To Predict on the classification of text message as Ham/Spam:
library(rmarkdown)
## Warning: package 'rmarkdown' was built under R version 3.5.1
library(tm)
## Warning: package 'tm' was built under R version 3.5.1
## Loading required package: NLP
## Warning: package 'NLP' was built under R version 3.5.1
library(e1071)
## Warning: package 'e1071' was built under R version 3.5.1
library(gmodels)
## Warning: package 'gmodels' was built under R version 3.5.1
library(caret)
## Warning: package 'caret' was built under R version 3.5.1
## Loading required package: lattice
## Loading required package: ggplot2
## Warning: package 'ggplot2' was built under R version 3.5.1
##
## Attaching package: 'ggplot2'
## The following object is masked from 'package:NLP':
##
## annotate
library(dplyr)
## Warning: package 'dplyr' was built under R version 3.5.1
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
sms_data<-read.csv(file.choose(),stringsAsFactors = F)
class(sms_data)
## [1] "data.frame"
str(sms_data)
## 'data.frame': 5559 obs. of 2 variables:
## $ type: chr "ham" "ham" "ham" "spam" ...
## $ text: chr "Hope you are having a good week. Just checking in" "K..give back my thanks." "Am also doing in cbe only. But have to pay." "complimentary 4 STAR Ibiza Holiday or å£10,000 cash needs your URGENT collection. 09066364349 NOW from Landline"| __truncated__ ...
sms_data$type<-as.factor(sms_data$type)
str(sms_data)
## 'data.frame': 5559 obs. of 2 variables:
## $ type: Factor w/ 2 levels "ham","spam": 1 1 1 2 2 1 1 1 2 1 ...
## $ text: chr "Hope you are having a good week. Just checking in" "K..give back my thanks." "Am also doing in cbe only. But have to pay." "complimentary 4 STAR Ibiza Holiday or å£10,000 cash needs your URGENT collection. 09066364349 NOW from Landline"| __truncated__ ...
table(sms_data$type)
##
## ham spam
## 4812 747
# Prepare corpuse for the text data
# Corpus - it is a collection of documents:
# Vcorpus is a volatile corpus which stores the corpus in memory and would be destroyed
# once when the R object gets destroyed.
# Pcorpus is a permanent corpus that is stored outside of memory(in database)
# corpus uses simple corpus which does not allow you to keep dashes, underscores or punctuations.
sms_corpous<-VCorpus(VectorSource(sms_data$text))
class(sms_corpous)
## [1] "VCorpus" "Corpus"
# Cleaning data (removing unwanted symbols)
corpus_clean<-tm_map(sms_corpous,tolower)
corpus_clean<-tm_map(corpus_clean, removeNumbers)
corpus_clean<-tm_map(corpus_clean,removeWords, stopwords())
corpus_clean<-tm_map(corpus_clean,removePunctuation)
corpus_clean<-tm_map(corpus_clean,stripWhitespace)
corpus_clean <- tm_map(corpus_clean, PlainTextDocument)
class(corpus_clean)
## [1] "VCorpus" "Corpus"
# create a document-term sparse matrix
# Convert into a plain text document before converting to Document Term Matrix.
# Why to convert to DTM
# In text mining, it is important to create the document-term matrix (DTM) of the corpus we are interested in. A DTM is basically a matrix, with
# documents designated by rows and words by columns, that the elements are the counts or the weights.
sms_dtm <- DocumentTermMatrix(corpus_clean)
class(sms_dtm)
## [1] "DocumentTermMatrix" "simple_triplet_matrix"
# as.character(sms_dtm)
# creating training and test datasets
sms_raw_train <- sms_data[1:4169, ]
sms_raw_test <- sms_data[4170:5559, ]
sms_dtm_train <- sms_dtm[1:4169, ]
sms_dtm_test <- sms_dtm[4170:5559, ]
sms_corpus_train <- corpus_clean[1:4169]
sms_corpus_test <- corpus_clean[4170:5559]
# check that the proportion of spam is similar
prop.table(table(sms_raw_train$type))
##
## ham spam
## 0.8647158 0.1352842
prop.table(table(sms_raw_test$type))
##
## ham spam
## 0.8683453 0.1316547
# indicator features for frequent words
# if the word has been referred to 5 times or more
sms_dict<-findFreqTerms(sms_dtm, 5)
# Now apply this particular dictionary of words to training and testing data.
sms_train <- DocumentTermMatrix(sms_corpus_train, list(dictionary = sms_dict))
sms_test <- DocumentTermMatrix(sms_corpus_test, list(dictionary = sms_dict))
temp <- as.data.frame(as.matrix(sms_train))
View(temp)
dim(sms_train)
## [1] 4169 1526
dim(sms_test)
## [1] 1390 1526
#inspect(sms_corpus_train[1:100])
#list(sms_dict[1:100])
# convert counts to a factor
# Create a custom function to show that if a specific word as been used more than once.
convert_counts <- function(x) {
x <- ifelse(x > 0, 1, 0)
x <- factor(x, levels = c(0, 1), labels = c("No", "Yes"))
}
# apply() convert_counts() to columns of train/test data
sms_train <- apply(sms_train, MARGIN = 2, convert_counts)
sms_test <- apply(sms_test, MARGIN = 2, convert_counts)
View(sms_train)
View(sms_test)
## Training a model on the data ----
# Now apply naiveBayes Model on the new sms_train and original data
# on Type (Classifier for ham or spam)
sms_classifier <- naiveBayes(sms_train, sms_raw_train$type)
sms_classifier
##
## Naive Bayes Classifier for Discrete Predictors
##
## Call:
## naiveBayes.default(x = sms_train, y = sms_raw_train$type)
##
## A-priori probabilities:
## sms_raw_train$type
## ham spam
## 0.8647158 0.1352842
##
## Conditional probabilities:
## 䉉䞕
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## ‰ââèïll
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## ‰ââèïm
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## ‰ââèïs
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## ‰ûªs
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## å£wk
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## abiola
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## able
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 1.000000000 0.000000000
##
## abt
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## accept
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## access
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9946808511 0.0053191489
##
## account
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.97163121 0.02836879
##
## across
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## activate
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9929078014 0.0070921986
##
## actually
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 1.000000000 0.000000000
##
## add
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## added
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## address
## sms_raw_train$type No Yes
## ham 0.996671290 0.003328710
## spam 0.992907801 0.007092199
##
## admirer
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98404255 0.01595745
##
## adult
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9946808511 0.0053191489
##
## advance
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## advice
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 1.0000000000 0.0000000000
##
## aft
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## afternoon
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 1.000000000 0.000000000
##
## aftr
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## age
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9804964539 0.0195035461
##
## ago
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## aha
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## ahead
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## ahmad
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## aight
## sms_raw_train$type No Yes
## ham 0.99223301 0.00776699
## spam 1.00000000 0.00000000
##
## aint
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## air
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## airport
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## aiyah
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## aiyo
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## alex
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## almost
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## alone
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.996453901 0.003546099
##
## already
## sms_raw_train$type No Yes
## ham 0.98085992 0.01914008
## spam 0.99822695 0.00177305
##
## alright
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 1.000000000 0.000000000
##
## alrite
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## also
## sms_raw_train$type No Yes
## ham 0.986962552 0.013037448
## spam 0.994680851 0.005319149
##
## always
## sms_raw_train$type No Yes
## ham 0.98862691 0.01137309
## spam 1.00000000 0.00000000
##
## amazing
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9964539007 0.0035460993
##
## amount
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## amt
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## angry
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## announcement
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## another
## sms_raw_train$type No Yes
## ham 0.992787795 0.007212205
## spam 0.998226950 0.001773050
##
## ans
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.992907801 0.007092199
##
## answer
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.992907801 0.007092199
##
## anybody
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## anymore
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## anyone
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.998226950 0.001773050
##
## anything
## sms_raw_train$type No Yes
## ham 0.9850208 0.0149792
## spam 1.0000000 0.0000000
##
## anytime
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.982269504 0.017730496
##
## anyway
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## apartment
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## app
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9946808511 0.0053191489
##
## apply
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9645390071 0.0354609929
##
## appreciate
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## april
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## arcade
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## ard
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## area
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.991134752 0.008865248
##
## argument
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## armand
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## around
## sms_raw_train$type No Yes
## ham 0.98890430 0.01109570
## spam 0.99822695 0.00177305
##
## arrange
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## arrested
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## arrive
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## asap
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9893617021 0.0106382979
##
## ask
## sms_raw_train$type No Yes
## ham 0.98363384 0.01636616
## spam 1.00000000 0.00000000
##
## askd
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## asked
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 0.991134752 0.008865248
##
## askin
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## asking
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## asks
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## asleep
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## ate
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## attempt
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.96631206 0.03368794
##
## auction
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98404255 0.01595745
##
## available
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.998226950 0.001773050
##
## ave
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9946808511 0.0053191489
##
## await
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9716312057 0.0283687943
##
## awaiting
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## awake
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## award
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97340426 0.02659574
##
## awarded
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.95035461 0.04964539
##
## away
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 0.996453901 0.003546099
##
## awesome
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## babe
## sms_raw_train$type No Yes
## ham 0.98696255 0.01303745
## spam 0.98936170 0.01063830
##
## babes
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9964539007 0.0035460993
##
## baby
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 0.996453901 0.003546099
##
## back
## sms_raw_train$type No Yes
## ham 0.97447989 0.02552011
## spam 0.97340426 0.02659574
##
## bad
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 1.000000000 0.000000000
##
## bag
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## bak
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## balance
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## bank
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.998226950 0.001773050
##
## barely
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## basically
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## bath
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## bathe
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## battery
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## bcoz
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## bday
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## beautiful
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## become
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.998226950 0.001773050
##
## bed
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 1.000000000 0.000000000
##
## bedroom
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## begin
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## behind
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 1.0000000000 0.0000000000
##
## believe
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 0.99822695 0.00177305
##
## belly
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## best
## sms_raw_train$type No Yes
## ham 0.992510402 0.007489598
## spam 0.989361702 0.010638298
##
## better
## sms_raw_train$type No Yes
## ham 0.99223301 0.00776699
## spam 1.00000000 0.00000000
##
## bid
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## big
## sms_raw_train$type No Yes
## ham 0.99223301 0.00776699
## spam 0.99822695 0.00177305
##
## bill
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.996453901 0.003546099
##
## bin
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## birds
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## birthday
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 0.998226950 0.001773050
##
## bit
## sms_raw_train$type No Yes
## ham 0.98945908 0.01054092
## spam 1.00000000 0.00000000
##
## black
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## blue
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## bluetooth
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## body
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## bold
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## bonus
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.96808511 0.03191489
##
## boo
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## book
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.994680851 0.005319149
##
## booked
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## boost
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## bored
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 0.998226950 0.001773050
