## 0.19 0.19
## always months
## 0.19 0.18
## reading thats
## 0.18 0.18
## flow dialogue
## 0.18 0.18
## lacking family
## 0.18 0.17
## ive felt
## 0.17 0.16
## found sounded
## 0.16 0.16
## big drama
## 0.16 0.16
## return annoying
## 0.16 0.16
## dropped saves
## 0.16 0.16
## main twist
## 0.16 0.16
## game theres
## 0.16 0.16
## asked incomplete
## 0.16 0.16
## developed guy
## 0.15 0.15
## something secondary
## 0.15 0.15
## contractions bland
## 0.15 0.15
## aside sexually
## 0.15 0.15
## tell convinces
## 0.15 0.15
## promising freaking
## 0.15 0.15
## meaningless publisher
## 0.15 0.15
## lisa dashes
## 0.15 0.15
## redundant relying
## 0.15 0.15
## sped whodunit
## 0.15 0.15
## capters freshman
## 0.15 0.15
## journalismi anticipation
## 0.15 0.15
## atticus blogspot
## 0.15 0.15
## com delights
## 0.15 0.15
## destined dot
## 0.15 0.15
## elusive glossed
## 0.15 0.15
## happenedokay haydeereviews
## 0.15 0.15
## initiate instantaneous
## 0.15 0.15
## irritation kelly
## 0.15 0.15
## lissa lovey
## 0.15 0.15
## marc mild
## 0.15 0.15
## morelets outlandish
## 0.15 0.15
## proclaiming promises
## 0.15 0.15
## redemptionsame rival
## 0.15 0.15
## storyto struggle
## 0.15 0.15
## undying unlike
## 0.15 0.15
## amory apologize
## 0.15 0.15
## conversation desired
## 0.15 0.15
## grandmother hurt
## 0.15 0.15
## improve indian
## 0.15 0.15
## indoors intimated
## 0.15 0.15
## kasie leaves
## 0.15 0.15
## neither nonexistent
## 0.15 0.15
## overheard problem
## 0.15 0.15
## programmer prologue
## 0.15 0.15
## scathing smoking
## 0.15 0.15
## terribly tomboy
## 0.15 0.15
## violated virtue
## 0.15 0.15
## womans hates
## 0.15 0.15
## divorce close
## 0.15 0.15
## attempted devlope
## 0.15 0.15
## fault porno
## 0.15 0.15
## damon deserve
## 0.15 0.15
## soooo storyit
## 0.15 0.15
## dense emotionless
## 0.15 0.15
## score hurrynever
## 0.15 0.15
## interestingtoo sooo
## 0.15 0.15
## whiny charactersjacob
## 0.15 0.15
## cheats contracted
## 0.15 0.15
## decides deliberately
## 0.15 0.15
## efforts gonorrhea
## 0.15 0.15
## graduating jacob
## 0.15 0.15
## pregnantjacob ray
## 0.15 0.15
## rays sabotage
## 0.15 0.15
## bigger hop
## 0.15 0.15
## near somethingall
## 0.15 0.15
## train waiting
## 0.15 0.15
## chance given
## 0.14 0.14
## see husband
## 0.14 0.14
## take clue
## 0.14 0.14
## attention little
## 0.14 0.14
## girl gets
## 0.14 0.14
## makes tried
## 0.14 0.14
## young mean
## 0.14 0.14
## term names
## 0.14 0.14
## example hour
## 0.14 0.14
## typos middle
## 0.14 0.14
## longer try
## 0.14 0.13
## make two
## 0.13 0.13
## another job
## 0.13 0.13
## things fact
## 0.13 0.13
## smart place
## 0.13 0.13
## thrown mistake
## 0.13 0.13
## sure let
## 0.12 0.12
## never long
## 0.12 0.12
## find know
## 0.12 0.12
## issue right
## 0.12 0.12
## series consider
## 0.12 0.12
## sound uses
## 0.12 0.12
## ever head
## 0.12 0.12
## shes grab
## 0.12 0.12
## challenge next
## 0.12 0.11
## back name
## 0.11 0.11
## keep put
## 0.11 0.11
## anything wasnt
## 0.11 0.11
## school development
## 0.11 0.11
## halfway dislike
## 0.11 0.11
## later develop
## 0.11 0.11
## giving lets
## 0.11 0.11
## come engaged
## 0.11 0.11
## nearly jerk
## 0.11 0.11
## appropriate redeem
## 0.11 0.11
## connections rarely
## 0.11 0.11
## much rushed
## 0.10 0.10
## think lead
## 0.10 0.10
## starts normally
## 0.10 0.10
## either kept
## 0.10 0.10
## supposed dramatic
## 0.10 0.10
## guess purchased
## 0.10 0.10
## synopsis cared
## 0.10 0.10
## realize novels
## 0.10 0.10
## happy twice
## 0.10 0.10
##
##
## Palabra: good
## $good
## advance proof sme stupidityauthors
## 0.28 0.28 0.28 0.28
## stupidly techniqueit career learned
## 0.28 0.28 0.26 0.26
## means thing isnt blurb
## 0.26 0.25 0.21 0.20
## woman act writer errors
## 0.19 0.19 0.19 0.18
## confident usage backstage bland
## 0.18 0.18 0.18 0.18
## bothering continuations hmmm infancy
## 0.18 0.18 0.18 0.18
## investment mature olivia reactions
## 0.18 0.18 0.18 0.18
## recall respond sensationally storytelling
## 0.18 0.18 0.18 0.18
## amy apostrophes arethe blankenshipthe
## 0.18 0.18 0.18 0.18
## blood bomb booklol bound
## 0.18 0.18 0.18 0.18
## brotherhood childhood confuse dagger
## 0.18 0.18 0.18 0.18
## damagedby disasterby evansbeautifully exes
## 0.18 0.18 0.18 0.18
## fiore form frostbeautiful huntress
## 0.18 0.18 0.18 0.18
## hystericalso