Spam vs Ham Email Classification with Predictive Models
Sabina Baraili
2025-11-22
1. Introduction
This project develops a predictive classifier to distinguish spam from ham (non-spam) emails. Spam filtering is a widely used application of predictive modeling, where the goal is to learn patterns from labeled examples and apply those patterns to new, incoming messages.
The objectives of this work are:
- Load and prepare a set of labeled emails
- Convert text into structured features suitable for modeling
- Train two classifiers: Naive Bayes and
Logistic Regression
- Compare their performance using a held-out test set
- Demonstrate classification on new, unseen messages
2. Data Description
The dataset comes from the SpamAssassin Public Corpus. Two folders were downloaded and extracted into the project directory:
easy_ham/– legitimate emails
spam_2/– spam emails
Each file represents one email stored as plain text.
read_email_file <- function(path) {
txt <- readLines(path, warn = FALSE, encoding = "latin1")
paste(txt, collapse = " ")
}
ham_files <- list.files("easy_ham", full.names = TRUE)
spam_files <- list.files("spam_2", full.names = TRUE)
length(ham_files)## [1] 2551length(spam_files)## [1] 1397ham_df <- tibble(
text = map_chr(ham_files, read_email_file),
label = factor("ham", levels = c("ham", "spam"))
)
spam_df <- tibble(
text = map_chr(spam_files, read_email_file),
label = factor("spam", levels = c("ham", "spam"))
)
emails_raw <- bind_rows(ham_df, spam_df)
dim(emails_raw)## [1] 3948 2head(emails_raw$label)## [1] ham ham ham ham ham ham
## Levels: ham spamTo keep computation manageable, I use a balanced subset.
set.seed(2025)
n_per_class <- min(1000, table(emails_raw$label))
emails <- emails_raw %>%
group_by(label) %>%
slice_sample(n = n_per_class) %>%
ungroup()
table(emails$label)##
## ham spam
## 1000 10003. Text Preprocessing and Feature Engineering
Emails must be cleaned and transformed into numeric features before modeling. The main preprocessing steps include:
- Lowercasing text
- Removing numbers and punctuation
- Removing stopwords
- Stemming words
- Creating a Document-Term Matrix (DTM)
corpus <- VCorpus(VectorSource(emails$text))
corpus <- corpus %>%
tm_map(content_transformer(tolower)) %>%
tm_map(removeNumbers) %>%
tm_map(removePunctuation) %>%
tm_map(removeWords, stopwords("en")) %>%
tm_map(stripWhitespace) %>%
tm_map(stemDocument, language = "en")
dtm <- DocumentTermMatrix(
corpus,
control = list(wordLengths = c(3, Inf))
)
dtm## <<DocumentTermMatrix (documents: 2000, terms: 61666)>>
## Non-/sparse entries: 343400/122988600
## Sparsity : 100%
## Maximal term length: 441
## Weighting : term frequency (tf)I reduce sparsity by removing very rare terms.
dtm_reduced <- removeSparseTerms(dtm, 0.99)
dtm_reduced## <<DocumentTermMatrix (documents: 2000, terms: 2104)>>
## Non-/sparse entries: 227141/3980859
## Sparsity : 95%
## Maximal term length: 66
## Weighting : term frequency (tf)Convert the reduced DTM into a standard data frame.
X <- as.data.frame(as.matrix(dtm_reduced))
colnames(X) <- make.names(colnames(X))
data_model <- X %>%
mutate(label = emails$label)
dim(data_model)## [1] 2000 2105table(data_model$label)##
## ham spam
## 1000 10004. Exploratory Look at Frequent Terms
tidy_terms <- dtm_reduced %>%
tidy() %>%
left_join(
emails %>% mutate(document = as.character(row_number())),
by = c("document" = "document")
)
top_terms <- tidy_terms %>%
group_by(label, term) %>%
summarise(n = sum(count), .groups = "drop") %>%
group_by(label) %>%
slice_max(order_by = n, n = 15) %>%
ungroup()
ggplot(top_terms, aes(x = reorder_within(term, n, label), y = n)) +
geom_col() +
coord_flip() +
facet_wrap(~ label, scales = "free_y") +
scale_x_reordered() +
labs(
title = "Most Frequent Terms by Class",
x = "Term",
y = "Count"
)
5. Train/Test Split
set.seed(2025)
train_index <- createDataPartition(data_model$label, p = 0.8, list = FALSE)
train_data <- data_model[train_index, ]
test_data <- data_model[-train_index, ]
table(train_data$label)##
## ham spam
## 800 800table(test_data$label)##
## ham spam
## 200 2006. Model 1 – Naive Bayes
nb_model <- naiveBayes(label ~ ., data = train_data)
nb_model##
## Naive Bayes Classifier for Discrete Predictors
##
## Call:
## naiveBayes.default(x = X, y = Y, laplace = laplace)
##
## A-priori probabilities:
## Y
## ham spam
## 0.5 0.5
##
## Conditional probabilities:
## abil
## Y [,1] [,2]
## ham 0.03375 0.2239948
## spam 0.04375 0.2538040
##
## abl
## Y [,1] [,2]
## ham 0.05875 0.2835471
## spam 0.10250 0.4579912
##
## absolut
## Y [,1] [,2]
## ham 0.02375 0.1679917
## spam 0.12250 0.5615941
##
## abus
## Y [,1] [,2]
## ham 0.03250 0.2429352
## spam 0.01125 0.1617286
##
## accept
## Y [,1] [,2]
## ham 0.0350 0.2209888
## spam 0.1025 0.3964722
##
## access
## Y [,1] [,2]
## ham 0.07000 0.4275845
## spam 0.17125 0.6892149
##
## accord
## Y [,1] [,2]
## ham 0.03625 0.2236033
## spam 0.03375 0.2832158
##
## account
## Y [,1] [,2]
## ham 0.04750 0.3469787
## spam 0.20125 0.8770462
##
## achiev
## Y [,1] [,2]
## ham 0.01375 0.1165243
## spam 0.03750 0.2316481
##
## acquir
## Y [,1] [,2]
## ham 0.0175 0.1650084
## spam 0.0300 0.2380564
##
## across
## Y [,1] [,2]
## ham 0.03500 0.2093556
## spam 0.01875 0.1530612
##
## act
## Y [,1] [,2]
## ham 0.0725 0.6691812
## spam 0.1150 0.4522507
##
## action
## Y [,1] [,2]
## ham 0.04375 0.3032340
## spam 0.03500 0.2032896
##
## actiondhttpresponseresponseasp
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0325 0.1774348
##
## activ
## Y [,1] [,2]
## ham 0.04500 0.2560409
## spam 0.05625 0.3133827
##
## actual
## Y [,1] [,2]
## ham 0.15375 0.5103298
## spam 0.07500 0.3154352
##
## adam
## Y [,1] [,2]
## ham 0.05750 0.37996607
## spam 0.00125 0.03535534
##
## add
## Y [,1] [,2]
## ham 0.10750 0.3689362
## spam 0.07625 0.3508416
##
## addit
## Y [,1] [,2]
## ham 0.045 0.274899
## spam 0.085 0.394296
##
## address
## Y [,1] [,2]
## ham 0.09750 0.4881512
## spam 0.89375 2.7007552
##
## administr
## Y [,1] [,2]
## ham 0.0275 0.3562336
## spam 0.0175 0.1572408
##
## adult
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.06500 0.49606714
##
## adv
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.055 0.2491035
##
## advanc
## Y [,1] [,2]
## ham 0.02000 0.1647238
## spam 0.02625 0.2411091
##
## advantag
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.06500 0.3820438
##
## advertis
## Y [,1] [,2]
## ham 0.02375 0.3291221
## spam 0.25125 1.5267735
##
## advic
## Y [,1] [,2]
## ham 0.01375 0.1833111
## spam 0.02000 0.1861271
##
## advis
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.04000 0.28897125
##
## advisor
## Y [,1] [,2]
## ham 0.0100 0.1869323
## spam 0.0275 0.2163383
##
## affili
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.04500 0.27941473
##
## afford
## Y [,1] [,2]
## ham 0.00500 0.08651217
## spam 0.03375 0.19405672
##
## africa
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.03375 0.3643857
##
## age
## Y [,1] [,2]
## ham 0.0250 0.2223439
## spam 0.1975 0.9325131
##
## agenc
## Y [,1] [,2]
## ham 0.05125 0.6493462
## spam 0.05750 0.5020047
##
## agent
## Y [,1] [,2]
## ham 0.03250 0.226954
## spam 0.10125 0.778946
##
## ago
## Y [,1] [,2]
## ham 0.06875 0.3108766
## spam 0.02250 0.1566027
##
## agre
## Y [,1] [,2]
## ham 0.05625 0.3173513
## spam 0.03625 0.2449713
##
## agreement
## Y [,1] [,2]
## ham 0.0100 0.1221419
## spam 0.0225 0.2050520
##
## aid
## Y [,1] [,2]
## ham 0.02875 0.3648147
## spam 0.01250 0.1495718
##
## air
## Y [,1] [,2]
## ham 0.0600 1.1447874
## spam 0.0125 0.1654629
##
## alan
## Y [,1] [,2]
## ham 0.01875 0.16103059
## spam 0.00375 0.06116055
##
## aligncent
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.37000 1.46570302
##
## aligncentera
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03125 0.2069468
##
## aligncenterbfont
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0925 0.5067196
##
## aligncenterfont
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.18125 0.9641371
##
## aligncenternbspp
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.045 0.3977093
##
## aligndcent
## Y [,1] [,2]
## ham 0.000 0.000000
## spam 0.855 3.437112
##
## aligndcentera
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06125 0.4902028
##
## aligndcenterbfont
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.075 0.5676952
##
## aligndcenterfont
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.35625 2.947065
##
## aligndcenterimg
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03125 0.2243577
##
## aligndcenternbspp
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.05625 0.4368346
##
## aligndleft
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.145 0.8659748
##
## aligndleftfont
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0625 0.4963887
##
## aligndmiddl
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.08125 0.7452131
##
## aligndright
## Y [,1] [,2]
## ham 0.000 0.000000
## spam 0.265 1.810075
##
## aligndrightbfont
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.15375 0.8922478
##
## aligndrightnbsptd
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.0625 0.358824
##
## alignleft
## Y [,1] [,2]
## ham 0.0025 0.07071068
## spam 0.1575 1.00072252
##
## alignleftfont
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.06375 0.435802
##
## alignright
## Y [,1] [,2]
## ham 0.0025 0.07071068
## spam 0.1025 0.76989263
##
## allow
## Y [,1] [,2]
## ham 0.07500 0.3114422
## spam 0.15125 0.4512516
##
## almost
## Y [,1] [,2]
## ham 0.05500 0.2440275
## spam 0.05625 0.2796134
##
## alon
## Y [,1] [,2]
## ham 0.01000 0.09956099
## spam 0.01875 0.16103059
##
## along
## Y [,1] [,2]
## ham 0.02625 0.1749262
## spam 0.04125 0.2638854
##
## alreadi
## Y [,1] [,2]
## ham 0.06375 0.2868602
## spam 0.07625 0.3436329
##
## also
## Y [,1] [,2]
## ham 0.2850 0.8028578
## spam 0.2875 1.0683025
##
## alt
## Y [,1] [,2]
## ham 0.00625 0.117167
## spam 0.02500 0.238634
##
## altd
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0375 0.2523358
##
## altern
## Y [,1] [,2]
## ham 0.02125 0.1683266
## spam 0.03500 0.2152508
##
## although
## Y [,1] [,2]
## ham 0.04125 0.2227340
## spam 0.00875 0.1272544
##
## alway
## Y [,1] [,2]
## ham 0.06875 0.3378848
## spam 0.09000 0.4148676
##
## amaz
## Y [,1] [,2]
## ham 0.0075 0.08633114
## spam 0.0725 0.46098740
##
## america
## Y [,1] [,2]
## ham 0.04375 0.4467498
## spam 0.08250 0.4311916
##
## american
## Y [,1] [,2]
## ham 0.07875 0.7751125
## spam 0.08750 0.6464256
##
## among
## Y [,1] [,2]
## ham 0.02875 0.2073093
## spam 0.00500 0.0705778
##
## amount
## Y [,1] [,2]
## ham 0.03625 0.2449713
## spam 0.08250 0.3916446
##
## amp
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.21875 0.984688
##
## andor
## Y [,1] [,2]
## ham 0.01500 0.1407116
## spam 0.01875 0.1610306
##
## announc
## Y [,1] [,2]
## ham 0.03750 0.2936009
## spam 0.04875 0.3185911
##
## annual
## Y [,1] [,2]
## ham 0.01875 0.2143732
## spam 0.04625 0.3453404
##
## anoth
## Y [,1] [,2]
## ham 0.11875 0.4689599
## spam 0.08125 0.3602925
##
## answer
## Y [,1] [,2]
## ham 0.05750 0.2988401
## spam 0.07375 0.6315136
##
## anticip
## Y [,1] [,2]
## ham 0.02125 0.1443069
## spam 0.00875 0.1272544
##
## antiqu
## Y [,1] [,2]
## ham 0.03 0.2101314
## spam 0.00 0.0000000
##
## anybodi
## Y [,1] [,2]
## ham 0.020 0.2053112
## spam 0.025 0.2166418
##
## anyon
## Y [,1] [,2]
## ham 0.09625 0.3494833
## spam 0.17625 0.6897686
##
## anyth
## Y [,1] [,2]
## ham 0.09000 0.3309636
## spam 0.06375 0.3351512
##
## anytim
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02875 0.18156168
##
## anyway
## Y [,1] [,2]
## ham 0.05500 0.25407813
## spam 0.00375 0.06116055
##
## anywher
## Y [,1] [,2]
## ham 0.02000 0.1400876
## spam 0.05875 0.2922417
##
## aol
## Y [,1] [,2]
## ham 0.01250 0.1495718
## spam 0.03125 0.2507030
##
## apolog
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.05875 0.2556954
##
## appar
## Y [,1] [,2]
## ham 0.020 0.14008758
## spam 0.005 0.08651217
##
## appear
## Y [,1] [,2]
## ham 0.06375 0.4029751
## spam 0.04250 0.2842442
##
## appl
## Y [,1] [,2]
## ham 0.07750 0.45193922
## spam 0.00375 0.06116055
##
## appli
## Y [,1] [,2]
## ham 0.025 0.1855209
## spam 0.120 0.7898607
##
## applic
## Y [,1] [,2]
## ham 0.09625 0.7811842
## spam 0.10625 0.5411349
##
## applicationpgpsignatur
## Y [,1] [,2]
## ham 0.0375 0.1901024
## spam 0.0000 0.0000000
##
## appreci
## Y [,1] [,2]
## ham 0.01750 0.1572408
## spam 0.02375 0.2138764
##
## approach
## Y [,1] [,2]
## ham 0.0350 0.2209888
## spam 0.0175 0.1650084
##
## approv
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.07625 0.36138509
##
## approxim
## Y [,1] [,2]
## ham 0.00875 0.1057706
## spam 0.02000 0.1487537
##
## apr
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.07375 0.5465202
##
## apt
## Y [,1] [,2]
## ham 0.03875 0.2642645
## spam 0.00000 0.0000000
##
## archiv
## Y [,1] [,2]
## ham 0.01625 0.15334710
## spam 0.00125 0.03535534
##
## area
## Y [,1] [,2]
## ham 0.04250 0.2886137
## spam 0.09125 0.3815828
##
## arent
## Y [,1] [,2]
## ham 0.03375 0.1940567
## spam 0.01125 0.1167925
##
## argument
## Y [,1] [,2]
## ham 0.0375 0.2369894
## spam 0.0000 0.0000000
##
## arial
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.7325 3.518724
##
## arm
## Y [,1] [,2]
## ham 0.0125 0.1111719
## spam 0.0150 0.2117334
##
## around
## Y [,1] [,2]
## ham 0.09125 0.4038903
## spam 0.06125 0.3001851
##
## arriv
## Y [,1] [,2]
## ham 0.01625 0.1688834
## spam 0.01750 0.1650084
##
## art
## Y [,1] [,2]
## ham 0.01750 0.1724265
## spam 0.01875 0.1530612
##
## articl
## Y [,1] [,2]
## ham 0.05625 0.3093632
## spam 0.02625 0.3364557
##
## ask
## Y [,1] [,2]
## ham 0.10500 0.5116662
## spam 0.07625 0.3716296
##
## asmtp
## Y [,1] [,2]
## ham 0.00875 0.09318955
## spam 0.03875 0.23941614
##
## asset
## Y [,1] [,2]
## ham 0.01625 0.2934170
## spam 0.06375 0.4949668
##
## assist
## Y [,1] [,2]
## ham 0.0125 0.1111719
## spam 0.1225 0.5919728
##
## associ
## Y [,1] [,2]
## ham 0.04125 0.4820154
## spam 0.07250 0.6022434
##
## assum
## Y [,1] [,2]
## ham 0.04250 0.2929181
## spam 0.03625 0.3675661
##
## assur
## Y [,1] [,2]
## ham 0.0050 0.0705778
## spam 0.0275 0.1918065
##
## attach
## Y [,1] [,2]
## ham 0.02125 0.1527337
## spam 0.02250 0.1644005
##
## attack
## Y [,1] [,2]
## ham 0.06375 0.76184739
## spam 0.00750 0.09978074
##
## attempt
## Y [,1] [,2]
## ham 0.02875 0.18832889
## spam 0.00750 0.08633114
##
## attent
## Y [,1] [,2]
## ham 0.00875 0.1057706
## spam 0.01875 0.1758895
##
## attorney
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.02500 0.1714986
##
## attract
## Y [,1] [,2]
## ham 0.01125 0.1270575
## spam 0.03250 0.2324032
##
## audio
## Y [,1] [,2]
## ham 0.015 0.1726623
## spam 0.010 0.1319916
##
## aug
## Y [,1] [,2]
## ham 1.9775 4.064806
## spam 0.9025 2.192944
##
## august
## Y [,1] [,2]
## ham 0.0525 0.2496430
## spam 0.0175 0.1863791
##
## authent
## Y [,1] [,2]
## ham 0.05000 0.29172998
## spam 0.00375 0.07901735
##
## authnlegwnnet
## Y [,1] [,2]
## ham 0.1775 0.744437
## spam 0.0000 0.000000
##
## author
## Y [,1] [,2]
## ham 0.04500 0.2794147
## spam 0.04875 0.3065794
##
## auto
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.07125 0.59717603
##
## autom
## Y [,1] [,2]
## ham 0.01125 0.1167925
## spam 0.03500 0.2981377
##
## automat
## Y [,1] [,2]
## ham 0.02125 0.1607194
## spam 0.07625 0.3682464
##
## avail
## Y [,1] [,2]
## ham 0.06375 0.2868602
## spam 0.26250 0.8333438
##
## averag
## Y [,1] [,2]
## ham 0.03125 0.2507030
## spam 0.04875 0.3376625
##
## avoid
## Y [,1] [,2]
## ham 0.02500 0.1714986
## spam 0.03125 0.2835029
##
## awar
## Y [,1] [,2]
## ham 0.01375 0.1268110
## spam 0.01375 0.1165243
##
## away
## Y [,1] [,2]
## ham 0.0475 0.2698792
## spam 0.0775 0.4052148
##
## baa
## Y [,1] [,2]
## ham 0.0075 0.1223211
## spam 0.0350 0.2981377
##
## back
## Y [,1] [,2]
## ham 0.13875 0.6708659
## spam 0.21125 0.7431782
##
## background
## Y [,1] [,2]
## ham 0.00625 0.09339079
## spam 0.03500 0.33751651
##
## bad
## Y [,1] [,2]
## ham 0.0550 0.2776173
## spam 0.0675 0.3050575
##
## balanc
## Y [,1] [,2]
## ham 0.01875 0.2257480
## spam 0.02000 0.1792768
##
## ban
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## ham 0.00250 0.0499687
## spam 0.04875 0.5931384
##
## bank
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## ham 0.0200 0.1991220
## spam 0.1325 0.7369686
##
## banner
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## ham 0.00125 0.03535534
## spam 0.04625 0.40843538
##
## bar
## Y [,1] [,2]
## ham 0.02625 0.2249983
## spam 0.02375 0.2361263
##
## base
## Y [,1] [,2]
## ham 0.09250 0.4143167
## spam 0.22375 0.7628324
##
## basi
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.02625 0.2462453
##
## basic
## Y [,1] [,2]
## ham 0.0200 0.1487537
## spam 0.0175 0.1795384
##
## bat
## Y [,1] [,2]
## ham 0.01125 0.10553369
## spam 0.01000 0.09956099
##
## bdo
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.035 0.1838947
