Project4

Libraries

library(tm)
library(knitr)
library(plyr)
library(wordcloud)
library(tidyverse)
library(tm)
library(magrittr)
library(data.table)
library(randomForest)
library(tidymodels)
library(caTools)
library(gmailr)

Accessing ham email messages

ham="~/Shariq School/SPS/Data 607/SpamHam/easy_ham"
count_ham=length(list.files(path = ham))
ham_list=list.files(ham)
count_ham

## [1] 2550

Accessing spam email messages

spam= "~/Shariq School/SPS/Data 607/SpamHam/spam_2"
count_spam=length(list.files(path = spam))
spam_list=list.files(spam)
count_spam

## [1] 1397

Turing into text terms

spam_list=list.files(spam)
ham_text = NA
for(i in 1:length(ham_list))
{
  path=paste0(ham, "/", ham_list[i])  
  text =readLines(path)
  list= list(paste(text, collapse="\n"))
  ham_text = c(ham_text,list)
  
}

spam_text = NA
for(i in 1:length(spam_list))
{
  path=paste0(spam, "/", spam_list[i])  
  text =readLines(path)
  list= list(paste(text, collapse="\n"))
  spam_text = c(spam_text,list)
}

seperating email body from message

email_body <- function(ham_text){
  message = str_split(ham_text,"\n\n") %>% unlist()
  body = paste(message[2:length(message)], collapse=' ' )
  return(body)
}

ham_text <- email_body(ham_text)

Creating Corpus

# Building a new corpus
ham_corpus =VCorpus(VectorSource(unlist(lapply(ham_text, as.character))))
ham_terms_matrix = TermDocumentMatrix(ham_corpus,control= list(removePunctuation=TRUE, removeNumbers=TRUE, stripWhitespace=TRUE, stopwords=TRUE))
ham_corpus = tm_map(ham_corpus, removeNumbers)
ham_corpus = tm_map(ham_corpus, removeWords, stopwords())
ham_corpus = tm_map(ham_corpus, removePunctuation)
ham_corpus = tm_map(ham_corpus, stemDocument)
ham_corpus = tm_map(ham_corpus, stripWhitespace)

creating TDM

ham_terms_matrix = TermDocumentMatrix(ham_corpus)

spam_corpus= VCorpus(VectorSource(spam_text))
spam_terms_matrix= TermDocumentMatrix(spam_corpus,control=list(removePunctuation=TRUE, removeNumbers=TRUE, stripWhitespace=TRUE, stopwords=TRUE))
spam_corpus = tm_map(spam_corpus, removeNumbers)
spam_corpus = tm_map(spam_corpus, removeWords, stopwords())
spam_corpus = tm_map(spam_corpus, removePunctuation)
spam_corpus = tm_map(spam_corpus, stemDocument)
spam_corpus = tm_map(spam_corpus, stripWhitespace)

spam_terms_matrix = TermDocumentMatrix(spam_corpus)

Creating Spam Data Frame

spam_df = as.data.frame(as.table(spam_terms_matrix))
spam_df$spam_ham = "1"
colnames(spam_df) = c('TERM', 'SPAM_DOCS', 'FREQ', 'CLASS')
spam_df = subset(spam_df, select = -c(2) )
spam_df$FREQ[is.na(spam_df$FREQ)] = '0'

spam_df = ddply(spam_df, .(TERM, CLASS), summarize, FREQ = sum(as.numeric(FREQ)))
head(spam_df, n = 20)

##                                                                                                                                                                                                                     TERM
## 1                                                                                                                                                                                                                  —even
## 2                                                                                                                                                                                                                   font
## 3                                                                                                                                                                                                                   most
## 4                                                                                                                                                                                                                   ¡¡¡¡
## 5                                                                                                                             ¡¡¡¡¡¶ä§¹íó¢óï¡·ô­ãû½ð¡°í»ææó¢ó£¬ó¢îäãû³æ½ð¡°eenglish¡±£¬êçò»öö×¢öøêµð§µäó¢óï×ôðþ¿î³ì¡£
## 6                                                                                                                                                                                         ¡¡¡¡¡¶ä§¹íó¢óï¡·òôæä²»óãñ§óï·¨
## 7                                                                                                                                                                                                    ¡¡¡¡¡¶flash¿á×ö¼¯¡·
## 8       ¡¡¡¡×îðâíæ³öµä¡¶flash¿á×ö¼¯¡·¹²êõâ¼áë秶àì×truetypeöðîä×öðí£¬êçä¿ç°è«çòê×ì×í»ææ¡°ç§ìס±×öðí´ó¹øµäêý×ö»¯öðîäµçäô×ö¿â£¬ò²êçî¨ò»äü¹»ìṩç§ì×¼¶½â¾ö·½°¸µäöðîä¸öðô»¯ïµí³æ½ì¨£¬êç¡°eê±´ú¡±íøõ¹µç×óéìîñê×ñ¡µäöðîäæ½ì¨¡£
## 9                                                                                                                                                                                                              ¡¡¡¡hover
## 10 ¡¡¡¡ôú³¤´ïê®äêµäñð·¢¹ý³ìµ±öð£¬óð¹ø¼¼êõèëô±¿ë·þööööà§äñ£¬´´½¨áëò»õûì×ïµí³»¯¡¢¿æñ§»¯µäöðî人×öðîì¬ñð¾¿àíâû¡¢êýñ§ä£ðí¼°êµóã·½°¸£¬²¢½¨³éè«çòê׸ö³¬´óðíµäºº×öðîì¬öªê¶¿â£¬×üèýῳ¬¹ýg£¬êçä¿ç°è«çò×î´óµäöðî人×öðîì¬öªê¶¿â¡£
## 11                                                                                                                                                                                                             ¡¡¡¡style
## 12                                          ¡¤o±¶¬ì§þ¡j¦³¦u®a¼tµpepson¡bhp¡bcanonªº³q¥î¬û®e©ê¾¥¤ô§x¡a«p¾p´á¶¡¯s§oàu´f¤½¥q¦æ¸¹¤îªà·¥á²³º²ñ²ñ¾ç¤l¡a¥b¤£½×áê¶r¼æ¶q¦h¤ö¡a¤«ß§k¶o³f°e¨ì©²ªa°è¡f³f¨ì¥i´ú¤w§t¶l¸ê¤î«o©tªa°è¤¦¡i
## 13                                                                                                                                                                                            ¡±½ìóýíø¡°íæ¼ö¡¶ä§¹íó¢óï¡·
## 14                                                                                                                                                                                        ¡±öð¹ú½ìóýíø¡°íæ¼ö¡¶ä§¹íó¢óï¡·
## 15                                                                                                                                                                                                              ¡÷®ø¶oªì
## 16                                                                                                                                        ¡°¹ã¸æòµ¶ô×öðíòªçó¼«ñ³ý´«í³×öðíí⣬¸ü¶àµäêçðèòªðâ¿îêöð´ðí¼°¸÷ààìøöö×öðí¡£¡±
## 17                                                                                                                                                              ¡°öðâ·í¨åä¼þ³§¡±×¨òµéú²úve±ãí·ve·öåä±ã±ãí·×ü³éö÷òªðíºåóð
## 18                                                                                                                                                                                                              ¡°yema¡±
## 19                                                                                                                                                                                                          ¡¶ä§¹íó¢óï¡·
## 20                                                                                                                                                  ¡¶ä§¹íó¢óï¡·µäñ§ï°ç¿¶èºíñ§ï°ð§äüêçæõí¨ó¢óïêóìý½ì²äµäèý±¶¡£ä¿ç°¡¶ä§¹í
##    CLASS FREQ
## 1      1    2
## 2      1    1
## 3      1    1
## 4      1    8
## 5      1    2
## 6      1    2
## 7      1    2
## 8      1    2
## 9      1    2
## 10     1    2
## 11     1    2
## 12     1    2
## 13     1    2
## 14     1    2
## 15     1    2
## 16     1    2
## 17     1    4
## 18     1    1
## 19     1    2
## 20     1    2

Creating Ham Data Frame

ham_df = as.data.frame(as.table(ham_terms_matrix))
ham_df$spam_ham = "0"
colnames(ham_df) = c('TERM', 'HAM_DOCS', 'FREQ', 'CLASS')
ham_df = subset(ham_df, select = -c(2) )
ham_df$FREQ[is.na(ham_df$FREQ)] = '0'

ham_df = ddply(ham_df, .(TERM, CLASS), summarize, FREQ = sum(as.numeric(FREQ)))
head(ham_df, n = 20)

##            TERM CLASS FREQ
## 1  \006argotech     0    1
## 2     \023c\024     0    1
## 3    comments       0    1
## 4      quizzes      0    1
## 5           ¿ll     0    1
## 6        ‘adolf     0    1
## 7         ‘boot     0    1
## 8         ‘dear     0    1
## 9        ‘don’t     0    1
## 10       ‘he’ll     0    1
## 11      ‘hello’     0    1
## 12         ‘how     0    1
## 13         ‘i’m     0    2
## 14         ‘its     0    1
## 15      ‘johnni     0    1
## 16        ‘look     0    2
## 17         ‘ma’     0    1
## 18          ‘mr     0    3
## 19          ‘no     0    1
## 20         ‘sir     0    1

Combining DF

# Bind the data frames
spam_ham_df = rbind(spam_df,ham_df)
head(spam_ham_df)

##                                                                                         TERM
## 1                                                                                      —even
## 2                                                                                       font
## 3                                                                                       most
## 4                                                                                       ¡¡¡¡
## 5 ¡¡¡¡¡¶ä§¹íó¢óï¡·ô­ãû½ð¡°í»ææó¢ó£¬ó¢îäãû³æ½ð¡°eenglish¡±£¬êçò»öö×¢öøêµð§µäó¢óï×ôðþ¿î³ì¡£
## 6                                                             ¡¡¡¡¡¶ä§¹íó¢óï¡·òôæä²»óãñ§óï·¨
##   CLASS FREQ
## 1     1    2
## 2     1    1
## 3     1    1
## 4     1    8
## 5     1    2
## 6     1    2

Randomizing Data/Shuffle

spam_ham_df<- spam_ham_df[sample(nrow(spam_ham_df)),]
head(spam_ham_df, n=20)

##                                                                      TERM CLASS
## 11447                                                             cmarque     1
## 68708                                                            dijkstra     0
## 77234              hrefmailtoerikvanderkolkyahoocomerikvanderkolkyahoocom     0
## 92991                                                           urlvarsel     0
## 89665                                                               sober     0
## 88986                                                                 sha     0
## 60207 xukdmzheatsyknybnsbktzwixfwtzyhkwdjxacjcaxjkacwabdmgbfnpcdcaybonmjs     1
## 90365                                                            stoppard     0
## 83730                                                        nearsingular     0
## 78284                      httpwwwmuropaketticomartikkelitcpunwindexphtml     0
## 47891                                                         sansserifit     1
## 39219     mylwsplpjkcfmveyrbbzvbanjhqlbujorspauemfaviaxfqyfsjzdydvbwvlwzn     1
## 2507                                                  aligndleftenbspbcul     1
## 72949                                                                gend     0
## 45603                                                              quebbc     1
## 60098                                                                xmxp     1
## 15910               dgfsigluytzsbpbibaglzigvywwbgugaxmideuliuliakntagkyai     1
## 35219                                                                 lev     1
## 5059                                                                 bcac     1
## 16209                                                       directedfontp     1
##       FREQ
## 11447    6
## 68708    6
## 77234    1
## 92991    2
## 89665    5
## 88986   26
## 60207    1
## 90365    2
## 83730    1
## 78284    1
## 47891    1
## 39219    1
## 2507     2
## 72949    1
## 45603    2
## 60098    1
## 15910    1
## 35219    1
## 5059     1
## 16209    2

Wordcloud Ham Corpus

wordcloud(ham_corpus, max.words = 200, random.order = FALSE, colors=c('green'))

Wordcloud Spam Corpus

wordcloud(spam_corpus, max.words = 200, random.order = FALSE, colors=c('red'))

spam_ham_df<- spam_ham_df[sample(nrow(spam_ham_df)),]

Changing data to ready for Model use

spam_ham_df$CLASS=factor(spam_ham_df$CLASS) 
spam_ham_df$CLASS <- as.numeric(as.character(spam_ham_df$CLASS))   
spam_ham_df=spam_ham_df[c("TERM", "CLASS")]
spam_ham_df