##
## boring
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## boss
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## boston
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 1.0000000000 0.0000000000
##
## bother
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## bought
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## bout
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.998226950 0.001773050
##
## box
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9414893617 0.0585106383
##
## boy
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## boys
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## boytoy
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## brand
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## break
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.996453901 0.003546099
##
## bring
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 1.000000000 0.000000000
##
## brings
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## broke
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## brother
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 0.99822695 0.00177305
##
## bslvyl
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## btnationalrate
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## btw
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## bucks
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## budget
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## bugis
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## buns
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## bus
## sms_raw_train$type No Yes
## ham 0.992787795 0.007212205
## spam 1.000000000 0.000000000
##
## busy
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 0.998226950 0.001773050
##
## buy
## sms_raw_train$type No Yes
## ham 0.988349515 0.011650485
## spam 0.994680851 0.005319149
##
## buying
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## cabin
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## cafe
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## caken
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## cal
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## call
## sms_raw_train$type No Yes
## ham 0.95228849 0.04771151
## spam 0.55673759 0.44326241
##
## called
## sms_raw_train$type No Yes
## ham 0.993619972 0.006380028
## spam 1.000000000 0.000000000
##
## caller
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9787234043 0.0212765957
##
## callers
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## callertune
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## calling
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.996453901 0.003546099
##
## calls
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.985815603 0.014184397
##
## camcorder
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97695035 0.02304965
##
## came
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 0.998226950 0.001773050
##
## camera
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9521276596 0.0478723404
##
## campus
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## can
## sms_raw_train$type No Yes
## ham 0.92871012 0.07128988
## spam 0.95744681 0.04255319
##
## cancel
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.992907801 0.007092199
##
## cancer
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## cant
## sms_raw_train$type No Yes
## ham 0.986685160 0.013314840
## spam 0.994680851 0.005319149
##
## car
## sms_raw_train$type No Yes
## ham 0.99223301 0.00776699
## spam 1.00000000 0.00000000
##
## card
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.994680851 0.005319149
##
## care
## sms_raw_train$type No Yes
## ham 0.988626907 0.011373093
## spam 0.991134752 0.008865248
##
## carlos
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## cars
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## cartoon
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 1.0000000000 0.0000000000
##
## case
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## cash
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.91312057 0.08687943
##
## cashbalance
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## catch
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## cause
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## cbe
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## cds
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## cell
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## centre
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## chance
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.96453901 0.03546099
##
## change
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## changed
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## character
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## charge
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.98936170 0.01063830
##
## charged
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## charges
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## charity
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.99822695 0.00177305
##
## chat
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 0.950354610 0.049645390
##
## cheap
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.992907801 0.007092199
##
## cheaper
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9964539007 0.0035460993
##
## check
## sms_raw_train$type No Yes
## ham 0.993065187 0.006934813
## spam 0.994680851 0.005319149
##
## checked
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## checking
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## cheers
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## chennai
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## chikku
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## childish
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## children
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## chinese
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## choice
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## choose
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.984042553 0.015957447
##
## christmas
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.99822695 0.00177305
##
## cine
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## cinema
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## claim
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.8457447 0.1542553
##
## class
## sms_raw_train$type No Yes
## ham 0.99112344 0.00887656
## spam 1.00000000 0.00000000
##
## clean
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## click
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9946808511 0.0053191489
##
## close
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 0.994680851 0.005319149
##
## club
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9787234043 0.0212765957
##
## code
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9592198582 0.0407801418
##
## coffee
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## cold
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## colleagues
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## collect
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.96808511 0.03191489
##
## collection
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.96276596 0.03723404
##
## college
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## colour
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.971631206 0.028368794
##
## come
## sms_raw_train$type No Yes
## ham 0.957004161 0.042995839
## spam 0.996453901 0.003546099
##
## comes
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 0.994680851 0.005319149
##
## comin
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## coming
## sms_raw_train$type No Yes
## ham 0.9889043 0.0110957
## spam 1.0000000 0.0000000
##
## common
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## comp
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9840425532 0.0159574468
##
## company
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 0.996453901 0.003546099
##
## competition
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9946808511 0.0053191489
##
## complete
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## completely
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.998226950 0.001773050
##
## complimentary
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98404255 0.01595745
##
## computer
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.992907801 0.007092199
##
## conditions
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## confidence
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## confirm
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.998226950 0.001773050
##
## congrats
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.991134752 0.008865248
##
## congratulations
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9840425532 0.0159574468
##
## connection
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## contact
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.914893617 0.085106383
##
## contacted
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## content
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9822695 0.0177305
##
## contract
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9929078014 0.0070921986
##
## convey
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## cool
## sms_raw_train$type No Yes
## ham 0.99112344 0.00887656
## spam 0.99822695 0.00177305
##
## copy
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## correct
## sms_raw_train$type No Yes
## ham 0.997780860 0.002219140
## spam 0.994680851 0.005319149
##
## cos
## sms_raw_train$type No Yes
## ham 0.98557559 0.01442441
## spam 1.00000000 0.00000000
##
## cost
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.97340426 0.02659574
##
## costa
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## costå£pm
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## costs
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## country
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9946808511 0.0053191489
##
## couple
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.998226950 0.001773050
##
## course
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## cover
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## coz
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## crave
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## crazy
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.996453901 0.003546099
##
## created
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## credit
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.987588652 0.012411348
##
## credits
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## croydon
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## cry
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## cum
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.991134752 0.008865248
##
## cup
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9929078014 0.0070921986
##
## current
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9964539007 0.0035460993
##
## currently
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.984042553 0.015957447
##
## custcare
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## customer
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.930851064 0.069148936
##
## cut
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## cute
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## cuz
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## dad
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 1.000000000 0.000000000
##
## daddy
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## daily
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## damn
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## darlin
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## darling
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## darren
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## dat
## sms_raw_train$type No Yes
## ham 0.991955617 0.008044383
## spam 1.000000000 0.000000000
##
## date
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.992907801 0.007092199
##
## dating
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9822695 0.0177305
##
## day
## sms_raw_train$type No Yes
## ham 0.96255201 0.03744799
## spam 0.97517730 0.02482270
##
## days
## sms_raw_train$type No Yes
## ham 0.993619972 0.006380028
## spam 0.978723404 0.021276596
##
## dead
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## deal
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## dear
## sms_raw_train$type No Yes
## ham 0.98363384 0.01636616
## spam 0.97695035 0.02304965
##
## december
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## decide
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## decided
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## decimal
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## deep
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## definitely
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## del
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## deliver
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## delivery
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9769503546 0.0230496454
##
## den
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 1.000000000 0.000000000
##
## depends
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## details
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 0.98581560 0.01418440
##
## dey
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## didnt
## sms_raw_train$type No Yes
## ham 0.992787795 0.007212205
## spam 1.000000000 0.000000000
##
## die
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## died
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## different
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## difficult
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## digital
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9875886525 0.0124113475
##
## din
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## dinner
## sms_raw_train$type No Yes
## ham 0.99334258 0.00665742
## spam 1.00000000 0.00000000
##
## dint
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## direct
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9858156028 0.0141843972
##
## directly
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## dis
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 0.996453901 0.003546099
##
## discount
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9858156028 0.0141843972
##
## discuss
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## disturb
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## dload
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.996453901 0.003546099
##
## dnt
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## doctor
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## doesnt
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## dog
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## dogging
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## doin
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## dollars
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## don