##
## beach
## Y [,1] [,2]
## ham 0.01250 0.1317781
## spam 0.00625 0.0788588
##
## bearer
## Y [,1] [,2]
## ham 0.04625 0.3150158
## spam 0.00000 0.0000000
##
## beat
## Y [,1] [,2]
## ham 0.01125 0.1167925
## spam 0.02000 0.1400876
##
## beauti
## Y [,1] [,2]
## ham 0.01375 0.1691055
## spam 0.01500 0.1216285
##
## beberg
## Y [,1] [,2]
## ham 0.05125 0.3221073
## spam 0.00000 0.0000000
##
## becom
## Y [,1] [,2]
## ham 0.05625 0.3915067
## spam 0.08500 0.3680276
##
## began
## Y [,1] [,2]
## ham 0.0100 0.1411556
## spam 0.0175 0.1404222
##
## begin
## Y [,1] [,2]
## ham 0.09625 0.3458836
## spam 0.07500 0.5698956
##
## behalf
## Y [,1] [,2]
## ham 0.02875 0.1815617
## spam 0.02375 0.2018337
##
## behind
## Y [,1] [,2]
## ham 0.0275 0.1782792
## spam 0.0175 0.1795384
##
## believ
## Y [,1] [,2]
## ham 0.0825 0.4253468
## spam 0.0975 0.4535978
##
## bell
## Y [,1] [,2]
## ham 0.03375 0.2961766
## spam 0.00000 0.0000000
##
## belphegorehughesfamilyorg
## Y [,1] [,2]
## ham 0.02375 0.1603686
## spam 0.00000 0.0000000
##
## benefit
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## ham 0.02 0.1792768
## spam 0.10 0.6308704
##
## best
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## ham 0.10875 0.4326169
## spam 0.32125 0.6990417
##
## better
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## ham 0.11375 0.4284161
## spam 0.09750 0.4563486
##
## bfont
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.3775 2.590054
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## bgcolor
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.11 0.7372784
##
## bgcolord
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## ham 0.00000 0.0000000
## spam 0.20125 0.8071945
##
## bgcolordbfont
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.025 0.1640385
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## bgcolordcc
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03125 0.2129087
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## bgcolordcccccc
## Y [,1] [,2]
## ham 0.0000 0.00000
## spam 0.0725 0.38069
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## bgcolordff
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02625 0.1749262
##
## bgcolordffff
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.07625 0.6131116
##
## bgcolordffffff
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.22125 0.6803507
##
## bgcolorff
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02625 0.1749262
##
## bgcolorffffff
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## ham 0.0000 0.000000
## spam 0.2425 1.291619
##
## big
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## ham 0.08625 0.4760191
## spam 0.06375 0.3672254
##
## bigger
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## ham 0.01250 0.12191115
## spam 0.00875 0.09318955
##
## biggest
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## ham 0.0100 0.09956099
## spam 0.0075 0.08633114
##
## bill
## Y [,1] [,2]
## ham 0.060 0.4081768
## spam 0.135 0.4738731
##
## billion
## Y [,1] [,2]
## ham 0.01750 0.1572408
## spam 0.05125 0.3297869
##
## bit
## Y [,1] [,2]
## ham 0.49250 0.7092761
## spam 0.65375 0.8320013
##
## bitbitchmagnesiumnet
## Y [,1] [,2]
## ham 0.04875 0.3185911
## spam 0.00000 0.0000000
##
## black
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## ham 0.02375 0.1890254
## spam 0.20500 1.4801059
##
## blank
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## ham 0.00625 0.09339079
## spam 0.03500 0.20328959
##
## bliss
## Y [,1] [,2]
## ham 0.0325 0.2156429
## spam 0.0000 0.0000000
##
## block
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## ham 0.02375 0.2018337
## spam 0.01125 0.1454300
##
## blockquot
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.06 0.4573417
##
## blood
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## ham 0.010 0.1221419
## spam 0.035 0.4680265
##
## blue
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## ham 0.01375 0.1535917
## spam 0.02000 0.2493546
##
## board
## Y [,1] [,2]
## ham 0.02 0.22284990
## spam 0.01 0.09956099
##
## bodi
## Y [,1] [,2]
## ham 0.03875 0.2445879
## spam 0.90625 1.2587460
##
## bodyhtml
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.03375 0.180698
##
## boingbo
## Y [,1] [,2]
## ham 0.04625 0.2101574
## spam 0.00000 0.0000000
##
## bold
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## ham 0.005 0.0705778
## spam 0.075 0.9927774
##
## bonus
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.13625 0.81302657
##
## book
## Y [,1] [,2]
## ham 0.04625 0.2677696
## spam 0.07625 0.8711398
##
## border
## Y [,1] [,2]
## ham 0.00875 0.1057706
## spam 0.63875 1.9353114
##
## borderatd
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.115 0.9409472
##
## bordercolor
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.08875 0.5488625
##
## bordercolord
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.09125 0.4855081
##
## borderd
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.8725 2.987876
##
## boss
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02875 0.20730933
##
## boston
## Y [,1] [,2]
## ham 0.0300 0.2040884
## spam 0.0025 0.0499687
##
## bottl
## Y [,1] [,2]
## ham 0.0050 0.0705778
## spam 0.0725 0.8864118
##
## bottom
## Y [,1] [,2]
## ham 0.01500 0.1315166
## spam 0.03625 0.2872962
##
## box
## Y [,1] [,2]
## ham 0.0500 0.2551105
## spam 0.0975 0.4480454
##
## boy
## Y [,1] [,2]
## ham 0.02250 0.17897987
## spam 0.00625 0.09339079
##
## bra
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.13250 1.61421835
##
## brain
## Y [,1] [,2]
## ham 0.01625 0.1265146
## spam 0.01750 0.1650084
##
## brand
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## ham 0.00375 0.06116055
## spam 0.05875 0.47231058
##
## brbfont
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.07875 0.7319277
##
## brbr
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.34875 2.520926
##
## break.
## Y [,1] [,2]
## ham 0.04375 0.2586882
## spam 0.01500 0.1493415
##
## brfont
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.12375 0.8742948
##
## bright
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## ham 0.02750 0.1782792
## spam 0.00875 0.1618833
##
## bring
## Y [,1] [,2]
## ham 0.02875 0.2011816
## spam 0.03625 0.2449713
##
## british
## Y [,1] [,2]
## ham 0.03375 0.2696327
## spam 0.00250 0.0499687
##
## broken
## Y [,1] [,2]
## ham 0.02375 0.1679917
## spam 0.00250 0.0499687
##
## broker
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.055 0.3075601
##
## brother
## Y [,1] [,2]
## ham 0.00500 0.0705778
## spam 0.01375 0.1165243
##
## brought
## Y [,1] [,2]
## ham 0.01500 0.1315166
## spam 0.01875 0.1530612
##
## browser
## Y [,1] [,2]
## ham 0.02625 0.2358611
## spam 0.02625 0.2249983
##
## buck
## Y [,1] [,2]
## ham 0.00500 0.0705778
## spam 0.01625 0.1533471
##
## bug
## Y [,1] [,2]
## ham 0.1150 0.8031696
## spam 0.0025 0.0499687
##
## build
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## ham 0.1825 0.6998614
## spam 0.1975 0.5800123
##
## built
## Y [,1] [,2]
## ham 0.06250 0.33351580
## spam 0.00875 0.09318955
##
## bulk
## Y [,1] [,2]
## ham 0.655 0.4834948
## spam 0.295 0.9227889
##
## burn
## Y [,1] [,2]
## ham 0.02375 0.182284
## spam 0.11875 2.097056
##
## busi
## Y [,1] [,2]
## ham 0.1350 0.5698077
## spam 0.9225 4.0179813
##
## button
## Y [,1] [,2]
## ham 0.04000 0.5755989
## spam 0.02125 0.2141396
##
## buy
## Y [,1] [,2]
## ham 0.0400 0.2365797
## spam 0.1425 0.6306274
##
## buyer
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02250 0.17184488
##
## bythinkgeek
## Y [,1] [,2]
## ham 0.05 0.2346675
## spam 0.09 0.2863608
##
## cabl
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## ham 0.0225 0.3075907
## spam 0.0250 0.2333304
##
## california
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## ham 0.02750 0.3562336
## spam 0.01875 0.1357257
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## call
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## ham 0.18250 0.8485834
## spam 0.46625 1.3099641
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## came
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## ham 0.06000 0.5628463
## spam 0.02625 0.2015235
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## campaign
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## ham 0.0225 0.2335850
## spam 0.0300 0.2483487
##
## can
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## ham 0.58875 1.182739
## spam 1.14625 2.522958
##
## canada
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## ham 0.02875 0.3131230
## spam 0.03375 0.2601837
##
## cant
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## ham 0.16875 0.5344441
## spam 0.06000 0.2765784
##
## capabl
## Y [,1] [,2]
## ham 0.03125 0.2069468
## spam 0.02125 0.2021126
##
## capit
## Y [,1] [,2]
## ham 0.0775 1.0725818
## spam 0.0525 0.3039066
##
## car
## Y [,1] [,2]
## ham 0.0325 0.3066942
## spam 0.0725 0.4443992
##
## card
## Y [,1] [,2]
## ham 0.03250 0.3377667
## spam 0.37625 1.5629265
##
## care
## Y [,1] [,2]
## ham 0.0425 0.3013424
## spam 0.1000 0.5791539
##
## career
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## ham 0.00500 0.0705778
## spam 0.04875 0.4545676
##
## carri
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## ham 0.01875 0.1686238
## spam 0.01250 0.1219111
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## cartridg
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.15125 1.942444
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## case
## Y [,1] [,2]
## ham 0.15000 0.6208718
## spam 0.09125 0.5816755
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## cash
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.18375 0.7232841
##
## cat
## Y [,1] [,2]
## ham 0.04125 0.6911190
## spam 0.01250 0.1219111
##
## catch
## Y [,1] [,2]
## ham 0.02125 0.2141396
## spam 0.01250 0.1219111
##
## categori
## Y [,1] [,2]
## ham 0.01000 0.1221419
## spam 0.03375 0.2876010
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## caus
## Y [,1] [,2]
## ham 0.05375 0.2616228
## spam 0.04250 0.3403506
##
## cdo
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03875 0.1931193
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## cdr
## Y [,1] [,2]
## ham 0.0025 0.0499687
## spam 0.0525 0.4061403
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## cdrom
## Y [,1] [,2]
## ham 0.00875 0.1367363
## spam 0.03375 0.2696327
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## cdt
## Y [,1] [,2]
## ham 0.03750 0.2523358
## spam 0.34125 0.9478510
##
## cell
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## ham 0.08000 0.3142028
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## cellpad
## Y [,1] [,2]
## ham 0.0000 0.000000
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## cellpaddingd
## Y [,1] [,2]
## ham 0.000 0.000000
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## cellspac
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## ham 0.00000 0.000000
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##
## cellspacingd
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## ham 0.00000 0.000000
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## cent
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## ham 0.01125 0.1537953
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##
## center
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## ham 0.05875 0.5794118
## spam 0.53625 1.4093150
##
## centera
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.025 0.1562226
##
## centerfont
## Y [,1] [,2]
## ham 0.00000 0.0000000
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##
## centert
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## ham 0.00000 0.0000000
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## central
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## ham 0.0325 0.3264613
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## certain
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## ham 0.07375 0.4399464
## spam 0.04000 0.2975074
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## cest
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## ham 0.07125 0.3589352
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## chanc
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## ham 0.02875 0.1815617
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##
## chang
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## ham 0.20375 0.6084395
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## channel
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## ham 0.00875 0.09318955
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## charg
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## charsetdiso
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## ham 0.00 0.0000000
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## charsetdwindow
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## ham 0.0000 0.0000000
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## charsetiso
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## ham 0.11875 0.3275401
## spam 0.57500 0.6081425
##
## charsetusascii
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## ham 0.42625 0.4998733
## spam 0.15750 0.3877908
##
## charsetwindow
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## ham 0.0100 0.09956099
## spam 0.1275 0.33747016
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## chat
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## ham 0.0075 0.08633114
## spam 0.0100 0.09956099
##
## cheap
## Y [,1] [,2]
## ham 0.02 0.2171611
## spam 0.01 0.1221419
##
## check
## Y [,1] [,2]
## ham 0.12875 0.4769253
## spam 0.30125 1.1967827
##
## cheer
## Y [,1] [,2]
## ham 0.02500 0.15622262
## spam 0.00125 0.03535534
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## chief
## Y [,1] [,2]
## ham 0.02125 0.20211259
## spam 0.00125 0.03535534
##
## children
## Y [,1] [,2]
## ham 0.02000 0.1721541
## spam 0.02625 0.1819404
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## china
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## ham 0.0100 0.1221419
## spam 0.0325 0.4291549
##
## choic
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## ham 0.01875 0.1530612
## spam 0.03875 0.4822231
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## choos
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## ham 0.02250 0.1483957
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## chris
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## ham 0.14125 0.8059842
## spam 0.00000 0.0000000
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## cipher
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## ham 0.04000 0.19608177
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## cipheredhdssdescbcsha
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## ham 0.00000 0.000000
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## citi
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## ham 0.055 0.4384236
## spam 0.090 0.3529245
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## citizen
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## ham 0.01125 0.1365531
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##
## claim
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## ham 0.0850 0.3541635
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## class
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## ham 0.02000 0.1721541
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## classifi
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## ham 0.020 0.1647238
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## claw
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## ham 0.03 0.2380564
## spam 0.00 0.0000000
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## clean
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## ham 0.2300 0.6500987
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##
## clear
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## ham 0.06250 0.3791747
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## click
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## ham 0.02750 0.2220482
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##
## client
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## ham 0.04875 0.3762318
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##
## clientattbicom
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## ham 0.035 0.2425872
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## close
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## ham 0.03750 0.2148289
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## clue
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## ham 0.04375 0.56323395
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## code
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## col
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## ham 0.00250 0.0499687