##                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       TERM
## 85340                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 pawn
## 60701                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        ytlmnulvuzxpcgvchjvzhvjdglvbiqawfvdguzlzlvdgvbwbpoywzagkvwvgv
## 83865                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              neurosi
## 92534                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                ufupq
## 82253                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            mandirman
## 27217                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          householdbr
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## 28460                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 hrefhttpremoveoptinllccomunsubscribe
## 26611                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  her
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## 30181                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              httpwwwlaxpresscomsitesvoyeurloungehtml
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## 30190                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    httpwwwlinuxiemailmanlistinfosoci
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## 57009                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              uvyswgtmviflvcmssieuwsncjptptptptptptpt
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## 7382                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               boundarynextpartccecfdc
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## 56702                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   uppadifzwrnjtcyvzdogojgzphdbxnileindojninhlcqvccnmtgpgikznpkhvgvsa
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## 54402                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             telephon
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## 80384                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      kabuladskymvcom
## 18792                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              ergonom
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## 44512                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    printbtamailnetcn
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## 3885                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        assistanttitle
## 2540                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      aligndtexttopdur
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## 78719                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    httpyetanotherorg
## 22896                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               genuin
## 28052                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             hrefdmailtodelanyacstcdi
## 92001                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       tokenizertoken
## 8348                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  brucenetnovationscom
## 91490                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            testsinreptoknownmailinglisttnonsensefrom
## 46613                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 rent
## 17562                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           ebdxentcom
## 45733                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              quotget
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## 45733     1
##  [ reached 'max' / getOption("max.print") -- omitted 45139 rows ]

Split data into train test

set.seed(1024)
split = sample.split(spam_ham_df$CLASS, SplitRatio = 0.8)
training = subset(spam_ham_df, split == TRUE)
testing = subset(spam_ham_df, split == FALSE)
noob =  ncol(training) - 1

training$CLASS

##     [1] 0 0 0 1 0 0 0 1 1 1 0 1 1 1 1 0 1 1 1 0 1 1 1 0 1 1 1 1 1 1 1 0 1 0 1 0
##    [37] 1 1 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 0 0 0 1 1 0 1 1 1 1 1 1 1 0 1 0 0
##    [73] 1 1 1 1 0 0 1 0 0 0 1 1 1 0 1 0 1 1 0 1 0 1 0 1 0 1 1 1 0 1 1 1 0 1 1 1
##   [109] 1 1 0 1 1 1 0 0 0 0 1 1 1 1 1 1 0 0 1 1 0 0 1 1 0 1 0 0 1 0 1 1 0 1 1 1
##   [145] 1 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 1 1 0 0 1 1 1 0 0 1 0 1 0
##   [181] 0 1 0 0 1 0 1 1 0 0 1 1 0 1 0 1 1 1 0 1 1 1 0 1 0 1 0 1 1 1 1 1 0 0 0 1
##   [217] 1 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0 1 0 1 0 1 1 1 1 0 1 1 0 1 1 1 0 1 1 1 1
##   [253] 1 1 0 1 1 0 0 0 1 1 0 1 1 1 1 1 1 0 1 1 0 1 1 0 1 1 1 1 1 1 1 1 0 1 1 0
##   [289] 1 1 0 1 1 0 1 0 1 1 0 1 1 0 1 1 1 0 0 1 1 1 1 1 0 0 0 1 0 0 1 1 1 0 0 1
##   [325] 1 1 0 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 1 1 0 1 0 1 1 0 0 1 1 1 0 0 0 1 1 1
##   [361] 1 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 1 0 0 0 1 0 1 1 0 1 0 1 0 1 0 0 1 1 1 0
##   [397] 0 0 1 0 0 0 0 1 1 0 0 0 1 0 1 1 1 1 0 1 0 0 1 1 1 1 0 1 0 0 0 1 1 1 0 1
##   [433] 1 0 1 1 1 0 0 0 0 1 0 0 0 0 1 1 1 0 1 0 1 0 0 1 0 0 0 1 1 1 0 1 0 0 0 1
##   [469] 1 1 0 1 1 0 0 0 1 0 1 1 0 0 1 0 0 1 0 0 0 0 1 1 1 0 1 1 1 1 1 1 1 1 0 1
##   [505] 1 1 1 0 1 1 1 1 0 1 1 1 0 0 0 1 1 0 1 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1
##   [541] 1 0 0 1 0 1 1 1 1 1 0 0 1 0 1 1 1 0 0 1 0 1 1 0 0 1 1 0 1 0 1 1 1 0 1 0
##   [577] 0 1 0 0 1 1 1 1 1 1 1 1 1 0 1 0 1 1 1 0 1 1 0 0 0 0 1 1 1 1 1 0 0 0 0 1
##   [613] 0 1 1 1 1 1 0 1 1 1 1 1 1 1 0 1 1 1 1 0 0 1 0 1 1 0 0 1 1 1 0 1 0 1 1 0
##   [649] 1 0 1 1 0 0 1 0 0 0 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 0 1 0
##   [685] 0 1 0 0 1 0 1 0 0 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 0 1 0 0 1 1 1 0 1 1 1
##   [721] 0 1 0 0 0 1 1 1 1 1 0 1 1 1 0 1 0 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1
##   [757] 1 1 1 1 0 0 1 1 1 1 1 1 1 1 0 1 0 0 1 1 0 1 1 0 1 1 1 1 0 1 0 1 0 1 0 0
##   [793] 1 1 1 0 0 0 0 1 0 0 0 1 1 1 1 1 0 1 0 1 1 0 0 1 1 1 1 1 1 0 1 1 1 1 0 1
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##   [937] 1 0 1 0 1 0 1 1 1 0 1 0 0 1 1 0 1 1 1 1 1 0 1 1 0 1 1 1 1 1 1 0 0 1 0 1
##   [973] 1 1 1 0 1 1 0 0 1 1 1 1 0 0 1 1 1 1 1 1 0 1 1 0 1 1 1 0 1 0 1 1 1 1 1 1
##  [1009] 1 0 0 1 1 1 1 0 1 1 0 1 0 0 1 1 0 0 1 0 1 1 1 0 1 1 1 1 1 1 0 1 0 1 0 1
##  [1045] 0 1 1 1 1 1 1 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 1 1 0 0 1 0 1 0 1 1 1
##  [1081] 1 1 1 0 0 1 1 1 1 1 0 1 0 1 0 0 1 1 1 1 0 1 1 0 0 0 1 1 0 1 0 1 1 1 0 1
##  [1117] 1 0 0 1 0 1 1 1 1 1 1 1 1 0 1 0 1 0 1 1 1 0 1 1 1 1 1 0 1 0 0 1 0 1 1 0
##  [1153] 1 1 1 0 1 0 1 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 1 0 1 1 1 1 1 0 1 1 1 1 1 1
##  [1189] 1 0 1 0 1 0 0 1 1 0 1 0 1 0 1 1 1 1 1 1 1 1 0 0 1 1 1 0 1 1 0 1 0 1 1 1
##  [1225] 0 1 0 1 1 1 1 1 1 1 1 0 1 1 1 0 0 0 1 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0
##  [1261] 1 1 1 1 1 1 0 1 1 1 0 0 1 0 0 0 1 0 1 1 1 0 1 1 0 0 0 1 1 1 1 0 0 1 0 1
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##  [1333] 1 1 1 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 1 0 1 1 0 1 0 0 0 1 0 0 0 1 1 1
##  [1369] 1 0 1 1 1 1 1 0 1 1 1 0 1 1 0 0 1 1 1 1 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1
##  [1405] 1 1 1 1 0 1 0 0 1 1 1 0 0 1 0 1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 1
##  [1441] 0 1 0 1 1 0 1 1 1 1 0 0 1 0 0 1 1 1 1 1 0 1 0 0 1 0 1 0 0 0 0 0 0 0 0 1
##  [1477] 1 0 1 0 0 1 1 1 0 1 1 1 1 1 1 1 0 1 0 0 1 0 1 0 0 1 0 0 0 1 0 1 1 1 1 1
##  [1513] 1 1 1 1 1 1 0 1 0 0 1 1 1 1 1 0 0 0 1 1 1 1 0 1 0 1 0 1 1 1 0 1 1 0 0 1
##  [1549] 1 0 0 0 1 1 1 0 0 1 1 1 1 1 1 1 0 1 1 0 1 1 0 1 0 1 0 1 1 1 0 1 1 1 1 1
##  [1585] 0 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 1 0 1 1 1
##  [1621] 1 1 1 0 0 1 0 0 0 0 0 0 1 1 0 1 1 1 1 1 0 0 1 0 0 1 0 1 0 0 1 0 1 1 1 1
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##  [1693] 1 1 0 1 0 1 1 1 1 0 0 1 0 0 1 0 0 1 1 1 0 0 0 1 0 0 1 1 1 1 1 0 0 1 1 1
##  [1729] 1 1 1 0 1 0 0 1 1 1 0 1 1 0 1 1 1 1 1 1 0 1 1 1 1 1 1 0 1 0 1 1 1 1 1 1
##  [1765] 1 0 1 0 0 1 1 1 0 1 1 0 1 1 0 1 1 1 1 1 0 0 0 1 0 1 1 0 1 1 0 1 0 1 1 1
##  [1801] 0 0 0 1 1 1 0 1 0 0 0 1 1 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 1 0 0 1 1 0 1 1
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##  [1873] 1 0 0 1 1 1 0 0 1 1 1 0 1 0 1 1 1 0 1 1 1 1 1 1 0 0 0 1 0 1 1 0 0 1 1 1
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##  [2017] 1 1 1 0 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 0 1 1 1 0 1 1 1 0 0 1 0 1 0 1 1 0
