spam detection
Purity
05/07/2020
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#check the structure
str(sms_raw)## 'data.frame': 5572 obs. of 5 variables:
## $ v1 : chr "ham" "ham" "spam" "ham" ...
## $ v2 : chr "Go until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat..." "Ok lar... Joking wif u oni..." "Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question("| __truncated__ "U dun say so early hor... U c already then say..." ...
## $ X : chr "" "" "" "" ...
## $ X.1: chr "" "" "" "" ...
## $ X.2: chr "" "" "" "" ...#change the type or v1 into caartegorical variable
sms_raw$v1<-as.factor(sms_raw$v1)#study the target variable
table(sms_raw$v1)##
## ham spam
## 4825 747#use the text mining package to preprocess data for analysis
library(tm)## Warning: package 'tm' was built under R version 3.6.3## Loading required package: NLP#first create a corpus for each single string
sms_corpus <- VCorpus(VectorSource(sms_raw$v2))
sms_corpus## <<VCorpus>>
## Metadata: corpus specific: 0, document level (indexed): 0
## Content: documents: 5572lapply(sms_corpus[4:7], as.character)## $`4`
## [1] "U dun say so early hor... U c already then say..."
##
## $`5`
## [1] "Nah I don't think he goes to usf, he lives around here though"
##
## $`6`
## [1] "FreeMsg Hey there darling it's been 3 week's now and no word back! I'd like some fun you up for it still? Tb ok! XxX std chgs to send, å£1.50 to rcv"
##
## $`7`
## [1] "Even my brother is not like to speak with me. They treat me like aids patent."#next we do text cleaning
#convert each text to lower for uniformity so that "Word" will not be different as "word"
corpus_clean <- tm_map(sms_corpus, content_transformer(tolower))
#next we remove numbers
corpus_clean <- tm_map(corpus_clean, removeNumbers)
inspect(corpus_clean)## <<VCorpus>>
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## Content: chars: 26#next we remove stop words such as but or
corpus_clean <- tm_map(corpus_clean, removeWords, stopwords())
#next we remove punctuation
corpus_clean <- tm_map(corpus_clean, removePunctuation)
#we remove white spaces and leave the single whitespace
corpus_clean <- tm_map(corpus_clean, stripWhitespace)
lapply(corpus_clean[4:7], as.character)## $`4`
## [1] "u dun say early hor u c already say"
##
## $`5`
## [1] "nah think goes usf lives around though"
##
## $`6`
## [1] "freemsg hey darling weeks now word back like fun still tb ok xxx std chgs send å£ rcv"
##
## $`7`
## [1] "even brother like speak treat like aids patent"#next we split strings to sigle words called tokens
sms_dtm2 <- DocumentTermMatrix(sms_corpus, control = list(
tolower = TRUE,
removeNumbers = TRUE,
stopwords = TRUE,
removePunctuation = TRUE,
stemming = TRUE
))
sms_dtm2## <<DocumentTermMatrix (documents: 5572, terms: 6935)>>
## Non-/sparse entries: 43489/38598331
## Sparsity : 100%
## Maximal term length: 40
## Weighting : term frequency (tf)#next we do data preparation spliting the data into train and test
#first split raw data
sms_raw_train <- sms_raw[1:4169, ]
sms_raw_test <- sms_raw[4170:5559, ]
#Then the document-term matrix:
sms_dtm_train <- sms_dtm2[1:4169, ]
sms_dtm_test <- sms_dtm2[4170:5559, ]
#And finally, the corpus:
sms_corpus_train <- corpus_clean[1:4169]
sms_corpus_test <- corpus_clean[4170:5559]
#next visualize the data
#we use a wordcloud
library(wordcloud)## Warning: package 'wordcloud' was built under R version 3.6.3## Loading required package: RColorBrewerwordcloud(sms_corpus_train, min.freq = 40, random.order= F,max.words = 40)
#subset ham and spam to check their words in the word cloud
spam <- subset(sms_raw_train, v1 == "spam")
#Next, we'll do the same thing for the ham subset:
ham <- subset(sms_raw_train, v1 == "ham")
head(spam)## v1
## 3 spam
## 6 spam
## 9 spam
## 10 spam
## 12 spam
## 13 spam
## v2
## 3 Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's
## 6 FreeMsg Hey there darling it's been 3 week's now and no word back! I'd like some fun you up for it still? Tb ok! XxX std chgs to send, å£1.50 to rcv
## 9 WINNER!! As a valued network customer you have been selected to receivea å£900 prize reward! To claim call 09061701461. Claim code KL341. Valid 12 hours only.