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## collaps
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## collect
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## colleg
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## ham 0.01000 0.09956099
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## color
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## ham 0.00000 0.00000
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## colordff
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## ham 0.00 0.000000
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## ham 0.0000 0.0000000
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## ham 0.0000 0.0000000
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## colordfont
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## ham 0.000 0.000000
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## colorff
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## ham 0.000 0.000000
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## colorffffff
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## ham 0.0 0.0000000
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## colspan
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## ham 0.00375 0.106066
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## colspand
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.27375 1.180276
##
## com
## Y [,1] [,2]
## ham 0.00875 0.09318955
## spam 0.03250 0.24293522
##
## combin
## Y [,1] [,2]
## ham 0.01875 0.1357257
## spam 0.04375 0.3193171
##
## come
## Y [,1] [,2]
## ham 0.1475 0.5989091
## spam 0.1975 0.6511711
##
## comfort
## Y [,1] [,2]
## ham 0.01125 0.1365531
## spam 0.03250 0.1774348
##
## command
## Y [,1] [,2]
## ham 0.06625 0.4686528
## spam 0.00000 0.0000000
##
## comment
## Y [,1] [,2]
## ham 0.09125 0.3050242
## spam 0.03625 0.3938653
##
## commerci
## Y [,1] [,2]
## ham 0.02625 0.2411091
## spam 0.04625 0.2858550
##
## commiss
## Y [,1] [,2]
## ham 0.03000 0.6477843
## spam 0.05875 0.3781232
##
## commit
## Y [,1] [,2]
## ham 0.01625 0.1963011
## spam 0.01625 0.1265146
##
## common
## Y [,1] [,2]
## ham 0.02500 0.1640385
## spam 0.03125 0.2405114
##
## communic
## Y [,1] [,2]
## ham 0.1250 0.8094405
## spam 0.1775 0.5691209
##
## communiti
## Y [,1] [,2]
## ham 0.0325 0.1774348
## spam 0.0425 0.7080398
##
## compani
## Y [,1] [,2]
## ham 0.22375 2.386589
## spam 0.51500 1.616490
##
## compar
## Y [,1] [,2]
## ham 0.01375 0.1165243
## spam 0.05125 0.3409821
##
## compat
## Y [,1] [,2]
## ham 0.02750 0.3491362
## spam 0.01625 0.1265146
##
## compet
## Y [,1] [,2]
## ham 0.0125 0.1409560
## spam 0.0375 0.2028428
##
## competit
## Y [,1] [,2]
## ham 0.0225 0.2776511
## spam 0.0450 0.3508973
##
## compil
## Y [,1] [,2]
## ham 0.04125 0.27774965
## spam 0.00875 0.09318955
##
## complain
## Y [,1] [,2]
## ham 0.02750 0.19822428
## spam 0.00125 0.03535534
##
## complet
## Y [,1] [,2]
## ham 0.06000 0.2673749
## spam 0.26875 1.2820210
##
## complianc
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.04250 0.24651514
##
## compliant
## Y [,1] [,2]
## ham 0.01875 0.1357257
## spam 0.01125 0.1055337
##
## comprehens
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.03125 0.26525721
##
## comput
## Y [,1] [,2]
## ham 0.14625 0.6483721
## spam 0.20250 0.9540081
##
## concentr
## Y [,1] [,2]
## ham 0.03875 0.5292434
## spam 0.01750 0.2055397
##
## concern
## Y [,1] [,2]
## ham 0.03750 0.2316481
## spam 0.04625 0.2630541
##
## condit
## Y [,1] [,2]
## ham 0.01250 0.1409560
## spam 0.03875 0.3498592
##
## conduct
## Y [,1] [,2]
## ham 0.01125 0.1270575
## spam 0.01500 0.1216285
##
## confer
## Y [,1] [,2]
## ham 0.01875 0.1446534
## spam 0.01750 0.1863791
##
## confid
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.03875 0.2546163
##
## confidenti
## Y [,1] [,2]
## ham 0.00875 0.1539580
## spam 0.08750 0.5100676
##
## configur
## Y [,1] [,2]
## ham 0.04250 0.2798064
## spam 0.00875 0.1057706
##
## confirm
## Y [,1] [,2]
## ham 0.01375 0.1363238
## spam 0.04500 0.3436898
##
## confus
## Y [,1] [,2]
## ham 0.02500 0.1640385
## spam 0.01875 0.2975047
##
## congress
## Y [,1] [,2]
## ham 0.03375 0.2453287
## spam 0.02625 0.2512765
##
## connect
## Y [,1] [,2]
## ham 0.05875 0.4278168
## spam 0.04875 0.3762318
##
## consid
## Y [,1] [,2]
## ham 0.0475 0.2455996
## spam 0.0700 0.3394761
##
## consider
## Y [,1] [,2]
## ham 0.01500 0.1315166
## spam 0.00625 0.0788588
##
## consist
## Y [,1] [,2]
## ham 0.01625 0.1360481
## spam 0.01500 0.1493415
##
## consolid
## Y [,1] [,2]
## ham 0.00625 0.1274018
## spam 0.02875 0.2301949
##
## construct
## Y [,1] [,2]
## ham 0.01000 0.1114249
## spam 0.02625 0.2562089
##
## consult
## Y [,1] [,2]
## ham 0.02875 0.3008930
## spam 0.07500 0.3493244
##
## consum
## Y [,1] [,2]
## ham 0.03125 0.3088571
## spam 0.05625 0.2969784
##
## contact
## Y [,1] [,2]
## ham 0.085 0.3506118
## spam 0.250 0.6823357
##
## contain
## Y [,1] [,2]
## ham 0.0475 0.2555884
## spam 0.1375 0.6012867
##
## content
## Y [,1] [,2]
## ham 0.07125 0.4317481
## spam 0.04625 0.5996335
##
## contentclass
## Y [,1] [,2]
## ham 0.0075 0.08633114
## spam 0.0400 0.19608177
##
## contentdfrontpageeditordocu
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0325 0.1774348
##
## contentdisposit
## Y [,1] [,2]
## ham 0.11125 0.4627538
## spam 0.03000 0.1706939
##
## contentdmicrosoft
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03875 0.2341302
##
## contentdmshtml
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.045 0.2133821
##
## contentdtexthtml
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.13 0.3402127
##
## contentmicrosoft
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.03 0.1847774
##
## contenttexthtml
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.08125 0.2823971
##
## contenttransferencod
## Y [,1] [,2]
## ham 0.36625 0.4872450
## spam 0.82625 0.7082994
##
## contenttyp
## Y [,1] [,2]
## ham 0.945 0.5872871
## spam 1.140 0.8952105
##
## continu
## Y [,1] [,2]
## ham 0.03125 0.1944755
## spam 0.09250 0.4655262
##
## contract
## Y [,1] [,2]
## ham 0.01125 0.1454300
## spam 0.08875 0.5419784
##
## control
## Y [,1] [,2]
## ham 0.09125 0.6752729
## spam 0.09375 0.5525782
##
## conveni
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.02875 0.18832889
##
## convent
## Y [,1] [,2]
## ham 0.01250 0.1409560
## spam 0.01875 0.1530612
##
## convers
## Y [,1] [,2]
## ham 0.02125 0.1825928
## spam 0.03500 0.5780941
##
## convert
## Y [,1] [,2]
## ham 0.02625 0.2462453
## spam 0.02750 0.3897867
##
## cool
## Y [,1] [,2]
## ham 0.02625 0.18194042
## spam 0.00625 0.09339079
##
## cooper
## Y [,1] [,2]
## ham 0.005 0.08651217
## spam 0.040 0.31388398
##
## copi
## Y [,1] [,2]
## ham 0.04625 0.2630541
## spam 0.22500 3.2159451
##
## copyright
## Y [,1] [,2]
## ham 0.08750 0.5681084
## spam 0.02375 0.1890254
##
## corpor
## Y [,1] [,2]
## ham 0.07875 0.5503881
## spam 0.06375 0.3533299
##
## correct
## Y [,1] [,2]
## ham 0.02625 0.1819404
## spam 0.01875 0.1530612
##
## correspond
## Y [,1] [,2]
## ham 0.00750 0.08633114
## spam 0.02375 0.15236455
##
## cost
## Y [,1] [,2]
## ham 0.03750 0.2668009
## spam 0.24375 0.7842862
##
## couldnt
## Y [,1] [,2]
## ham 0.03125 0.2129087
## spam 0.00625 0.1059480
##
## count
## Y [,1] [,2]
## ham 0.01500 0.1493415
## spam 0.03625 0.2958807
##
## countri
## Y [,1] [,2]
## ham 0.09375 0.5388171
## spam 0.14500 0.6340169
##
## coupl
## Y [,1] [,2]
## ham 0.04 0.30580532
## spam 0.01 0.09956099
##
## cours
## Y [,1] [,2]
## ham 0.07125 0.3260465
## spam 0.08625 0.8364721
##
## court
## Y [,1] [,2]
## ham 0.03750 0.2369894
## spam 0.03375 0.2503783
##
## cover
## Y [,1] [,2]
## ham 0.01875 0.1446534
## spam 0.03875 0.2231831
##
## cpunk
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.1075 0.4137121
##
## cpunkseinsteinsszcom
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.07 0.3003544
##
## cpunkshqpronsnet
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.1075 0.3139538
##
## cpunkslocalhost
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.23625 0.7148949
##
## cpunksmindernet
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.1625 0.6683203
##
## cpunkswastemindernet
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.12 0.4752708
##
## crankslacknet
## Y [,1] [,2]
## ham 0.0675 0.445187
## spam 0.0000 0.000000
##
## creat
## Y [,1] [,2]
## ham 0.10125 0.4486090
## spam 0.09000 0.5543321
##
## credit
## Y [,1] [,2]
## ham 0.0075 0.08633114
## spam 0.4950 1.55820731
##
## crimin
## Y [,1] [,2]
## ham 0.01625 0.3257585
## spam 0.02000 0.1647238
##
## critic
## Y [,1] [,2]
## ham 0.03125 0.23525011
## spam 0.00500 0.08651217
##
## cultur
## Y [,1] [,2]
## ham 0.0275 0.3269210
## spam 0.0025 0.0499687
##
## current
## Y [,1] [,2]
## ham 0.13375 0.4961539
## spam 0.13500 0.5240403
##
## custom
## Y [,1] [,2]
## ham 0.0975 0.7802273
## spam 0.2200 0.7999374
##
## cut
## Y [,1] [,2]
## ham 0.02250 0.1566027
## spam 0.04875 0.2577916
##
## cvs
## Y [,1] [,2]
## ham 0.0875 0.6327276
## spam 0.0000 0.0000000
##
## cypherpunksdspronsnet
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.26 0.7941589
##
## cypherpunkseinsteinsszcom
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.15 0.6426634
##
## cypherpunksforwarddspronsnet
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.2125 0.6167002
##
## cypherpunksoutgo
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.07 0.2553066
##
## cypherpunkssszcom
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0925 0.3763254
##
## daa
## Y [,1] [,2]
## ham 0.00875 0.09318955
## spam 0.02750 0.24863834
##
## daemonwast
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.06 0.2376354
##
## daili
## Y [,1] [,2]
## ham 0.03875 0.2287222
## spam 0.06000 0.3592511
##
## damag
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.01000 0.1221419
##
## dan
## Y [,1] [,2]
## ham 0.03125 0.2699343
## spam 0.01500 0.1797648
##
## danger
## Y [,1] [,2]
## ham 0.02000 0.1487537
## spam 0.01375 0.1763514
##
## daniel
## Y [,1] [,2]
## ham 0.03875 0.2869693
## spam 0.00750 0.1223211
##
## data
## Y [,1] [,2]
## ham 0.1175 0.7445715
## spam 0.0875 0.5340414
##
## databas
## Y [,1] [,2]
## ham 0.04875 0.3185911
## spam 0.13250 0.6859533
##
## date
## Y [,1] [,2]
## ham 1.39125 0.6214146
## spam 1.08125 0.4662834
##
## dave
## Y [,1] [,2]
## ham 0.04000 0.2469336
## spam 0.00875 0.1057706
##
## david
## Y [,1] [,2]
## ham 0.0475 0.2921480
## spam 0.0075 0.1116213
##
## day
## Y [,1] [,2]
## ham 0.1350 0.6669565
## spam 0.4875 1.3636966
##
## dead
## Y [,1] [,2]
## ham 0.04500 0.4131445
## spam 0.02875 0.3050242
##
## deal
## Y [,1] [,2]
## ham 0.04500 0.2608833
## spam 0.08625 0.3412572
##
## dear
## Y [,1] [,2]
## ham 0.0075 0.08633114
## spam 0.0850 0.28788643
##
## death
## Y [,1] [,2]
## ham 0.02000 0.1721541
## spam 0.03625 0.2829063
##
## deathtospamdeathtospamdeathtospam
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.1125 0.3161783
##
## debian
## Y [,1] [,2]
## ham 0.33875 0.7904299
## spam 0.03500 0.2526951
##
## debt
## Y [,1] [,2]
## ham 0.00500 0.08651217
## spam 0.11625 0.59428731
##
## dec
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.08000 0.6867966
##
## decad
## Y [,1] [,2]
## ham 0.02625 0.1952142
## spam 0.00875 0.1170066
##
## decid
## Y [,1] [,2]
## ham 0.04250 0.2465151
## spam 0.10125 0.4486090
##
## decis
## Y [,1] [,2]
## ham 0.02375 0.2252762
## spam 0.04375 0.2437421
##
## declin
## Y [,1] [,2]
## ham 0.035 0.2152508
## spam 0.010 0.1411556
##
## default
## Y [,1] [,2]
## ham 0.03375 0.2004024
## spam 0.00500 0.0705778
##
## defin
## Y [,1] [,2]
## ham 0.03375 0.2876010
## spam 0.00750 0.1116213
##
## definit
## Y [,1] [,2]
## ham 0.03125 0.1741015
## spam 0.01875 0.1960778
##
## delay
## Y [,1] [,2]
## ham 0.01125 0.1365531
## spam 0.02625 0.2249983
##
## delet
## Y [,1] [,2]
## ham 0.02375 0.1955345
## spam 0.06125 0.3203541
##
## deliv
## Y [,1] [,2]
## ham 0.04625 0.3453404
## spam 0.02625 0.1819404
##
## deliveredto
## Y [,1] [,2]
## ham 1.36625 0.6144778
## spam 0.56125 0.6278863
##
## deliveri
## Y [,1] [,2]
## ham 0.00875 0.1057706
## spam 0.03875 0.2642645
##
## deliveryd
## Y [,1] [,2]
## ham 0.05750 0.2329411
## spam 0.35625 0.4791899
##
## demand
## Y [,1] [,2]
## ham 0.0125 0.1111719
## spam 0.0200 0.1400876
##
## depart
## Y [,1] [,2]
## ham 0.02000 0.1927341
## spam 0.04125 0.3196501
##
## depend
## Y [,1] [,2]
## ham 0.06375 0.3838882
## spam 0.02250 0.1789799
##
## describ
## Y [,1] [,2]
## ham 0.02250 0.1644005
## spam 0.03375 0.2065533
##
## descript
## Y [,1] [,2]
## ham 0.01750 0.1993575
## spam 0.01625 0.1360481
##
## deserv
## Y [,1] [,2]
## ham 0.0325 0.2156429
## spam 0.0125 0.1317781
##
## design
## Y [,1] [,2]
## ham 0.07750 0.4262873
## spam 0.10125 0.5647097
##
## desir
## Y [,1] [,2]
## ham 0.010 0.1114249
## spam 0.035 0.2320394
##
## desktop
## Y [,1] [,2]
## ham 0.02625 0.2076411
## spam 0.00875 0.1057706
##
## despit
## Y [,1] [,2]
## ham 0.02250 0.16440053
## spam 0.00375 0.07901735
##
## detail
## Y [,1] [,2]
## ham 0.0425 0.2971601
## spam 0.1100 0.4100124
##
## determin
## Y [,1] [,2]
## ham 0.0150 0.1574992
## spam 0.0375 0.2148289
##
## develop
## Y [,1] [,2]
## ham 0.2225 1.0145345
## spam 0.1225 0.6804944
##
## devic
## Y [,1] [,2]
## ham 0.09375 0.7957716
## spam 0.01125 0.1365531
##
## didnt
## Y [,1] [,2]
## ham 0.11000 0.4308504
## spam 0.02625 0.2249983
##
## die
## Y [,1] [,2]
## ham 0.03875 0.2997678
## spam 0.01750 0.1572408
##
## diet
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.08875 0.4885405
##
## differ
## Y [,1] [,2]
## ham 0.15000 0.5877345
## spam 0.12625 0.5901239
##
## difficult
## Y [,1] [,2]
## ham 0.03125 0.19447548
## spam 0.00750 0.09978074
##
## dig
## Y [,1] [,2]
## ham 0.0125 0.1111719
## spam 0.0175 0.1404222
##
## digit
## Y [,1] [,2]
## ham 0.07625 0.4451782
## spam 0.01625 0.1265146
##
## direct
## Y [,1] [,2]
## ham 0.06250 0.3297418
## spam 0.11875 0.4029285
##
## director
## Y [,1] [,2]
## ham 0.03875 0.3740633
## spam 0.02375 0.1603686
##
## directori
## Y [,1] [,2]
## ham 0.08000 0.5112991
## spam 0.06875 0.6925482
##
## disabl
## Y [,1] [,2]
## ham 0.02250 0.2440660
## spam 0.00875 0.1170066
##
## disappear
## Y [,1] [,2]
## ham 0.01000 0.1221419
## spam 0.02125 0.1443069
##
## discount
## Y [,1] [,2]
## ham 0.00500 0.08651217
## spam 0.03625 0.29162003
##
## discov
## Y [,1] [,2]
## ham 0.03250 0.226954
## spam 0.08625 0.494081
##
## discoveri
## Y [,1] [,2]
## ham 0.00625 0.09339079
## spam 0.04625 0.25825241
##
## discuss
## Y [,1] [,2]
## ham 0.25000 0.4824842
## spam 0.02875 0.2011816
##
## disk
## Y [,1] [,2]
## ham 0.01375 0.1363238
## spam 0.02750 0.1711150
##
## display
## Y [,1] [,2]
## ham 0.03875 0.2546163
## spam 0.01875 0.2084532
##
## distanc
## Y [,1] [,2]
## ham 0.01000 0.1221419
## spam 0.04375 0.3994188
##
## distribut
## Y [,1] [,2]
## ham 0.05750 0.3306515
## spam 0.03125 0.2243577
##
## div
## Y [,1] [,2]
## ham 0.00 0.000000
## spam 1.13 5.301956
##
## doctor
## Y [,1] [,2]
## ham 0.00875 0.1367363
## spam 0.02750 0.2330486
##
## doctyp
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.07125 0.2574029
##
## document
## Y [,1] [,2]
## ham 0.05125 0.3725546
## spam 0.03125 0.1944755
##
## doesnt
## Y [,1] [,2]
## ham 0.16125 0.4827419
## spam 0.05500 0.2950997
##
## dogmaslashnullorg
## Y [,1] [,2]
## ham 1.22000 0.5495248
## spam 0.87375 0.8710680
##
## dollar
## Y [,1] [,2]
## ham 0.02375 0.2307650
## spam 0.20375 0.8635207
##
## domain
## Y [,1] [,2]
## ham 0.03875 0.2594853
## spam 0.09875 0.9069325
##
## done
## Y [,1] [,2]
## ham 0.1075 0.4197189
## spam 0.0325 0.2156429
##
## dont
## Y [,1] [,2]
## ham 0.38125 0.8926895
## spam 0.38000 0.9807152
##
## door
## Y [,1] [,2]
## ham 0.01125 0.1454300
## spam 0.01500 0.1216285
##
## doubl
## Y [,1] [,2]
## ham 0.0100 0.09956099
## spam 0.0525 0.37069599
##
## doubt
## Y [,1] [,2]
## ham 0.02000 0.1400876
## spam 0.01375 0.1452147
##
## download
## Y [,1] [,2]
## ham 0.035 0.2476927
## spam 0.110 0.5368988
##
## dozen
## Y [,1] [,2]
## ham 0.01500 0.13151662
## spam 0.00875 0.09318955
##
## draw
## Y [,1] [,2]
## ham 0.0100 0.1114249
## spam 0.0225 0.2821227
##
## dream
## Y [,1] [,2]
## ham 0.0275 0.2330486
## spam 0.0825 0.3786462
##
## drive
## Y [,1] [,2]
## ham 0.07375 0.5011236
## spam 0.05625 0.2927338
##
## driver
## Y [,1] [,2]
## ham 0.0300 0.2582312
## spam 0.0125 0.2059047
##
## drop
## Y [,1] [,2]
## ham 0.03125 0.1811476
## spam 0.04375 0.4920758
##
## drug
## Y [,1] [,2]
## ham 0.01125 0.1365531
## spam 0.04750 0.3645681
##
## due
## Y [,1] [,2]
## ham 0.03625 0.2345308
## spam 0.03000 0.2101314
##
## dvd
## Y [,1] [,2]
## ham 0.02375 0.230765
## spam 0.23625 5.914530
##
## dvds
## Y [,1] [,2]
## ham 0.02750 0.1851664
## spam 0.02375 0.2464993
##
## earli
## Y [,1] [,2]
## ham 0.03750 0.34458987
## spam 0.00125 0.03535534
##
## earlier
## Y [,1] [,2]
## ham 0.0200 0.1400876
## spam 0.0025 0.0499687
##
## earn
## Y [,1] [,2]
## ham 0.0025 0.0499687
## spam 0.1050 0.5042746
##
## easi
## Y [,1] [,2]
## ham 0.07125 0.2850878
## spam 0.21375 0.6233351
##
## easier
## Y [,1] [,2]
## ham 0.02500 0.1855209
## spam 0.04375 0.2681899
##
## easiest
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.03125 0.1741015