jamie jealous jeaniene
## 0.18 0.18 0.18 0.18
## katie labeled languagewhere listened
## 0.18 0.18 0.18 0.18
## loosely mcguirerealby meanthis meokay
## 0.18 0.18 0.18 0.18
## nevernever obstacles occurrences overly
## 0.18 0.18 0.18 0.18
## possessive ruining saidi sentences
## 0.18 0.18 0.18 0.18
## separated seriesby seriouslynothing shape
## 0.18 0.18 0.18 0.18
## state stated successful suffering
## 0.18 0.18 0.18 0.18
## sweethearts wardthe yasome kind
## 0.18 0.18 0.18 0.18
## protagonists cash strikes example
## 0.18 0.18 0.18 0.18
## ones tension prime surely
## 0.18 0.18 0.18 0.18
## buddies dexter donaldsons examplethis
## 0.18 0.18 0.18 0.18
## folks football friendsin heart
## 0.18 0.18 0.18 0.18
## jocks obsessed psychopath psychopathic
## 0.18 0.18 0.18 0.18
## sources steven actand bedwhat
## 0.18 0.18 0.18 0.18
## believed brothers granted hitting
## 0.18 0.18 0.18 0.18
## irritated luke proposal warmth
## 0.18 0.18 0.18 0.18
## washy wishy womenimplied bothered
## 0.18 0.18 0.18 0.18
## endi realized truth awfulthe
## 0.18 0.18 0.18 0.18
## barmaid descibed erotically heaspoliermy
## 0.18 0.18 0.18 0.18
## herewhich herione improves rapes
## 0.18 0.18 0.18 0.18
## risked seduction sold whore
## 0.18 0.18 0.18 0.18
## witnessed alternative askedah category
## 0.18 0.18 0.18 0.18
## clothes emthis fix ideas
## 0.18 0.18 0.18 0.18
## latter max minewhat nada
## 0.18 0.18 0.18 0.18
## pedestrian proofreader ruin ruined
## 0.18 0.18 0.18 0.18
## stewart suck unnatural workout
## 0.18 0.18 0.18 0.18
## complain flick sexiness streamed
## 0.18 0.18 0.18 0.18
## way lead however reviews
## 0.17 0.17 0.17 0.17
## heroine term real wouldnt
## 0.17 0.17 0.17 0.17
## typos guy editing nothing
## 0.17 0.16 0.16 0.16
## spelling times reasons job
## 0.16 0.16 0.16 0.16
## somehow genre given wasnt
## 0.16 0.16 0.15 0.15
## incorrect lowest top none
## 0.15 0.15 0.15 0.15
## paragraphs raped sleeps american
## 0.15 0.15 0.15 0.14
## sense help drags porn
## 0.14 0.14 0.14 0.14
## getting dislike fine hero
## 0.14 0.14 0.14 0.14
## leading particularly stuck called
## 0.14 0.14 0.14 0.14
## jerk cares suspense jumping
## 0.14 0.14 0.14 0.14
## expanded horror time may
## 0.14 0.14 0.13 0.13
## grammatical kept bad girl
## 0.13 0.13 0.13 0.13
## thinking cant gets women
## 0.13 0.13 0.13 0.13
## crazy dramatic reviewer break
## 0.13 0.13 0.13 0.13
## weak talking mind detail
## 0.13 0.13 0.13 0.12
## horrible sure high sentence
## 0.12 0.12 0.12 0.12
## ive erotica parts mention
## 0.12 0.12 0.12 0.12
## label authors someone biggest
## 0.11 0.11 0.11 0.11
## forced native scared take
## 0.11 0.11 0.11 0.11
## even interest call took
## 0.11 0.11 0.11 0.11
## familiar secondary less uses
## 0.11 0.11 0.11 0.11
## cunning reads twilight literary
## 0.11 0.11 0.11 0.11
## boys cents difficulty favorite
## 0.11 0.11 0.11 0.11
## later life mean meet
## 0.11 0.11 0.11 0.11
## mistakes rated separate words
## 0.11 0.11 0.11 0.11
## wtf convinces day century
## 0.11 0.11 0.11 0.11
## continued warm correct scene
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##
##
## Palabra: characters
## $characters
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##
##
## Palabra: even
## $even
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## ill parts
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##
##
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## hadnt sick agree drugged
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## agoi boredom bridge captain
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## couldntfor descriptioni discovered duplication
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## elements example fascinated inserted
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## journaling map occasion photos
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## printed printing room scrapbook
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## shown spell stood titanic
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## rose selfishness bust fugue
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## dog drink everybody expects
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## surely ago blog references
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## however last without start
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