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## don‰ââèït
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## don‰ûªt
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## done
## sms_raw_train$type No Yes
## ham 0.991678225 0.008321775
## spam 0.992907801 0.007092199
##
## dont
## sms_raw_train$type No Yes
## ham 0.97337032 0.02662968
## spam 0.98404255 0.01595745
##
## door
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## double
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9822695035 0.0177304965
##
## download
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## draw
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.948581560 0.051418440
##
## dream
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.996453901 0.003546099
##
## dreams
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## drink
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## drinks
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## drive
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## driving
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 0.99822695 0.00177305
##
## drop
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## dropped
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## drug
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## drugs
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## dude
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## due
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## dun
## sms_raw_train$type No Yes
## ham 0.990291262 0.009708738
## spam 1.000000000 0.000000000
##
## dunno
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 1.000000000 0.000000000
##
## dvd
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9893617021 0.0106382979
##
## earlier
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## early
## sms_raw_train$type No Yes
## ham 0.993065187 0.006934813
## spam 1.000000000 0.000000000
##
## earth
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## easy
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.980496454 0.019503546
##
## eat
## sms_raw_train$type No Yes
## ham 0.992510402 0.007489598
## spam 1.000000000 0.000000000
##
## eatin
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## eating
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## eerie
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## egg
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.998226950 0.001773050
##
## either
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.989361702 0.010638298
##
## else
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## email
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 0.99822695 0.00177305
##
## empty
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 1.0000000000 0.0000000000
##
## end
## sms_raw_train$type No Yes
## ham 0.99334258 0.00665742
## spam 0.98758865 0.01241135
##
## ended
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## ending
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9893617021 0.0106382979
##
## ends
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.992907801 0.007092199
##
## energy
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.996453901 0.003546099
##
## england
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9893617021 0.0106382979
##
## english
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## enjoy
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 0.98404255 0.01595745
##
## enough
## sms_raw_train$type No Yes
## ham 0.993065187 0.006934813
## spam 0.996453901 0.003546099
##
## enter
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.989361702 0.010638298
##
## entered
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.989361702 0.010638298
##
## entitled
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## entry
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9751773 0.0248227
##
## envelope
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## especially
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## etc
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.991134752 0.008865248
##
## euro
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## eve
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.992907801 0.007092199
##
## even
## sms_raw_train$type No Yes
## ham 0.989736477 0.010263523
## spam 0.992907801 0.007092199
##
## evening
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## ever
## sms_raw_train$type No Yes
## ham 0.993342580 0.006657420
## spam 0.996453901 0.003546099
##
## every
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 0.953900709 0.046099291
##
## everyone
## sms_raw_train$type No Yes
## ham 0.996671290 0.003328710
## spam 0.996453901 0.003546099
##
## everything
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 1.000000000 0.000000000
##
## evng
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## exactly
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## exam
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## exams
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## excellent
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## except
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## exciting
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.994680851 0.005319149
##
## excuse
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## expecting
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## expensive
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## experience
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## expires
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9751773 0.0248227
##
## extra
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## eyes
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## face
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 1.000000000 0.000000000
##
## facebook
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## fact
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.998226950 0.001773050
##
## fall
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## family
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 1.000000000 0.000000000
##
## fancy
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.985815603 0.014184397
##
## fantasies
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## fantastic
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.989361702 0.010638298
##
## fantasy
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.996453901 0.003546099
##
## far
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## fast
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.998226950 0.001773050
##
## fat
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## father
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## fault
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## feb
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## feel
## sms_raw_train$type No Yes
## ham 0.98807212 0.01192788
## spam 1.00000000 0.00000000
##
## feeling
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## feels
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## felt
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## fetch
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## fight
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## fighting
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## figure
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## film
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.998226950 0.001773050
##
## final
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.976950355 0.023049645
##
## finally
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.99822695 0.00177305
##
## find
## sms_raw_train$type No Yes
## ham 0.98890430 0.01109570
## spam 0.96453901 0.03546099
##
## fine
## sms_raw_train$type No Yes
## ham 0.991955617 0.008044383
## spam 1.000000000 0.000000000
##
## fingers
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## finish
## sms_raw_train$type No Yes
## ham 0.992510402 0.007489598
## spam 1.000000000 0.000000000
##
## finished
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## first
## sms_raw_train$type No Yes
## ham 0.989181692 0.010818308
## spam 0.992907801 0.007092199
##
## five
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## fix
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## fixed
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## flag
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## flat
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## flights
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## flirt
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## flower
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## following
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.992907801 0.007092199
##
## fone
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.994680851 0.005319149
##
## food
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## forever
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## forget
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.996453901 0.003546099
##
## forgot
## sms_raw_train$type No Yes
## ham 0.993619972 0.006380028
## spam 1.000000000 0.000000000
##
## forward
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## forwarded
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.994680851 0.005319149
##
## found
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## free
## sms_raw_train$type No Yes
## ham 0.98751734 0.01248266
## spam 0.76950355 0.23049645
##
## freemsg
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## freephone
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## frens
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## fri
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.996453901 0.003546099
##
## friday
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## friend
## sms_raw_train$type No Yes
## ham 0.993065187 0.006934813
## spam 0.987588652 0.012411348
##
## friends
## sms_raw_train$type No Yes
## ham 0.988072122 0.011927878
## spam 0.994680851 0.005319149
##
## friendship
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## frm
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## frnd
## sms_raw_train$type No Yes
## ham 0.997780860 0.002219140
## spam 0.992907801 0.007092199
##
## frnds
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## frndship
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## full
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## fullonsmscom
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## fun
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 0.985815603 0.014184397
##
## funny
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## future
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9946808511 0.0053191489
##
## fyi
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## gal
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## game
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.985815603 0.014184397
##
## games
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98404255 0.01595745
##
## gap
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## gas
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## gave
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## gay
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## gbp
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## gee
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## geeee
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## get
## sms_raw_train$type No Yes
## ham 0.93814147 0.06185853
## spam 0.89893617 0.10106383
##
## gets
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## gettin
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.996453901 0.003546099
##
## getting
## sms_raw_train$type No Yes
## ham 0.990568655 0.009431345
## spam 0.992907801 0.007092199
##
## gift
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.978723404 0.021276596
##
## girl
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 0.996453901 0.003546099
##
## girlfrnd
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## girls
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.991134752 0.008865248
##
## give
## sms_raw_train$type No Yes
## ham 0.980859917 0.019140083
## spam 0.991134752 0.008865248
##
## gives
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## giving
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## glad
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## god
## sms_raw_train$type No Yes
## ham 0.992787795 0.007212205
## spam 1.000000000 0.000000000
##
## gods
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## goes
## sms_raw_train$type No Yes
## ham 0.993619972 0.006380028
## spam 1.000000000 0.000000000
##
## goin
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## going
## sms_raw_train$type No Yes
## ham 0.966435506 0.033564494
## spam 0.992907801 0.007092199
##
## gone
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## gonna
## sms_raw_train$type No Yes
## ham 0.98918169 0.01081831
## spam 1.00000000 0.00000000
##
## good
## sms_raw_train$type No Yes
## ham 0.95700416 0.04299584
## spam 0.98581560 0.01418440
##
## goodmorning
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## goodnight
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## google
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## got
## sms_raw_train$type No Yes
## ham 0.952011096 0.047988904
## spam 0.991134752 0.008865248
##
## goto
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.994680851 0.005319149
##
## gotta
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## great
## sms_raw_train$type No Yes
## ham 0.98252427 0.01747573
## spam 0.98226950 0.01773050
##
## green
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## grins
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## group
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## guaranteed
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.93617021 0.06382979
##
## gud
## sms_raw_train$type No Yes
## ham 0.98779473 0.01220527
## spam 1.00000000 0.00000000
##
## guess
## sms_raw_train$type No Yes
## ham 0.993065187 0.006934813
## spam 0.991134752 0.008865248
##
## guide
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## guy
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 1.000000000 0.000000000
##
## guys
## sms_raw_train$type No Yes
## ham 0.992510402 0.007489598
## spam 0.994680851 0.005319149
##
## gym
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## haf
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## haha
## sms_raw_train$type No Yes
## ham 0.990846047 0.009153953
## spam 1.000000000 0.000000000
##
## hai
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## hair
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## half
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 0.976950355 0.023049645
##
## hand
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## hands
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## handset
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## happen
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 1.000000000 0.000000000
##
## happened
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## happening
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## happens