##
## easili
## Y [,1] [,2]
## ham 0.01875 0.1530612
## spam 0.07500 0.3346864
##
## eat
## Y [,1] [,2]
## ham 0.01375 0.1268110
## spam 0.02625 0.2657993
##
## ebook
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.045 0.3473122
##
## econom
## Y [,1] [,2]
## ham 0.03875 0.4242327
## spam 0.03250 0.2156429
##
## economi
## Y [,1] [,2]
## ham 0.02500 0.2333304
## spam 0.03125 0.2352501
##
## edg
## Y [,1] [,2]
## ham 0.01500 0.1315166
## spam 0.01625 0.1613024
##
## edit
## Y [,1] [,2]
## ham 0.045 0.2409306
## spam 0.035 0.3144815
##
## editor
## Y [,1] [,2]
## ham 0.01625 0.1449559
## spam 0.01375 0.1535917
##
## edt
## Y [,1] [,2]
## ham 0.52125 0.9750574
## spam 0.53500 0.7154823
##
## educ
## Y [,1] [,2]
## ham 0.02000 0.1400876
## spam 0.06125 0.3777258
##
## edward
## Y [,1] [,2]
## ham 0.02625 0.19521417
## spam 0.00125 0.03535534
##
## effect
## Y [,1] [,2]
## ham 0.05375 0.2974416
## spam 0.11750 0.5113909
##
## effici
## Y [,1] [,2]
## ham 0.01750 0.1490689
## spam 0.01375 0.1165243
##
## effort
## Y [,1] [,2]
## ham 0.03250 0.2579281
## spam 0.04375 0.2728167
##
## egp
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## egwn
## Y [,1] [,2]
## ham 0.1725 0.561817
## spam 0.0000 0.000000
##
## egwnnet
## Y [,1] [,2]
## ham 0.21 0.7852839
## spam 0.00 0.0000000
##
## einsteinsszcom
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.3125 1.151739
##
## eir
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06375 0.2688425
##
## either
## Y [,1] [,2]
## ham 0.0625 0.2805211
## spam 0.0275 0.2044407
##
## electr
## Y [,1] [,2]
## ham 0.04750 0.4695949
## spam 0.01875 0.3098685
##
## electron
## Y [,1] [,2]
## ham 0.03875 0.2869693
## spam 0.03250 0.2269540
##
## elimin
## Y [,1] [,2]
## ham 0.0050 0.0705778
## spam 0.0425 0.2361429
##
## els
## Y [,1] [,2]
## ham 0.09000 0.3384423
## spam 0.08125 0.3966675
##
## email
## Y [,1] [,2]
## ham 0.3925 0.9216863
## spam 2.2875 5.9939347
##
## emerg
## Y [,1] [,2]
## ham 0.0225 0.2226111
## spam 0.0100 0.1221419
##
## emot
## Y [,1] [,2]
## ham 0.0175 0.2173771
## spam 0.0225 0.1483957
##
## empir
## Y [,1] [,2]
## ham 0.03750 0.25724788
## spam 0.00125 0.03535534
##
## employ
## Y [,1] [,2]
## ham 0.01125 0.1167925
## spam 0.07500 0.3668013
##
## employe
## Y [,1] [,2]
## ham 0.00625 0.1171670
## spam 0.03750 0.3259241
##
## enabl
## Y [,1] [,2]
## ham 0.04750 0.3505672
## spam 0.03875 0.2825743
##
## encodingutf
## Y [,1] [,2]
## ham 0.25375 0.4354284
## spam 0.00000 0.0000000
##
## end
## Y [,1] [,2]
## ham 0.1550 0.4987845
## spam 0.1375 0.8348443
##
## energi
## Y [,1] [,2]
## ham 0.04625 0.6497219
## spam 0.06125 0.4850696
##
## engin
## Y [,1] [,2]
## ham 0.1075 0.9510912
## spam 0.1550 1.5633394
##
## england
## Y [,1] [,2]
## ham 0.01375 0.1763514
## spam 0.02750 0.1636375
##
## english
## Y [,1] [,2]
## ham 0.02375 0.2196503
## spam 0.06750 0.2655785
##
## enhanc
## Y [,1] [,2]
## ham 0.00750 0.1223211
## spam 0.04875 0.3024695
##
## enjoy
## Y [,1] [,2]
## ham 0.01250 0.1111719
## spam 0.04125 0.2777497
##
## enough
## Y [,1] [,2]
## ham 0.07000 0.3003544
## spam 0.03375 0.1874963
##
## ensur
## Y [,1] [,2]
## ham 0.0225 0.1644005
## spam 0.0325 0.2037047
##
## enter
## Y [,1] [,2]
## ham 0.02125 0.2082129
## spam 0.10250 0.4209694
##
## enterpris
## Y [,1] [,2]
## ham 0.0525 0.8158282
## spam 0.0200 0.2823112
##
## entertain
## Y [,1] [,2]
## ham 0.01375 0.1452147
## spam 0.01500 0.1652548
##
## entir
## Y [,1] [,2]
## ham 0.04375 0.2165515
## spam 0.07000 0.3876698
##
## entiti
## Y [,1] [,2]
## ham 0.0150 0.1995615
## spam 0.0275 0.1636375
##
## entrepreneur
## Y [,1] [,2]
## ham 0.03000 0.3453246
## spam 0.02125 0.2467276
##
## entri
## Y [,1] [,2]
## ham 0.01500 0.1407116
## spam 0.02375 0.1822840
##
## enus
## Y [,1] [,2]
## ham 0.09125 0.4069772
## spam 0.01500 0.2232427
##
## envelopefrom
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.35250 1.0305685
##
## envelopesend
## Y [,1] [,2]
## ham 0.0475 0.2790001
## spam 0.0000 0.0000000
##
## equal
## Y [,1] [,2]
## ham 0.01500 0.1216285
## spam 0.01375 0.2261080
##
## equip
## Y [,1] [,2]
## ham 0.01625 0.1449559
## spam 0.05625 0.3438513
##
## equiti
## Y [,1] [,2]
## ham 0.0025 0.0499687
## spam 0.0400 0.2469336
##
## error
## Y [,1] [,2]
## ham 0.13875 0.7383630
## spam 0.06500 0.2662021
##
## errorsto
## Y [,1] [,2]
## ham 0.6100 0.4906128
## spam 0.1225 0.3280675
##
## esmtp
## Y [,1] [,2]
## ham 3.45125 1.642710
## spam 2.21375 1.455407
##
## especi
## Y [,1] [,2]
## ham 0.03875 0.1994948
## spam 0.01625 0.1449559
##
## essenti
## Y [,1] [,2]
## ham 0.01875 0.1530612
## spam 0.01750 0.2055397
##
## est
## Y [,1] [,2]
## ham 0.02500 0.3528890
## spam 0.01875 0.1610306
##
## establish
## Y [,1] [,2]
## ham 0.02000 0.1647238
## spam 0.02875 0.2246921
##
## estat
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.05250 0.47699912
##
## estim
## Y [,1] [,2]
## ham 0.00750 0.08633114
## spam 0.03125 0.23525011
##
## etc
## Y [,1] [,2]
## ham 0.06625 0.3457027
## spam 0.07375 0.5349473
##
## eugen
## Y [,1] [,2]
## ham 0.06875 0.4052514
## spam 0.00000 0.0000000
##
## eugenleitlorg
## Y [,1] [,2]
## ham 0.02375 0.1523646
## spam 0.00000 0.0000000
##
## evalu
## Y [,1] [,2]
## ham 0.0075 0.08633114
## spam 0.0200 0.14875369
##
## even
## Y [,1] [,2]
## ham 0.26625 0.7355523
## spam 0.25500 0.6896154
##
## event
## Y [,1] [,2]
## ham 0.02000 0.1400876
## spam 0.04875 0.3988387
##
## eventu
## Y [,1] [,2]
## ham 0.02375 0.1752836
## spam 0.00250 0.0499687
##
## ever
## Y [,1] [,2]
## ham 0.06125 0.2917273
## spam 0.14375 0.5300350
##
## everi
## Y [,1] [,2]
## ham 0.11625 0.4827289
## spam 0.26250 0.9822422
##
## everyon
## Y [,1] [,2]
## ham 0.0425 0.2196681
## spam 0.0450 0.3051088
##
## everyth
## Y [,1] [,2]
## ham 0.04500 0.3210979
## spam 0.10125 0.4315452
##
## evid
## Y [,1] [,2]
## ham 0.04625 0.28585500
## spam 0.00375 0.06116055
##
## evolut
## Y [,1] [,2]
## ham 0.02375 0.15236455
## spam 0.00375 0.06116055
##
## exact
## Y [,1] [,2]
## ham 0.05000 0.2399416
## spam 0.04625 0.2814426
##
## exampl
## Y [,1] [,2]
## ham 0.0750 0.3193783
## spam 0.0475 0.3396881
##
## examplecom
## Y [,1] [,2]
## ham 0.08875 0.3854337
## spam 0.00000 0.0000000
##
## exceed
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02875 0.16720761
##
## excel
## Y [,1] [,2]
## ham 0.01125 0.1454300
## spam 0.02750 0.2163383
##
## except
## Y [,1] [,2]
## ham 0.04375 0.2222559
## spam 0.01875 0.1446534
##
## exchang
## Y [,1] [,2]
## ham 0.035 0.2032896
## spam 0.240 0.7470593
##
## excit
## Y [,1] [,2]
## ham 0.00875 0.1272544
## spam 0.05000 0.3318700
##
## exclud
## Y [,1] [,2]
## ham 0.01000 0.1114249
## spam 0.01125 0.1055337
##
## exclus
## Y [,1] [,2]
## ham 0.005 0.0705778
## spam 0.050 0.3642332
##
## execut
## Y [,1] [,2]
## ham 0.055 0.2864919
## spam 0.035 0.3262024
##
## exercis
## Y [,1] [,2]
## ham 0.00500 0.0705778
## spam 0.07125 0.3792799
##
## exim
## Y [,1] [,2]
## ham 0.4025 0.8463978
## spam 0.0500 0.3043284
##
## exist
## Y [,1] [,2]
## ham 0.10625 0.4850309
## spam 0.06000 0.3225369
##
## exmh
## Y [,1] [,2]
## ham 0.22875 0.977301
## spam 0.00000 0.000000
##
## exmhus
## Y [,1] [,2]
## ham 0.035 0.2152508
## spam 0.000 0.0000000
##
## exmhusersadminexamplecom
## Y [,1] [,2]
## ham 0.08625 0.5016228
## spam 0.00000 0.0000000
##
## exmhusersadminredhatcom
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## exmhusersexamplecom
## Y [,1] [,2]
## ham 0.145 0.8440175
## spam 0.000 0.0000000
##
## exmhuserslistmanexamplecom
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## exmhuserslistmanredhatcom
## Y [,1] [,2]
## ham 0.0575 0.3344152
## spam 0.0000 0.0000000
##
## exmhusersredhatcom
## Y [,1] [,2]
## ham 0.1325 0.7941865
## spam 0.0000 0.0000000
##
## exmhwork
## Y [,1] [,2]
## ham 0.03625 0.1936047
## spam 0.00000 0.0000000
##
## exmhworkersadminexamplecom
## Y [,1] [,2]
## ham 0.105 0.5516842
## spam 0.000 0.0000000
##
## exmhworkersadminredhatcom
## Y [,1] [,2]
## ham 0.035 0.1838947
## spam 0.000 0.0000000
##
## exmhworkersexamplecom
## Y [,1] [,2]
## ham 0.1375 0.725777
## spam 0.0000 0.000000
##
## exmhworkerslistmanexamplecom
## Y [,1] [,2]
## ham 0.035 0.1838947
## spam 0.000 0.0000000
##
## exmhworkerslistmanredhatcom
## Y [,1] [,2]
## ham 0.07 0.3677895
## spam 0.00 0.0000000
##
## exmhworkersredhatcom
## Y [,1] [,2]
## ham 0.14875 0.798386
## spam 0.00000 0.000000
##
## expand
## Y [,1] [,2]
## ham 0.0050 0.0705778
## spam 0.0475 0.4067561
##
## expect
## Y [,1] [,2]
## ham 0.06125 0.3502167
## spam 0.05750 0.3151474
##
## expens
## Y [,1] [,2]
## ham 0.0125 0.1111719
## spam 0.0625 0.2978332
##
## experi
## Y [,1] [,2]
## ham 0.08750 0.4031711
## spam 0.08625 0.4018866
##
## experienc
## Y [,1] [,2]
## ham 0.00500 0.0705778
## spam 0.01375 0.1363238
##
## expert
## Y [,1] [,2]
## ham 0.0175 0.2340133
## spam 0.0325 0.2579281
##
## expir
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03375 0.2125262
##
## explain
## Y [,1] [,2]
## ham 0.0325 0.2037047
## spam 0.0100 0.1221419
##
## express
## Y [,1] [,2]
## ham 0.06750 0.3091330
## spam 0.22875 0.4628079
##
## extend
## Y [,1] [,2]
## ham 0.00750 0.08633114
## spam 0.04375 0.38343150
##
## extens
## Y [,1] [,2]
## ham 0.01625 0.1533471
## spam 0.02750 0.2044407
##
## extra
## Y [,1] [,2]
## ham 0.0225 0.2440660
## spam 0.0625 0.2978332
##
## extract
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.04625 0.4380077
##
## extrem
## Y [,1] [,2]
## ham 0.03000 0.2101314
## spam 0.05875 0.4561343
##
## eye
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.02000 0.2053112
##
## face
## Y [,1] [,2]
## ham 0.04125 0.3035847
## spam 0.10125 0.5209008
##
## faceari
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.86375 4.20354293
##
## facedari
## Y [,1] [,2]
## ham 0.0000 0.00000
## spam 1.4875 4.41324
##
## facedtahoma
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.14875 1.206625
##
## facedtim
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.1475 1.509501
##
## facedverdana
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.5775 3.363128
##
## faceverdana
## Y [,1] [,2]
## ham 0.000 0.000000
## spam 0.565 3.299148
##
## fact
## Y [,1] [,2]
## ham 0.06 0.3486430
## spam 0.10 0.4125685
##
## fail
## Y [,1] [,2]
## ham 0.05750 0.2815899
## spam 0.02625 0.1749262
##
## fair
## Y [,1] [,2]
## ham 0.03625 0.2179342
## spam 0.01125 0.1167925
##
## faith
## Y [,1] [,2]
## ham 0.0050 0.0705778
## spam 0.0175 0.1404222
##
## fall
## Y [,1] [,2]
## ham 0.04250 0.2515409
## spam 0.02625 0.2076411
##
## fals
## Y [,1] [,2]
## ham 0.05875 0.4307323
## spam 0.08000 0.5822575
##
## famili
## Y [,1] [,2]
## ham 0.06125 0.5175261
## spam 0.15500 0.6453647
##
## famous
## Y [,1] [,2]
## ham 0.00750 0.08633114
## spam 0.01625 0.13604806
##
## far
## Y [,1] [,2]
## ham 0.08125 0.3037495
## spam 0.02000 0.1487537
##
## fark
## Y [,1] [,2]
## ham 0.035 0.1838947
## spam 0.000 0.0000000
##
## fast
## Y [,1] [,2]
## ham 0.04250 0.2515409
## spam 0.09625 0.3932929
##
## faster
## Y [,1] [,2]
## ham 0.02250 0.2226111
## spam 0.03125 0.2008080
##
## fastest
## Y [,1] [,2]
## ham 0.02875 0.1948612
## spam 0.05500 0.2388437
##
## fat
## Y [,1] [,2]
## ham 0.01125 0.1270575
## spam 0.10750 0.7477584
##
## father
## Y [,1] [,2]
## ham 0.01750 0.1572408
## spam 0.02125 0.2416017
##
## favor
## Y [,1] [,2]
## ham 0.02000 0.17927681
## spam 0.00875 0.09318955
##
## favorit
## Y [,1] [,2]
## ham 0.00750 0.09978074
## spam 0.01375 0.13632376
##
## fax
## Y [,1] [,2]
## ham 0.01625 0.1613024
## spam 0.27125 1.1903548
##
## featur
## Y [,1] [,2]
## ham 0.04125 0.2492511
## spam 0.08000 0.4487223
##
## feb
## Y [,1] [,2]
## ham 0.13500 0.9838623
## spam 0.02875 0.3008930
##
## feder
## Y [,1] [,2]
## ham 0.0275 0.3455329
## spam 0.0825 0.5059780
##
## fee
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.08375 0.4055139
##
## feed
## Y [,1] [,2]
## ham 0.02875 0.2246921
## spam 0.00000 0.0000000
##
## feedback
## Y [,1] [,2]
## ham 0.01125 0.1365531
## spam 0.01750 0.1312070
##
## feel
## Y [,1] [,2]
## ham 0.045 0.2794147
## spam 0.135 0.4765069
##
## feet
## Y [,1] [,2]
## ham 0.01625 0.2086633
## spam 0.01000 0.1114249
##
## femal
## Y [,1] [,2]
## ham 0.02000 0.2493546
## spam 0.01875 0.2365764
##
## fetchmail
## Y [,1] [,2]
## ham 0.94625 0.2616228
## spam 0.38750 0.4874842
##
## ffff
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.13375 0.9821235
##
## ffffff
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.17875 1.32059775
##
## field
## Y [,1] [,2]
## ham 0.045 0.7672750
## spam 0.050 0.3939467
##
## fight
## Y [,1] [,2]
## ham 0.02125 0.1756046
## spam 0.00500 0.0705778
##
## figur
## Y [,1] [,2]
## ham 0.045 0.2248070
## spam 0.045 0.3473122
##
## file
## Y [,1] [,2]
## ham 0.31875 1.1095889
## spam 0.09500 0.5184699
##
## fill
## Y [,1] [,2]
## ham 0.00750 0.08633114
## spam 0.21375 0.61525125
##
## filter
## Y [,1] [,2]
## ham 0.0375 0.3020062
## spam 0.0025 0.0499687
##
## final
## Y [,1] [,2]
## ham 0.02875 0.1815617
## spam 0.05375 0.2756009
##
## financ
## Y [,1] [,2]
## ham 0.01375 0.1452147
## spam 0.02500 0.1985555
##
## financi
## Y [,1] [,2]
## ham 0.02500 0.2166418
## spam 0.24875 0.9965515
##
## find
## Y [,1] [,2]
## ham 0.20750 0.6595358
## spam 0.34125 1.0694522
##
## fine
## Y [,1] [,2]
## ham 0.05500 0.2820895
## spam 0.02625 0.2249983
##
## fire
## Y [,1] [,2]
## ham 0.02125 0.1607194
## spam 0.01500 0.1315166
##
## firm
## Y [,1] [,2]
## ham 0.02250 0.2281640
## spam 0.04625 0.2944815
##
## first
## Y [,1] [,2]
## ham 0.26250 1.045208
## spam 0.29125 1.047757
##
## fit
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.01875 0.1446534
##
## five
## Y [,1] [,2]
## ham 0.01750 0.1724265
## spam 0.05625 0.3615928
##
## fix
## Y [,1] [,2]
## ham 0.0700 0.2875820
## spam 0.0925 0.5042436
##
## flawhotmailcom
## Y [,1] [,2]
## ham 0.0075 0.08633114
## spam 0.0150 0.12162850
##
## focus
## Y [,1] [,2]
## ham 0.01875 0.2201341
## spam 0.01375 0.1452147
##
## folder
## Y [,1] [,2]
## ham 0.08125 0.6042390
## spam 0.00625 0.1767767
##
## folk
## Y [,1] [,2]
## ham 0.04375 0.2437421
## spam 0.01125 0.1365531
##
## follow
## Y [,1] [,2]
## ham 0.08500 0.3576799
## spam 0.26625 0.9145526
##
## font
## Y [,1] [,2]
## ham 0.01 0.1411556
## spam 2.57 7.4946856
##
## fonta
## Y [,1] [,2]
## ham 0.00 0.000000
## spam 0.16 3.190552
##
## fontb
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0475 0.2555884
##
## fontbfont
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0575 0.3268444
##
## fontfamili
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.19625 1.80951067
##
## fontfont
## Y [,1] [,2]
## ham 0.00 0.000000
## spam 0.45 1.592379
##
## fontfontfont
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.03 0.2327396
##
## fontp
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.1225 0.5615941
##
## fontsiz
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.13000 1.17678844
##
## fonttd
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.13875 1.018968
##
## fontweight
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.04000 0.29750738
##
## food
## Y [,1] [,2]
## ham 0.0325 0.4434970
## spam 0.0225 0.1718449
##
## forc
## Y [,1] [,2]
## ham 0.0825 1.1235086
## spam 0.0325 0.2480336
##
## foreign
## Y [,1] [,2]
## ham 0.0225 0.2637816
## spam 0.0825 0.5797533
##
## forev
## Y [,1] [,2]
## ham 0.020 0.1400876
## spam 0.065 0.3254341
##
## forg
## Y [,1] [,2]
## ham 0.0275 0.1636375
## spam 0.1025 0.3348640
##
## forget
## Y [,1] [,2]
## ham 0.01000 0.1319916
## spam 0.03625 0.2646195
##
## fork
## Y [,1] [,2]
## ham 0.12125 0.43506901
## spam 0.00375 0.07901735
##
## forkadminxentcom
## Y [,1] [,2]
## ham 1.17625 1.853910
## spam 0.29500 1.046108
##
## forkexamplecom
## Y [,1] [,2]
## ham 0.8425 1.355541
## spam 0.0000 0.000000
##
## forklisthotmailcom
## Y [,1] [,2]
## ham 0.025 0.1562226
## spam 0.000 0.0000000
##
## forkspamassassintaintorg
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.23375 0.8617071
##
## forkxentcom
## Y [,1] [,2]
## ham 0.725 1.1921206
## spam 0.170 0.6217582
##
## form
## Y [,1] [,2]
## ham 0.0450 0.2560409
## spam 0.5575 1.2663721
##
## format
## Y [,1] [,2]
## ham 0.05125 0.5558864
## spam 0.13500 0.3700624
##
## formatflow
## Y [,1] [,2]
## ham 0.09625 0.29511829
## spam 0.00125 0.03535534
##
## former
## Y [,1] [,2]
## ham 0.02875 0.2559401
## spam 0.01250 0.1219111
##
## formula
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.04125 0.62050763
##
## forteanaowneryahoogroupscom
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## forteanaunsubscribeegroupscom