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##  [2089] 1 1 1 1 1 0 1 0 1 1 0 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
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##  [2161] 1 1 1 1 0 0 1 1 1 1 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 0 1 1 0 1 0 1 0 1 0 1
##  [2197] 0 0 0 1 0 1 1 1 0 0 1 0 0 1 1 0 0 0 1 1 0 0 1 1 1 0 1 1 0 1 1 1 1 1 0 1
##  [2233] 1 1 0 1 1 0 1 0 0 1 1 0 0 0 0 1 1 0 0 0 0 0 1 1 1 1 1 0 1 1 1 1 1 1 0 1
##  [2269] 0 1 0 1 1 1 1 0 1 1 1 0 1 1 1 1 0 1 1 1 1 1 0 1 1 1 1 0 0 1 1 1 1 1 1 0
##  [2305] 1 1 1 0 0 0 0 0 1 1 1 1 1 0 1 1 1 1 1 0 1 0 1 0 1 1 1 0 0 1 0 0 1 0 0 0
##  [2341] 1 0 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 1 1 1 0 0 1 1 1 1 1 1 0 0 1
##  [2377] 1 1 0 0 1 1 1 0 1 1 0 0 1 1 1 1 1 0 1 1 1 1 1 1 0 0 0 1 1 1 0 1 1 1 1 1
##  [2413] 1 1 1 1 1 1 1 1 0 0 1 0 1 1 1 1 0 1 1 0 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1
##  [2449] 1 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 0 0 0 0 1 1 1 0 1 0 1 0 0 0 0 0 1 1 0 1
##  [2485] 1 0 1 1 1 1 1 0 1 0 1 0 1 1 1 1 0 1 0 1 0 0 0 1 0 1 1 0 1 1 0 1 1 1 1 1
##  [2521] 1 0 0 0 1 1 0 1 1 0 0 1 1 1 0 1 1 0 0 1 1 1 1 1 1 1 0 1 0 1 0 1 1 0 1 0
##  [2557] 1 1 0 1 1 0 0 1 1 0 1 1 0 0 1 1 0 0 1 0 1 1 0 1 0 1 1 1 0 1 1 0 1 1 0 1
##  [2593] 0 1 0 1 1 1 1 0 0 1 1 1 1 1 0 1 0 1 1 0 1 1 0 0 1 0 0 1 0 1 0 1 0 1 1 1
##  [2629] 0 1 1 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 1 1 0 1 0 0 0 0 1 1 0 0 1 0 0 0 0
##  [2665] 1 1 0 0 0 0 0 1 1 1 0 0 1 1 1 0 1 0 0 1 1 0 1 1 0 0 1 1 0 0 1 1 0 1 1 0
##  [2701] 0 1 1 1 0 0 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 1 0 1 1 0 1 1 1 1 0 1 1 1 1 0
##  [2737] 0 1 0 1 1 1 0 1 0 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 1 0 0 1 1 1 1 1 0 1 0
##  [2773] 1 1 0 1 0 0 1 1 0 1 1 1 1 1 0 1 0 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 0 1 1
##  [2809] 0 0 1 0 1 0 1 1 0 1 0 1 1 1 1 1 1 0 1 1 1 0 1 0 0 0 1 1 1 1 0 0 0 1 1 0
##  [2845] 0 1 0 0 0 1 1 0 1 1 1 0 1 0 1 0 1 0 1 1 1 1 0 1 1 0 1 1 1 1 1 0 1 0 1 1
##  [2881] 1 0 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1 1 0 1 0 0 1 0 1 1 0 1 1 1 1 0 1 1 1
##  [2917] 1 1 1 0 1 1 0 1 0 1 0 1 1 1 0 1 1 1 0 1 1 0 1 1 1 0 1 1 0 0 1 1 1 1 1 1
##  [2953] 1 1 1 0 1 0 0 1 0 0 1 1 0 1 1 1 1 1 1 1 1 1 1 0 0 1 0 0 1 1 1 1 1 1 0 0
##  [2989] 1 0 1 1 1 0 1 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1 1 1 0 1 1 1 1 1 1 1 0 1 0 1
##  [3025] 1 1 0 1 0 1 1 1 1 0 1 1 0 1 1 0 1 0 0 0 1 1 1 0 1 0 1 0 0 1 0 1 1 1 1 1
##  [3061] 0 1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 0 1 1 1 1 0 1 0 0 1 1 1 1 0
##  [3097] 1 1 1 1 1 1 1 1 0 0 0 1 0 1 0 1 0 1 1 0 1 1 0 1 1 1 1 0 1 1 1 0 1 1 1 1
##  [3133] 1 0 0 1 1 1 1 1 0 1 1 0 1 1 0 1 0 1 0 1 1 1 1 1 0 1 1 1 1 1 1 1 1 0 0 1
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##  [3349] 0 0 1 0 1 1 0 0 1 1 1 0 1 1 1 1 0 1 1 0 1 0 1 0 0 0 1 0 1 1 1 0 0 1 1 1
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## [73801] 1 0 1 0 1 1 0 1 1 0 1 0 1 1 0 1 1 0 0 1 1 1 1 1 0 1 1 0 1 1 0 0 0 1 1 0
## [73837] 1 1 1 1 1 0 0 0 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 0 1 0 1 0 0 0 1
## [73873] 1 1 1 1 0 1 0 1 1 1 0 0 1 0 0 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 0 1 1 1 1
## [73909] 1 0 1 1 1 0 0 1 0 1 1 1 1 0 0 0 0 1 1 1 0 1 1 1 0 0 1 0 1 0 1 1 1 1 1 1
## [73945] 1 1 0 0 1 1 1 1 0 0 1 1 1 0 1 1 0 1 1 1 1 1 1 1 0 0 1 0 0 0 1 0 1 0 1 1
## [73981] 0 0 1 0 0 1 1 1 1 0 0 0 0 1 1 0 1 1 1 1 0 0 1 0 1 1 1 0 0 0 0 0 0 0 0 0
## [74017] 1 1 1 1 0 0 1 1 0 1 1 0 0 1 1 1 0 1 1 0 1 1 0 0 1 1 1 1 1 1 1 0 1 1 0 1
## [74053] 1 1 0 1 1 0 0 0 1 1 1 0 1 0 1 0 1 1 0 0 0 1 0 0 0 1 1 1 1 0 1 1 1 1 1 1
## [74089] 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 0 1 0 1 0 1 1 0 0 0 0 1 0 1
## [74125] 0 0 0 1 0 0 0 1 1 1 0 1 0 1 0 0 0 0 0 0 0 1 1 0 0 0 1 1 1 1 0 1 0 1 0 0
## [74161] 0 0 1 1 0 1 0 1 0 1 0 1 1 1 0 1 1 0 1 1 1 0 1 0 0 1 0 1 0 1 0 0 1 0 1 0
## [74197] 0 1 0 1 1 0 0 1 0 1 1 1 0 1 0 1 1 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 1 1 1 0
## [74233] 1 1 1 0 1 1 0 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 0 1 0 1 1 0 1
## [74269] 1 1 0 0 0 1 1 1 1 1 0 1 1 0 1 1 1 1 1 0 1 1 1 0 1 1 0 0 1 1 1 1 1 1 1 1
## [74305] 0 0 1 1 1 0 0 1 0 1 1 0 1 1 1 1 0 1 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1
## [74341] 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 0 1 0 0 1 1 0 0
## [74377] 0 0 0 1 1 0 0 1 0 0 0 0 1 0 1 1 1 0 1 1 1 1 0 1 1 1 0 0 0 0 1 0 1 0 1 0
## [74413] 1 0 1 1 1 0 1 1 0 0 1 1 0 1 1 1 1 1 1 1 1 0 1 1 0 0 1 0 1 1 1 0 1 1 0 1
## [74449] 0 1 1 1 0 1 0 1 1 1 1 0 1 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1 0 0 1 1 0 0 0
## [74485] 0 1 1 1 1 0 1 1 1 1 1 1 0 0 0 0 1 1 0 1 1 1 1 1 0 0 0 1 1 0 0 1 0 1 1 1
## [74521] 1 1 0 1 0 0 0 0 1 1 0 0 1 0 0 0 0 1 1 1 0 1 1 1 1 1 1 1 0 1 1 1 1 0 1 1
## [74557] 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 0 1 0 0 1 1 1 1 0 1 1 0 0 1 1 1 0 1 1 0 1
## [74593] 1 1 1 1 0 1 0 1 0 0 0 1 0 1 1 0 0 1 1 0 0 1 1 1 0 1 0 0 1 1 1 1 1 1 1 1
## [74629] 1 0 1 0 1 0 0 1 0 1 1 1 1 1 1 0 1 1 1 1 0 0 1 1 1 1 0 1 1 0 1 0 0 1 1 1
## [74665] 1 0 0 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 0 0 1 0 1 0 1 1 1
## [74701] 1 0 1 1 0 1 1 1 0 1 0 0 0 1 1 1 0 1 1 1 1 1 1 1 1 0 1 0 1 1 0 1 1 1 0 0
## [74737] 1 1 0 0 0 1 1 1 0 1 1 1 0 1 1 1 1 0 1 0 1 1 1 0 1 1 1 1 0 1 0 1 1 0 1 0
## [74773] 1 0 1 1 1 0 1 1 0 0 0 0 1 1 1 1 1 0 1 1 1 1 1 1 0 1 0 0 1 1 1 0 1 1 0 1
## [74809] 1 1 0 1 0 0 1 0 0 0 1 0 1 0 1 1 0 0 1 1 1 0 1 0 1 1 0 1 0 1 1 1 0 1 0 1
## [74845] 1 1 1 0 1 1 1 0 1 1 1 0 0 0 0 1 1 1 1 0 1 0 1 0 1 1 0 1 0 0 1 1 0 0 1 0
## [74881] 1 0 1 1 0 1 0 1 0 1 1 0 1 1 1 1 0 0 0 1 1 1 0 1 0 1 1 0 0 1 1 1 0 0 1 0
## [74917] 1 1 0 0 1 1 1 1 1 1 0 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 0 1 1 1 1 1 0 0 1 1
## [74953] 0 0 1 0 1 1 1 1 1 1 1 1 0 1 1 0 1 1 1 1 1 1 1 0 1 1 0 1 1 0 1 1 1 1 0 1
## [74989] 0 1 1 1 0 1 1 1 1 1 0 0 1 1 0 1 1 0 1 1 0 1 1 1 0 0 1 0 1 0 1 0 0 0 1 0
## [75025] 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 0 1 1 0 1 0 1 0 1 1 1 0 0 1 0 1 0 1 1
## [75061] 1 1 0 0 1 0 0 1 1 1 0 1 1 0 1 1 0 1 0 1 1 1 1 0 1 0 1 0 1 1 1 1 1 0 1 1
## [75097] 1 0 1 1 0 1 0 1 1 1 1 1 0 1 0 1 0 1 1 0 1 1 0 1 0 0 1 1 1 0 0 1 1 1 0 1
## [75133] 1 0 1 0 0 0 0 0 0 1 0 0 1 0 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 1 0 1
## [75169] 1 1 0 0 1 1 1 0 0 0 1 1 0 1 0 0 1 0 0 1 1 0 1 1 1 1 0 0 1 0 1 0 0 1 1 0
## [75205] 1 1 1 1 1 0 1 1 1 0 1 1 1 0 0 1 1 0 1 0 0 1 1 0 1 1 0 1 1 1 1 0 1 0 1 1
## [75241] 1 0 0 1 0 1 1 1 1 1 1 1 0 1 1 1 0 0 0 1 1 1 0 1 1 0 1 0 1 1 1 1 1 0 0 0
## [75277] 1 1 1 0 0 0 1 0 0 1 1 0 1 1 1 1 1 0 1 1 0 1 1 1 0 1 0 0 1 1 1 1 0 1 0 1
## [75313] 0 1 0 1 0 1 0 0 1 1 1 1 0 1 0 0 1 1 1 1 1 1 1 1 1 1 0 1 1 0 1 1 1 0 0 0
## [75349] 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 0 0 0 0 0 1 1 0 1 1 0 1 1 0 0
## [75385] 1 1 1 0 1 0 1 0 0 0 1 0 1 1 1 1 1 1 1 1 0 1 0 0 0 1 0 0 0 1 1 1 1 1 1 1
## [75421] 0 1 1 0 1 0 1 1 0 0 1 0 0 1 1 1 1 0 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1
## [75457] 1 1 1 1 0 0 0 1 0 1 1 0 0 1 1 1 1 1 1 1 0 0 0 0 1 0 1 1 0 1 1 1 1 1 1 1
## [75493] 1 1 1 1 0 0 0 1 1 1 0 1 1 1 0 1 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 0 1 1
## [75529] 0 0 0 1 1 1 1 1 0 0 0 1 0 1 0 1 1 0 1 1 1 0 1 1 0 0 1 1 0 1 1 0 1 0 1 0
## [75565] 1 0 1 1 0 1 0 1 1 0 0 1 1 1 1 1 1 1 0 1 0 0 0 0 1 1 1 1 1 1 0 1 0 1 0 0
## [75601] 1 1 1 1 1 1 0 0 1 0 1 1 1 1 1 1 0 0 0 1 0 1 1 0 0 1 1 1 1 0 0 0 1 1 1 1
## [75637] 0 1 1 1 1 1 1 0 1 0 1 1 0 1 0 0 0 1 1 1 1 0 0 1 1 0 0 0 1 1 1 1 1 0 0 0
## [75673] 1 1 1 0 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 0 1 0 1 1
## [75709] 1 1 1 1 0 1 0 1 1 1 1 1 1 1 0 1 1 0 0 1 1 1 1 1 0 0 1 1 0 1 1 1 1 1 1 1
## [75745] 0 1 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 1 1 1 1 1
## [75781] 0 0 1 1 1 1 1 0 1 0 0 1 1 1 0 1 1 0 1 1 1 0 1 1 1 0 1 1 0 1 0 0 1 0 1 0
## [75817] 0 0 0 1 0 0 0 1 1 0 0 1 0 1 1 0 1 1 0 1 1 0 1 1 1 1 1 0 1 1 1 0 1 1 1 0
## [75853] 1 1 1 1 1 1 0 0 0 0 1 0 1 0 1 0 1 1 1 1 1 0 0 0 1 0 1 1 0 1 1 1 1 0 0 1
## [75889] 0 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 0 0 1 1 1 0 1 1 0 0 0 1 1 0 1 0 1 0 1 0
## [75925] 1 1 1 1 1 0 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 0 1 0 1 1 1
## [75961] 0 0 1 1 1 0 1 0 1 1 1 1 1 0 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 1 1 1 0 1 0
## [75997] 1 1 1 1 1 0 0 0 0 0 0 1 1 0 1 0 1 1 1 0 1 1 1 1 0 1 1 1 1 1 1 1 1 1 0 1
## [76033] 1 0 0 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0 1 0 0 1 1 0 0 0 0 0 1 0 1 0 1 1 0
## [76069] 0 0 1 0 1 0 0 0 1 1 0 1 1 1 1 1 0 1 0 1 1 0 1 1 1 0 0 1 0 1 0 1 0 1 0 0
## [76105] 0 1 0 0 1 0