## 10 Had your mobile 11 months or more? U R entitled to Update to the latest colour mobiles with camera for Free! Call The Mobile Update Co FREE on 08002986030
## 12 SIX chances to win CASH! From 100 to 20,000 pounds txt> CSH11 and send to 87575. Cost 150p/day, 6days, 16+ TsandCs apply Reply HL 4 info
## 13 URGENT! You have won a 1 week FREE membership in our å£100,000 Prize Jackpot! Txt the word: CLAIM to No: 81010 T&C www.dbuk.net LCCLTD POBOX 4403LDNW1A7RW18
## X X.1 X.2
## 3
## 6
## 9
## 10
## 12
## 13wordcloud(spam$v2, max.words = 40, scale = c(2, 0.5),min.freq = 40)## Warning in tm_map.SimpleCorpus(corpus, tm::removePunctuation):
## transformation drops documents## Warning in tm_map.SimpleCorpus(corpus, function(x) tm::removeWords(x,
## tm::stopwords())): transformation drops documents
wordcloud(ham$v2, max.words = 40, scale = c(2, 0.5),min.freq = 40)## Warning in tm_map.SimpleCorpus(corpus, tm::removePunctuation):
## transformation drops documents
## Warning in tm_map.SimpleCorpus(corpus, tm::removePunctuation):
## transformation drops documents
#create frequent occuring words
myterms<-as.vector(findFreqTerms(sms_dtm_train, 5))
head(myterms)## [1] "‰ûò" "å£wk" "abiola" "abl" "about" "abt"#apply the most freq words
sms_train <- DocumentTermMatrix(sms_corpus_train,
list(dictionary = myterms))
sms_test <- DocumentTermMatrix(sms_corpus_test,list(dictionary = myterms))convert_counts <- function(x) {
x <- ifelse(x > 0, "Yes", "No")
}
sms_train <- apply(sms_train, MARGIN = 2, convert_counts)
sms_test <- apply(sms_test, MARGIN = 2, convert_counts)
head(sms_train)## Terms
## Docs ‰ûò å£wk abiola abl about abt accept access account across activ
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs actual add address admir adult advanc aft afternoon aftr again age
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs ago ahead aight aint air aiyah alex all almost alon alreadi
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs alright alrit also alway amp ampm angri announc anoth answer anybodi
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs anymor anyon anyth anytim anyway apart app appli appoint appreci
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs april ard area argument arm around arrang arrest arriv asap ask
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs askd ass attempt auction avail ave avoid await award away awesom
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs babe babi back bad bag bak balanc bank bare bath batteri bcoz
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs bcum bday beauti becom bed bedroom befor begin believ belli best
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs better bid big bill bird birthday bit black blank bless blue
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs bluetooth bodi bold bonus boo book bore boss bother bout bowl box
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs boy boytoy brand break breath brilliant bring brother bslvyl
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs btnationalr budget bugi bus busi buy buzz cabin cafe cal call
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs caller callertun camcord came camera can cancel cant car card care
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs carlo case cash cashbal cashin catch caus chanc chang charact charg
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs chariti chat cheap check cheer chennai chikku childish children
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs chines choic choos christma cine cinema claim class clean clear
## 1 "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs click clock close club code coffe coin cold colleagu collect colleg
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs colour come comin comp compani competit complet complimentari comput
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs concentr condit confirm congrat congratul connect contact content
## 1 "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs convey cook cool copi correct cos cost countri coupl cours cover
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs coz crave crazi credit cri croydon cuddl cum cup current custcar
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "Yes" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs custom cut cute cuz dad daddi dai damn darl darlin darren dat
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs date day dead deal dear decid deep definit del delet deliv deliveri
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs den depend detail didnt didt die differ difficult digit din dinner
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs direct dis discount discuss disturb dnt doctor doesnt dog doin
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs dollar don don‰û÷t donåõt done dont door doubl down download draw
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs dream drink drive drop drug dude dun dunno dvd earli earlier easi
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs eat eatin either els email embarass empti end enemi energi england
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs enjoy enough enter entri envelop especi etc euro eve even ever
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs everi everyon everyth exact exam excel excit excus expect experi
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs expir extra eye face facebook fact fall famili fanci fantasi fantast
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs far fast fat father fault feel felt fetch fight figur file fill
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs film final find fine finger finish first five fix flight flirt
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs flower follow fone food for forev forget forgot forward found free
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "Yes"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs freemsg freephon fren fri friday friend friendship frm frnd frnds
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs fuck full fullonsmscom fun funni futur gal game gap gas gave
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs gay gentl get gettin gift girl give glad god goe goin gone gonna