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## forteanayahoogroupscom
## Y [,1] [,2]
## ham 0.02125 0.1443069
## spam 0.00000 0.0000000
##
## fortun
## Y [,1] [,2]
## ham 0.01125 0.1365531
## spam 0.05250 0.3498525
##
## forward
## Y [,1] [,2]
## ham 0.07375 0.4012633
## spam 0.08000 0.3657420
##
## found
## Y [,1] [,2]
## ham 0.30875 0.7900656
## spam 0.08375 0.3992934
##
## foundat
## Y [,1] [,2]
## ham 0.00875 0.09318955
## spam 0.01875 0.17588948
##
## four
## Y [,1] [,2]
## ham 0.025 0.1855209
## spam 0.045 0.2511052
##
## framework
## Y [,1] [,2]
## ham 0.0425 0.2798064
## spam 0.0025 0.0499687
##
## free
## Y [,1] [,2]
## ham 0.17875 0.547424
## spam 1.25750 2.941004
##
## freedom
## Y [,1] [,2]
## ham 0.0175 0.2641609
## spam 0.0475 0.3207372
##
## french
## Y [,1] [,2]
## ham 0.03875 0.3604314
## spam 0.06500 0.2466801
##
## fresh
## Y [,1] [,2]
## ham 0.00875 0.09318955
## spam 0.04500 0.27489900
##
## freshrpm
## Y [,1] [,2]
## ham 0.09625 0.3310936
## spam 0.00000 0.0000000
##
## freshrpmsnet
## Y [,1] [,2]
## ham 0.02 0.1487537
## spam 0.00 0.0000000
##
## fri
## Y [,1] [,2]
## ham 1.03125 2.349398
## spam 0.67375 1.657028
##
## friday
## Y [,1] [,2]
## ham 0.02500 0.1786474
## spam 0.01375 0.1535917
##
## friend
## Y [,1] [,2]
## ham 0.3525 0.6009952
## spam 0.1800 0.5200366
##
## front
## Y [,1] [,2]
## ham 0.01500 0.1315166
## spam 0.03625 0.2398079
##
## frontpag
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.055 0.2281229
##
## full
## Y [,1] [,2]
## ham 0.0300 0.1847774
## spam 0.1775 0.6682454
##
## fulli
## Y [,1] [,2]
## ham 0.02250 0.1644005
## spam 0.04625 0.2724035
##
## fun
## Y [,1] [,2]
## ham 0.02375 0.1679917
## spam 0.02750 0.2536221
##
## function.
## Y [,1] [,2]
## ham 0.04125 0.2282840
## spam 0.06250 0.5822521
##
## fund
## Y [,1] [,2]
## ham 0.01625 0.2570380
## spam 0.11250 0.6327276
##
## funni
## Y [,1] [,2]
## ham 0.0225 0.15660270
## spam 0.0025 0.07071068
##
## futur
## Y [,1] [,2]
## ham 0.0450 0.2303070
## spam 0.2275 0.5464586
##
## gain
## Y [,1] [,2]
## ham 0.02375 0.2196503
## spam 0.04250 0.3403506
##
## gamasutra
## Y [,1] [,2]
## ham 0.0225 0.1483957
## spam 0.0000 0.0000000
##
## game
## Y [,1] [,2]
## ham 0.04625 0.3765477
## spam 0.05500 0.9529481
##
## gari
## Y [,1] [,2]
## ham 0.08875 0.46759678
## spam 0.00250 0.07071068
##
## garrigu
## Y [,1] [,2]
## ham 0.08375 0.5143604
## spam 0.00000 0.0000000
##
## garymcanadacom
## Y [,1] [,2]
## ham 0.04875 0.2854388
## spam 0.00000 0.0000000
##
## gave
## Y [,1] [,2]
## ham 0.01875 0.1960778
## spam 0.01375 0.1268110
##
## gecko
## Y [,1] [,2]
## ham 0.045 0.2074338
## spam 0.000 0.0000000
##
## geeg
## Y [,1] [,2]
## ham 0.0525 0.3673042
## spam 0.0000 0.0000000
##
## geek
## Y [,1] [,2]
## ham 0.06 0.2720156
## spam 0.09 0.2863608
##
## general
## Y [,1] [,2]
## ham 0.05375 0.2845385
## spam 0.07000 0.3205127
##
## generat
## Y [,1] [,2]
## ham 0.08500 0.6109350
## spam 0.07125 0.4317481
##
## german
## Y [,1] [,2]
## ham 0.01000 0.1411556
## spam 0.06375 0.2444599
##
## get
## Y [,1] [,2]
## ham 0.64875 1.346343
## spam 0.97250 2.601481
##
## gift
## Y [,1] [,2]
## ham 0.00625 0.09339079
## spam 0.02250 0.22816403
##
## girl
## Y [,1] [,2]
## ham 0.01375 0.1363238
## spam 0.01500 0.1574992
##
## give
## Y [,1] [,2]
## ham 0.17250 0.4878948
## spam 0.20625 0.7154375
##
## given
## Y [,1] [,2]
## ham 0.0425 0.2613027
## spam 0.0575 0.3268444
##
## gkdogmaslashnullorg
## Y [,1] [,2]
## ham 0.0275 0.1636375
## spam 0.0000 0.0000000
##
## glad
## Y [,1] [,2]
## ham 0.01000 0.09956099
## spam 0.01625 0.14495586
##
## global
## Y [,1] [,2]
## ham 0.0475 0.3974181
## spam 0.0175 0.1572408
##
## gmt
## Y [,1] [,2]
## ham 0.05875 0.2353033
## spam 0.10500 0.5494109
##
## gnulinux
## Y [,1] [,2]
## ham 0.06375 0.2641461
## spam 0.00000 0.0000000
##
## gnupg
## Y [,1] [,2]
## ham 0.05 0.2599702
## spam 0.00 0.0000000
##
## goal
## Y [,1] [,2]
## ham 0.02125 0.1683266
## spam 0.03875 0.3314903
##
## god
## Y [,1] [,2]
## ham 0.03750 0.35177896
## spam 0.00875 0.09318955
##
## goe
## Y [,1] [,2]
## ham 0.03000 0.1847774
## spam 0.01625 0.1449559
##
## gold
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.06500 0.77396627
##
## gone
## Y [,1] [,2]
## ham 0.01375 0.1165243
## spam 0.01375 0.1363238
##
## good
## Y [,1] [,2]
## ham 0.2025 0.5539651
## spam 0.2000 0.7336026
##
## googl
## Y [,1] [,2]
## ham 0.02000 0.15694199
## spam 0.00375 0.07901735
##
## got
## Y [,1] [,2]
## ham 0.1325 0.4557449
## spam 0.0500 0.3084135
##
## govern
## Y [,1] [,2]
## ham 0.11875 0.7844856
## spam 0.26000 2.2104315
##
## grant
## Y [,1] [,2]
## ham 0.02625 0.2304937
## spam 0.39375 4.4652698
##
## great
## Y [,1] [,2]
## ham 0.07875 0.3084921
## spam 0.14375 0.4672889
##
## greater
## Y [,1] [,2]
## ham 0.02 0.17215414
## spam 0.01 0.09956099
##
## greg
## Y [,1] [,2]
## ham 0.03750 0.33351580
## spam 0.00125 0.03535534
##
## ground
## Y [,1] [,2]
## ham 0.0200 0.2391056
## spam 0.0125 0.1317781
##
## group
## Y [,1] [,2]
## ham 0.260 0.7988728
## spam 0.085 0.4277894
##
## grow
## Y [,1] [,2]
## ham 0.05250 0.2869611
## spam 0.09625 0.4058224
##
## growth
## Y [,1] [,2]
## ham 0.00875 0.1057706
## spam 0.06625 0.5850545
##
## gtk
## Y [,1] [,2]
## ham 0.03375 0.180698
## spam 0.00000 0.000000
##
## guarante
## Y [,1] [,2]
## ham 0.0125 0.1317781
## spam 0.2700 0.8634419
##
## guardian
## Y [,1] [,2]
## ham 0.03500 0.18389473
## spam 0.00125 0.03535534
##
## guess
## Y [,1] [,2]
## ham 0.0500 0.22927212
## spam 0.0075 0.08633114
##
## guid
## Y [,1] [,2]
## ham 0.01000 0.1319916
## spam 0.13875 1.3044637
##
## guy
## Y [,1] [,2]
## ham 0.05875 0.3048189
## spam 0.01875 0.1446534
##
## habea
## Y [,1] [,2]
## ham 0.10375 0.7373368
## spam 0.00000 0.0000000
##
## hack
## Y [,1] [,2]
## ham 0.01625 0.14495586
## spam 0.00125 0.03535534
##
## hair
## Y [,1] [,2]
## ham 0.00875 0.1170066
## spam 0.03875 0.2594853
##
## half
## Y [,1] [,2]
## ham 0.05000 0.2292721
## spam 0.03625 0.3355245
##
## hall
## Y [,1] [,2]
## ham 0.02875 0.2011816
## spam 0.01375 0.1900160
##
## hand
## Y [,1] [,2]
## ham 0.06875 0.3378848
## spam 0.08250 0.7080398
##
## handl
## Y [,1] [,2]
## ham 0.03625 0.2291322
## spam 0.04750 0.2555884
##
## happen
## Y [,1] [,2]
## ham 0.09500 0.4137499
## spam 0.08125 0.4241147
##
## happi
## Y [,1] [,2]
## ham 0.04625 0.2582524
## spam 0.06125 0.5638225
##
## hard
## Y [,1] [,2]
## ham 0.04375 0.2437421
## spam 0.03500 0.2152508
##
## hardwar
## Y [,1] [,2]
## ham 0.04125 0.3273873
## spam 0.01625 0.1449559
##
## harley
## Y [,1] [,2]
## ham 0.03875 0.2394161
## spam 0.00000 0.0000000
##
## hat
## Y [,1] [,2]
## ham 0.0750 0.4686679
## spam 0.0125 0.1219111
##
## havent
## Y [,1] [,2]
## ham 0.03125 0.1879297
## spam 0.04000 0.2143769
##
## head
## Y [,1] [,2]
## ham 0.03375 0.2832158
## spam 0.57375 0.8905348
##
## header
## Y [,1] [,2]
## ham 0.0850 0.5414254
## spam 0.0075 0.1116213
##
## health
## Y [,1] [,2]
## ham 0.0150 0.234187
## spam 0.0675 0.309133
##
## hear
## Y [,1] [,2]
## ham 0.04125 0.4385075
## spam 0.06125 0.3001851
##
## heard
## Y [,1] [,2]
## ham 0.03375 0.2601837
## spam 0.03000 0.1914309
##
## heaven
## Y [,1] [,2]
## ham 0.0550 0.2440275
## spam 0.1275 0.8228549
##
## height
## Y [,1] [,2]
## ham 0.01750 0.4609331
## spam 0.86375 3.5025735
##
## heightd
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.97375 4.577308
##
## heightdtd
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.1575 1.187205
##
## heightfont
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0575 0.7729428
##
## heightnbsptd
## Y [,1] [,2]
## ham 0.000 0.000000
## spam 0.025 0.253881
##
## heighttd
## Y [,1] [,2]
## ham 0.000 0.000000
## spam 0.135 1.357969
##
## held
## Y [,1] [,2]
## ham 0.02375 0.2706982
## spam 0.02750 0.1636375
##
## hello
## Y [,1] [,2]
## ham 0.02375 0.1603686
## spam 0.04000 0.2084570
##
## helo
## Y [,1] [,2]
## ham 0.12125 0.3304314
## spam 0.07375 0.3015371
##
## helobelphegorehughesfamilyorg
## Y [,1] [,2]
## ham 0.0225 0.1483957
## spam 0.0000 0.0000000
##
## helouswsflistsourceforgenet
## Y [,1] [,2]
## ham 0.13125 0.3452136
## spam 0.01500 0.1216285
##
## help
## Y [,1] [,2]
## ham 0.14375 0.4778822
## spam 0.38875 1.1594412
##
## helvetica
## Y [,1] [,2]
## ham 0.000 0.000000
## spam 1.535 5.127537
##
## herbal
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03625 0.2646195
##
## here
## Y [,1] [,2]
## ham 0.0275 0.1782792
## spam 0.0350 0.2093556
##
## herea
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.12375 0.3689256
##
## hes
## Y [,1] [,2]
## ham 0.0375 0.4836177
## spam 0.0000 0.0000000
##
## hettinga
## Y [,1] [,2]
## ham 0.075 0.499687
## spam 0.000 0.000000
##
## high
## Y [,1] [,2]
## ham 0.07875 0.3538431
## spam 0.16875 0.6251095
##
## higher
## Y [,1] [,2]
## ham 0.01875 0.1446534
## spam 0.00750 0.1116213
##
## highest
## Y [,1] [,2]
## ham 0.005 0.0705778
## spam 0.025 0.1640385
##
## hire
## Y [,1] [,2]
## ham 0.01 0.1114249
## spam 0.04 0.3550459
##
## histor
## Y [,1] [,2]
## ham 0.01875 0.1758895
## spam 0.02500 0.1855209
##
## histori
## Y [,1] [,2]
## ham 0.025 0.1921488
## spam 0.030 0.1914309
##
## hit
## Y [,1] [,2]
## ham 0.88625 0.506094
## spam 0.03125 0.200808
##
## hold
## Y [,1] [,2]
## ham 0.03625 0.2236033
## spam 0.02375 0.1822840
##
## home
## Y [,1] [,2]
## ham 0.10000 0.5052912
## spam 0.41375 1.5630467
##
## honor
## Y [,1] [,2]
## ham 0.02000 0.2338126
## spam 0.02375 0.1679917
##
## hope
## Y [,1] [,2]
## ham 0.07250 0.3120344
## spam 0.05375 0.2889036
##
## host
## Y [,1] [,2]
## ham 0.04375 0.2862488
## spam 0.10375 0.4191725
##
## hostinsuranceiqcom
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03875 0.1931193
##
## hot
## Y [,1] [,2]
## ham 0.00625 0.1171670
## spam 0.03250 0.1974652
##
## hotmailcom
## Y [,1] [,2]
## ham 0.05750 0.3344152
## spam 0.02125 0.1527337
##
## hour
## Y [,1] [,2]
## ham 0.03875 0.4242327
## spam 0.20250 0.6943316
##
## hous
## Y [,1] [,2]
## ham 0.0625 0.8166562
## spam 0.0350 0.2320394
##
## howev
## Y [,1] [,2]
## ham 0.07875 0.3677193
## spam 0.07625 0.3543909
##
## hqpronsnet
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.50125 1.454353
##
## hrefdhttpwwwinsuranceiqcomlegalhtmleg
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.025 0.1562226
##
## hrefdhttpwwwinsurancemailnet
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02625 0.1599779
##
## html
## Y [,1] [,2]
## ham 0.07125 0.756233
## spam 0.96250 1.247212
##
## htmlbodi
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02375 0.1523646
##
## htmlhead
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02875 0.1672076
##
## http
## Y [,1] [,2]
## ham 0.03125 0.2187081
## spam 0.03375 0.2503783
##
## httpboingboingnet
## Y [,1] [,2]
## ham 0.04625 0.2101574
## spam 0.00000 0.0000000
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## httpdocsyahoocominfoterm
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
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## httpeinsteinsszcomcdr
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06375 0.2444599
##
## httpequivcontenttyp
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.08375 0.2860738
##
## httpequivdcontenttyp
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.13875 0.3669697
##
## httplistsfreshrpmsnetmailmanlistinforpmlist
## Y [,1] [,2]
## ham 0.095 0.3257417
## spam 0.000 0.0000000
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## httplistsfreshrpmsnetmailmanlistinforpmzzzlist
## Y [,1] [,2]
## ham 0.1725 0.561817
## spam 0.0000 0.000000
##
## httplistsfreshrpmsnetpipermailrpmzzzlist
## Y [,1] [,2]
## ham 0.08625 0.2809085
## spam 0.00000 0.0000000
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## httpsexamplesourceforgenetlistslistinforazorus
## Y [,1] [,2]
## ham 0.0825 0.3979846
## spam 0.0000 0.0000000
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## httpsexamplesourceforgenetlistslistinfospamassassindevel
## Y [,1] [,2]
## ham 0.05 0.3124452
## spam 0.00 0.0000000
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## httpsexamplesourceforgenetlistslistinfospamassassintalk
## Y [,1] [,2]
## ham 0.1075 0.4622888
## spam 0.0000 0.0000000
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## httpslistmanexamplecommailmanlistinfoexmhus
## Y [,1] [,2]
## ham 0.0575 0.3344152
## spam 0.0000 0.0000000
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## httpslistmanexamplecommailmanlistinfoexmhwork
## Y [,1] [,2]
## ham 0.07 0.3677895
## spam 0.00 0.0000000
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## httpslistmanexamplecommailmanprivateexmhus
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
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## httpslistmanexamplecommailmanprivateexmhwork
## Y [,1] [,2]
## ham 0.035 0.1838947
## spam 0.000 0.0000000
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## httpslistmanredhatcommailmanlistinfoexmhus
## Y [,1] [,2]
## ham 0.035 0.2152508
## spam 0.000 0.0000000
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## httpslistmanredhatcommailmanlistinfoexmhwork
## Y [,1] [,2]
## ham 0.035 0.1838947
## spam 0.000 0.0000000
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## httpslistssourceforgenetlistslistinforazorus
## Y [,1] [,2]
## ham 0.05125 0.2668566
## spam 0.00000 0.0000000
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## httpslistssourceforgenetlistslistinfospamassassindevel
## Y [,1] [,2]
## ham 0.025 0.1562226
## spam 0.000 0.0000000
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## httpslistssourceforgenetlistslistinfospamassassinsight
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.12 0.3251648
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## httpslistssourceforgenetlistslistinfospamassassintalk
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## ham 0.055 0.2440275
## spam 0.000 0.0000000
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## httpswwwinphoniccomrasprsourceforgerefcodev
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## ham 0.0625 0.2760235
## spam 0.0000 0.0000000
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## ham 0.05 0.2346675
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## ham 0.02125 0.1443069
## spam 0.00000 0.0000000
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## ham 0.04375 0.2106927
## spam 0.00000 0.0000000
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## httpwwwinsuranceiqcomlegalhtm
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02875 0.1672076
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## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.065 0.3441265
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## ham 0.0225 0.1644005
## spam 0.0350 0.1838947
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## ham 0.06625 0.39313373
## spam 0.00750 0.08633114
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## ham 0.1225 0.3280675
## spam 0.0000 0.0000000
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## httpxentcommailmanlistinfofork
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## ham 0.62375 1.0116646
## spam 0.17875 0.6799827
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## ham 0.28875 0.4534650
## spam 0.05250 0.2231726
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## huge
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## ham 0.01250 0.1111719
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## ham 0.04625 0.2944815
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## ham 0.04250 0.2752971
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## ham 0.00125 0.03535534
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## ham 0.11375 0.4859075
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## ham 0.0175 0.1490689
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## ham 0.02125 0.1683266
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## ham 0.04 0.2312290
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## ham 0.03500 0.2093556
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## ham 0.12500 0.4118094
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## ham 0.0475 0.27900009
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## ham 0.14625 0.7553636
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## ham 0.22875 1.207579
## spam 0.03625 0.421495
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## ham 0.03625 0.3429037
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## ham 0.01125 0.1055337
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## ham 0.94125 0.2507529
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## ham 0.01625 0.1265146
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## ham 0.03 0.2160054
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## ham 0.04125 0.2170422
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## ham 0.03125 0.2069468
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## ham 0.12125 0.4547603
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## ham 0.00875 0.09318955
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## ham 0.02125 0.1683266
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## ham 0.02375 0.1679917
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## ham 0.01375 0.1363238
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## ham 0.06625 0.4354284
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## ham 0.12875 0.4974764
## spam 0.38250 1.0677635
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## ham 0.02375 0.3175090
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## ham 0.05875 0.4642929
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## ham 0.0100 0.1114249
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## ham 0.01750 0.1312070
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## ham 0.01750 0.1312070
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## ham 0.0175 0.1312070
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## ham 0.04000 0.2365797
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## ham 0.07625 0.6826554
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## ham 0.04875 0.2478916
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## ham 0.18125 0.8271963
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## ham 0.0000 0.0000000
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## ham 0.03500 0.2373719
## spam 0.01875 0.2143732
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## ham 0.11125 0.4600413
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## ham 0.02125 0.1527337
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## ham 0.00875 0.09318955
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## ham 0.00625 0.09339079
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## ham 0.4375 0.525775
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## ham 0.0350 0.3727582
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## ham 0.02625 0.1676188
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## ham 0.1700 0.7394481
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## ham 0.01500 0.1315166
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## ham 0.06375 0.2954574
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## ham 0.00500 0.0705778
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## ham 0.0125 0.2548037
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## ham 0.02625 0.188694
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## ham 0.02375 0.24136852
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## ham 0.01250 0.1219111
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## ham 0.04125 0.2638854
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## ham 0.12000 0.4984080
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## ham 0.02250 0.1718449
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## intermail
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## ham 0.03375 0.18069796
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## ham 0.03500 0.2576004
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## Y [,1] [,2]
## ham 0.145 0.738008
## spam 0.615 1.451519
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## ham 0.02000 0.1792768
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## intmxcorpexamplecom
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## ham 0.19625 0.7388629
## spam 0.00000 0.0000000
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## Y [,1] [,2]
## ham 0.065 0.2466801
## spam 0.000 0.0000000
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## ham 0.02375 0.1822840
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## Y [,1] [,2]
## ham 0.0075 0.08633114
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## ham 0.04000 0.4622414
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## ham 0.0400 0.4936645
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## ham 0.00625 0.1059480
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## ham 0.01125 0.1055337
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## ham 0.26875 1.1081780
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## ham 0.04250 0.2361429
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## ham 0.01625 0.15334710
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## iredhatlinux
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## ham 0.025 0.1562226
## spam 0.000 0.0000000
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## ham 0.09250 0.4761588
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## ham 0.02125 0.1893231
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## ham 0.02125 0.1683266
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## ham 0.19500 0.6143670
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## ham 0.025 0.1786474
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## ham 0.04375 0.27281674
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## ham 0.05875 0.245711
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## ham 0.000 0.0000000
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## ham 0.03375 0.2553281
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## less
## Y [,1] [,2]
## ham 0.08125 0.2996008
## spam 0.13875 0.4714619
##
## let
## Y [,1] [,2]
## ham 0.09125 0.3682295
## spam 0.12375 0.4676637
##
## letter
## Y [,1] [,2]
## ham 0.0300 0.3379982
## spam 0.0975 0.5686809
##
## level
## Y [,1] [,2]
## ham 0.04750 0.3047291
## spam 0.12625 0.6658567
##
## liber
## Y [,1] [,2]
## ham 0.025 0.2333304
## spam 0.005 0.0705778
##
## librari
## Y [,1] [,2]
## ham 0.02250 0.17184488
## spam 0.00375 0.07901735
##
## licens
## Y [,1] [,2]
## ham 0.045 0.2460705
## spam 0.065 0.4621060
##
## life
## Y [,1] [,2]
## ham 0.0825 0.4510522
## spam 0.3475 1.2170025
##
## lifont
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.17125 1.414009
##
## light
## Y [,1] [,2]
## ham 0.02250 0.1718449
## spam 0.01125 0.1365531
##
## like
## Y [,1] [,2]
## ham 0.4875 1.200686
## spam 0.3825 1.050034
##
## limit
## Y [,1] [,2]
## ham 0.0525 0.3160199
## spam 0.1050 0.4203521
##
## line
## Y [,1] [,2]
## ham 0.29625 1.1135690
## spam 0.15625 0.5046328
##
## link
## Y [,1] [,2]
## ham 0.13 0.5347499
## spam 0.35 1.5670257
##
## linux
## Y [,1] [,2]
## ham 0.27875 1.0770322
## spam 0.08750 0.5197898
##
## linuxmidrangecom
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.05 0.2399416
##
## list
## Y [,1] [,2]
## ham 0.8925 1.216673
## spam 0.9600 1.594232
##
## listarch
## Y [,1] [,2]
## ham 0.5825 0.4959851
## spam 0.0800 0.2714629
##
## listen
## Y [,1] [,2]
## ham 0.0150 0.1493415
## spam 0.0125 0.1219111
##
## listhelp
## Y [,1] [,2]
## ham 0.59875 0.4930033
## spam 0.08000 0.2714629
##
## listid
## Y [,1] [,2]
## ham 0.62375 0.4873221
## spam 0.11375 0.3177060
##
## listmanexamplecom
## Y [,1] [,2]
## ham 0.19125 0.7333797
## spam 0.00000 0.0000000
##
## listmanredhatcom
## Y [,1] [,2]
## ham 0.1275 0.4889198
## spam 0.0000 0.0000000
##
## listmasterlinuxi
## Y [,1] [,2]
## ham 0.04625 0.2677696
## spam 0.01375 0.1268110
##
## listpost
## Y [,1] [,2]
## ham 0.59875 0.4930033
## spam 0.08000 0.2714629
##
## listsszcom
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06375 0.2444599
##
## listsubscrib
## Y [,1] [,2]
## ham 0.59875 0.4930033
## spam 0.08000 0.2714629
##
## listunsubscrib
## Y [,1] [,2]
## ham 0.6275 0.4863532
## spam 0.0800 0.2714629
##
## liter
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.01375 0.1363238
##
## littl
## Y [,1] [,2]
## ham 0.07375 0.3721344
## spam 0.08125 0.5701357
##
## live
## Y [,1] [,2]
## ham 0.11375 0.6529501
## spam 0.11750 0.4888686
##
## load
## Y [,1] [,2]
## ham 0.06875 0.3188268
## spam 0.02375 0.1603686
##
## loan
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.18125 0.82568192
##
## local
## Y [,1] [,2]
## ham 0.10000 0.5940885
## spam 0.08875 0.3854337
##
## localhost
## Y [,1] [,2]
## ham 2.97625 1.050984
## spam 1.36375 1.535214
##
## localhostlocaldomain
## Y [,1] [,2]
## ham 0.11625 0.4158751
## spam 0.01250 0.1409560
##
## locat
## Y [,1] [,2]
## ham 0.03625 0.3123426
## spam 0.09250 0.5717100
##
## lock
## Y [,1] [,2]
## ham 0.0200 0.156942
## spam 0.0225 0.238883
##
## locustmindernet
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.3675 1.423895
##
## log
## Y [,1] [,2]
## ham 0.09875 0.6534770
## spam 0.01750 0.1650084
##
## long
## Y [,1] [,2]
## ham 0.10125 0.3757325
## spam 0.16625 0.7578449
##
## longer
## Y [,1] [,2]
## ham 0.025 0.1714986
## spam 0.055 0.2589572
##
## look
## Y [,1] [,2]
## ham 0.30625 0.803597
## spam 0.31125 1.077416
##
## lose
## Y [,1] [,2]
## ham 0.01875 0.1530612
## spam 0.15500 0.8332724
##
## loss
## Y [,1] [,2]
## ham 0.005 0.0705778
## spam 0.110 0.4670896
##
## lost
## Y [,1] [,2]
## ham 0.0475 0.3576362
## spam 0.0275 0.2486383
##
## lot
## Y [,1] [,2]
## ham 0.150 0.6168270
## spam 0.095 0.4429676
##
## love
## Y [,1] [,2]
## ham 0.06500 0.4224904
## spam 0.07875 0.3876032
##
## low
## Y [,1] [,2]
## ham 0.01625 0.1360481
## spam 0.21375 0.6622758
##
## lower
## Y [,1] [,2]
## ham 0.0125 0.1219111
## spam 0.0450 0.2356787
##
## lowest
## Y [,1] [,2]
## ham 0.00500 0.0705778
## spam 0.07375 0.3293122
##
## lugh
## Y [,1] [,2]
## ham 0.040 0.2568705
## spam 0.015 0.1407116
##
## lughtuathaorg
## Y [,1] [,2]
## ham 0.15 0.7620537
## spam 0.05 0.4446877
##
## mac
## Y [,1] [,2]
## ham 0.0375 0.5536035
## spam 0.0100 0.1578961
##
## machin
## Y [,1] [,2]
## ham 0.0750 0.3599124
## spam 0.0275 0.3152268
##
## made
## Y [,1] [,2]
## ham 0.08500 0.381388
## spam 0.16875 0.797539
##
## magazin
## Y [,1] [,2]
## ham 0.005 0.0705778
## spam 0.020 0.1721541
##
## magnesiumnet
## Y [,1] [,2]
## ham 0.0225 0.1789799
## spam 0.0000 0.0000000
##
## mail
## Y [,1] [,2]
## ham 0.66875 1.034583
## spam 1.17250 1.982462
##
## mailer
## Y [,1] [,2]
## ham 0.01125 0.1167925
## spam 0.01750 0.1404222
##
## mailinglist
## Y [,1] [,2]
## ham 0.0425 0.2018531
## spam 0.0000 0.0000000
##
## maillocalhost
## Y [,1] [,2]
## ham 0.06375 0.2444599
## spam 0.00000 0.0000000
##
## mailnetnoteinccom
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.09625 0.2951183
##
## mailto
## Y [,1] [,2]
## ham 0.02375 0.1752836
## spam 0.00250 0.0499687
##
## mailtoexmhusersexamplecom
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## mailtoexmhusersrequestexamplecomsubjecthelp
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## mailtoexmhusersrequestredhatcomsubjectsubscrib
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## mailtoexmhusersrequestredhatcomsubjectunsubscrib
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## mailtoexmhworkersexamplecom