Random Forest Classifier

classifier = randomForest(x = training[-noob],y = training$CLASS,ntree = 3)

## Warning in randomForest.default(x = training[-noob], y = training$CLASS, :
## The response has five or fewer unique values. Are you sure you want to do
## regression?

Accuracy

In confusion matrix, I didnt have any false negative and my accuracy was 100%.

y_predictor = predict(classifier, newdata = testing[-noob])
confusion_matrix <- table(y_predictor>0,testing$CLASS)
confusion_matrix

##       
##            0     1
##   TRUE  6683 12345

I want to connect to my own gmail to test it on some spam and ham emails in my gmail and see what accuracy I get.

gm_auth_configure(path  = "credentials.json")
gm_auth(email = TRUE, cache = ".secret")

## ! Using an auto-discovered, cached token.

##   To suppress this message, modify your code or options to clearly consent to
##   the use of a cached token.

##   See gargle's "Non-interactive auth" vignette for more details:

##   <https://gargle.r-lib.org/articles/non-interactive-auth.html>

## i The gmailr package is using a cached token for 'mianshariq@gmail.com'.

msgs = gm_messages(search="before:2021/15/11 after:2021/11/01", num_results = 5, label_ids="Spam")

msgs

ids = gmailr::gm_id(msgs, what="message_id")
o = gmail.sentiment(ids)

write.table(o, "./gmail_text_analysis.csv", sep=",", row.names=F)

gmail="~/Shariq School/SPS/Data 607/SpamHam/Gmail"
count_gmail=length(list.files(path = gmail))
gmail_list=list.files(gmail)
count_gmail

## [1] 2

gmail_text = NA
for(i in 1:length(gmail_list))
{
  path=paste0(gmail, "/", gmail_list[i])  
  text =readLines(path)
  list= list(paste(text, collapse="\n"))
  gmail_text = c(gmail_text,list)
  
}

gmail_text

## [[1]]
## [1] NA
## 
## [[2]]
## [1] " \n \n \tARE YOU LOOKING\nFOR A CREDIT CARD?\nYouÂ’re invited to apply for the all-new Revvi Card!\n\t\nSubmit your information today and we will give\nyou a credit response in as little as 60 seconds.\t\nThe Revvi Card is the perfect credit card for not-so-perfect credit. Apply today\nand start using your card in stores and online, including at some of the popular\nmerchants below:\t\n \t \t \n\t\nRESTAURANTS\tSHOPPING\tGROCERY\nSTORES\n\t\nClick the button below to complete your application now!\t\n \t\nIf approved, simply pay an $89.00 Program Fee** to open your account\nand access your available credit.\t\n**See rates, Fees, Costs, and Limitations page for additional details.\n\nThe Revvi Card is issued by MRV Banks pursuant to a license by Visa U.S.A. Inc. Card use subject to available credit; for security reasons, card may not be used at automated fuel pumps, for gambling transactions or at merchants outside the United States. If approved, just pay $89.00 Program Fee to open your account.\n\nTHIS IS AN ADVERTISEMENT\n\nThis email advertisement is for a Revvi credit card. For complete details, please visit here. You are receiving this message because you opted-in to receiving emails from the 3rd party sender of this email. This email was sent to you by the 3rd party, not from MRV Banks itself. If you do not wish to receive future emails about this offer, please click HERE to unsubscribe or if you wish to unsubscribe by mail, please send to: Advertising Department, P.O. Box 3463. Covington, LA 70434. Attn: Customer Care.\n\nWould you like to change how you receive these emails?\nPlease update your preferences or unsubscribe from this mailing list.\n\nThank you for being a loyal subscriber to the fidelityfirstcapital mailing list. You subscribed using the email address mianshariq@yahoo.com. If you have received this message in error, or for any reason no longer wish to be informed of this beneficial information, then please unsubscribe below and we will take care to see we do not send any more emails to this address. Thank you again for being a valued subscriber, your participation is very important to us and we take great care in ensuring we don't abuse it.\nThis email has been sent from fidelityfirstcapital.com,\n4905 34th Street South, Suite 336 Saint Petersburg, FL 33711\nSafely Unsubscribe Here\n\nprivacy policy\n\n\n "
## 
## [[3]]
## [1] " \nCongratulations!\nHi,mianshariq\nWelcome to ð\235\220‹ð\235\220®ð\235\220œð\235\220¤ð\235\220² ð\235\220‚ð\235\220«ð\235\220žð\235\220žð\235\220¤ ð\235\220‚ð\235\220šð\235\220¬ð\235\220¢ð\235\220§ð\235\220¨, you have been chosen among the lucky ones today we are giving you free sign up with 80 free spins you can win a check of $2500.00 quickly and sign up before it's too late\nð\235\220‹ð\235\220®ð\235\220œð\235\220¤ð\235\220² ð\235\220‚ð\235\220«ð\235\220žð\235\220žð\235\220¤\nð\235\220‚ð\235\220šð\235\220¬ð\235\220¢ð\235\220§ð\235\220¨ Online N°:2͓̽2͓̽0͓̽ ͓̽6͓̽5͓̽ ͓̽2͓̽0͓̽2͓̽1͓̽ ͓̽1͓̽2͓̽ DATE : Mon, 15 Nov 2021 04:31:51 -0500\n\n  pay mianshariq \n****************Two thousands & Five hundreds dollars $2500.00****************\n$2500.000000000000000001\nSigned By : lucky Creek Casino \nN͓̽°͓̽:͓̽ ͓̽2͓̽3͓̽0͓̽ ͓̽5͓̽4͓̽8͓̽ ͓̽8͓̽8͓̽8͓̽8͓̽ ͓̽6͓̽5͓̽3͓̽ ͓̽9͓̽8͓̽7͓̽5͓̽4͓̽ ͓̽5͓̽4͓̽4͓̽8͓̽ ͓̽2͓̽5͓̽5͓̽5͓̽5͓̽ ͓̽2͓̽0͓̽2͓̽1͓̽\n\n\nCHECK YOUR INFORMATION :\nFirst name: \nLast name: \nEnter your email:  \ncoupon code:   LIFE80  "

Building a new corpus

gmail_corpus =VCorpus(VectorSource(unlist(lapply(gmail_text, as.character))))
gmail_terms_matrix = TermDocumentMatrix(gmail_corpus,control= list(removePunctuation=TRUE, removeNumbers=TRUE, stripWhitespace=TRUE, stopwords=TRUE))
gmail_corpus = tm_map(gmail_corpus, removeNumbers)
gmail_corpus = tm_map(gmail_corpus, removeWords, stopwords())
gmail_corpus = tm_map(gmail_corpus, removePunctuation)
gmail_corpus = tm_map(gmail_corpus, stemDocument)
gmail_corpus = tm_map(gmail_corpus, stripWhitespace)
gmail_terms_matrix = TermDocumentMatrix(gmail_corpus)

gmail_df = as.data.frame(as.table(gmail_terms_matrix))
gmail_df$gmail_spam = "1"
colnames(gmail_df) = c('TERM', 'gmail_DOCS', 'FREQ', 'CLASS')
gmail_df = subset(gmail_df, select = -c(2) )
gmail_df$FREQ[is.na(gmail_df$FREQ)] = '0'
gmail_df = ddply(gmail_df, .(TERM, CLASS), summarize, FREQ = sum(as.numeric(FREQ)))
head(gmail_df, n = 20)

##             TERM CLASS FREQ
## 1           abus     1    1
## 2         access     1    1
## 3        account     1    2
## 4          addit     1    1
## 5        address     1    2
## 6       advertis     1    2
## 7  advertisement     1    1
## 8          among     1    1
## 9          appli     1    2
## 10        applic     1    1
## 11        approv     1    2
## 12           are     1    1
## 13          attn     1    1
## 14         autom     1    1
## 15         avail     1    2
## 16          bank     1    2
## 17      benefici     1    1
## 18           box     1    1
## 19        button     1    1
## 20           can     1    1

gmail1="~/Shariq School/SPS/Data 607/SpamHam/Gmail1"
count_gmail1=length(list.files(path = gmail1))
gmail1_list=list.files(gmail1)
count_gmail1

## [1] 2

gmail1_text = NA
for(i in 1:length(gmail1_list))
{
  path=paste0(gmail1, "/", gmail1_list[i])  
  text =readLines(path)
  list= list(paste(text, collapse="\n"))
  gmail1_text = c(gmail1_text,list)
  
}

## Warning in readLines(path): incomplete final line found on '~/Shariq School/SPS/
## Data 607/SpamHam/Gmail1/gmail1.txt'

gmail1_text

## [[1]]
## [1] NA
## 
## [[2]]
## [1] "Fwd: Science teacher resume\nInbox\n\nAbubakar Mian\nAttachments\nSun, Oct 31, 11:37 AM\nto me\n\n\n\nSent from my iPhone\n\nBegin forwarded message:\n\nFrom: Abubakar Mian <amian89@yahoo.com>\nDate: October 2, 2021 at 5:05:03 PM EDT\nTo: \"tksrecruiting@kaust.edu.sa\" <tksrecruiting@kaust.edu.sa>\nSubject: Science teacher resume\n\n\nHi, \n\nAmerican Certified Chemistry/Science teacher. see attached resume. \n\nRegards,\nAbubakar Mian"
## 
## [[3]]
## [1] "Hi Shariq,\nCongrats on your new role â\200“ weâ\200\231re delighted that youâ\200\231re joining us. You made a great impression and the team are really looking forward to working with you.\n\nThere are now a few additional details that we need from you. It should only take you 10 minutes.\n\nIf you login to your candidate home page (linked below), you will find an online questionnaire to complete.â\200¯\n\nhttps://accenture.wd3.myworkdayjobs.com/AccentureCareers/jobTasks/personInfo/48cb7d1069ba81744cbd26057701ab7f/7c5f477de64c81d13b55c774be007abf\nhttps://accenture.wd3.myworkdayjobs.com/AccentureCareers/jobTasks/identification/7c5f477de64c81d13b55c774be007abf/48cb7d1069ba812fd2fa25057701aa7f/2fef7b163bbe818717e9a4b11d1842d1\nhttps://accenture.wd3.myworkdayjobs.com/AccentureCareers/jobTasks/disability/48cb7d1069ba8151c94225057701a97f/7c5f477de64c81d13b55c774be007abf\nhttps://accenture.wd3.myworkdayjobs.com/AccentureCareers/jobTasks/veteranStatus/48cb7d1069ba8186328324057701a87f/7c5f477de64c81d13b55c774be007abf\n\n\nIt would be great if you can completeâ\200¯thisâ\200¯within 5 days.\n\nWe know that accepting an offer is a big decision and weâ\200\231re so happy you chose us. We're here to help you settle in and support you.\n\nIf you have any questions, we are at the end of the phone/email.\n\nSpeak soon.\n\nAlissa Marena(+8)\n"

Building a new corpus

gmail1_corpus =VCorpus(VectorSource(unlist(lapply(gmail1_text, as.character))))
gmail1_terms_matrix = TermDocumentMatrix(gmail1_corpus,control= list(removePunctuation=TRUE, removeNumbers=TRUE, stripWhitespace=TRUE, stopwords=TRUE))
gmail1_corpus = tm_map(gmail1_corpus, removeNumbers)
gmail1_corpus = tm_map(gmail1_corpus, removeWords, stopwords())
gmail1_corpus = tm_map(gmail1_corpus, removePunctuation)
gmail1_corpus = tm_map(gmail1_corpus, stemDocument)
gmail1_corpus = tm_map(gmail1_corpus, stripWhitespace)
gmail1_terms_matrix = TermDocumentMatrix(gmail1_corpus)

gmail1_df = as.data.frame(as.table(gmail1_terms_matrix))
gmail1_df$gmail1_ham = "0"
colnames(gmail1_df) = c('TERM', 'gmail1_DOCS', 'FREQ', 'CLASS')
gmail1_df = subset(gmail1_df, select = -c(2) )
gmail1_df$FREQ[is.na(gmail1_df$FREQ)] = '0'
gmail1_df = ddply(gmail1_df, .(TERM, CLASS), summarize, FREQ = sum(as.numeric(FREQ)))
head(gmail1_df, n = 20)

##                        TERM CLASS FREQ
## 1                       â\200“     0    1
## 2                  abubakar     0    3
## 3                    accept     0    1
## 4                     addit     0    1
## 5                    alissa     0    1
## 6                  american     0    1
## 7             amianyahoocom     0    1
## 8                    attach     0    1
## 9                attachment     0    1
## 10                    begin     0    1
## 11                      big     0    1
## 12                      can     0    1
## 13                   candid     0    1
## 14                  certifi     0    1
## 15             chemistrysci     0    1
## 16                    chose     0    1
## 17              completeâ\200¯     0    1
## 18 completeâ\200¯thisâ\200¯within     0    1
## 19                  congrat     0    1
## 20                     date     0    1