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs good goodmorn got goto gotta great greet grin group guarante gud
## 1 "No" "No" "Yes" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs guess guy gym haf haha hai hair half hand hang happen happi hard
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs hav havent head hear heard heart heavi hee hell hello help her
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs here hey hgsuiteland high him hit hiya hmm hmmm hmv hol hold
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs holder holiday home honey hook hop hope horni hospit hot hotel hour
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs hous housemaid how howev howz hrs hug huh hungri hurri hurt iam
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs ice idea identifi ignor ill imagin imma immedi import inc inch
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs includ india indian info inform instead interest interview invit ipod
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs irrit ish issu itself ive izzit januari jay job john join joke
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs joy jus just juz kalli kate keep kept key kick kid kill kind
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs kinda king kiss knew know knw ladi land landlin laptop lar last
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "Yes" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs late later latest laugh lazi ldn lead learn least leav lect left
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs leh lei lemm less lesson let letter liao librari lick lie life
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs lift light like line link list listen littl live load loan local
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs locat log login lol long longer look lor lose lost lot lovabl
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs love lover loverboy loyalti ltd ltdecimalgt ltgt lttimegt luck lucki
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs lunch luv made mah mail make man mani march mark marri marriag
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs match mate matter maxim may mayb mean meant med medic meet meh
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs mei mell member men menu merri messag met mid midnight might min
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs mind mine minut miracl miss mistak moan mob mobil mobileupd mode
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs mom moment mon monday money month mood moon more morn motorola move
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs movi mrng mrt msg msgs mths much mum murder music must muz nah
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "Yes"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs nake name nation natur naughti near need net network neva never new
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs news next nice nigeria night nite nobodi noe nokia none noon nope
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs normal not noth notic now ntt num number nxt nyt off offer
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs offic offici okay oki old omw one onli onlin oop open oper
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs opinion opt optout orang orchard order oredi oso other otherwis
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs our out outsid over pack page paid pain paper parent park part
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs parti partner pass passion password past pay peac peopl per person
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs pete phone photo pic pick pictur piec pix pizza place plan plane
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs play player pleas pleasur pls plus plz pmin pmsg pobox poboxwwq
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs point poli polic poor pop possibl post pound power pple ppm practic
## 1 "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs pray prefer prepar press pretti price princess privat prize prob
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs probabl problem project promis pub put qualiti question quick quit
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs quiz quot rain rate rather rcvd reach read readi real realiz realli
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs reason receipt receiv recent record refer regard regist remain rememb
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs remind remov rent rental repli repres request respond respons rest
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs result return reveal review right ring rington rite road rock room
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs roommat rose round rowwjhl rpli rreveal run sad sae safe said sale
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs sam same sat saturday savamob save saw say sch school score
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "Yes" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs scream sea search season sec second secret see seem seen select
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs self sell semest send sens sent serious servic set settl sex sexi
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs shall share shd shes ship shirt shit shop short show shower shuhui
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs sick side sigh sight sign silent sim simpl sinc sing singl sir sis
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs sister sit situat sky slave sleep slept slow slowli small smile
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs smoke sms smth snow sofa solv somebodi someon someth sometim
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs somewher song soni sonyericsson soon sorri sort sound space speak
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs special specialcal spend spent spoke sport spree stand star start
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs statement station stay std still stock stop store stori str
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "Yes" "Yes" "No" "No" "No" "No" "No"