## Y [,1] [,2]
## ham 0.035 0.1838947
## spam 0.000 0.0000000
##
## mailtoexmhworkersrequestexamplecomsubjecthelp
## Y [,1] [,2]
## ham 0.035 0.1838947
## spam 0.000 0.0000000
##
## mailtoexmhworkersrequestredhatcomsubjectsubscrib
## Y [,1] [,2]
## ham 0.035 0.1838947
## spam 0.000 0.0000000
##
## mailtoexmhworkersrequestredhatcomsubjectunsubscrib
## Y [,1] [,2]
## ham 0.035 0.1838947
## spam 0.000 0.0000000
##
## mailtoforkexamplecom
## Y [,1] [,2]
## ham 0.28875 0.453465
## spam 0.00000 0.000000
##
## mailtoforkrequestxentcomsubjecthelp
## Y [,1] [,2]
## ham 0.28875 0.4534650
## spam 0.05250 0.2231726
##
## mailtoforkrequestxentcomsubjectsubscrib
## Y [,1] [,2]
## ham 0.28875 0.4534650
## spam 0.05250 0.2231726
##
## mailtoforkrequestxentcomsubjectunsubscrib
## Y [,1] [,2]
## ham 0.28875 0.4534650
## spam 0.05250 0.2231726
##
## mailtoforkspamassassintaintorg
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0525 0.2231726
##
## mailtorazorusersexamplesourceforgenet
## Y [,1] [,2]
## ham 0.04125 0.1989923
## spam 0.00000 0.0000000
##
## mailtorazorusersrequestexamplesourceforgenetsubjecthelp
## Y [,1] [,2]
## ham 0.04125 0.1989923
## spam 0.00000 0.0000000
##
## mailtorazorusersrequestlistssourceforgenetsubjectsubscrib
## Y [,1] [,2]
## ham 0.04125 0.1989923
## spam 0.00000 0.0000000
##
## mailtorazorusersrequestlistssourceforgenetsubjectunsubscrib
## Y [,1] [,2]
## ham 0.04125 0.1989923
## spam 0.00000 0.0000000
##
## mailtorpmlistrequestfreshrpmsnetsubjectsubscrib
## Y [,1] [,2]
## ham 0.08625 0.2809085
## spam 0.00000 0.0000000
##
## mailtorpmlistrequestfreshrpmsnetsubjectunsubscrib
## Y [,1] [,2]
## ham 0.08625 0.2809085
## spam 0.00000 0.0000000
##
## mailtorpmzzzlistfreshrpmsnet
## Y [,1] [,2]
## ham 0.08625 0.2809085
## spam 0.00000 0.0000000
##
## mailtorpmzzzlistrequestfreshrpmsnetsubjecthelp
## Y [,1] [,2]
## ham 0.08625 0.2809085
## spam 0.00000 0.0000000
##
## mailtospamassassindevelexamplesourceforgenet
## Y [,1] [,2]
## ham 0.025 0.1562226
## spam 0.000 0.0000000
##
## mailtospamassassindevelrequestexamplesourceforgenetsubjecthelp
## Y [,1] [,2]
## ham 0.025 0.1562226
## spam 0.000 0.0000000
##
## mailtospamassassindevelrequestlistssourceforgenetsubjectsubscrib
## Y [,1] [,2]
## ham 0.025 0.1562226
## spam 0.000 0.0000000
##
## mailtospamassassindevelrequestlistssourceforgenetsubjectunsubscrib
## Y [,1] [,2]
## ham 0.025 0.1562226
## spam 0.000 0.0000000
##
## mailtospamassassintalkexamplesourceforgenet
## Y [,1] [,2]
## ham 0.05375 0.2311444
## spam 0.00000 0.0000000
##
## mailtospamassassintalkrequestexamplesourceforgenetsubjecthelp
## Y [,1] [,2]
## ham 0.05375 0.2311444
## spam 0.00000 0.0000000
##
## mailtospamassassintalkrequestlistssourceforgenetsubjectsubscrib
## Y [,1] [,2]
## ham 0.05375 0.2311444
## spam 0.00000 0.0000000
##
## mailtospamassassintalkrequestlistssourceforgenetsubjectunsubscrib
## Y [,1] [,2]
## ham 0.05375 0.2311444
## spam 0.00000 0.0000000
##
## mailtozzzzteanaunsubscribeyahoogroupscom
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## mailwebnotenet
## Y [,1] [,2]
## ham 0.03125 0.1741015
## spam 0.16125 0.3780570
##
## main
## Y [,1] [,2]
## ham 0.03250 0.2097588
## spam 0.02875 0.1948612
##
## maintain
## Y [,1] [,2]
## ham 0.08125 0.3424837
## spam 0.02875 0.1672076
##
## major
## Y [,1] [,2]
## ham 0.05625 0.2751010
## spam 0.08375 0.3800217
##
## make
## Y [,1] [,2]
## ham 0.3625 0.9472145
## spam 0.6675 2.1633987
##
## male
## Y [,1] [,2]
## ham 0.02625 0.3173118
## spam 0.03875 0.3534184
##
## man
## Y [,1] [,2]
## ham 0.06750 0.3362813
## spam 0.01875 0.1530612
##
## manag
## Y [,1] [,2]
## ham 0.1425 0.8605925
## spam 0.1775 0.7527962
##
## mandarklabsnetnoteinccom
## Y [,1] [,2]
## ham 0.005 0.08651217
## spam 0.725 0.97368377
##
## mani
## Y [,1] [,2]
## ham 0.19875 0.8515603
## spam 0.25000 1.0130562
##
## manual
## Y [,1] [,2]
## ham 0.03250 0.2156429
## spam 0.02375 0.2018337
##
## manufactur
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.03500 0.1970369
##
## map
## Y [,1] [,2]
## ham 0.02250 0.2335850
## spam 0.01625 0.1963011
##
## margin
## Y [,1] [,2]
## ham 0.01250 0.1219111
## spam 0.01625 0.1831061
##
## marginheight
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02125 0.1443069
##
## marginwidth
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0225 0.1483957
##
## mark
## Y [,1] [,2]
## ham 0.10250 0.4384450
## spam 0.03875 0.2496524
##
## market
## Y [,1] [,2]
## ham 0.10375 0.9468932
## spam 0.45000 1.4731642
##
## mason
## Y [,1] [,2]
## ham 0.0675 0.3436442
## spam 0.0050 0.0999374
##
## mass
## Y [,1] [,2]
## ham 0.0225 0.1718449
## spam 0.0225 0.1858411
##
## master
## Y [,1] [,2]
## ham 0.00625 0.09339079
## spam 0.01750 0.15724076
##
## mastercard
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.035 0.2209888
##
## match
## Y [,1] [,2]
## ham 0.0225 0.1988547
## spam 0.0225 0.1566027
##
## materi
## Y [,1] [,2]
## ham 0.0350 0.3727582
## spam 0.0525 0.3673042
##
## matter
## Y [,1] [,2]
## ham 0.03875 0.2175030
## spam 0.08250 0.3547549
##
## matthia
## Y [,1] [,2]
## ham 0.0925 0.4839799
## spam 0.0000 0.0000000
##
## may
## Y [,1] [,2]
## ham 0.18625 0.5379802
## spam 1.71125 2.4709321
##
## mayb
## Y [,1] [,2]
## ham 0.08375 0.3344784
## spam 0.02250 0.2226111
##
## mdomlocalhost
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06375 0.2444599
##
## mdt
## Y [,1] [,2]
## ham 0.035 0.2526951
## spam 0.000 0.0000000
##
## mean
## Y [,1] [,2]
## ham 0.1250 0.4523613
## spam 0.0675 0.3131554
##
## media
## Y [,1] [,2]
## ham 0.0325 0.2097588
## spam 0.0525 0.4636944
##
## medic
## Y [,1] [,2]
## ham 0.00625 0.1457309
## spam 0.07500 0.4296577
##
## meet
## Y [,1] [,2]
## ham 0.0725 0.7684282
## spam 0.0825 0.3651855
##
## member
## Y [,1] [,2]
## ham 0.045 0.3051088
## spam 0.145 0.9027700
##
## membership
## Y [,1] [,2]
## ham 0.0025 0.07071068
## spam 0.1200 0.94298012
##
## memori
## Y [,1] [,2]
## ham 0.06375 0.6326027
## spam 0.04125 0.4058995
##
## men
## Y [,1] [,2]
## ham 0.0600 0.5561354
## spam 0.0675 0.4220977
##
## mention
## Y [,1] [,2]
## ham 0.0325 0.2097588
## spam 0.0150 0.1407116
##
## merchant
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03375 0.2696327
##
## messag
## Y [,1] [,2]
## ham 0.52375 1.0563289
## spam 0.48875 0.9790667
##
## messageid
## Y [,1] [,2]
## ham 1.01375 0.11652429
## spam 0.99875 0.03535534
##
## met
## Y [,1] [,2]
## ham 0.01875 0.20236014
## spam 0.00750 0.08633114
##
## meta
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.44625 1.0190235
##
## method
## Y [,1] [,2]
## ham 0.02750 0.1711150
## spam 0.12375 0.7204754
##
## methoddpost
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06125 0.2399383
##
## mgrpscdyahoocom
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## miami
## Y [,1] [,2]
## ham 0.00375 0.07901735
## spam 0.01750 0.13120697
##
## micalgpgpsha
## Y [,1] [,2]
## ham 0.035 0.1838947
## spam 0.000 0.0000000
##
## michael
## Y [,1] [,2]
## ham 0.03375 0.3205298
## spam 0.01000 0.1656330
##
## microsoft
## Y [,1] [,2]
## ham 0.235 0.6729347
## spam 0.630 0.8255009
##
## middl
## Y [,1] [,2]
## ham 0.02125 0.1756046
## spam 0.02000 0.1721541
##
## might
## Y [,1] [,2]
## ham 0.11750 0.4990040
## spam 0.03375 0.1940567
##
## mike
## Y [,1] [,2]
## ham 0.02625 0.1952142
## spam 0.01250 0.1577176
##
## militari
## Y [,1] [,2]
## ham 0.02000 0.1991220
## spam 0.01375 0.1964922
##
## million
## Y [,1] [,2]
## ham 0.05875 0.3434325
## spam 0.37000 1.2669279
##
## mime
## Y [,1] [,2]
## ham 0.02250 0.2335850
## spam 0.11625 0.3645574
##
## mimeol
## Y [,1] [,2]
## ham 0.08000 0.2714629
## spam 0.08375 0.2771858
##
## mimevers
## Y [,1] [,2]
## ham 0.59375 0.5015230
## spam 0.82875 0.3802686
##
## mind
## Y [,1] [,2]
## ham 0.05125 0.6357111
## spam 0.03750 0.2089218
##
## mine
## Y [,1] [,2]
## ham 0.005 0.0705778
## spam 0.020 0.1400876
##
## minimum
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.04250 0.34762740
##
## minut
## Y [,1] [,2]
## ham 0.02875 0.3782887
## spam 0.17375 0.5779087
##
## miss
## Y [,1] [,2]
## ham 0.04125 0.2111970
## spam 0.06500 0.3215653
##
## mistak
## Y [,1] [,2]
## ham 0.01875 0.1610306
## spam 0.02250 0.1789799
##
## mobil
## Y [,1] [,2]
## ham 0.02875 0.4161008
## spam 0.03875 0.4822231
##
## mode
## Y [,1] [,2]
## ham 0.035 0.2265815
## spam 0.005 0.0705778
##
## model
## Y [,1] [,2]
## ham 0.03625 0.2916200
## spam 0.03875 0.3120419
##
## modifi
## Y [,1] [,2]
## ham 0.03250 0.2156429
## spam 0.00625 0.0788588
##
## modul
## Y [,1] [,2]
## ham 0.02875 0.20730933
## spam 0.00125 0.03535534
##
## moment
## Y [,1] [,2]
## ham 0.03750 0.3588240
## spam 0.05875 0.3434325
##
## mon
## Y [,1] [,2]
## ham 1.45125 2.820029
## spam 1.47250 2.180065
##
## monday
## Y [,1] [,2]
## ham 0.04125 0.2170422
## spam 0.01625 0.1688834
##
## money
## Y [,1] [,2]
## ham 0.06875 0.3415688
## spam 0.66125 2.7944158
##
## month
## Y [,1] [,2]
## ham 0.08625 0.4049888
## spam 0.43250 1.3285895
##
## morn
## Y [,1] [,2]
## ham 0.0125 0.12191115
## spam 0.0100 0.09956099
##
## mortgag
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.16625 0.72406234
##
## most
## Y [,1] [,2]
## ham 0.03375 0.22399476
## spam 0.00500 0.08651217
##
## mother
## Y [,1] [,2]
## ham 0.01500 0.2643148
## spam 0.02125 0.2021126
##
## move
## Y [,1] [,2]
## ham 0.08500 0.4505872
## spam 0.06625 0.5474811
##
## movi
## Y [,1] [,2]
## ham 0.0125 0.1219111
## spam 0.0550 0.6244697
##
## mozilla
## Y [,1] [,2]
## ham 0.0800 0.4757972
## spam 0.0025 0.0499687
##
## mtagrpscdyahoocom
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## much
## Y [,1] [,2]
## ham 0.1675 0.5145626
## spam 0.2475 0.9313044
##
## multipart
## Y [,1] [,2]
## ham 0.0050 0.0705778
## spam 0.1075 0.3756596
##
## multipartaltern
## Y [,1] [,2]
## ham 0.00625 0.1274018
## spam 0.11250 0.3161783
##
## multipartmix
## Y [,1] [,2]
## ham 0.00375 0.07901735
## spam 0.03250 0.17743479
##
## multipartrel
## Y [,1] [,2]
## ham 0.0025 0.0499687
## spam 0.0200 0.1400876
##
## multipartsign
## Y [,1] [,2]
## ham 0.0375 0.1901024
## spam 0.0000 0.0000000
##
## multipl
## Y [,1] [,2]
## ham 0.03375 0.1940567
## spam 0.03375 0.2349040
##
## murphi
## Y [,1] [,2]
## ham 0.08125 0.46088388
## spam 0.00125 0.03535534
##
## muscl
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.05875 0.3781232
##
## music
## Y [,1] [,2]
## ham 0.0425 0.33291484
## spam 0.0100 0.09956099
##
## must
## Y [,1] [,2]
## ham 0.05125 0.2715061
## spam 0.12125 0.4436152
##
## mutti
## Y [,1] [,2]
## ham 0.0575 0.2329411
## spam 0.0000 0.0000000
##
## mxexamplecom
## Y [,1] [,2]
## ham 0.1425 0.5454958
## spam 0.0000 0.0000000
##
## mxhotmailcom
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.035 0.1838947
##
## mxmailyahoocom
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.01875 0.1357257
##
## mxredhatcom
## Y [,1] [,2]
## ham 0.055 0.2281229
## spam 0.000 0.0000000
##
## name
## Y [,1] [,2]
## ham 0.0975 0.4983012
## spam 0.4875 1.9024637
##
## namedbtnsubmit
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0325 0.1774348
##
## namedc
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03625 0.1870285
##
## namedcontactnam
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0325 0.1774348
##
## namedemail
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.04375 0.2046663
##
## namedgener
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06625 0.2587366
##
## namedhdnrecipienttxt
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0325 0.1774348
##
## namedhdnsubjecttxt
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0325 0.1774348
##
## namedphon
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.035 0.1838947
##
## namedprogid
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03625 0.1936047
##
## namedsentto
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03125 0.1741015
##
## namedst
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03625 0.1870285
##
## namegener
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03875 0.1994948
##
## nameprogid
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.01625 0.1265146
##
## nation
## Y [,1] [,2]
## ham 0.08625 0.7629145
## spam 0.08625 0.4347956
##
## natur
## Y [,1] [,2]
## ham 0.02375 0.1822840
## spam 0.13625 0.7371331
##
## nbsp
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.2175 2.615099
##
## nbspnbsp
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02875 0.19486124
##
## near
## Y [,1] [,2]
## ham 0.03625 0.2693076
## spam 0.03000 0.1778751
##
## necessari
## Y [,1] [,2]
## ham 0.0125 0.1111719
## spam 0.0600 0.3302064
##
## need
## Y [,1] [,2]
## ham 0.23875 0.7449444
## spam 0.45500 1.0697689
##
## negat
## Y [,1] [,2]
## ham 0.03125 0.2604962
## spam 0.03125 0.3397318
##
## neighbor
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.02750 0.2276148