gmail_ham_df = rbind(gmail_df,gmail1_df)
gmail_ham_df

##                                                                                                            TERM
## 1                                                                                                          abus
## 2                                                                                                        access
## 3                                                                                                       account
## 4                                                                                                         addit
## 5                                                                                                       address
## 6                                                                                                      advertis
## 7                                                                                                 advertisement
## 8                                                                                                         among
## 9                                                                                                         appli
## 10                                                                                                       applic
## 11                                                                                                       approv
## 12                                                                                                          are
## 13                                                                                                         attn
## 14                                                                                                        autom
## 15                                                                                                        avail
## 16                                                                                                         bank
## 17                                                                                                     benefici
## 18                                                                                                          box
## 19                                                                                                       button
## 20                                                                                                          can
## 21                                                                                                         card
## 22                                                                                                         care
## 23                                                                                                       casino
## 24                                                                                                        chang
## 25                                                                                                        check
## 26                                                                                                       chosen
## 27                                                                                                        click
## 28                                                                                                         code
## 29                                                                                                      complet
## 30                                                                                                    congratul
## 31                                                                                                         cost
## 32                                                                                                       coupon
## 33                                                                                                    covington
## 34                                                                                                       credit
## 35                                                                                                        creek
## 36                                                                                                       custom
## 37                                                                                         ð\235\220‚ð\235\220«ð\235\220žð\235\220žð\235\220¤
## 38                                                                                     ð\235\220‚ð\235\220šð\235\220¬ð\235\220¢ð\235\220§ð\235\220¨
## 39                                                                                         ð\235\220‹ð\235\220®ð\235\220œð\235\220¤ð\235\220²
## 40                                                                                                         date
## 41                                                                                                       depart
## 42                                                                                                       detail
## 43                                                                                                       dollar
## 44                                                                                                        email
## 45                                                                                                        ensur
## 46                                                                                                        enter
## 47                                                                                                        error
## 48                                                                                                          fee
## 49                                                                                           fidelityfirstcapit
## 50                                                                                      fidelityfirstcapitalcom
## 51                                                                                                        first
## 52                                                                                                         five
## 53                                                                                                          for
## 54                                                                                                         free
## 55                                                                                                         fuel
## 56                                                                                                        futur
## 57                                                                                                        gambl
## 58                                                                                                         give
## 59                                                                                                        great
## 60                                                                                                      groceri
## 61                                                                                                         here
## 62                                                                                                 himianshariq
## 63                                                                                                        hundr
## 64                                                                                                 ì½í“ì½í“ì½í“
## 65                                                                                             ì½í“ì½í“ì½í“ì½í“
## 66                                                                                         ì½í“ì½í“ì½í“ì½í“ì½í“
## 67                                                                                     ì½í“ì½í“ì½í“ì½í“ì½í“ì½í“
## 68                                                                                                       import
## 69                                                                                                          inc
## 70                                                                                                       includ
## 71                                                                                                       inform
## 72                                                                                                  information
## 73                                                                                                        invit
## 74                                                                                                         issu
## 75                                                                                                         just
## 76                                                                                                         last
## 77                                                                                                         late
## 78                                                                                                       licens
## 79                                                                                                         life
## 80                                                                                                         like
## 81                                                                                                        limit
## 82                                                                                                         list
## 83                                                                                                        littl
## 84                                                                                                       longer
## 85                                                                                                      looking
## 86                                                                                                        loyal
## 87                                                                                                        lucki
## 88                                                                                                         mail
## 89                                                                                                          may
## 90                                                                                                     merchant
## 91                                                                                                       messag
## 92                                                                                                   mianshariq
## 93                                                                                           mianshariqyahoocom
## 94                                                                                                          mon
## 95                                                                                                          mrv
## 96                                                                                              nâ°ì½í“ì½í“ì½í“
## 97                                                                                                         name
## 98                                                                                                          new
## 99                                                                                              nì½í“â°ì½í“ì½í“
## 100                                                                                                         nov
## 101                                                                                                         now
## 102                                                                                                       offer
## 103                                                                                                         one
## 104                                                                                                       onlin
## 105                                                                                                      online
## 106                                                                                                        open
## 107                                                                                                         opt
## 108                                                                                                      outsid
## 109                                                                                                        page
## 110                                                                                                       parti
## 111                                                                                                    particip
## 112                                                                                                         pay
## 113                                                                                                     perfect
## 114                                                                                                  petersburg
## 115                                                                                                       pleas
## 116                                                                                                      polici
## 117                                                                                                     popular
## 118                                                                                                      prefer
## 119                                                                                                     privaci
## 120                                                                                                     program
## 121                                                                                                        pump
## 122                                                                                                    pursuant
## 123                                                                                                       quick
## 124                                                                                                        rate
## 125                                                                                                      reason
## 126                                                                                                      receiv
## 127                                                                                                     respons
## 128                                                                                                 restaurants
## 129                                                                                                       revvi
## 130                                                                                                        safe
## 131                                                                                                       saint
## 132                                                                                                      second
## 133                                                                                                       secur
## 134                                                                                                         see
## 135                                                                                                        send
## 136                                                                                                      sender
## 137                                                                                                        sent
## 138                                                                                                    shopping
## 139                                                                                                        sign
## 140                                                                                                      simpli
## 141                                                                                                       south
## 142                                                                                                        spin
## 143                                                                                                       start
## 144                                                                                                       state
## 145                                                                                                       store
## 146                                                                                                      stores
## 147                                                                                                      street
## 148                                                                                                     subject
## 149                                                                                                      submit
## 150                                                                                                    subscrib
## 151                                                                                                        suit
## 152                                                                                                        take
## 153                                                                                                       thank
## 154                                                                                                         the
## 155                                                                                                        this
## 156                                                                                                    thousand
## 157                                                                                                       today
## 158                                                                                                    transact
## 159                                                                                                         two
## 160                                                                                                       unite
## 161                                                                                                  unsubscrib
## 162                                                                                                       updat
## 163                                                                                                         usa
## 164                                                                                                         use
## 165                                                                                                        valu
## 166                                                                                                        visa
## 167                                                                                                       visit
## 168                                                                                                      welcom
## 169                                                                                                        will
## 170                                                                                                         win
## 171                                                                                                        wish
## 172                                                                                                       would
## 173                                                                                                         you
## 174                                                                                                      youâ’r
## 175                                                                                                        your
## 176                                                                                                         â\200“
## 177                                                                                                    abubakar
## 178                                                                                                      accept
## 179                                                                                                       addit
## 180                                                                                                      alissa
## 181                                                                                                    american
## 182                                                                                               amianyahoocom
## 183                                                                                                      attach
## 184                                                                                                  attachment
## 185                                                                                                       begin
## 186                                                                                                         big
## 187                                                                                                         can
## 188                                                                                                      candid
## 189                                                                                                     certifi
## 190                                                                                                chemistrysci
## 191                                                                                                       chose
## 192                                                                                                 completeâ\200¯
## 193                                                                                    completeâ\200¯thisâ\200¯within
## 194                                                                                                     congrat
## 195                                                                                                        date
## 196                                                                                                         day
## 197                                                                                                       decis
## 198                                                                                                     delight
## 199                                                                                                      detail
## 200                                                                                                         edt
## 201                                                                                                         end
## 202                                                                                                        find
## 203                                                                                                     forward
## 204                                                                                                        from
## 205                                                                                                         fwd
## 206                                                                                                       great
## 207                                                                                                       happi
## 208                                                                                                        help
## 209                                                                                                        home
## 210                     httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksdisabilitycbdbacafcfdecdbcbeabf
## 211 httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksidentificationcfdecdbcbeabfcbdbafdfaaaffefbbbeeabdd
## 212                  httpsaccenturewdmyworkdayjobscomaccenturecareersjobtaskspersoninfocbdbacbdabfcfdecdbcbeabf
## 213                   httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksveteranstatuscbdbaafcfdecdbcbeabf
## 214                                                                                                         
## 215                                                                                                     impress
## 216                                                                                                       inbox
## 217                                                                                                       iphon
## 218                                                                                                        join
## 219                                                                                                        know
## 220                                                                                                        link
## 221                                                                                                       login
## 222                                                                                                        look
## 223                                                                                                        made
## 224                                                                                                      marena
## 225                                                                                                      messag
## 226                                                                                                        mian
## 227                                                                                                       minut
## 228                                                                                                        need
## 229                                                                                                         new
## 230                                                                                                         now
## 231                                                                                                         oct
## 232                                                                                                     october
## 233                                                                                                       offer
## 234                                                                                                       onlin
## 235                                                                                                        page
## 236                                                                                                  phoneemail
## 237                                                                                                    question
## 238                                                                                                questionnair
## 239                                                                                                      realli
## 240                                                                                                      regard
## 241                                                                                                       resum
## 242                                                                                                        role
## 243                                                                                                      scienc
## 244                                                                                                         see
## 245                                                                                                        sent
## 246                                                                                                       settl
## 247                                                                                                      shariq
## 248                                                                                                        soon
## 249                                                                                                       speak
## 250                                                                                                     subject
## 251                                                                                                         sun
## 252                                                                                                     support
## 253                                                                                                        take
## 254                                                                                                     teacher
## 255                                                                                                        team
## 256                                                                                                       there
## 257                                                                                     tksrecruitingkaustedusa
## 258                                                                                                      weâ\200\231r
## 259                                                                                                        were
## 260                                                                                                        will
## 261                                                                                                        work
## 262                                                                                                         you
## 263                                                                                                     youâ\200\231r
##     CLASS FREQ
## 1       1    1
## 2       1    1
## 3       1    2
## 4       1    1
## 5       1    2
## 6       1    2
## 7       1    1
## 8       1    1
## 9       1    2
## 10      1    1
## 11      1    2
## 12      1    1
## 13      1    1
## 14      1    1
## 15      1    2
## 16      1    2
## 17      1    1
## 18      1    1
## 19      1    1
## 20      1    1
## 21      1    9
## 22      1    3
## 23      1    1
## 24      1    1
## 25      1    2
## 26      1    1
## 27      1    2
## 28      1    1
## 29      1    2
## 30      1    1
## 31      1    1
## 32      1    1
## 33      1    1
## 34      1    7
## 35      1    1
## 36      1    1
## 37      1    2
## 38      1    2
## 39      1    2
## 40      1    1
## 41      1    1
## 42      1    2
## 43      1    1
## 44      1   10
## 45      1    1
## 46      1    1
## 47      1    1
## 48      1    3
## 49      1    1
## 50      1    1
## 51      1    1
## 52      1    1
## 53      1    2
## 54      1    2
## 55      1    1
## 56      1    1
## 57      1    1
## 58      1    2
## 59      1    1
## 60      1    1
## 61      1    2
## 62      1    1
## 63      1    1
## 64      1    2
## 65      1    3
## 66      1    4
## 67      1    2
## 68      1    1
## 69      1    1
## 70      1    1
## 71      1    3
## 72      1    1
## 73      1    1
## 74      1    1
## 75      1    1
## 76      1    1
## 77      1    1
## 78      1    1
## 79      1    1
## 80      1    1
## 81      1    1
## 82      1    2
## 83      1    1
## 84      1    1
## 85      1    1
## 86      1    1
## 87      1    2
## 88      1    3
## 89      1    1
## 90      1    2
## 91      1    2
## 92      1    1
## 93      1    1
## 94      1    1
## 95      1    2
## 96      1    1
## 97      1    2
## 98      1    1
## 99      1    1
## 100     1    1
## 101     1    1
## 102     1    1
## 103     1    1
## 104     1    1
## 105     1    1
## 106     1    2
## 107     1    1
## 108     1    1
## 109     1    1
## 110     1    2
## 111     1    1
## 112     1    3
## 113     1    2
## 114     1    1
## 115     1    5
## 116     1    1
## 117     1    1
## 118     1    1
## 119     1    1
## 120     1    2
## 121     1    1
## 122     1    1
## 123     1    1
## 124     1    1
## 125     1    2
## 126     1    5
## 127     1    1
## 128     1    1
## 129     1    4
## 130     1    1
## 131     1    1
## 132     1    1
## 133     1    1
## 134     1    2
## 135     1    2
## 136     1    1
## 137     1    2
## 138     1    1
## 139     1    3
## 140     1    1
## 141     1    1
## 142     1    1
## 143     1    1
## 144     1    1
## 145     1    1
## 146     1    1
## 147     1    1
## 148     1    1
## 149     1    1
## 150     1    3
## 151     1    1
## 152     1    2
## 153     1    2
## 154     1    2
## 155     1    4
## 156     1    1
## 157     1    3
## 158     1    1
## 159     1    1
## 160     1    1
## 161     1    5
## 162     1    1
## 163     1    1
## 164     1    4
## 165     1    1
## 166     1    1
## 167     1    1
## 168     1    1
## 169     1    2
## 170     1    1
## 171     1    3
## 172     1    1
## 173     1    3
## 174     1    1
## 175     1    1
## 176     0    1
## 177     0    3
## 178     0    1
## 179     0    1
## 180     0    1
## 181     0    1
## 182     0    1
## 183     0    1
## 184     0    1
## 185     0    1
## 186     0    1
## 187     0    1
## 188     0    1
## 189     0    1
## 190     0    1
## 191     0    1
## 192     0    1
## 193     0    1
## 194     0    1
## 195     0    1
## 196     0    1
## 197     0    1
## 198     0    1
## 199     0    1
## 200     0    1
## 201     0    1
## 202     0    1
## 203     0    2
## 204     0    1
## 205     0    1
## 206     0    2
## 207     0    1
## 208     0    1
## 209     0    1
## 210     0    1
## 211     0    1
## 212     0    1
## 213     0    1
## 214     0    1
## 215     0    1
## 216     0    1
## 217     0    1
## 218     0    1
## 219     0    1
## 220     0    1
## 221     0    1
## 222     0    1
## 223     0    1
## 224     0    1
## 225     0    1
## 226     0    3
## 227     0    1
## 228     0    1
## 229     0    1
## 230     0    1
## 231     0    1
## 232     0    1
## 233     0    1
## 234     0    1
## 235     0    1
## 236     0    1
## 237     0    1
## 238     0    1
## 239     0    1
## 240     0    1
## 241     0    3
## 242     0    1
## 243     0    2
## 244     0    1
## 245     0    1
## 246     0    1
## 247     0    1
## 248     0    1
## 249     0    1
## 250     0    1
## 251     0    1
## 252     0    1
## 253     0    1
## 254     0    3
## 255     0    1
## 256     0    1
## 257     0    2
## 258     0    2
## 259     0    1
## 260     0    1
## 261     0    1
## 262     0    1
## 263     0    1

gmail_ham_df$CLASS=factor(gmail_ham_df$CLASS) 
gmail_ham_df$CLASS <- as.numeric(as.character(gmail_ham_df$CLASS)) 
gmail_ham_df=gmail_ham_df[c("TERM", "CLASS")]
gmail_ham_df