## Terms
## Docs straight street strong student studi stuff style sub subscrib
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs success summer sun sunday sunshin support suppos sure surpris sweet
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs swing system take talk tampa tcs teach team tear teas tel tell ten
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs tenerif term test text thank thanx that them then there thing think
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "Yes"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs thinkin this thk thnk tho though thought throw thru tht thur
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs ticket til till time tire titl tmr tncs today togeth told tomo
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs tomorrow tone tonight tonit too took top tot total touch tough
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs tour toward town track train transact treat tri trip troubl true
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs trust truth tscs ttyl tuesday turn twice two txt txting txts type
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "Yes" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs ufind ugh umma uncl understand unless unlimit unredeem unsub
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs unsubscrib updat ure urgent urself use usf usual uve valentin
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "Yes" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs valid valu vari verifi via video visit voic voucher wait wake walk
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs wan wana wanna want wap warm wast wat watch water way weak wear
## 1 "No" "No" "No" "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs weather wed wednesday weed week weekend weight welcom well wen went
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs wer wet what whatev whenev while whole wid wif wife wil will
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "Yes" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs win wine winner wish wit within without wiv wkli wnt woke won
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs wonder wont word work workin world worri worth wot wow write wrong
## 1 "No" "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs wun wwwgetzedcouk xmas xxx yahoo yar yeah year yep yes yest
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs yesterday yet yoga yogasana you your yourself yrs yun yup
## 1 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 2 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 3 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 5 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 6 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"head(sms_test)## Terms
## Docs ‰ûò å£wk abiola abl about abt accept access account across activ
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs actual add address admir adult advanc aft afternoon aftr again
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs age ago ahead aight aint air aiyah alex all almost alon alreadi
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs alright alrit also alway amp ampm angri announc anoth answer
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs anybodi anymor anyon anyth anytim anyway apart app appli appoint
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs appreci april ard area argument arm around arrang arrest arriv
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs asap ask askd ass attempt auction avail ave avoid await award
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs away awesom babe babi back bad bag bak balanc bank bare bath
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs batteri bcoz bcum bday beauti becom bed bedroom befor begin believ
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "Yes" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs belli best better bid big bill bird birthday bit black blank
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs bless blue bluetooth bodi bold bonus boo book bore boss bother
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs bout bowl box boy boytoy brand break breath brilliant bring
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs brother bslvyl btnationalr budget bugi bus busi buy buzz cabin
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs cafe cal call caller callertun camcord came camera can cancel
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs cant car card care carlo case cash cashbal cashin catch caus chanc
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs chang charact charg chariti chat cheap check cheer chennai chikku
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs childish children chines choic choos christma cine cinema claim
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs class clean clear click clock close club code coffe coin cold
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs colleagu collect colleg colour come comin comp compani competit
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs complet complimentari comput concentr condit confirm congrat
## 4170 "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs congratul connect contact content convey cook cool copi correct
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs cos cost countri coupl cours cover coz crave crazi credit cri
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs croydon cuddl cum cup current custcar custom cut cute cuz dad
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs daddi dai damn darl darlin darren dat date day dead deal dear
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs decid deep definit del delet deliv deliveri den depend detail
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs didnt didt die differ difficult digit din dinner direct dis
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs discount discuss disturb dnt doctor doesnt dog doin dollar don
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs don‰û÷t donåõt done dont door doubl down download draw dream drink
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "Yes"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs drive drop drug dude dun dunno dvd earli earlier easi eat eatin