##
## net
## Y [,1] [,2]
## ham 0.04125 0.2777497
## spam 0.08875 0.4859719
##
## netscap
## Y [,1] [,2]
## ham 0.03000 0.4464854
## spam 0.02625 0.1676188
##
## network
## Y [,1] [,2]
## ham 0.33000 2.1701352
## spam 0.12125 0.5953919
##
## never
## Y [,1] [,2]
## ham 0.10250 0.4412903
## spam 0.18375 0.6086452
##
## new
## Y [,1] [,2]
## ham 0.35500 1.026056
## spam 0.79625 2.276777
##
## news
## Y [,1] [,2]
## ham 0.08125 0.4554204
## spam 0.10875 0.6304127
##
## newscientist
## Y [,1] [,2]
## ham 0.03375 0.180698
## spam 0.00000 0.000000
##
## newslett
## Y [,1] [,2]
## ham 0.0225 0.1789799
## spam 0.0825 0.5666526
##
## next.
## Y [,1] [,2]
## ham 0.09625 0.4740959
## spam 0.12625 0.5879992
##
## ngrpscdyahoocom
## Y [,1] [,2]
## ham 0.08875 0.5207806
## spam 0.00000 0.0000000
##
## nice
## Y [,1] [,2]
## ham 0.0450 0.2656374
## spam 0.0275 0.2383585
##
## night
## Y [,1] [,2]
## ham 0.0525 0.4152822
## spam 0.0125 0.1409560
##
## nmh
## Y [,1] [,2]
## ham 0.05125 0.3061709
## spam 0.00000 0.0000000
##
## nnfmp
## Y [,1] [,2]
## ham 0.03 0.1778751
## spam 0.04 0.2365797
##
## nobodi
## Y [,1] [,2]
## ham 0.02375 0.1752836
## spam 0.01250 0.1219111
##
## none
## Y [,1] [,2]
## ham 0.03125 0.2745317
## spam 0.15500 1.1269705
##
## normal
## Y [,1] [,2]
## ham 0.22875 0.6960812
## spam 0.42000 1.0416123
##
## north
## Y [,1] [,2]
## ham 0.01875 0.1960778
## spam 0.03000 0.4492798
##
## note
## Y [,1] [,2]
## ham 0.0600 0.2941227
## spam 0.0875 0.3840939
##
## noth
## Y [,1] [,2]
## ham 0.07500 0.3193783
## spam 0.06875 0.3341602
##
## notic
## Y [,1] [,2]
## ham 0.04125 0.2638854
## spam 0.09875 0.3593882
##
## noticeafont
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02375 0.1523646
##
## now
## Y [,1] [,2]
## ham 0.31375 0.8022565
## spam 0.57875 1.2250201
##
## nsegwnnet
## Y [,1] [,2]
## ham 0.05 0.2180813
## spam 0.00 0.0000000
##
## number
## Y [,1] [,2]
## ham 0.11625 0.4642255
## spam 0.30625 0.9346405
##
## object
## Y [,1] [,2]
## ham 0.03375 0.2601837
## spam 0.01250 0.1219111
##
## oblig
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.07125 0.3021383
##
## obtain
## Y [,1] [,2]
## ham 0.0050 0.0705778
## spam 0.0825 0.4593010
##
## obvious
## Y [,1] [,2]
## ham 0.03875 0.1994948
## spam 0.01125 0.1270575
##
## oct
## Y [,1] [,2]
## ham 2.1300 3.6334698
## spam 0.0025 0.0499687
##
## octob
## Y [,1] [,2]
## ham 0.03625 0.26461948
## spam 0.00125 0.03535534
##
## offer
## Y [,1] [,2]
## ham 0.04875 0.3486049
## spam 0.50375 1.5533841
##
## offic
## Y [,1] [,2]
## ham 0.0525 0.4636944
## spam 0.0800 0.4515028
##
## offici
## Y [,1] [,2]
## ham 0.04500 0.2608833
## spam 0.03125 0.2699343
##
## often
## Y [,1] [,2]
## ham 0.04750 0.2604391
## spam 0.04125 0.3459741
##
## oil
## Y [,1] [,2]
## ham 0.00750 0.09978074
## spam 0.02125 0.24672764
##
## old
## Y [,1] [,2]
## ham 0.12625 0.3943416
## spam 0.11625 0.8852771
##
## oldsubject
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.03375 0.180698
##
## one
## Y [,1] [,2]
## ham 0.56500 2.344706
## spam 0.70125 2.315967
##
## onlin
## Y [,1] [,2]
## ham 0.04625 0.2630541
## spam 0.26625 0.9348547
##
## onto
## Y [,1] [,2]
## ham 0.01375 0.16153499
## spam 0.00750 0.09978074
##
## open
## Y [,1] [,2]
## ham 0.09875 0.4491666
## spam 0.07750 0.4173865
##
## oper
## Y [,1] [,2]
## ham 0.04625 0.2533598
## spam 0.10125 0.5624890
##
## opinion
## Y [,1] [,2]
## ham 0.03125 0.1944755
## spam 0.02375 0.1603686
##
## opportun
## Y [,1] [,2]
## ham 0.02750 0.2276148
## spam 0.21375 0.8132574
##
## opt
## Y [,1] [,2]
## ham 0.00625 0.105948
## spam 0.04375 0.238552
##
## optin
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.10375 0.6469228
##
## option
## Y [,1] [,2]
## ham 0.0550 0.3385532
## spam 0.5425 5.1101209
##
## optout
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.045 0.2560409
##
## order
## Y [,1] [,2]
## ham 0.05875 0.4506132
## spam 0.86375 3.6402954
##
## organ
## Y [,1] [,2]
## ham 0.11625 0.4306597
## spam 0.05125 0.2523947
##
## origin
## Y [,1] [,2]
## ham 0.13250 0.5246788
## spam 0.07625 0.4395195
##
## osdn
## Y [,1] [,2]
## ham 0.0625 0.2760235
## spam 0.0000 0.0000000
##
## other
## Y [,1] [,2]
## ham 0.05625 0.2562577
## spam 0.07750 0.3523477
##
## otherwis
## Y [,1] [,2]
## ham 0.0200 0.1487537
## spam 0.0075 0.1116213
##
## ouch
## Y [,1] [,2]
## ham 0.04125 0.2822198
## spam 0.00000 0.0000000
##
## outlook
## Y [,1] [,2]
## ham 0.10625 0.3501631
## spam 0.21875 0.4136573
##
## output
## Y [,1] [,2]
## ham 0.03375 0.25037831
## spam 0.00125 0.03535534
##
## outsid
## Y [,1] [,2]
## ham 0.02875 0.2011816
## spam 0.01625 0.1831061
##
## outstand
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02375 0.18228404
##
## overnight
## Y [,1] [,2]
## ham 0.0025 0.0499687
## spam 0.0325 0.2480336
##
## owe
## Y [,1] [,2]
## ham 0.0050 0.0705778
## spam 0.0225 0.1858411
##
## own
## Y [,1] [,2]
## ham 0.035 0.2032896
## spam 0.015 0.1315166
##
## owner
## Y [,1] [,2]
## ham 0.01625 0.1533471
## spam 0.06125 0.3001851
##
## ownercypherpunkseinsteinsszcom
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.05625 0.230548
##
## pack
## Y [,1] [,2]
## ham 0.02375 0.2018337
## spam 0.06250 0.9258322
##
## packag
## Y [,1] [,2]
## ham 0.165 0.791238
## spam 0.150 1.086958
##
## paddingleft
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03125 0.3506096
##
## page
## Y [,1] [,2]
## ham 0.08000 0.3445989
## spam 0.22375 1.3429223
##
## paid
## Y [,1] [,2]
## ham 0.02375 0.1752836
## spam 0.11500 0.6243094
##
## pain
## Y [,1] [,2]
## ham 0.01875 0.1895874
## spam 0.03875 0.2594853
##
## panel
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.02375 0.2752829
##
## paper
## Y [,1] [,2]
## ham 0.02375 0.1752836
## spam 0.04625 0.3380144
##
## paragraph
## Y [,1] [,2]
## ham 0.00250 0.07071068
## spam 0.03375 0.28760099
##
## park
## Y [,1] [,2]
## ham 0.02125 0.1825928
## spam 0.00625 0.0788588
##
## part
## Y [,1] [,2]
## ham 0.11375 0.5841554
## spam 0.10000 0.4530525
##
## parti
## Y [,1] [,2]
## ham 0.0550 0.4740843
## spam 0.0775 0.3108288
##
## particip
## Y [,1] [,2]
## ham 0.01250 0.1317781
## spam 0.05875 0.6089022
##
## particular
## Y [,1] [,2]
## ham 0.06250 0.2760235
## spam 0.01375 0.1452147
##
## partner
## Y [,1] [,2]
## ham 0.05125 0.4784450
## spam 0.06750 0.3325387
##
## pass
## Y [,1] [,2]
## ham 0.03625 0.2398079
## spam 0.06125 0.4064541
##
## past
## Y [,1] [,2]
## ham 0.07000 0.5616889
## spam 0.11875 0.4299762
##
## patch
## Y [,1] [,2]
## ham 0.03250 0.22695404
## spam 0.00375 0.07901735
##
## path
## Y [,1] [,2]
## ham 0.02000 0.15694199
## spam 0.00375 0.07901735
##
## pattern
## Y [,1] [,2]
## ham 0.0125 0.1317781
## spam 0.0275 0.3666221
##
## paul
## Y [,1] [,2]
## ham 0.03375 0.2649503
## spam 0.01000 0.1319916
##
## pay
## Y [,1] [,2]
## ham 0.05375 0.3293882
## spam 0.16125 0.5684649
##
## payabl
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02625 0.1599779
##
## payment
## Y [,1] [,2]
## ham 0.00500 0.0705778
## spam 0.11125 0.4707977
##
## pbfont
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.1075 0.5037469
##
## pdt
## Y [,1] [,2]
## ham 0.73875 1.0871872
## spam 0.18125 0.6793197
##
## penni
## Y [,1] [,2]
## ham 0.0025 0.0499687
## spam 0.0300 0.2380564
##
## peopl
## Y [,1] [,2]
## ham 0.35375 1.235119
## spam 0.49750 2.113783
##
## per
## Y [,1] [,2]
## ham 0.06000 0.3263942
## spam 0.24125 0.7254007
##
## percentag
## Y [,1] [,2]
## ham 0.01125 0.1454300
## spam 0.02000 0.1487537
##
## perfect
## Y [,1] [,2]
## ham 0.02875 0.2190512
## spam 0.04750 0.2351869
##
## perform
## Y [,1] [,2]
## ham 0.06000 0.3762672
## spam 0.04125 0.2492511
##
## perhap
## Y [,1] [,2]
## ham 0.04875 0.24279028
## spam 0.00625 0.09339079
##
## period
## Y [,1] [,2]
## ham 0.0250 0.1640385
## spam 0.0425 0.2252936
##
## perl
## Y [,1] [,2]
## ham 0.1425 0.8892031
## spam 0.0000 0.0000000
##
## perman
## Y [,1] [,2]
## ham 0.00375 0.07901735
## spam 0.04875 0.27653033
##
## permiss
## Y [,1] [,2]
## ham 0.02875 0.1948612
## spam 0.03750 0.2369894
##
## person
## Y [,1] [,2]
## ham 0.10625 0.4585016
## spam 0.28625 1.0889413
##
## peter
## Y [,1] [,2]
## ham 0.055 0.31160291
## spam 0.005 0.08651217
##
## pfont
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.49125 1.692928
##
## pgp
## Y [,1] [,2]
## ham 0.0975 0.4535978
## spam 0.0000 0.0000000
##
## phobo
## Y [,1] [,2]
## ham 0.22250 0.422157
## spam 0.11625 0.320725
##
## phoboslabsnetnoteinccom
## Y [,1] [,2]
## ham 0.23000 0.4768482
## spam 0.36375 0.4813788
##
## phone
## Y [,1] [,2]
## ham 0.14875 0.7244166
## spam 0.31750 0.9166483
##
## photo
## Y [,1] [,2]
## ham 0.0250 0.2107855
## spam 0.0125 0.1654629
##
## physic
## Y [,1] [,2]
## ham 0.0175 0.1650084
## spam 0.0150 0.1315166
##
## pick
## Y [,1] [,2]
## ham 0.03875 0.2231831
## spam 0.04250 0.2307820
##
## pickup
## Y [,1] [,2]
## ham 0.03000 0.1706939
## spam 0.04125 0.1989923
##
## pictur
## Y [,1] [,2]
## ham 0.03125 0.2556465
## spam 0.02875 0.2132611
##
## piec
## Y [,1] [,2]
## ham 0.01625 0.1360481
## spam 0.02875 0.2301949
##
## pill
## Y [,1] [,2]
## ham 0.00500 0.08651217
## spam 0.04125 0.28221977
##
## pinebsocrankslacknet
## Y [,1] [,2]
## ham 0.0375 0.2028428
## spam 0.0000 0.0000000
##
## pinelnxhydrogenleitlorg
## Y [,1] [,2]
## ham 0.02625 0.1676188
## spam 0.00000 0.0000000
##
## place
## Y [,1] [,2]
## ham 0.10375 0.3977231
## spam 0.15125 0.7947723
##
## plan
## Y [,1] [,2]
## ham 0.06875 0.4321538
## spam 0.15750 0.9598674
##
## platform
## Y [,1] [,2]
## ham 0.05625 0.3289699
## spam 0.05000 0.2399416
##
## play
## Y [,1] [,2]
## ham 0.09125 0.6252296
## spam 0.04250 0.3054675
##
## player
## Y [,1] [,2]
## ham 0.05625 0.5966833
## spam 0.01500 0.1493415
##
## pleas
## Y [,1] [,2]
## ham 0.12000 0.3850784
## spam 0.84875 1.4303604
##
## plus
## Y [,1] [,2]
## ham 0.0100 0.09956099
## spam 0.1375 0.74618345
##
## pnbspp
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.16125 0.6934331
##
## point
## Y [,1] [,2]
## ham 0.14750 0.5464586
## spam 0.06125 0.2740297
##
## polic
## Y [,1] [,2]
## ham 0.04000 0.3756013
## spam 0.00625 0.1059480
##
## polici
## Y [,1] [,2]
## ham 0.03875 0.3839697
## spam 0.13625 1.0447729
##
## polit
## Y [,1] [,2]
## ham 0.09 0.5956875
## spam 0.02 0.1991220
##
## poor
## Y [,1] [,2]
## ham 0.02750 0.2486383
## spam 0.01375 0.1763514
##
## pop
## Y [,1] [,2]
## ham 0.03375 0.2919203
## spam 0.11500 0.3269689
##
## popul
## Y [,1] [,2]
## ham 0.03750 0.2620679
## spam 0.00875 0.1057706
##
## popular
## Y [,1] [,2]
## ham 0.02 0.1400876
## spam 0.02 0.1647238
##
## port
## Y [,1] [,2]
## ham 0.03125 0.2556465
## spam 0.00875 0.1272544
##
## portion
## Y [,1] [,2]
## ham 0.01625 0.2086633
## spam 0.02250 0.1566027
##
## posit
## Y [,1] [,2]
## ham 0.05625 0.4368346
## spam 0.06375 0.3237545
##
## possibl
## Y [,1] [,2]
## ham 0.09500 0.3551516
## spam 0.10125 0.4703988
##
## post
## Y [,1] [,2]
## ham 0.0975 0.357986
## spam 0.0600 0.386117
##
## postal
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0375 0.2893067
##
## postfix
## Y [,1] [,2]
## ham 1.88500 1.2404428
## spam 0.68125 0.8706871
##
## potenti
## Y [,1] [,2]
## ham 0.02875 0.1745323
## spam 0.07375 0.3549203
##
## pound
## Y [,1] [,2]
## ham 0.005 0.08651217
## spam 0.045 0.43093751
##
## power
## Y [,1] [,2]
## ham 0.0900 0.4895913
## spam 0.1325 0.5548230
##
## practic
## Y [,1] [,2]
## ham 0.04000 0.2257514
## spam 0.04125 0.3423375
##
## preced
## Y [,1] [,2]
## ham 0.67500 0.4766119
## spam 0.18625 0.3895518
##
## predict
## Y [,1] [,2]
## ham 0.03625 0.2179342
## spam 0.01750 0.1312070
##
## prefer
## Y [,1] [,2]
## ham 0.07125 0.3692477
## spam 0.04750 0.4642339
##
## premium
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.08875 0.8451428
##
## prepar
## Y [,1] [,2]
## ham 0.02750 0.2220482
## spam 0.03625 0.1999648
##
## prescript
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.03875 0.27357264
##
## present
## Y [,1] [,2]
## ham 0.01625 0.1360481
## spam 0.10250 0.4634244
##
## presid
## Y [,1] [,2]
## ham 0.13625 2.3139531
## spam 0.03250 0.3226048
##
## press
## Y [,1] [,2]
## ham 0.04625 0.4205139
## spam 0.04375 0.2437421
##
## pretti
## Y [,1] [,2]
## ham 0.0625 0.2893067
## spam 0.0175 0.1795384
##
## prevent
## Y [,1] [,2]
## ham 0.02375 0.1752836
## spam 0.01625 0.1449559
##
## previous
## Y [,1] [,2]
## ham 0.04625 0.4145187
## spam 0.04750 0.2298037
##
## price
## Y [,1] [,2]
## ham 0.02875 0.3325081
## spam 0.35875 1.0881307
##
## primari
## Y [,1] [,2]
## ham 0.03500 0.2093556
## spam 0.01625 0.1360481
##
## print
## Y [,1] [,2]
## ham 0.0200 0.1487537
## spam 0.0775 0.3989897
##
## printer
## Y [,1] [,2]
## ham 0.0075 0.1223211
## spam 0.0475 0.3713706
##
## prioriti
## Y [,1] [,2]
## ham 0.01375 0.1268110
## spam 0.01000 0.1114249
##
## privaci
## Y [,1] [,2]
## ham 0.0075 0.1499061
## spam 0.0575 0.3306515
##
## privat
## Y [,1] [,2]
## ham 0.03375 0.2349040
## spam 0.08500 0.4098597
##
## pro
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.03625 0.3042230