##                                                                                                            TERM
## 1                                                                                                          abus
## 2                                                                                                        access
## 3                                                                                                       account
## 4                                                                                                         addit
## 5                                                                                                       address
## 6                                                                                                      advertis
## 7                                                                                                 advertisement
## 8                                                                                                         among
## 9                                                                                                         appli
## 10                                                                                                       applic
## 11                                                                                                       approv
## 12                                                                                                          are
## 13                                                                                                         attn
## 14                                                                                                        autom
## 15                                                                                                        avail
## 16                                                                                                         bank
## 17                                                                                                     benefici
## 18                                                                                                          box
## 19                                                                                                       button
## 20                                                                                                          can
## 21                                                                                                         card
## 22                                                                                                         care
## 23                                                                                                       casino
## 24                                                                                                        chang
## 25                                                                                                        check
## 26                                                                                                       chosen
## 27                                                                                                        click
## 28                                                                                                         code
## 29                                                                                                      complet
## 30                                                                                                    congratul
## 31                                                                                                         cost
## 32                                                                                                       coupon
## 33                                                                                                    covington
## 34                                                                                                       credit
## 35                                                                                                        creek
## 36                                                                                                       custom
## 37                                                                                         ð\235\220‚ð\235\220«ð\235\220žð\235\220žð\235\220¤
## 38                                                                                     ð\235\220‚ð\235\220šð\235\220¬ð\235\220¢ð\235\220§ð\235\220¨
## 39                                                                                         ð\235\220‹ð\235\220®ð\235\220œð\235\220¤ð\235\220²
## 40                                                                                                         date
## 41                                                                                                       depart
## 42                                                                                                       detail
## 43                                                                                                       dollar
## 44                                                                                                        email
## 45                                                                                                        ensur
## 46                                                                                                        enter
## 47                                                                                                        error
## 48                                                                                                          fee
## 49                                                                                           fidelityfirstcapit
## 50                                                                                      fidelityfirstcapitalcom
## 51                                                                                                        first
## 52                                                                                                         five
## 53                                                                                                          for
## 54                                                                                                         free
## 55                                                                                                         fuel
## 56                                                                                                        futur
## 57                                                                                                        gambl
## 58                                                                                                         give
## 59                                                                                                        great
## 60                                                                                                      groceri
## 61                                                                                                         here
## 62                                                                                                 himianshariq
## 63                                                                                                        hundr
## 64                                                                                                 ì½í“ì½í“ì½í“
## 65                                                                                             ì½í“ì½í“ì½í“ì½í“
## 66                                                                                         ì½í“ì½í“ì½í“ì½í“ì½í“
## 67                                                                                     ì½í“ì½í“ì½í“ì½í“ì½í“ì½í“
## 68                                                                                                       import
## 69                                                                                                          inc
## 70                                                                                                       includ
## 71                                                                                                       inform
## 72                                                                                                  information
## 73                                                                                                        invit
## 74                                                                                                         issu
## 75                                                                                                         just
## 76                                                                                                         last
## 77                                                                                                         late
## 78                                                                                                       licens
## 79                                                                                                         life
## 80                                                                                                         like
## 81                                                                                                        limit
## 82                                                                                                         list
## 83                                                                                                        littl
## 84                                                                                                       longer
## 85                                                                                                      looking
## 86                                                                                                        loyal
## 87                                                                                                        lucki
## 88                                                                                                         mail
## 89                                                                                                          may
## 90                                                                                                     merchant
## 91                                                                                                       messag
## 92                                                                                                   mianshariq
## 93                                                                                           mianshariqyahoocom
## 94                                                                                                          mon
## 95                                                                                                          mrv
## 96                                                                                              nâ°ì½í“ì½í“ì½í“
## 97                                                                                                         name
## 98                                                                                                          new
## 99                                                                                              nì½í“â°ì½í“ì½í“
## 100                                                                                                         nov
## 101                                                                                                         now
## 102                                                                                                       offer
## 103                                                                                                         one
## 104                                                                                                       onlin
## 105                                                                                                      online
## 106                                                                                                        open
## 107                                                                                                         opt
## 108                                                                                                      outsid
## 109                                                                                                        page
## 110                                                                                                       parti
## 111                                                                                                    particip
## 112                                                                                                         pay
## 113                                                                                                     perfect
## 114                                                                                                  petersburg
## 115                                                                                                       pleas
## 116                                                                                                      polici
## 117                                                                                                     popular
## 118                                                                                                      prefer
## 119                                                                                                     privaci
## 120                                                                                                     program
## 121                                                                                                        pump
## 122                                                                                                    pursuant
## 123                                                                                                       quick
## 124                                                                                                        rate
## 125                                                                                                      reason
## 126                                                                                                      receiv
## 127                                                                                                     respons
## 128                                                                                                 restaurants
## 129                                                                                                       revvi
## 130                                                                                                        safe
## 131                                                                                                       saint
## 132                                                                                                      second
## 133                                                                                                       secur
## 134                                                                                                         see
## 135                                                                                                        send
## 136                                                                                                      sender
## 137                                                                                                        sent
## 138                                                                                                    shopping
## 139                                                                                                        sign
## 140                                                                                                      simpli
## 141                                                                                                       south
## 142                                                                                                        spin
## 143                                                                                                       start
## 144                                                                                                       state
## 145                                                                                                       store
## 146                                                                                                      stores
## 147                                                                                                      street
## 148                                                                                                     subject
## 149                                                                                                      submit
## 150                                                                                                    subscrib
## 151                                                                                                        suit
## 152                                                                                                        take
## 153                                                                                                       thank
## 154                                                                                                         the
## 155                                                                                                        this
## 156                                                                                                    thousand
## 157                                                                                                       today
## 158                                                                                                    transact
## 159                                                                                                         two
## 160                                                                                                       unite
## 161                                                                                                  unsubscrib
## 162                                                                                                       updat
## 163                                                                                                         usa
## 164                                                                                                         use
## 165                                                                                                        valu
## 166                                                                                                        visa
## 167                                                                                                       visit
## 168                                                                                                      welcom
## 169                                                                                                        will
## 170                                                                                                         win
## 171                                                                                                        wish
## 172                                                                                                       would
## 173                                                                                                         you
## 174                                                                                                      youâ’r
## 175                                                                                                        your
## 176                                                                                                         â\200“
## 177                                                                                                    abubakar
## 178                                                                                                      accept
## 179                                                                                                       addit
## 180                                                                                                      alissa
## 181                                                                                                    american
## 182                                                                                               amianyahoocom
## 183                                                                                                      attach
## 184                                                                                                  attachment
## 185                                                                                                       begin
## 186                                                                                                         big
## 187                                                                                                         can
## 188                                                                                                      candid
## 189                                                                                                     certifi
## 190                                                                                                chemistrysci
## 191                                                                                                       chose
## 192                                                                                                 completeâ\200¯
## 193                                                                                    completeâ\200¯thisâ\200¯within
## 194                                                                                                     congrat
## 195                                                                                                        date
## 196                                                                                                         day
## 197                                                                                                       decis
## 198                                                                                                     delight
## 199                                                                                                      detail
## 200                                                                                                         edt
## 201                                                                                                         end
## 202                                                                                                        find
## 203                                                                                                     forward
## 204                                                                                                        from
## 205                                                                                                         fwd
## 206                                                                                                       great
## 207                                                                                                       happi
## 208                                                                                                        help
## 209                                                                                                        home
## 210                     httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksdisabilitycbdbacafcfdecdbcbeabf
## 211 httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksidentificationcfdecdbcbeabfcbdbafdfaaaffefbbbeeabdd
## 212                  httpsaccenturewdmyworkdayjobscomaccenturecareersjobtaskspersoninfocbdbacbdabfcfdecdbcbeabf
## 213                   httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksveteranstatuscbdbaafcfdecdbcbeabf
## 214                                                                                                         
## 215                                                                                                     impress
## 216                                                                                                       inbox
## 217                                                                                                       iphon
## 218                                                                                                        join
## 219                                                                                                        know
## 220                                                                                                        link
## 221                                                                                                       login
## 222                                                                                                        look
## 223                                                                                                        made
## 224                                                                                                      marena
## 225                                                                                                      messag
## 226                                                                                                        mian
## 227                                                                                                       minut
## 228                                                                                                        need
## 229                                                                                                         new
## 230                                                                                                         now
## 231                                                                                                         oct
## 232                                                                                                     october
## 233                                                                                                       offer
## 234                                                                                                       onlin
## 235                                                                                                        page
## 236                                                                                                  phoneemail
## 237                                                                                                    question
## 238                                                                                                questionnair
## 239                                                                                                      realli
## 240                                                                                                      regard
## 241                                                                                                       resum
## 242                                                                                                        role
## 243                                                                                                      scienc
## 244                                                                                                         see
## 245                                                                                                        sent
## 246                                                                                                       settl
## 247                                                                                                      shariq
## 248                                                                                                        soon
## 249                                                                                                       speak
## 250                                                                                                     subject
## 251                                                                                                         sun
## 252                                                                                                     support
## 253                                                                                                        take
## 254                                                                                                     teacher
## 255                                                                                                        team
## 256                                                                                                       there
## 257                                                                                     tksrecruitingkaustedusa
## 258                                                                                                      weâ\200\231r
## 259                                                                                                        were
## 260                                                                                                        will
## 261                                                                                                        work
## 262                                                                                                         you
## 263                                                                                                     youâ\200\231r
##     CLASS
## 1       1
## 2       1
## 3       1
## 4       1
## 5       1
## 6       1
## 7       1
## 8       1
## 9       1
## 10      1
## 11      1
## 12      1
## 13      1
## 14      1
## 15      1
## 16      1
## 17      1
## 18      1
## 19      1
## 20      1
## 21      1
## 22      1
## 23      1
## 24      1
## 25      1
## 26      1
## 27      1
## 28      1
## 29      1
## 30      1
## 31      1
## 32      1
## 33      1
## 34      1
## 35      1
## 36      1
## 37      1
## 38      1
## 39      1
## 40      1
## 41      1
## 42      1
## 43      1
## 44      1
## 45      1
## 46      1
## 47      1
## 48      1
## 49      1
## 50      1
## 51      1
## 52      1
## 53      1
## 54      1
## 55      1
## 56      1
## 57      1
## 58      1
## 59      1
## 60      1
## 61      1
## 62      1
## 63      1
## 64      1
## 65      1
## 66      1
## 67      1
## 68      1
## 69      1
## 70      1
## 71      1
## 72      1
## 73      1
## 74      1
## 75      1
## 76      1
## 77      1
## 78      1
## 79      1
## 80      1
## 81      1
## 82      1
## 83      1
## 84      1
## 85      1
## 86      1
## 87      1
## 88      1
## 89      1
## 90      1
## 91      1
## 92      1
## 93      1
## 94      1
## 95      1
## 96      1
## 97      1
## 98      1
## 99      1
## 100     1
## 101     1
## 102     1
## 103     1
## 104     1
## 105     1
## 106     1
## 107     1
## 108     1
## 109     1
## 110     1
## 111     1
## 112     1
## 113     1
## 114     1
## 115     1
## 116     1
## 117     1
## 118     1
## 119     1
## 120     1
## 121     1
## 122     1
## 123     1
## 124     1
## 125     1
## 126     1
## 127     1
## 128     1
## 129     1
## 130     1
## 131     1
## 132     1
## 133     1
## 134     1
## 135     1
## 136     1
## 137     1
## 138     1
## 139     1
## 140     1
## 141     1
## 142     1
## 143     1
## 144     1
## 145     1
## 146     1
## 147     1
## 148     1
## 149     1
## 150     1
## 151     1
## 152     1
## 153     1
## 154     1
## 155     1
## 156     1
## 157     1
## 158     1
## 159     1
## 160     1
## 161     1
## 162     1
## 163     1
## 164     1
## 165     1
## 166     1
## 167     1
## 168     1
## 169     1
## 170     1
## 171     1
## 172     1
## 173     1
## 174     1
## 175     1
## 176     0
## 177     0
## 178     0
## 179     0
## 180     0
## 181     0
## 182     0
## 183     0
## 184     0
## 185     0
## 186     0
## 187     0
## 188     0
## 189     0
## 190     0
## 191     0
## 192     0
## 193     0
## 194     0
## 195     0
## 196     0
## 197     0
## 198     0
## 199     0
## 200     0
## 201     0
## 202     0
## 203     0
## 204     0
## 205     0
## 206     0
## 207     0
## 208     0
## 209     0
## 210     0
## 211     0
## 212     0
## 213     0
## 214     0
## 215     0
## 216     0
## 217     0
## 218     0
## 219     0
## 220     0
## 221     0
## 222     0
## 223     0
## 224     0
## 225     0
## 226     0
## 227     0
## 228     0
## 229     0
## 230     0
## 231     0
## 232     0
## 233     0
## 234     0
## 235     0
## 236     0
## 237     0
## 238     0
## 239     0
## 240     0
## 241     0
## 242     0
## 243     0
## 244     0
## 245     0
## 246     0
## 247     0
## 248     0
## 249     0
## 250     0
## 251     0
## 252     0
## 253     0
## 254     0
## 255     0
## 256     0
## 257     0
## 258     0
## 259     0
## 260     0
## 261     0
## 262     0
## 263     0