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## happiness
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## happy
## sms_raw_train$type No Yes
## ham 0.98169209 0.01830791
## spam 0.99822695 0.00177305
##
## hard
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.994680851 0.005319149
##
## hate
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## hav
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## havent
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 1.00000000 0.00000000
##
## head
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## hear
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 0.996453901 0.003546099
##
## heard
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.994680851 0.005319149
##
## heart
## sms_raw_train$type No Yes
## ham 0.992510402 0.007489598
## spam 0.994680851 0.005319149
##
## heavy
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## hee
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## hell
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## hella
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## hello
## sms_raw_train$type No Yes
## ham 0.992233010 0.007766990
## spam 0.994680851 0.005319149
##
## help
## sms_raw_train$type No Yes
## ham 0.99334258 0.00665742
## spam 0.97340426 0.02659574
##
## hey
## sms_raw_train$type No Yes
## ham 0.978085992 0.021914008
## spam 0.996453901 0.003546099
##
## hgsuitelands
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## high
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9964539007 0.0035460993
##
## hit
## sms_raw_train$type No Yes
## ham 0.997780860 0.002219140
## spam 0.996453901 0.003546099
##
## hiya
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## hmm
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## hmmm
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## hmv
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## hold
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## holder
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## holding
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## holiday
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.953900709 0.046099291
##
## holla
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## home
## sms_raw_train$type No Yes
## ham 0.96588072 0.03411928
## spam 1.00000000 0.00000000
##
## honey
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## hook
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## hop
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## hope
## sms_raw_train$type No Yes
## ham 0.981137309 0.018862691
## spam 0.994680851 0.005319149
##
## hopefully
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## hoping
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## horny
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## horrible
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## hospital
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## hostel
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## hot
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.980496454 0.019503546
##
## hotel
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.998226950 0.001773050
##
## hour
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 1.000000000 0.000000000
##
## hours
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.989361702 0.010638298
##
## house
## sms_raw_train$type No Yes
## ham 0.992787795 0.007212205
## spam 0.998226950 0.001773050
##
## housemaid
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## however
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## hows
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## howz
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## hrs
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.968085106 0.031914894
##
## httpwwwurawinnercom
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## huh
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## hungry
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## hurry
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## hurt
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## hurts
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## iam
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## ice
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## idea
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## identifier
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97695035 0.02304965
##
## ignore
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## ill
## sms_raw_train$type No Yes
## ham 0.990568655 0.009431345
## spam 1.000000000 0.000000000
##
## imagine
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## imma
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## immediately
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9946808511 0.0053191489
##
## important
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.982269504 0.017730496
##
## inc
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## inclusive
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## india
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## indian
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 1.0000000000 0.0000000000
##
## info
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9875886525 0.0124113475
##
## information
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9875886525 0.0124113475
##
## informed
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9964539007 0.0035460993
##
## inside
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## instead
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## insurance
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## interested
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## interesting
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## internet
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## intro
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## invited
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.994680851 0.005319149
##
## inviting
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## ipod
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98049645 0.01950355
##
## ish
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## isnt
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## issues
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9982269504 0.0017730496
##
## italian
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## ive
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## izzit
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## january
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## java
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.996453901 0.003546099
##
## jay
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## jazz
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## jiu
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## job
## sms_raw_train$type No Yes
## ham 0.99112344 0.00887656
## spam 1.00000000 0.00000000
##
## john
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## join
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.980496454 0.019503546
##
## joined
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## joke
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## jokes
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## joking
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## joys
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## jst
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## jus
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 1.00000000 0.00000000
##
## just
## sms_raw_train$type No Yes
## ham 0.94368932 0.05631068
## spam 0.89893617 0.10106383
##
## juz
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## kallis
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## kate
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## keep
## sms_raw_train$type No Yes
## ham 0.986685160 0.013314840
## spam 0.991134752 0.008865248
##
## keeping
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## kept
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## kerala
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## kick
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## kids
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## kind
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## kinda
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.998226950 0.001773050
##
## king
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9964539007 0.0035460993
##
## kiss
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 1.00000000 0.00000000
##
## knew
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## know
## sms_raw_train$type No Yes
## ham 0.95478502 0.04521498
## spam 0.97163121 0.02836879
##
## knows
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.99822695 0.00177305
##
## knw
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## ladies
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## lady
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## land
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9751773 0.0248227
##
## landline
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9521276596 0.0478723404
##
## laptop
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## lar
## sms_raw_train$type No Yes
## ham 0.99112344 0.00887656
## spam 1.00000000 0.00000000
##
## last
## sms_raw_train$type No Yes
## ham 0.98696255 0.01303745
## spam 0.98049645 0.01950355
##
## late
## sms_raw_train$type No Yes
## ham 0.98779473 0.01220527
## spam 0.99822695 0.00177305
##
## later
## sms_raw_train$type No Yes
## ham 0.97198336 0.02801664
## spam 1.00000000 0.00000000
##
## latest
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.948581560 0.051418440
##
## latr
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## laugh
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.998226950 0.001773050
##
## law
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## lazy
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## ldn
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## lead
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## learn
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## least
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## leave
## sms_raw_train$type No Yes
## ham 0.990568655 0.009431345
## spam 0.996453901 0.003546099
##
## leaves
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## leaving
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## lect
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## left
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 1.000000000 0.000000000
##
## leh
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 1.000000000 0.000000000
##
## lei
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## lemme
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## less
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## lesson
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## lessons
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## let
## sms_raw_train$type No Yes
## ham 0.98557559 0.01442441
## spam 1.00000000 0.00000000
##
## lets
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## liao
## sms_raw_train$type No Yes
## ham 0.991955617 0.008044383
## spam 1.000000000 0.000000000
##
## library
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## life
## sms_raw_train$type No Yes
## ham 0.986962552 0.013037448
## spam 0.994680851 0.005319149
##
## lift
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## light
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## lik
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## like
## sms_raw_train$type No Yes
## ham 0.95256588 0.04743412
## spam 0.98226950 0.01773050
##
## liked
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## line
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.948581560 0.051418440
##
## linerental
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## link
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.992907801 0.007092199
##
## list
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## listen
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.996453901 0.003546099
##
## listening
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9982269504 0.0017730496
##
## little
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 0.996453901 0.003546099
##
## live
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.968085106 0.031914894
##
## living
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## lmao
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## loads
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## loan
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9946808511 0.0053191489
##
## local
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9929078014 0.0070921986
##
## locations
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## log
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.989361702 0.010638298
##
## login
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## lol
## sms_raw_train$type No Yes
## ham 0.98446602 0.01553398
## spam 1.00000000 0.00000000
##
## london
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.994680851 0.005319149
##
## long
## sms_raw_train$type No Yes
## ham 0.991678225 0.008321775
## spam 1.000000000 0.000000000
##
## longer
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## look
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 0.994680851 0.005319149
##
## looked
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## lookin
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## looking
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 0.98404255 0.01595745
##
## looks
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## lor
## sms_raw_train$type No Yes
## ham 0.97087379 0.02912621
## spam 1.00000000 0.00000000
##
## lose
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.99822695 0.00177305
##
## lost
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.998226950 0.001773050
##
## lot
## sms_raw_train$type No Yes
## ham 0.992510402 0.007489598
## spam 1.000000000 0.000000000
##
## lots
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 0.99822695 0.00177305
##
## lovable
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## love
## sms_raw_train$type No Yes
## ham 0.96837725 0.03162275
## spam 0.98936170 0.01063830
##
## loved
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## lovely
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## lover
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.996453901 0.003546099
##
## loverboy
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## loves
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## loving
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## loyalty
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## ltd
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## luck
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.994680851 0.005319149
##
## lucky
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.989361702 0.010638298
##
## lunch
## sms_raw_train$type No Yes
## ham 0.99223301 0.00776699
## spam 1.00000000 0.00000000
##
## luv
## sms_raw_train$type No Yes
## ham 0.993619972 0.006380028
## spam 0.992907801 0.007092199
##
## mad
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## made