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs either els email embarass empti end enemi energi england enjoy
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs enough enter entri envelop especi etc euro eve even ever everi
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs everyon everyth exact exam excel excit excus expect experi expir
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs extra eye face facebook fact fall famili fanci fantasi fantast
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs far fast fat father fault feel felt fetch fight figur file fill
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs film final find fine finger finish first five fix flight flirt
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs flower follow fone food for forev forget forgot forward found free
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs freemsg freephon fren fri friday friend friendship frm frnd frnds
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs fuck full fullonsmscom fun funni futur gal game gap gas gave
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs gay gentl get gettin gift girl give glad god goe goin gone
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs gonna good goodmorn got goto gotta great greet grin group
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs guarante gud guess guy gym haf haha hai hair half hand hang
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs happen happi hard hav havent head hear heard heart heavi hee hell
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs hello help her here hey hgsuiteland high him hit hiya hmm hmmm
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs hmv hol hold holder holiday home honey hook hop hope horni
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs hospit hot hotel hour hous housemaid how howev howz hrs hug
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs huh hungri hurri hurt iam ice idea identifi ignor ill imagin
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs imma immedi import inc inch includ india indian info inform
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs instead interest interview invit ipod irrit ish issu itself ive
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs izzit januari jay job john join joke joy jus just juz kalli
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs kate keep kept key kick kid kill kind kinda king kiss knew know
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs knw ladi land landlin laptop lar last late later latest laugh
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "Yes" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs lazi ldn lead learn least leav lect left leh lei lemm less
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs lesson let letter liao librari lick lie life lift light like line
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs link list listen littl live load loan local locat log login lol
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs long longer look lor lose lost lot lovabl love lover loverboy
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "Yes" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs loyalti ltd ltdecimalgt ltgt lttimegt luck lucki lunch luv made
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs mah mail make man mani march mark marri marriag match mate matter
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs maxim may mayb mean meant med medic meet meh mei mell member
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs men menu merri messag met mid midnight might min mind mine
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs minut miracl miss mistak moan mob mobil mobileupd mode mom moment
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs mon monday money month mood moon more morn motorola move movi mrng
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs mrt msg msgs mths much mum murder music must muz nah nake
## 4170 "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs name nation natur naughti near need net network neva never new
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "Yes"
## 4171 "Yes" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs news next nice nigeria night nite nobodi noe nokia none noon nope
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs normal not noth notic now ntt num number nxt nyt off offer
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs offic offici okay oki old omw one onli onlin oop open oper
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs opinion opt optout orang orchard order oredi oso other otherwis
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs our out outsid over pack page paid pain paper parent park part
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs parti partner pass passion password past pay peac peopl per
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs person pete phone photo pic pick pictur piec pix pizza place plan
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs plane play player pleas pleasur pls plus plz pmin pmsg pobox
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs poboxwwq point poli polic poor pop possibl post pound power pple
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs ppm practic pray prefer prepar press pretti price princess privat
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs prize prob probabl problem project promis pub put qualiti
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs question quick quit quiz quot rain rate rather rcvd reach read
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs readi real realiz realli reason receipt receiv recent record refer
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs regard regist remain rememb remind remov rent rental repli repres
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs request respond respons rest result return reveal review right ring
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs rington rite road rock room roommat rose round rowwjhl rpli rreveal
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs run sad sae safe said sale sam same sat saturday savamob save