gmail_ham_df<- gmail_ham_df[sample(nrow(gmail_ham_df)),]
gmail_ham_df

##                                                                                                            TERM
## 217                                                                                                       iphon
## 203                                                                                                     forward
## 137                                                                                                        sent
## 35                                                                                                        creek
## 97                                                                                                         name
## 34                                                                                                       credit
## 199                                                                                                      detail
## 256                                                                                                       there
## 43                                                                                                       dollar
## 246                                                                                                       settl
## 153                                                                                                       thank
## 218                                                                                                        join
## 260                                                                                                        will
## 22                                                                                                         care
## 66                                                                                         ì½í“ì½í“ì½í“ì½í“ì½í“
## 134                                                                                                         see
## 129                                                                                                       revvi
## 85                                                                                                      looking
## 186                                                                                                         big
## 236                                                                                                  phoneemail
## 232                                                                                                     october
## 33                                                                                                    covington
## 250                                                                                                     subject
## 79                                                                                                         life
## 237                                                                                                    question
## 102                                                                                                       offer
## 206                                                                                                       great
## 131                                                                                                       saint
## 258                                                                                                      weâ\200\231r
## 51                                                                                                        first
## 128                                                                                                 restaurants
## 177                                                                                                    abubakar
## 191                                                                                                       chose
## 195                                                                                                        date
## 81                                                                                                        limit
## 28                                                                                                         code
## 151                                                                                                        suit
## 189                                                                                                     certifi
## 126                                                                                                      receiv
## 83                                                                                                        littl
## 38                                                                                     ð\235\220‚ð\235\220šð\235\220¬ð\235\220¢ð\235\220§ð\235\220¨
## 208                                                                                                        help
## 150                                                                                                    subscrib
## 193                                                                                    completeâ\200¯thisâ\200¯within
## 111                                                                                                    particip
## 8                                                                                                         among
## 46                                                                                                        enter
## 41                                                                                                       depart
## 152                                                                                                        take
## 214                                                                                                         
## 1                                                                                                          abus
## 32                                                                                                       coupon
## 144                                                                                                       state
## 11                                                                                                       approv
## 127                                                                                                     respons
## 254                                                                                                     teacher
## 98                                                                                                          new
## 57                                                                                                        gambl
## 221                                                                                                       login
## 143                                                                                                       start
## 149                                                                                                      submit
## 163                                                                                                         usa
## 205                                                                                                         fwd
## 120                                                                                                     program
## 215                                                                                                     impress
## 213                   httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksveteranstatuscbdbaafcfdecdbcbeabf
## 198                                                                                                     delight
## 176                                                                                                         â\200“
## 58                                                                                                         give
## 15                                                                                                        avail
## 239                                                                                                      realli
## 184                                                                                                  attachment
## 93                                                                                           mianshariqyahoocom
## 77                                                                                                         late
## 121                                                                                                        pump
## 113                                                                                                     perfect
## 210                     httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksdisabilitycbdbacafcfdecdbcbeabf
## 36                                                                                                       custom
## 88                                                                                                         mail
## 54                                                                                                         free
## 4                                                                                                         addit
## 173                                                                                                         you
## 145                                                                                                       store
## 169                                                                                                        will
## 106                                                                                                        open
## 162                                                                                                       updat
## 84                                                                                                       longer
## 105                                                                                                      online
## 222                                                                                                        look
## 262                                                                                                         you
## 204                                                                                                        from
## 238                                                                                                questionnair
## 60                                                                                                      groceri
## 164                                                                                                         use
## 53                                                                                                          for
## 178                                                                                                      accept
## 136                                                                                                      sender
## 118                                                                                                      prefer
## 202                                                                                                        find
## 86                                                                                                        loyal
## 130                                                                                                        safe
## 12                                                                                                          are
## 240                                                                                                      regard
## 89                                                                                                          may
## 90                                                                                                     merchant
## 243                                                                                                      scienc
## 70                                                                                                       includ
## 78                                                                                                       licens
## 159                                                                                                         two
## 101                                                                                                         now
## 142                                                                                                        spin
## 48                                                                                                          fee
## 3                                                                                                       account
## 234                                                                                                       onlin
## 99                                                                                              nì½í“â°ì½í“ì½í“
## 27                                                                                                        click
## 124                                                                                                        rate
## 112                                                                                                         pay
## 255                                                                                                        team
## 119                                                                                                     privaci
## 192                                                                                                 completeâ\200¯
## 138                                                                                                    shopping
## 132                                                                                                      second
## 226                                                                                                        mian
## 100                                                                                                         nov
## 17                                                                                                     benefici
## 233                                                                                                       offer
## 91                                                                                                       messag
## 104                                                                                                       onlin
## 16                                                                                                         bank
## 71                                                                                                       inform
## 63                                                                                                        hundr
## 7                                                                                                 advertisement
## 225                                                                                                      messag
## 72                                                                                                  information
## 76                                                                                                         last
## 139                                                                                                        sign
## 92                                                                                                   mianshariq
## 14                                                                                                        autom
## 82                                                                                                         list
## 135                                                                                                        send
## 253                                                                                                        take
## 220                                                                                                        link
## 200                                                                                                         edt
## 175                                                                                                        your
## 109                                                                                                        page
## 65                                                                                             ì½í“ì½í“ì½í“ì½í“
## 55                                                                                                         fuel
## 194                                                                                                     congrat
## 116                                                                                                      polici
## 161                                                                                                  unsubscrib
## 5                                                                                                       address
## 196                                                                                                         day
## 45                                                                                                        ensur
## 9                                                                                                         appli
## 6                                                                                                      advertis
## 67                                                                                     ì½í“ì½í“ì½í“ì½í“ì½í“ì½í“
## 231                                                                                                         oct
## 257                                                                                     tksrecruitingkaustedusa
## 24                                                                                                        chang
## 64                                                                                                 ì½í“ì½í“ì½í“
## 212                  httpsaccenturewdmyworkdayjobscomaccenturecareersjobtaskspersoninfocbdbacbdabfcfdecdbcbeabf
## 183                                                                                                      attach
## 141                                                                                                       south
## 219                                                                                                        know
## 165                                                                                                        valu
## 245                                                                                                        sent
## 26                                                                                                       chosen
## 95                                                                                                          mrv
## 73                                                                                                        invit
## 172                                                                                                       would
## 122                                                                                                    pursuant
## 209                                                                                                        home
## 154                                                                                                         the
## 29                                                                                                      complet
## 103                                                                                                         one
## 179                                                                                                       addit
## 181                                                                                                    american
## 107                                                                                                         opt
## 230                                                                                                         now
## 252                                                                                                     support
## 37                                                                                         ð\235\220‚ð\235\220«ð\235\220žð\235\220žð\235\220¤
## 261                                                                                                        work
## 18                                                                                                          box
## 244                                                                                                         see
## 157                                                                                                       today
## 25                                                                                                        check
## 40                                                                                                         date
## 223                                                                                                        made
## 180                                                                                                      alissa
## 140                                                                                                      simpli
## 47                                                                                                        error
## 13                                                                                                         attn
## 62                                                                                                 himianshariq
## 115                                                                                                       pleas
## 146                                                                                                      stores
## 241                                                                                                       resum
## 80                                                                                                         like
## 224                                                                                                      marena
## 68                                                                                                       import
## 50                                                                                      fidelityfirstcapitalcom
## 10                                                                                                       applic
## 44                                                                                                        email
## 52                                                                                                         five
## 39                                                                                         ð\235\220‹ð\235\220®ð\235\220œð\235\220¤ð\235\220²
## 216                                                                                                       inbox
## 148                                                                                                     subject
## 207                                                                                                       happi
## 174                                                                                                      youâ’r
## 56                                                                                                        futur
## 110                                                                                                       parti
## 211 httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksidentificationcfdecdbcbeabfcbdbafdfaaaffefbbbeeabdd
## 251                                                                                                         sun
## 87                                                                                                        lucki
## 170                                                                                                         win
## 190                                                                                                chemistrysci
## 20                                                                                                          can
## 156                                                                                                    thousand
## 247                                                                                                      shariq
## 30                                                                                                    congratul
## 235                                                                                                        page
## 114                                                                                                  petersburg
## 197                                                                                                       decis
## 248                                                                                                        soon
## 31                                                                                                         cost
## 229                                                                                                         new
## 59                                                                                                        great
## 61                                                                                                         here
## 168                                                                                                      welcom
## 108                                                                                                      outsid
## 96                                                                                              nâ°ì½í“ì½í“ì½í“
## 2                                                                                                        access
## 263                                                                                                     youâ\200\231r
## 23                                                                                                       casino
## 158                                                                                                    transact
## 75                                                                                                         just
## 19                                                                                                       button
## 49                                                                                           fidelityfirstcapit
## 187                                                                                                         can
## 74                                                                                                         issu
## 259                                                                                                        were
## 166                                                                                                        visa
## 94                                                                                                          mon
## 160                                                                                                       unite
## 228                                                                                                        need
## 171                                                                                                        wish
## 117                                                                                                     popular
## 69                                                                                                          inc
## 21                                                                                                         card
## 133                                                                                                       secur
## 182                                                                                               amianyahoocom
## 123                                                                                                       quick
## 155                                                                                                        this
## 125                                                                                                      reason
## 227                                                                                                       minut
## 188                                                                                                      candid
## 167                                                                                                       visit
## 201                                                                                                         end
## 42                                                                                                       detail
## 147                                                                                                      street
## 242                                                                                                        role
## 185                                                                                                       begin
## 249                                                                                                       speak
##     CLASS
## 217     0
## 203     0
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## 33      1
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## 81      1
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## 119     1
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## 14      1
## 82      1
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## 220     0
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## 175     1
## 109     1
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## 116     1
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## 45      1
## 9       1
## 6       1
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## 231     0
## 257     0
## 24      1
## 64      1
## 212     0
## 183     0
## 141     1
## 219     0
## 165     1
## 245     0
## 26      1
## 95      1
## 73      1
## 172     1
## 122     1
## 209     0
## 154     1
## 29      1
## 103     1
## 179     0
## 181     0
## 107     1
## 230     0
## 252     0
## 37      1
## 261     0
## 18      1
## 244     0
## 157     1
## 25      1
## 40      1
## 223     0
## 180     0
## 140     1
## 47      1
## 13      1
## 62      1
## 115     1
## 146     1
## 241     0
## 80      1
## 224     0
## 68      1
## 50      1
## 10      1
## 44      1
## 52      1
## 39      1
## 216     0
## 148     1
## 207     0
## 174     1
## 56      1
## 110     1
## 211     0
## 251     0
## 87      1
## 170     1
## 190     0
## 20      1
## 156     1
## 247     0
## 30      1
## 235     0
## 114     1
## 197     0
## 248     0
## 31      1
## 229     0
## 59      1
## 61      1
## 168     1
## 108     1
## 96      1
## 2       1
## 263     0
## 23      1
## 158     1
## 75      1
## 19      1
## 49      1
## 187     0
## 74      1
## 259     0
## 166     1
## 94      1
## 160     1
## 228     0
## 171     1
## 117     1
## 69      1
## 21      1
## 133     1
## 182     0
## 123     1
## 155     1
## 125     1
## 227     0
## 188     0
## 167     1
## 201     0
## 42      1
## 147     1
## 242     0
## 185     0
## 249     0