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 0.998226950 0.001773050
##
## mah
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## mail
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 1.000000000 0.000000000
##
## make
## sms_raw_train$type No Yes
## ham 0.98280166 0.01719834
## spam 0.98049645 0.01950355
##
## makes
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## making
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## malaria
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## man
## sms_raw_train$type No Yes
## ham 0.991400832 0.008599168
## spam 1.000000000 0.000000000
##
## many
## sms_raw_train$type No Yes
## ham 0.988349515 0.011650485
## spam 0.994680851 0.005319149
##
## march
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## mark
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## marriage
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## married
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.996453901 0.003546099
##
## marry
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## match
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.992907801 0.007092199
##
## matches
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## mate
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## mates
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## matter
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## maximize
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## maxmins
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## may
## sms_raw_train$type No Yes
## ham 0.992787795 0.007212205
## spam 0.989361702 0.010638298
##
## mayb
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## maybe
## sms_raw_train$type No Yes
## ham 0.993065187 0.006934813
## spam 0.996453901 0.003546099
##
## mean
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## meaning
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## means
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## meant
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## medical
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## meds
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## meet
## sms_raw_train$type No Yes
## ham 0.985298197 0.014701803
## spam 0.992907801 0.007092199
##
## meeting
## sms_raw_train$type No Yes
## ham 0.990568655 0.009431345
## spam 1.000000000 0.000000000
##
## meh
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## melle
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## member
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.992907801 0.007092199
##
## men
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## menu
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.998226950 0.001773050
##
## merry
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## message
## sms_raw_train$type No Yes
## ham 0.98723994 0.01276006
## spam 0.96453901 0.03546099
##
## messages
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.985815603 0.014184397
##
## met
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.998226950 0.001773050
##
## mid
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.998226950 0.001773050
##
## midnight
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## might
## sms_raw_train$type No Yes
## ham 0.993619972 0.006380028
## spam 1.000000000 0.000000000
##
## miles
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## min
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 0.982269504 0.017730496
##
## mind
## sms_raw_train$type No Yes
## ham 0.992510402 0.007489598
## spam 0.998226950 0.001773050
##
## mine
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## mins
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.946808511 0.053191489
##
## minute
## sms_raw_train$type No Yes
## ham 0.997780860 0.002219140
## spam 0.991134752 0.008865248
##
## minutes
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 0.991134752 0.008865248
##
## minuts
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## miracle
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## miss
## sms_raw_train$type No Yes
## ham 0.986962552 0.013037448
## spam 0.992907801 0.007092199
##
## missed
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## missing
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.998226950 0.001773050
##
## mistake
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## mite
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## moan
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## mob
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97163121 0.02836879
##
## mobile
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.847517730 0.152482270
##
## mobiles
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9822695 0.0177305
##
## mobileupd
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97695035 0.02304965
##
## mode
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## model
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## mom
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## moment
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## moms
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## mon
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## monday
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## money
## sms_raw_train$type No Yes
## ham 0.989736477 0.010263523
## spam 0.996453901 0.003546099
##
## month
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 0.994680851 0.005319149
##
## months
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.994680851 0.005319149
##
## mood
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## moon
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## moral
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## morning
## sms_raw_train$type No Yes
## ham 0.98307906 0.01692094
## spam 1.00000000 0.00000000
##
## mother
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## motorola
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98404255 0.01595745
##
## move
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## movie
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## movies
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## mrng
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## mrt
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## mrw
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## msg
## sms_raw_train$type No Yes
## ham 0.98945908 0.01054092
## spam 0.96276596 0.03723404
##
## msgs
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.994680851 0.005319149
##
## mths
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97695035 0.02304965
##
## much
## sms_raw_train$type No Yes
## ham 0.97864078 0.02135922
## spam 0.99822695 0.00177305
##
## mum
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## murder
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## murdered
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## murderer
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## music
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98049645 0.01950355
##
## must
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 0.992907801 0.007092199
##
## muz
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.994680851 0.005319149
##
## nah
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## naked
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## name
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 0.980496454 0.019503546
##
## national
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## nature
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## naughty
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## near
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## need
## sms_raw_train$type No Yes
## ham 0.96588072 0.03411928
## spam 0.98936170 0.01063830
##
## needs
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.998226950 0.001773050
##
## net
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## network
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.96985816 0.03014184
##
## neva
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## never
## sms_raw_train$type No Yes
## ham 0.991955617 0.008044383
## spam 0.998226950 0.001773050
##
## new
## sms_raw_train$type No Yes
## ham 0.98502080 0.01497920
## spam 0.90957447 0.09042553
##
## news
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.991134752 0.008865248
##
## next
## sms_raw_train$type No Yes
## ham 0.990291262 0.009708738
## spam 0.980496454 0.019503546
##
## nice
## sms_raw_train$type No Yes
## ham 0.9889043 0.0110957
## spam 1.0000000 0.0000000
##
## nigeria
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## night
## sms_raw_train$type No Yes
## ham 0.980582524 0.019417476
## spam 0.991134752 0.008865248
##
## nights
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.998226950 0.001773050
##
## nite
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 0.994680851 0.005319149
##
## nobody
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## noe
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## nokia
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9202127660 0.0797872340
##
## noline
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.996453901 0.003546099
##
## none
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## noon
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## nope
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## normal
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## normptone
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## nothing
## sms_raw_train$type No Yes
## ham 0.992510402 0.007489598
## spam 0.994680851 0.005319149
##
## notice
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.994680851 0.005319149
##
## now
## sms_raw_train$type No Yes
## ham 0.93980583 0.06019417
## spam 0.75709220 0.24290780
##
## ntt
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## num
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## number
## sms_raw_train$type No Yes
## ham 0.98640777 0.01359223
## spam 0.96453901 0.03546099
##
## numbers
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9893617021 0.0106382979
##
## nvm
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## nxt
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## nyt
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.998226950 0.001773050
##
## obviously
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## offer
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.957446809 0.042553191
##
## offers
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9822695035 0.0177304965
##
## office
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 0.998226950 0.001773050
##
## official
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9911347518 0.0088652482
##
## okay
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## okie
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## old
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 0.99822695 0.00177305
##
## omg
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## omw
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## one
## sms_raw_train$type No Yes
## ham 0.97004161 0.02995839
## spam 0.98936170 0.01063830
##
## ones
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.998226950 0.001773050
##
## online
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## onto
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## oops
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## open
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 0.99822695 0.00177305
##
## operator
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9822695 0.0177305
##
## opinion
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## opt
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9751773 0.0248227
##
## optout
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## orange
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.960992908 0.039007092
##
## orchard
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## order
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.982269504 0.017730496
##
## oredi
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## original
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9964539007 0.0035460993
##
## oso
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## others
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## otherwise
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## outside
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## page
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## paid
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## pain
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 1.000000000 0.000000000
##
## paper
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## parents
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## park
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## part
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 0.984042553 0.015957447
##
## partner
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## party
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## pass
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## password
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## past
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## pay
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 0.99822695 0.00177305
##
## paying
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## people
## sms_raw_train$type No Yes
## ham 0.989459085 0.010540915
## spam 0.996453901 0.003546099
##
## per
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.945035461 0.054964539
##
## person
## sms_raw_train$type No Yes
## ham 0.99223301 0.00776699
## spam 1.00000000 0.00000000
##
## personal
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## persons
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## pete
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## phone
## sms_raw_train$type No Yes
## ham 0.98307906 0.01692094
## spam 0.92730496 0.07269504
##
## phones
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9840425532 0.0159574468
##
## photo
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## photos
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## pic
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.987588652 0.012411348
##
## pick
## sms_raw_train$type No Yes
## ham 0.98502080 0.01497920
## spam 0.99822695 0.00177305
##
## picked
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9946808511 0.0053191489
##
## picking
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## pics
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.982269504 0.017730496
##
## pictures
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## pilates
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## pin
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## pissed
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## pix
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## pizza
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## place
## sms_raw_train$type No Yes
## ham 0.990568655 0.009431345
## spam 0.992907801 0.007092199
##
## places
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## plan
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 1.000000000 0.000000000