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs saw say sch school score scream sea search season sec second
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "Yes"
## 4171 "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs secret see seem seen select self sell semest send sens sent
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "Yes" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs serious servic set settl sex sexi shall share shd shes ship
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs shirt shit shop short show shower shuhui sick side sigh sight sign
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "Yes" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs silent sim simpl sinc sing singl sir sis sister sit situat sky
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs slave sleep slept slow slowli small smile smoke sms smth snow sofa
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs solv somebodi someon someth sometim somewher song soni sonyericsson
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs soon sorri sort sound space speak special specialcal spend spent
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs spoke sport spree stand star start statement station stay std
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs still stock stop store stori str straight street strong student
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs studi stuff style sub subscrib success summer sun sunday sunshin
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs support suppos sure surpris sweet swing system take talk tampa tcs
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs teach team tear teas tel tell ten tenerif term test text thank
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs thanx that them then there thing think thinkin this thk thnk tho
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs though thought throw thru tht thur ticket til till time tire titl
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs tmr tncs today togeth told tomo tomorrow tone tonight tonit too
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs took top tot total touch tough tour toward town track train
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs transact treat tri trip troubl true trust truth tscs ttyl tuesday
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs turn twice two txt txting txts type ufind ugh umma uncl
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs understand unless unlimit unredeem unsub unsubscrib updat ure
## 4170 "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs urgent urself use usf usual uve valentin valid valu vari verifi
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs via video visit voic voucher wait wake walk wan wana wanna want
## 4170 "No" "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs wap warm wast wat watch water way weak wear weather wed
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "Yes" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs wednesday weed week weekend weight welcom well wen went wer wet
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs what whatev whenev while whole wid wif wife wil will win wine
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs winner wish wit within without wiv wkli wnt woke won wonder
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs wont word work workin world worri worth wot wow write wrong wun
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs wwwgetzedcouk xmas xxx yahoo yar yeah year yep yes yest
## 4170 "No" "No" "No" "No" "No" "No" "Yes" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## Terms
## Docs yesterday yet yoga yogasana you your yourself yrs yun yup
## 4170 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4171 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4172 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4173 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4174 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"
## 4175 "No" "No" "No" "No" "No" "No" "No" "No" "No" "No"library(rpart)
#next train the model or do modelling
library(e1071)## Warning: package 'e1071' was built under R version 3.6.3sms_classifier <- naiveBayes(sms_train, sms_raw_train$v1)
#then make prediction
sms_test_pred <- predict(sms_classifier, sms_test)
#create a cross table to check perfomance
library(gmodels)## Warning: package 'gmodels' was built under R version 3.6.3CrossTable(sms_test_pred, sms_raw_test$v1,
prop.chisq = FALSE, prop.t = FALSE,
dnn = c('predicted', 'actual'))##
##
## Cell Contents
## |-------------------------|
## | N |
## | N / Row Total |
## | N / Col Total |
## |-------------------------|
##
##
## Total Observations in Table: 1390
##
##
## | actual
## predicted | ham | spam | Row Total |
## -------------|-----------|-----------|-----------|
## ham | 1200 | 34 | 1234 |
## | 0.972 | 0.028 | 0.888 |
## | 0.992 | 0.189 | |
## -------------|-----------|-----------|-----------|
## spam | 10 | 146 | 156 |
## | 0.064 | 0.936 | 0.112 |
## | 0.008 | 0.811 | |
## -------------|-----------|-----------|-----------|
## Column Total | 1210 | 180 | 1390 |
## | 0.871 | 0.129 | |
## -------------|-----------|-----------|-----------|
##
## library(caret)## Warning: package 'caret' was built under R version 3.6.3## Loading required package: lattice## Warning: package 'lattice' was built under R version 3.6.3## Loading required package: ggplot2##
## Attaching package: 'ggplot2'## The following object is masked from 'package:NLP':
##
## annotateconfusionMatrix(sms_test_pred,sms_raw_test$v1)## Confusion Matrix and Statistics
##
## Reference
## Prediction ham spam
## ham 1200 34
## spam 10 146
##
## Accuracy : 0.9683
## 95% CI : (0.9577, 0.9769)
## No Information Rate : 0.8705
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.8511
##
## Mcnemar's Test P-Value : 0.0005256
##
## Sensitivity : 0.9917
## Specificity : 0.8111
## Pos Pred Value : 0.9724
## Neg Pred Value : 0.9359
## Prevalence : 0.8705
## Detection Rate : 0.8633
## Detection Prevalence : 0.8878
## Balanced Accuracy : 0.9014
##
## 'Positive' Class : ham
## #performs well