testing_gmail = gmail_ham_df

testing_gmail

##                                                                                                            TERM
## 217                                                                                                       iphon
## 203                                                                                                     forward
## 137                                                                                                        sent
## 35                                                                                                        creek
## 97                                                                                                         name
## 34                                                                                                       credit
## 199                                                                                                      detail
## 256                                                                                                       there
## 43                                                                                                       dollar
## 246                                                                                                       settl
## 153                                                                                                       thank
## 218                                                                                                        join
## 260                                                                                                        will
## 22                                                                                                         care
## 66                                                                                         ì½í“ì½í“ì½í“ì½í“ì½í“
## 134                                                                                                         see
## 129                                                                                                       revvi
## 85                                                                                                      looking
## 186                                                                                                         big
## 236                                                                                                  phoneemail
## 232                                                                                                     october
## 33                                                                                                    covington
## 250                                                                                                     subject
## 79                                                                                                         life
## 237                                                                                                    question
## 102                                                                                                       offer
## 206                                                                                                       great
## 131                                                                                                       saint
## 258                                                                                                      weâ\200\231r
## 51                                                                                                        first
## 128                                                                                                 restaurants
## 177                                                                                                    abubakar
## 191                                                                                                       chose
## 195                                                                                                        date
## 81                                                                                                        limit
## 28                                                                                                         code
## 151                                                                                                        suit
## 189                                                                                                     certifi
## 126                                                                                                      receiv
## 83                                                                                                        littl
## 38                                                                                     ð\235\220‚ð\235\220šð\235\220¬ð\235\220¢ð\235\220§ð\235\220¨
## 208                                                                                                        help
## 150                                                                                                    subscrib
## 193                                                                                    completeâ\200¯thisâ\200¯within
## 111                                                                                                    particip
## 8                                                                                                         among
## 46                                                                                                        enter
## 41                                                                                                       depart
## 152                                                                                                        take
## 214                                                                                                         
## 1                                                                                                          abus
## 32                                                                                                       coupon
## 144                                                                                                       state
## 11                                                                                                       approv
## 127                                                                                                     respons
## 254                                                                                                     teacher
## 98                                                                                                          new
## 57                                                                                                        gambl
## 221                                                                                                       login
## 143                                                                                                       start
## 149                                                                                                      submit
## 163                                                                                                         usa
## 205                                                                                                         fwd
## 120                                                                                                     program
## 215                                                                                                     impress
## 213                   httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksveteranstatuscbdbaafcfdecdbcbeabf
## 198                                                                                                     delight
## 176                                                                                                         â\200“
## 58                                                                                                         give
## 15                                                                                                        avail
## 239                                                                                                      realli
## 184                                                                                                  attachment
## 93                                                                                           mianshariqyahoocom
## 77                                                                                                         late
## 121                                                                                                        pump
## 113                                                                                                     perfect
## 210                     httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksdisabilitycbdbacafcfdecdbcbeabf
## 36                                                                                                       custom
## 88                                                                                                         mail
## 54                                                                                                         free
## 4                                                                                                         addit
## 173                                                                                                         you
## 145                                                                                                       store
## 169                                                                                                        will
## 106                                                                                                        open
## 162                                                                                                       updat
## 84                                                                                                       longer
## 105                                                                                                      online
## 222                                                                                                        look
## 262                                                                                                         you
## 204                                                                                                        from
## 238                                                                                                questionnair
## 60                                                                                                      groceri
## 164                                                                                                         use
## 53                                                                                                          for
## 178                                                                                                      accept
## 136                                                                                                      sender
## 118                                                                                                      prefer
## 202                                                                                                        find
## 86                                                                                                        loyal
## 130                                                                                                        safe
## 12                                                                                                          are
## 240                                                                                                      regard
## 89                                                                                                          may
## 90                                                                                                     merchant
## 243                                                                                                      scienc
## 70                                                                                                       includ
## 78                                                                                                       licens
## 159                                                                                                         two
## 101                                                                                                         now
## 142                                                                                                        spin
## 48                                                                                                          fee
## 3                                                                                                       account
## 234                                                                                                       onlin
## 99                                                                                              nì½í“â°ì½í“ì½í“
## 27                                                                                                        click
## 124                                                                                                        rate
## 112                                                                                                         pay
## 255                                                                                                        team
## 119                                                                                                     privaci
## 192                                                                                                 completeâ\200¯
## 138                                                                                                    shopping
## 132                                                                                                      second
## 226                                                                                                        mian
## 100                                                                                                         nov
## 17                                                                                                     benefici
## 233                                                                                                       offer
## 91                                                                                                       messag
## 104                                                                                                       onlin
## 16                                                                                                         bank
## 71                                                                                                       inform
## 63                                                                                                        hundr
## 7                                                                                                 advertisement
## 225                                                                                                      messag
## 72                                                                                                  information
## 76                                                                                                         last
## 139                                                                                                        sign
## 92                                                                                                   mianshariq
## 14                                                                                                        autom
## 82                                                                                                         list
## 135                                                                                                        send
## 253                                                                                                        take
## 220                                                                                                        link
## 200                                                                                                         edt
## 175                                                                                                        your
## 109                                                                                                        page
## 65                                                                                             ì½í“ì½í“ì½í“ì½í“
## 55                                                                                                         fuel
## 194                                                                                                     congrat
## 116                                                                                                      polici
## 161                                                                                                  unsubscrib
## 5                                                                                                       address
## 196                                                                                                         day
## 45                                                                                                        ensur
## 9                                                                                                         appli
## 6                                                                                                      advertis
## 67                                                                                     ì½í“ì½í“ì½í“ì½í“ì½í“ì½í“
## 231                                                                                                         oct
## 257                                                                                     tksrecruitingkaustedusa
## 24                                                                                                        chang
## 64                                                                                                 ì½í“ì½í“ì½í“
## 212                  httpsaccenturewdmyworkdayjobscomaccenturecareersjobtaskspersoninfocbdbacbdabfcfdecdbcbeabf
## 183                                                                                                      attach
## 141                                                                                                       south
## 219                                                                                                        know
## 165                                                                                                        valu
## 245                                                                                                        sent
## 26                                                                                                       chosen
## 95                                                                                                          mrv
## 73                                                                                                        invit
## 172                                                                                                       would
## 122                                                                                                    pursuant
## 209                                                                                                        home
## 154                                                                                                         the
## 29                                                                                                      complet
## 103                                                                                                         one
## 179                                                                                                       addit
## 181                                                                                                    american
## 107                                                                                                         opt
## 230                                                                                                         now
## 252                                                                                                     support
## 37                                                                                         ð\235\220‚ð\235\220«ð\235\220žð\235\220žð\235\220¤
## 261                                                                                                        work
## 18                                                                                                          box
## 244                                                                                                         see
## 157                                                                                                       today
## 25                                                                                                        check
## 40                                                                                                         date
## 223                                                                                                        made
## 180                                                                                                      alissa
## 140                                                                                                      simpli
## 47                                                                                                        error
## 13                                                                                                         attn
## 62                                                                                                 himianshariq
## 115                                                                                                       pleas
## 146                                                                                                      stores
## 241                                                                                                       resum
## 80                                                                                                         like
## 224                                                                                                      marena
## 68                                                                                                       import
## 50                                                                                      fidelityfirstcapitalcom
## 10                                                                                                       applic
## 44                                                                                                        email
## 52                                                                                                         five
## 39                                                                                         ð\235\220‹ð\235\220®ð\235\220œð\235\220¤ð\235\220²
## 216                                                                                                       inbox
## 148                                                                                                     subject
## 207                                                                                                       happi
## 174                                                                                                      youâ’r
## 56                                                                                                        futur
## 110                                                                                                       parti
## 211 httpsaccenturewdmyworkdayjobscomaccenturecareersjobtasksidentificationcfdecdbcbeabfcbdbafdfaaaffefbbbeeabdd
## 251                                                                                                         sun
## 87                                                                                                        lucki
## 170                                                                                                         win
## 190                                                                                                chemistrysci
## 20                                                                                                          can
## 156                                                                                                    thousand
## 247                                                                                                      shariq
## 30                                                                                                    congratul
## 235                                                                                                        page
## 114                                                                                                  petersburg
## 197                                                                                                       decis
## 248                                                                                                        soon
## 31                                                                                                         cost
## 229                                                                                                         new
## 59                                                                                                        great
## 61                                                                                                         here
## 168                                                                                                      welcom
## 108                                                                                                      outsid
## 96                                                                                              nâ°ì½í“ì½í“ì½í“
## 2                                                                                                        access
## 263                                                                                                     youâ\200\231r
## 23                                                                                                       casino
## 158                                                                                                    transact
## 75                                                                                                         just
## 19                                                                                                       button
## 49                                                                                           fidelityfirstcapit
## 187                                                                                                         can
## 74                                                                                                         issu
## 259                                                                                                        were
## 166                                                                                                        visa
## 94                                                                                                          mon
## 160                                                                                                       unite
## 228                                                                                                        need
## 171                                                                                                        wish
## 117                                                                                                     popular
## 69                                                                                                          inc
## 21                                                                                                         card
## 133                                                                                                       secur
## 182                                                                                               amianyahoocom
## 123                                                                                                       quick
## 155                                                                                                        this
## 125                                                                                                      reason
## 227                                                                                                       minut
## 188                                                                                                      candid
## 167                                                                                                       visit
## 201                                                                                                         end
## 42                                                                                                       detail
## 147                                                                                                      street
## 242                                                                                                        role
## 185                                                                                                       begin
## 249                                                                                                       speak
##     CLASS
## 217     0
## 203     0
## 137     1
## 35      1
## 97      1
## 34      1
## 199     0
## 256     0
## 43      1
## 246     0
## 153     1
## 218     0
## 260     0
## 22      1
## 66      1
## 134     1
## 129     1
## 85      1
## 186     0
## 236     0
## 232     0
## 33      1
## 250     0
## 79      1
## 237     0
## 102     1
## 206     0
## 131     1
## 258     0
## 51      1
## 128     1
## 177     0
## 191     0
## 195     0
## 81      1
## 28      1
## 151     1
## 189     0
## 126     1
## 83      1
## 38      1
## 208     0
## 150     1
## 193     0
## 111     1
## 8       1
## 46      1
## 41      1
## 152     1
## 214     0
## 1       1
## 32      1
## 144     1
## 11      1
## 127     1
## 254     0
## 98      1
## 57      1
## 221     0
## 143     1
## 149     1
## 163     1
## 205     0
## 120     1
## 215     0
## 213     0
## 198     0
## 176     0
## 58      1
## 15      1
## 239     0
## 184     0
## 93      1
## 77      1
## 121     1
## 113     1
## 210     0
## 36      1
## 88      1
## 54      1
## 4       1
## 173     1
## 145     1
## 169     1
## 106     1
## 162     1
## 84      1
## 105     1
## 222     0
## 262     0
## 204     0
## 238     0
## 60      1
## 164     1
## 53      1
## 178     0
## 136     1
## 118     1
## 202     0
## 86      1
## 130     1
## 12      1
## 240     0
## 89      1
## 90      1
## 243     0
## 70      1
## 78      1
## 159     1
## 101     1
## 142     1
## 48      1
## 3       1
## 234     0
## 99      1
## 27      1
## 124     1
## 112     1
## 255     0
## 119     1
## 192     0
## 138     1
## 132     1
## 226     0
## 100     1
## 17      1
## 233     0
## 91      1
## 104     1
## 16      1
## 71      1
## 63      1
## 7       1
## 225     0
## 72      1
## 76      1
## 139     1
## 92      1
## 14      1
## 82      1
## 135     1
## 253     0
## 220     0
## 200     0
## 175     1
## 109     1
## 65      1
## 55      1
## 194     0
## 116     1
## 161     1
## 5       1
## 196     0
## 45      1
## 9       1
## 6       1
## 67      1
## 231     0
## 257     0
## 24      1
## 64      1
## 212     0
## 183     0
## 141     1
## 219     0
## 165     1
## 245     0
## 26      1
## 95      1
## 73      1
## 172     1
## 122     1
## 209     0
## 154     1
## 29      1
## 103     1
## 179     0
## 181     0
## 107     1
## 230     0
## 252     0
## 37      1
## 261     0
## 18      1
## 244     0
## 157     1
## 25      1
## 40      1
## 223     0
## 180     0
## 140     1
## 47      1
## 13      1
## 62      1
## 115     1
## 146     1
## 241     0
## 80      1
## 224     0
## 68      1
## 50      1
## 10      1
## 44      1
## 52      1
## 39      1
## 216     0
## 148     1
## 207     0
## 174     1
## 56      1
## 110     1
## 211     0
## 251     0
## 87      1
## 170     1
## 190     0
## 20      1
## 156     1
## 247     0
## 30      1
## 235     0
## 114     1
## 197     0
## 248     0
## 31      1
## 229     0
## 59      1
## 61      1
## 168     1
## 108     1
## 96      1
## 2       1
## 263     0
## 23      1
## 158     1
## 75      1
## 19      1
## 49      1
## 187     0
## 74      1
## 259     0
## 166     1
## 94      1
## 160     1
## 228     0
## 171     1
## 117     1
## 69      1
## 21      1
## 133     1
## 182     0
## 123     1
## 155     1
## 125     1
## 227     0
## 188     0
## 167     1
## 201     0
## 42      1
## 147     1
## 242     0
## 185     0
## 249     0

Random Forest Classifier

classifier = randomForest(x = training[-noob],y = training$CLASS,ntree = 3)

## Warning in randomForest.default(x = training[-noob], y = training$CLASS, :
## The response has five or fewer unique values. Are you sure you want to do
## regression?

Accuracy

In confusion matrix, I dint have any false negative and my accuracy was 100%.

y_predictor1 = predict(classifier, newdata = testing_gmail[-noob])
confusion_matrix1 <- table(y_predictor>0,testing_gmail$CLASS)
confusion_matrix1