##
## plane
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## planned
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## planning
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## plans
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## play
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 0.98226950 0.01773050
##
## player
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9822695035 0.0177304965
##
## players
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## playing
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## please
## sms_raw_train$type No Yes
## ham 0.98307906 0.01692094
## spam 0.92198582 0.07801418
##
## pleased
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## pleasure
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## plenty
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## pls
## sms_raw_train$type No Yes
## ham 0.98196949 0.01803051
## spam 0.98758865 0.01241135
##
## plus
## sms_raw_train$type No Yes
## ham 0.996671290 0.003328710
## spam 0.994680851 0.005319149
##
## plz
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## pmin
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97340426 0.02659574
##
## pmsg
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9787234 0.0212766
##
## pobox
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.95921986 0.04078014
##
## poboxwwq
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## point
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## points
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9769503546 0.0230496454
##
## police
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.998226950 0.001773050
##
## poly
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98404255 0.01595745
##
## polyphonic
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## polys
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## pongal
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## poor
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## possible
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## post
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.992907801 0.007092199
##
## posted
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## pound
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9875886525 0.0124113475
##
## pounds
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.980496454 0.019503546
##
## power
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## ppl
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## pple
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## ppm
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.93971631 0.06028369
##
## prabha
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## pray
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## present
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## press
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.994680851 0.005319149
##
## pretty
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## price
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.971631206 0.028368794
##
## princess
## sms_raw_train$type No Yes
## ham 0.99334258 0.00665742
## spam 1.00000000 0.00000000
##
## private
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9734042553 0.0265957447
##
## prize
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.8741135 0.1258865
##
## prob
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## probably
## sms_raw_train$type No Yes
## ham 0.991678225 0.008321775
## spam 1.000000000 0.000000000
##
## problem
## sms_raw_train$type No Yes
## ham 0.99223301 0.00776699
## spam 1.00000000 0.00000000
##
## problems
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## project
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## promise
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## ptone
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## pub
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.996453901 0.003546099
##
## put
## sms_raw_train$type No Yes
## ham 0.993065187 0.006934813
## spam 0.998226950 0.001773050
##
## putting
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## quality
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## question
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.996453901 0.003546099
##
## questions
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.994680851 0.005319149
##
## quick
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## quite
## sms_raw_train$type No Yes
## ham 0.991955617 0.008044383
## spam 1.000000000 0.000000000
##
## quiz
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98049645 0.01950355
##
## quote
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## quoting
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## rain
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## raining
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## ran
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## random
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## rate
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.973404255 0.026595745
##
## rates
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## rather
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## rays
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## rcvd
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## reach
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 0.991134752 0.008865248
##
## reached
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## reaching
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## read
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## reading
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## ready
## sms_raw_train$type No Yes
## ham 0.991678225 0.008321775
## spam 0.992907801 0.007092199
##
## real
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 0.985815603 0.014184397
##
## really
## sms_raw_train$type No Yes
## ham 0.98391123 0.01608877
## spam 1.00000000 0.00000000
##
## realy
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## reason
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## receipt
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.994680851 0.005319149
##
## receive
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.966312057 0.033687943
##
## recently
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## records
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## red
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## reference
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.994680851 0.005319149
##
## regards
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## registered
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9946808511 0.0053191489
##
## relation
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## relax
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## rem
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## remember
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 1.000000000 0.000000000
##
## remind
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## remove
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.992907801 0.007092199
##
## rent
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## rental
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9787234 0.0212766
##
## rentl
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.996453901 0.003546099
##
## replied
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## reply
## sms_raw_train$type No Yes
## ham 0.990846047 0.009153953
## spam 0.891843972 0.108156028
##
## replying
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9911347518 0.0088652482
##
## report
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## representative
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## request
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## respond
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.998226950 0.001773050
##
## rest
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## results
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9964539007 0.0035460993
##
## return
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## returns
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## revealed
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## review
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.994680851 0.005319149
##
## reward
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## ride
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## right
## sms_raw_train$type No Yes
## ham 0.982801664 0.017198336
## spam 0.994680851 0.005319149
##
## ring
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 0.996453901 0.003546099
##
## ringtone
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.96276596 0.03723404
##
## ringtones
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## rite
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 1.000000000 0.000000000
##
## road
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## rock
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## role
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## romantic
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## room
## sms_raw_train$type No Yes
## ham 0.99223301 0.00776699
## spam 1.00000000 0.00000000
##
## roommates
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## rooms
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## rose
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## round
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## rowwjhl
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## rply
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9911347518 0.0088652482
##
## rreveal
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## run
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 1.00000000 0.00000000
##
## running
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## sad
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## sae
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.96808511 0.03191489
##
## safe
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## said
## sms_raw_train$type No Yes
## ham 0.98196949 0.01803051
## spam 1.00000000 0.00000000
##
## sale
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9929078014 0.0070921986
##
## sam
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9946808511 0.0053191489
##
## sat
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 0.998226950 0.001773050
##
## saturday
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.991134752 0.008865248
##
## savamob
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## save
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## saw
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## say
## sms_raw_train$type No Yes
## ham 0.98002774 0.01997226
## spam 0.99822695 0.00177305
##
## saying
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## says
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 1.00000000 0.00000000
##
## scared
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## sch
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## school
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## scream
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## screaming
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## sea
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## search
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 0.998226950 0.001773050
##
## searching
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## season
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## sec
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## second
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## secret
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.984042553 0.015957447
##
## sed
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## see
## sms_raw_train$type No Yes
## ham 0.96809986 0.03190014
## spam 0.97517730 0.02482270
##
## seeing
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## seems
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## seen
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## selected
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9680851064 0.0319148936
##
## selection
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## self
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## sell
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## selling
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.998226950 0.001773050
##
## semester
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## send
## sms_raw_train$type No Yes
## ham 0.97226075 0.02773925
## spam 0.91134752 0.08865248
##
## sending
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.998226950 0.001773050
##
## sense
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## sent
## sms_raw_train$type No Yes
## ham 0.98862691 0.01137309
## spam 0.98581560 0.01418440
##
## serious
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## seriously
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## service
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.92553191 0.07446809
##
## services
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9787234043 0.0212765957
##
## set
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 0.998226950 0.001773050
##
## sex
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.985815603 0.014184397
##
## sexy
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.98049645 0.01950355
##
## shall
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 1.00000000 0.00000000
##
## share
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## shd
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## shop
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.992907801 0.007092199
##
## shopping
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 0.98936170 0.01063830
##
## short
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## show
## sms_raw_train$type No Yes
## ham 0.995839112 0.004160888
## spam 0.996453901 0.003546099
##
## shower
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## showing
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## shows
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9539007092 0.0460992908
##
## shuhui
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## sick
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## side
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## sighs
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## sight
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## sign
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.996453901 0.003546099
##
## silent
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## sim
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.998226950 0.001773050
##
## simple
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## simply
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## since
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 0.996453901 0.003546099
##
## sing
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## single
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.998226950 0.001773050
##
## singles
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## sipix
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## sir
## sms_raw_train$type No Yes
## ham 0.993065187 0.006934813
## spam 0.998226950 0.001773050
##
## sis
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## sister
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## sit
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## site
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## sitting
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## situation
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## skxh
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## sky
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9982269504 0.0017730496
##
## slave
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## sleep
## sms_raw_train$type No Yes
## ham 0.98945908 0.01054092
## spam 1.00000000 0.00000000
##
## sleeping
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## slept
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## slow
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.998226950 0.001773050
##
## slowly
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## small
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## smile
## sms_raw_train$type No Yes
## ham 0.992787795 0.007212205
## spam 1.000000000 0.000000000
##
## smiles
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## smiling
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## smoke
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## sms
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 0.968085106 0.031914894
##
## smth
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## snow
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## social
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## sofa
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## sol
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## somebody
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.996453901 0.003546099
##
## someone
## sms_raw_train$type No Yes
## ham 0.992787795 0.007212205
## spam 0.982269504 0.017730496
##
## somethin
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## something
## sms_raw_train$type No Yes
## ham 0.98446602 0.01553398
## spam 1.00000000 0.00000000
##
## sometimes
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## somewhere
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## song
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.998226950 0.001773050
##
## sony
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9911347518 0.0088652482
##
## sonyericsson
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## soon
## sms_raw_train$type No Yes
## ham 0.988626907 0.011373093
## spam 0.994680851 0.005319149
##
## sorry
## sms_raw_train$type No Yes
## ham 0.970873786 0.029126214
## spam 0.996453901 0.003546099
##
## sort
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.998226950 0.001773050
##
## sound
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## sounds
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## south
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## space
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## speak
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 0.98758865 0.01241135
##
## special
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 0.98758865 0.01241135
##
## specialcall
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## specially
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## spend
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## spent
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## spoke
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## spook
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.996453901 0.003546099
##
## sport
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.99822695 0.00177305
##
## spree
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## stand
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## standard
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## start
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 0.994680851 0.005319149
##
## started
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## starting
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.992907801 0.007092199
##
## starts
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9946808511 0.0053191489
##
## statement
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97695035 0.02304965
##
## station
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## stay
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 0.994680851 0.005319149
##
## staying
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## std
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## still
## sms_raw_train$type No Yes
## ham 0.970873786 0.029126214
## spam 0.992907801 0.007092199
##
## stock
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 1.0000000000 0.0000000000
##
## stockport
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## stop
## sms_raw_train$type No Yes
## ham 0.993065187 0.006934813
## spam 0.877659574 0.122340426
##
## stopped
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## store
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9893617021 0.0106382979
##
## story
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## str
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## straight
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## street
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.996453901 0.003546099
##
## strong
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## students
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## study
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## studying
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## stuff
## sms_raw_train$type No Yes
## ham 0.98973648 0.01026352
## spam 0.99822695 0.00177305
##
## stupid
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## style
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## stylish
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## sub
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.987588652 0.012411348
##
## sucks
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## sum
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## summer
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9929078014 0.0070921986
##
## sun
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.998226950 0.001773050
##
## sunday
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## sunny
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## sunshine
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9875886525 0.0124113475
##
## sup
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## super
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## support
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.996453901 0.003546099
##
## supposed
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## sure
## sms_raw_train$type No Yes
## ham 0.98446602 0.01553398
## spam 1.00000000 0.00000000
##
## surely
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## surfing
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## surprise
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.992907801 0.007092199
##
## sweet
## sms_raw_train$type No Yes
## ham 0.99334258 0.00665742
## spam 1.00000000 0.00000000
##
## swing
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## system
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## take
## sms_raw_train$type No Yes
## ham 0.97614424 0.02385576
## spam 0.97695035 0.02304965
##
## takes
## sms_raw_train$type No Yes
## ham 0.997780860 0.002219140
## spam 0.992907801 0.007092199
##
## taking
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.998226950 0.001773050
##
## talk
## sms_raw_train$type No Yes
## ham 0.991123440 0.008876560
## spam 0.996453901 0.003546099
##
## talking
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## tampa
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## tariffs
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## tat
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## tcs
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.95921986 0.04078014
##
## tea
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## teach
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## team
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## tear
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## teasing
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## tel
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.998226950 0.001773050
##
## tell
## sms_raw_train$type No Yes
## ham 0.97337032 0.02662968
## spam 0.98049645 0.01950355
##
## telling
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## tells
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9964539007 0.0035460993
##
## ten
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.998226950 0.001773050
##
## tenerife
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## terms
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9893617021 0.0106382979
##
## test
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## text
## sms_raw_train$type No Yes
## ham 0.98446602 0.01553398
## spam 0.86524823 0.13475177
##
## texting
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## texts
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.975177305 0.024822695
##
## thank
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 0.998226950 0.001773050
##
## thanks
## sms_raw_train$type No Yes
## ham 0.98668516 0.01331484
## spam 0.98226950 0.01773050
##
## thanx
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 1.00000000 0.00000000
##
## thats
## sms_raw_train$type No Yes
## ham 0.991400832 0.008599168
## spam 1.000000000 0.000000000
##
## theatre
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## thing
## sms_raw_train$type No Yes
## ham 0.98613037 0.01386963
## spam 0.99822695 0.00177305
##
## things
## sms_raw_train$type No Yes
## ham 0.98945908 0.01054092
## spam 0.99822695 0.00177305
##
## think
## sms_raw_train$type No Yes
## ham 0.97420250 0.02579750
## spam 0.99822695 0.00177305
##
## thinkin
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## thinking
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## thinks
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.98404255 0.01595745
##
## thk
## sms_raw_train$type No Yes
## ham 0.990291262 0.009708738
## spam 1.000000000 0.000000000
##
## thnk
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## tho
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 1.000000000 0.000000000
##
## though
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 1.00000000 0.00000000
##
## thought
## sms_raw_train$type No Yes
## ham 0.990568655 0.009431345
## spam 0.998226950 0.001773050
##
## thru
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## tht
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## thurs
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9964539007 0.0035460993
##
## thursday
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## tick
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## ticket
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## tickets
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.994680851 0.005319149
##
## til
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 1.000000000 0.000000000
##
## till
## sms_raw_train$type No Yes
## ham 0.996116505 0.003883495
## spam 0.998226950 0.001773050
##
## time
## sms_raw_train$type No Yes
## ham 0.96005548 0.03994452
## spam 0.97340426 0.02659574
##
## times
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 1.000000000 0.000000000
##
## timing
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## tired
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## tis
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## tmr
## sms_raw_train$type No Yes
## ham 0.994729542 0.005270458
## spam 1.000000000 0.000000000
##
## tncs
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## toclaim
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## today
## sms_raw_train$type No Yes
## ham 0.97614424 0.02385576
## spam 0.97340426 0.02659574
##
## todays
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 0.969858156 0.030141844
##
## together
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## told
## sms_raw_train$type No Yes
## ham 0.98918169 0.01081831
## spam 1.00000000 0.00000000
##
## tomo
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## tomorrow
## sms_raw_train$type No Yes
## ham 0.98446602 0.01553398
## spam 0.98758865 0.01241135
##
## tone
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.95035461 0.04964539
##
## tones
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97340426 0.02659574
##
## tonight
## sms_raw_train$type No Yes
## ham 0.988904300 0.011095700
## spam 0.996453901 0.003546099
##
## tonite
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## took
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## top
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.975177305 0.024822695
##
## torch
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## tot
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## totally
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.998226950 0.001773050
##
## touch
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.998226950 0.001773050
##
## tough
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## tour
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9946808511 0.0053191489
##
## towards
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## town
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 0.996453901 0.003546099
##
## track
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## train
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## training
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## transaction
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## travel
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## treat
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 1.000000000 0.000000000
##
## tried
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.975177305 0.024822695
##
## trip
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.992907801 0.007092199
##
## trouble
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## true
## sms_raw_train$type No Yes
## ham 0.996393897 0.003606103
## spam 0.996453901 0.003546099
##
## truly
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## trust
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## truth
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## try
## sms_raw_train$type No Yes
## ham 0.990013870 0.009986130
## spam 0.992907801 0.007092199
##
## trying
## sms_raw_train$type No Yes
## ham 0.99334258 0.00665742
## spam 0.97695035 0.02304965
##
## tscs
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.96808511 0.03191489
##
## ttyl
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## tuesday
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## turns
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## twice
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## two
## sms_raw_train$type No Yes
## ham 0.99334258 0.00665742
## spam 1.00000000 0.00000000
##
## txt
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 0.81382979 0.18617021
##
## txting
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9858156028 0.0141843972
##
## txts
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98404255 0.01595745
##
## tyler
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## type
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## ufind
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9858156 0.0141844
##
## ugh
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## uks
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## ull
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## umma
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## unable
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## uncle
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## understand
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## uni
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## unless
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## unlimited
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9875886525 0.0124113475
##
## unredeemed
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97695035 0.02304965
##
## unsub
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## unsubscribe
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9822695 0.0177305
##
## update
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9804964539 0.0195035461
##
## ure
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## urgent
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9131205674 0.0868794326
##
## urgnt
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## urself
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## use
## sms_raw_train$type No Yes
## ham 0.99334258 0.00665742
## spam 0.98758865 0.01241135
##
## used
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.998226950 0.001773050
##
## user
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9893617021 0.0106382979
##
## usf
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## using
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## usual
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## usually
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## uve
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9929078014 0.0070921986
##
## valentine
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## valentines
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.996453901 0.003546099
##
## valid
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.96808511 0.03191489
##
## valued
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.984042553 0.015957447
##
## vary
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## version
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 1.0000000000 0.0000000000
##
## via
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.996453901 0.003546099
##
## video
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9645390071 0.0354609929
##
## videochat
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.996453901 0.003546099
##
## videophones
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.996453901 0.003546099
##
## vikky
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## village
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9982269504 0.0017730496
##
## visit
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.989361702 0.010638298
##
## voda
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## vodafone
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## voice
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## vomit
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## vote
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 1.0000000000 0.0000000000
##
## voucher
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 0.9822695035 0.0177304965
##
## vouchers
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97695035 0.02304965
##
## vry
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## wait
## sms_raw_train$type No Yes
## ham 0.987794730 0.012205270
## spam 0.996453901 0.003546099
##
## waiting
## sms_raw_train$type No Yes
## ham 0.992510402 0.007489598
## spam 0.978723404 0.021276596
##
## wake
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 1.000000000 0.000000000
##
## waking
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## walk
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 0.99822695 0.00177305
##
## walking
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## wan
## sms_raw_train$type No Yes
## ham 0.990013870 0.009986130
## spam 0.992907801 0.007092199
##
## wana
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## wanna
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 0.985815603 0.014184397
##
## want
## sms_raw_train$type No Yes
## ham 0.96976422 0.03023578
## spam 0.96631206 0.03368794
##
## wanted
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 0.99822695 0.00177305
##
## wants
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 0.998226950 0.001773050
##
## wap
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.98758865 0.01241135
##
## warm
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## waste
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## wat
## sms_raw_train$type No Yes
## ham 0.98307906 0.01692094
## spam 0.99822695 0.00177305
##
## watch
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 1.000000000 0.000000000
##
## watching
## sms_raw_train$type No Yes
## ham 0.99445215 0.00554785
## spam 1.00000000 0.00000000
##
## water
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## wats
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## way
## sms_raw_train$type No Yes
## ham 0.97780860 0.02219140
## spam 0.99822695 0.00177305
##
## weak
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## wear
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## weather
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## website
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## wed
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## wednesday
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## weed
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## week
## sms_raw_train$type No Yes
## ham 0.98751734 0.01248266
## spam 0.94680851 0.05319149
##
## weekend
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 0.996453901 0.003546099
##
## weekends
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9911347518 0.0088652482
##
## weekly
## sms_raw_train$type No Yes
## ham 1.00000000 0.00000000
## spam 0.97163121 0.02836879
##
## weeks
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 0.978723404 0.021276596
##
## weight
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## welcome
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.992907801 0.007092199
##
## well
## sms_raw_train$type No Yes
## ham 0.975589459 0.024410541
## spam 0.991134752 0.008865248
##
## wen
## sms_raw_train$type No Yes
## ham 0.994174757 0.005825243
## spam 1.000000000 0.000000000
##
## went
## sms_raw_train$type No Yes
## ham 0.98945908 0.01054092
## spam 1.00000000 0.00000000
##
## wer
## sms_raw_train$type No Yes
## ham 0.9997226075 0.0002773925
## spam 1.0000000000 0.0000000000
##
## wet
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 0.996453901 0.003546099
##
## whatever
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## whats
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 0.998226950 0.001773050
##
## whenever
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## wherever
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## whether
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## white
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## whole
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 1.000000000 0.000000000
##
## wid
## sms_raw_train$type No Yes
## ham 0.997226075 0.002773925
## spam 0.996453901 0.003546099
##
## wif
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 1.000000000 0.000000000
##
## wife
## sms_raw_train$type No Yes
## ham 0.99667129 0.00332871
## spam 1.00000000 0.00000000
##
## wil
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## will
## sms_raw_train$type No Yes
## ham 0.93342580 0.06657420
## spam 0.93617021 0.06382979
##
## willing
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.998226950 0.001773050
##
## win
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.91134752 0.08865248
##
## wine
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## winner
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9751773 0.0248227
##
## wins
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.99822695 0.00177305
##
## wish
## sms_raw_train$type No Yes
## ham 0.991955617 0.008044383
## spam 0.996453901 0.003546099
##
## wishes
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## wishing
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## wit
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## within
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9893617021 0.0106382979
##
## without
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## wiv
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.996453901 0.003546099
##
## wkly
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9822695 0.0177305
##
## wks
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## wnt
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## woke
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## woman
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9982269504 0.0017730496
##
## won
## sms_raw_train$type No Yes
## ham 1.000000 0.000000
## spam 0.891844 0.108156
##
## wonder
## sms_raw_train$type No Yes
## ham 0.997503467 0.002496533
## spam 1.000000000 0.000000000
##
## wonderful
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## wondering
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## wont
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 1.000000000 0.000000000
##
## word
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 0.966312057 0.033687943
##
## words
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 1.000000000 0.000000000
##
## work
## sms_raw_train$type No Yes
## ham 0.981137309 0.018862691
## spam 0.996453901 0.003546099
##
## workin
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## working
## sms_raw_train$type No Yes
## ham 0.993897365 0.006102635
## spam 1.000000000 0.000000000
##
## works
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## world
## sms_raw_train$type No Yes
## ham 0.993065187 0.006934813
## spam 0.998226950 0.001773050
##
## worried
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## worries
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 1.000000000 0.000000000
##
## worry
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 1.00000000 0.00000000
##
## worse
## sms_raw_train$type No Yes
## ham 0.998335645 0.001664355
## spam 1.000000000 0.000000000
##
## worth
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 0.9804964539 0.0195035461
##
## wot
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 0.998226950 0.001773050
##
## wow
## sms_raw_train$type No Yes
## ham 0.998613037 0.001386963
## spam 0.996453901 0.003546099
##
## write
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## wrong
## sms_raw_train$type No Yes
## ham 0.996948682 0.003051318
## spam 1.000000000 0.000000000
##
## wun
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## wwq
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.991134752 0.008865248
##
## wwwcomuknet
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.996453901 0.003546099
##
## wwwgetzedcouk
## sms_raw_train$type No Yes
## ham 1.0000000 0.0000000
## spam 0.9893617 0.0106383
##
## wwwtcbiz
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## xchat
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.994680851 0.005319149
##
## xmas
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 0.98226950 0.01773050
##
## xpwk
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## xxx
## sms_raw_train$type No Yes
## ham 0.995006935 0.004993065
## spam 0.980496454 0.019503546
##
## yahoo
## sms_raw_train$type No Yes
## ham 0.998890430 0.001109570
## spam 0.996453901 0.003546099
##
## yan
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## yar
## sms_raw_train$type No Yes
## ham 0.99778086 0.00221914
## spam 1.00000000 0.00000000
##
## yay
## sms_raw_train$type No Yes
## ham 0.999445215 0.000554785
## spam 1.000000000 0.000000000
##
## yeah
## sms_raw_train$type No Yes
## ham 0.98141470 0.01858530
## spam 0.99822695 0.00177305
##
## year
## sms_raw_train$type No Yes
## ham 0.991678225 0.008321775
## spam 0.992907801 0.007092199
##
## years
## sms_raw_train$type No Yes
## ham 0.99556172 0.00443828
## spam 0.98936170 0.01063830
##
## yep
## sms_raw_train$type No Yes
## ham 0.998058252 0.001941748
## spam 1.000000000 0.000000000
##
## yes
## sms_raw_train$type No Yes
## ham 0.98474341 0.01525659
## spam 0.97340426 0.02659574
##
## yest
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## yesterday
## sms_raw_train$type No Yes
## ham 0.995284327 0.004715673
## spam 0.996453901 0.003546099
##
## yet
## sms_raw_train$type No Yes
## ham 0.990568655 0.009431345
## spam 0.996453901 0.003546099
##
## yijue
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## yoga
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## yogasana
## sms_raw_train$type No Yes
## ham 0.9991678225 0.0008321775
## spam 1.0000000000 0.0000000000
##
## yrs
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
##
## yun
## sms_raw_train$type No Yes
## ham 0.99889043 0.00110957
## spam 1.00000000 0.00000000
##
## yup
## sms_raw_train$type No Yes
## ham 0.99112344 0.00887656
## spam 1.00000000 0.00000000
##
## zed
## sms_raw_train$type No Yes
## ham 1.000000000 0.000000000
## spam 0.992907801 0.007092199
## Evaluating model performance ----
sms_test_pred <- predict(sms_classifier, sms_test)
CrossTable(sms_test_pred,sms_raw_test$type,prop.chisq = FALSE,prop.t = FALSE,
prop.r = FALSE, dnn = c('predicted', 'actual'))
##
##
## Cell Contents
## |-------------------------|
## | N |
## | N / Col Total |
## |-------------------------|
##
##
## Total Observations in Table: 1390
##
##
## | actual
## predicted | ham | spam | Row Total |
## -------------|-----------|-----------|-----------|
## ham | 1203 | 28 | 1231 |
## | 0.997 | 0.153 | |
## -------------|-----------|-----------|-----------|
## spam | 4 | 155 | 159 |
## | 0.003 | 0.847 | |
## -------------|-----------|-----------|-----------|
## Column Total | 1207 | 183 | 1390 |
## | 0.868 | 0.132 | |
## -------------|-----------|-----------|-----------|
##
##
confusionMatrix(sms_test_pred,sms_raw_test$type)
## Confusion Matrix and Statistics
##
## Reference
## Prediction ham spam
## ham 1203 28
## spam 4 155
##
## Accuracy : 0.977
## 95% CI : (0.9677, 0.9842)
## No Information Rate : 0.8683
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.8934
## Mcnemar's Test P-Value : 4.785e-05
##
## Sensitivity : 0.9967
## Specificity : 0.8470
## Pos Pred Value : 0.9773
## Neg Pred Value : 0.9748
## Prevalence : 0.8683
## Detection Rate : 0.8655
## Detection Prevalence : 0.8856
## Balanced Accuracy : 0.9218
##
## 'Positive' Class : ham
##
# Accuracy is 97.7 % .
# will the same model hold true for next 1 year, not possible.
# so kindly make an aggreement with the business that this model will be
# revisited every quarter.
# by rebuilding the model, we are also training the model with new data.