##
## probabl
## Y [,1] [,2]
## ham 0.12375 0.4137026
## spam 0.02250 0.1924579
##
## problem
## Y [,1] [,2]
## ham 0.30375 0.8601807
## spam 0.10500 0.4788127
##
## process
## Y [,1] [,2]
## ham 0.16375 1.1450217
## spam 0.13500 0.5381794
##
## procmail
## Y [,1] [,2]
## ham 0.045 0.3945499
## spam 0.000 0.0000000
##
## produc
## Y [,1] [,2]
## ham 0.12875 0.4742938
## spam 0.13375 0.3950392
##
## product
## Y [,1] [,2]
## ham 0.0750 0.5382724
## spam 0.4525 1.4867773
##
## profession
## Y [,1] [,2]
## ham 0.0225 0.2110674
## spam 0.2600 0.9319258
##
## profil
## Y [,1] [,2]
## ham 0.00875 0.1057706
## spam 0.07000 0.5272072
##
## profit
## Y [,1] [,2]
## ham 0.00875 0.1057706
## spam 0.10375 0.4644950
##
## program
## Y [,1] [,2]
## ham 0.08875 0.4781833
## spam 0.59375 2.7139303
##
## programm
## Y [,1] [,2]
## ham 0.01375 0.1691055
## spam 0.01500 0.1493415
##
## progress
## Y [,1] [,2]
## ham 0.0125 0.1219111
## spam 0.0250 0.1562226
##
## project
## Y [,1] [,2]
## ham 0.0675 0.3325387
## spam 0.0350 0.2373719
##
## promis
## Y [,1] [,2]
## ham 0.02375 0.1752836
## spam 0.02250 0.1789799
##
## promot
## Y [,1] [,2]
## ham 0.00875 0.09318955
## spam 0.13375 0.61141494
##
## prompt
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.03500 0.2032896
##
## proper
## Y [,1] [,2]
## ham 0.02250 0.1644005
## spam 0.05375 0.2801054
##
## properti
## Y [,1] [,2]
## ham 0.03500 0.3448531
## spam 0.03875 0.3426298
##
## propos
## Y [,1] [,2]
## ham 0.0200 0.3350228
## spam 0.0525 0.3389504
##
## prospect
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.03875 0.2781099
##
## protect
## Y [,1] [,2]
## ham 0.065 0.4224904
## spam 0.115 0.5496842
##
## protocolapplicationpgpsignatur
## Y [,1] [,2]
## ham 0.03625 0.1870285
## spam 0.00000 0.0000000
##
## prove
## Y [,1] [,2]
## ham 0.005 0.08651217
## spam 0.020 0.17215414
##
## proven
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.06625 0.2774115
##
## provid
## Y [,1] [,2]
## ham 0.12500 0.7599980
## spam 0.29125 0.7951187
##
## ptsize
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.30375 2.347525
##
## public
## Y [,1] [,2]
## ham 0.08500 0.4853550
## spam 0.13875 0.4327037
##
## publish
## Y [,1] [,2]
## ham 0.02375 0.1822840
## spam 0.03875 0.2496524
##
## pull
## Y [,1] [,2]
## ham 0.03500 0.2425872
## spam 0.00875 0.1057706
##
## purchas
## Y [,1] [,2]
## ham 0.00875 0.1170066
## spam 0.20875 0.7555707
##
## purpos
## Y [,1] [,2]
## ham 0.02875 0.1948612
## spam 0.06250 0.3101838
##
## push
## Y [,1] [,2]
## ham 0.01750 0.1572408
## spam 0.00875 0.1272544
##
## put
## Y [,1] [,2]
## ham 0.11250 0.4243452
## spam 0.12125 0.4292771
##
## python
## Y [,1] [,2]
## ham 0.03375 0.2004024
## spam 0.00000 0.0000000
##
## qmail
## Y [,1] [,2]
## ham 0.18375 0.4361464
## spam 0.04750 0.2242914
##
## qmailldap
## Y [,1] [,2]
## ham 0.0475 0.2790001
## spam 0.0000 0.0000000
##
## qmqp
## Y [,1] [,2]
## ham 0.0425 0.2018531
## spam 0.0375 0.2148289
##
## qualifi
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.09625 0.5194451
##
## qualiti
## Y [,1] [,2]
## ham 0.0175 0.1490689
## spam 0.0950 0.3823058
##
## question
## Y [,1] [,2]
## ham 0.0725 0.3498525
## spam 0.1350 0.6891071
##
## quick
## Y [,1] [,2]
## ham 0.03375 0.2004024
## spam 0.11750 0.5234848
##
## quit
## Y [,1] [,2]
## ham 0.05250 0.2445783
## spam 0.02375 0.1752836
##
## quot
## Y [,1] [,2]
## ham 0.0425 0.2660493
## spam 0.0900 0.3867648
##
## quotedprint
## Y [,1] [,2]
## ham 0.05250 0.2287119
## spam 0.43375 0.6623136
##
## radio
## Y [,1] [,2]
## ham 0.0275 0.2276148
## spam 0.0050 0.0705778
##
## rahshipwrightcom
## Y [,1] [,2]
## ham 0.0375 0.2668009
## spam 0.0000 0.0000000
##
## rais
## Y [,1] [,2]
## ham 0.0225 0.1924579
## spam 0.0175 0.1724265
##
## random
## Y [,1] [,2]
## ham 0.03250 0.1910219
## spam 0.01125 0.1692905
##
## rang
## Y [,1] [,2]
## ham 0.02000 0.1927341
## spam 0.03125 0.1879297
##
## rapid
## Y [,1] [,2]
## ham 0.0100 0.1319916
## spam 0.0225 0.1566027
##
## rare
## Y [,1] [,2]
## ham 0.01625 0.1265146
## spam 0.01000 0.1114249
##
## rate
## Y [,1] [,2]
## ham 0.08375 0.5287584
## spam 0.39750 1.1869097
##
## rather
## Y [,1] [,2]
## ham 0.0525 0.2546071
## spam 0.0275 0.1851664
##
## razor
## Y [,1] [,2]
## ham 0.1325 0.8665347
## spam 0.0000 0.0000000
##
## razorus
## Y [,1] [,2]
## ham 0.09875 0.5141292
## spam 0.00000 0.0000000
##
## razorusersadminexamplesourceforgenet
## Y [,1] [,2]
## ham 0.125 0.6040124
## spam 0.000 0.0000000
##
## razorusersadminlistssourceforgenet
## Y [,1] [,2]
## ham 0.04125 0.1989923
## spam 0.00000 0.0000000
##
## razorusersexamplesourceforgenet
## Y [,1] [,2]
## ham 0.12875 0.6345682
## spam 0.00000 0.0000000
##
## razoruserslistssourceforgenet
## Y [,1] [,2]
## ham 0.1175 0.5823381
## spam 0.0000 0.0000000
##
## reach
## Y [,1] [,2]
## ham 0.01875 0.1530612
## spam 0.08500 0.3714128
##
## read
## Y [,1] [,2]
## ham 0.1450 0.4840122
## spam 0.1725 0.7539591
##
## readi
## Y [,1] [,2]
## ham 0.01625 0.1831061
## spam 0.07375 0.4342196
##
## real
## Y [,1] [,2]
## ham 0.0875 0.3674405
## spam 0.1250 0.6122447
##
## realiz
## Y [,1] [,2]
## ham 0.015 0.1493415
## spam 0.010 0.1114249
##
## realli
## Y [,1] [,2]
## ham 0.17125 0.4921648
## spam 0.07875 0.4362182
##
## realtim
## Y [,1] [,2]
## ham 0.03875 0.2546163
## spam 0.04875 0.2375794
##
## reason
## Y [,1] [,2]
## ham 0.08000 0.3142028
## spam 0.04625 0.2533598
##
## receipt
## Y [,1] [,2]
## ham 0.00625 0.1457309
## spam 0.02375 0.1890254
##
## receiv
## Y [,1] [,2]
## ham 5.65750 2.640342
## spam 5.20875 3.214123
##
## recent
## Y [,1] [,2]
## ham 0.06125 0.2874051
## spam 0.06875 0.3378848
##
## recipi
## Y [,1] [,2]
## ham 0.01875 0.1686238
## spam 0.01750 0.1312070
##
## recogn
## Y [,1] [,2]
## ham 0.0100 0.1114249
## spam 0.0125 0.1111719
##
## recommend
## Y [,1] [,2]
## ham 0.02875 0.1883289
## spam 0.08250 0.4700744
##
## record
## Y [,1] [,2]
## ham 0.07875 0.4003108
## spam 0.08625 0.4572442
##
## red
## Y [,1] [,2]
## ham 0.0875 0.4874842
## spam 0.0325 0.2855620
##
## redhat
## Y [,1] [,2]
## ham 0.03875 0.2642645
## spam 0.00000 0.0000000
##
## reduc
## Y [,1] [,2]
## ham 0.0275 0.1711150
## spam 0.0425 0.3214388
##
## reduct
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.03250 0.20370474
##
## refer
## Y [,1] [,2]
## ham 0.34375 0.4882458
## spam 0.05250 0.3199558
##
## refin
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.05375 0.2974416
##
## regard
## Y [,1] [,2]
## ham 0.03875 0.1931193
## spam 0.11500 0.3491811
##
## regardless
## Y [,1] [,2]
## ham 0.00625 0.09339079
## spam 0.01875 0.16103059
##
## region
## Y [,1] [,2]
## ham 0.01875 0.2023601
## spam 0.05250 0.6385557
##
## regist
## Y [,1] [,2]
## ham 0.02375 0.1890254
## spam 0.06875 0.3559239
##
## regul
## Y [,1] [,2]
## ham 0.03750 0.4198978
## spam 0.02625 0.2358611
##
## regular
## Y [,1] [,2]
## ham 0.02 0.1569420
## spam 0.04 0.2469336
##
## relat
## Y [,1] [,2]
## ham 0.05625 0.2610961
## spam 0.09625 0.3494833
##
## relationship
## Y [,1] [,2]
## ham 0.0200 0.1792768
## spam 0.0225 0.1789799
##
## releas
## Y [,1] [,2]
## ham 0.1175 0.5138324
## spam 0.0700 0.3320208
##
## relev
## Y [,1] [,2]
## ham 0.02125 0.1683266
## spam 0.01250 0.1317781
##
## reli
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.01375 0.1165243
##
## reliabl
## Y [,1] [,2]
## ham 0.01500 0.1797648
## spam 0.03125 0.2556465
##
## remain
## Y [,1] [,2]
## ham 0.0325 0.1974652
## spam 0.0325 0.2324032
##
## rememb
## Y [,1] [,2]
## ham 0.06875 0.9055653
## spam 0.06500 0.4935377
##
## remot
## Y [,1] [,2]
## ham 0.02000 0.1487537
## spam 0.01375 0.2892499
##
## remov
## Y [,1] [,2]
## ham 0.09875 0.4021201
## spam 0.83375 1.1325698
##
## replac
## Y [,1] [,2]
## ham 0.02500 0.1786474
## spam 0.03625 0.1999648
##
## repli
## Y [,1] [,2]
## ham 0.04250 0.3366533
## spam 0.23625 0.7672495
##
## replyb
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.03375 0.180698
##
## replyto
## Y [,1] [,2]
## ham 0.22500 0.4296577
## spam 0.44625 0.4999233
##
## report
## Y [,1] [,2]
## ham 0.3250 0.8277871
## spam 0.5175 4.1429034
##
## repres
## Y [,1] [,2]
## ham 0.01875 0.1530612
## spam 0.02125 0.1443069
##
## request
## Y [,1] [,2]
## ham 0.01625 0.1360481
## spam 0.16000 0.5022104
##
## requir
## Y [,1] [,2]
## ham 0.93375 0.5786013
## spam 0.15125 0.5279411
##
## research
## Y [,1] [,2]
## ham 0.02625 0.188694
## spam 0.08000 0.365742
##
## resel
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02875 0.1948612
##
## reserv
## Y [,1] [,2]
## ham 0.03000 0.2630332
## spam 0.03625 0.2500282
##
## resid
## Y [,1] [,2]
## ham 0.0125 0.1409560
## spam 0.0425 0.2196681
##
## resourc
## Y [,1] [,2]
## ham 0.01125 0.1270575
## spam 0.04750 0.2744775
##
## respect
## Y [,1] [,2]
## ham 0.0525 0.2642556
## spam 0.0225 0.1566027
##
## respond
## Y [,1] [,2]
## ham 0.01375 0.1268110
## spam 0.06375 0.3603446
##
## respons
## Y [,1] [,2]
## ham 0.0400 0.2257514
## spam 0.1675 0.8734400
##
## rest
## Y [,1] [,2]
## ham 0.02625 0.1819404
## spam 0.02625 0.1819404
##
## result
## Y [,1] [,2]
## ham 0.08125 0.3739294
## spam 0.16750 0.6614307
##
## retail
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.04875 0.29407744
##
## retir
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03125 0.2790534
##
## return
## Y [,1] [,2]
## ham 0.04625 0.3110174
## spam 0.15250 0.6401218
##
## returnpath
## Y [,1] [,2]
## ham 1.00000 0.0000000
## spam 0.85125 0.3595623
##
## reveal
## Y [,1] [,2]
## ham 0.01375 0.1165243
## spam 0.02000 0.1487537
##
## revenu
## Y [,1] [,2]
## ham 0.00875 0.1057706
## spam 0.04250 0.3253091
##
## revers
## Y [,1] [,2]
## ham 0.015 0.1574992
## spam 0.040 0.2365797
##
## review
## Y [,1] [,2]
## ham 0.03375 0.2125262
## spam 0.07125 0.7965341
##
## rich
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.02625 0.1819404
##
## right
## Y [,1] [,2]
## ham 0.17375 0.5421516
## spam 0.27125 0.8099342
##
## risk
## Y [,1] [,2]
## ham 0.02125 0.2709062
## spam 0.16875 0.7147811
##
## rlyxlmxaolcom
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.02375 0.182284
##
## road
## Y [,1] [,2]
## ham 0.01750 0.1404222
## spam 0.01875 0.1610306
##
## robert
## Y [,1] [,2]
## ham 0.06625 0.3032753
## spam 0.01375 0.1691055
##
## rock
## Y [,1] [,2]
## ham 0.02250 0.16440053
## spam 0.00625 0.09339079
##
## roger
## Y [,1] [,2]
## ham 0.03625 0.2598468
## spam 0.00250 0.0499687
##
## rohit
## Y [,1] [,2]
## ham 0.32000 0.5549639
## spam 0.07375 0.2615271
##
## roll
## Y [,1] [,2]
## ham 0.01125 0.1167925
## spam 0.02875 0.3716128
##
## roman
## Y [,1] [,2]
## ham 0.03000 0.2101314
## spam 0.18125 1.2032074
##
## room
## Y [,1] [,2]
## ham 0.0400 0.4622414
## spam 0.0175 0.1724265
##
## root
## Y [,1] [,2]
## ham 0.065 0.5010877
## spam 0.015 0.1797648
##
## rootlocalhost
## Y [,1] [,2]
## ham 0.04625 0.2677696
## spam 0.01625 0.1449559
##
## rootlughtuathaorg
## Y [,1] [,2]
## ham 0.02625 0.1599779
## spam 0.01250 0.1111719
##
## rowspan
## Y [,1] [,2]
## ham 0.00250 0.07071068
## spam 0.03125 0.30477787
##
## rowspand
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0475 0.3246159
##
## rpm
## Y [,1] [,2]
## ham 0.1925 0.88821727
## spam 0.0025 0.07071068
##
## rpmlist
## Y [,1] [,2]
## ham 0.0975 0.3363557
## spam 0.0000 0.0000000
##
## rpmlistadminfreshrpmsnet
## Y [,1] [,2]
## ham 0.08625 0.2809085
## spam 0.00000 0.0000000
##
## rpmlistfreshrpmsnet
## Y [,1] [,2]
## ham 0.26875 0.9192822
## spam 0.00000 0.0000000
##
## rpmzzzlistadminfreshrpmsnet
## Y [,1] [,2]
## ham 0.26 0.8475246
## spam 0.00 0.0000000
##
## rpmzzzlistfreshrpmsnet
## Y [,1] [,2]
## ham 0.345 1.126971
## spam 0.000 0.000000
##
## rssfeedsexamplecom
## Y [,1] [,2]
## ham 0.5125 0.8822226
## spam 0.0000 0.0000000
##
## rssfeedsjmasonorg
## Y [,1] [,2]
## ham 0.24875 0.432559
## spam 0.00000 0.000000
##
## rule
## Y [,1] [,2]
## ham 0.0775 0.4407228
## spam 0.0175 0.1795384
##
## run
## Y [,1] [,2]
## ham 0.33000 1.2631684
## spam 0.05375 0.4807805
##
## russel
## Y [,1] [,2]
## ham 0.02250 0.1858411
## spam 0.00875 0.2150145
##
## russian
## Y [,1] [,2]
## ham 0.015 0.3904684
## spam 0.075 0.3114422
##
## sadev
## Y [,1] [,2]
## ham 0.04 0.208457
## spam 0.00 0.000000
##
## safe
## Y [,1] [,2]
## ham 0.01750 0.1650084
## spam 0.09375 0.6003428
##
## safeti
## Y [,1] [,2]
## ham 0.00625 0.1059480
## spam 0.02750 0.2044407
##
## said
## Y [,1] [,2]
## ham 0.37125 1.9693327
## spam 0.04000 0.2568705
##
## sale
## Y [,1] [,2]
## ham 0.02875 0.2408234
## spam 0.22375 0.9245293
##
## sampl
## Y [,1] [,2]
## ham 0.01625 0.1533471
## spam 0.03875 0.2912980
##
## san
## Y [,1] [,2]
## ham 0.01375 0.1452147
## spam 0.18625 1.4032185
##
## sansserif
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 1.13625 3.913992
##
## saou
## Y [,1] [,2]
## ham 0.05625 0.2927338
## spam 0.00000 0.0000000
##
## sat
## Y [,1] [,2]
## ham 0.41375 1.445743
## spam 0.47125 1.203530
##
## satalk
## Y [,1] [,2]
## ham 0.06625 0.2862925
## spam 0.00000 0.0000000
##
## save
## Y [,1] [,2]
## ham 0.04375 0.2634819
## spam 0.29750 1.2013733
##
## saw
## Y [,1] [,2]
## ham 0.025 0.2587638
## spam 0.015 0.1407116
##
## say
## Y [,1] [,2]
## ham 0.32750 1.9780381
## spam 0.14125 0.6338775
##
## scan
## Y [,1] [,2]
## ham 0.0200 0.1721541
## spam 0.0225 0.2637816
##
## scheme
## Y [,1] [,2]
## ham 0.01875 0.1446534
## spam 0.01375 0.1268110
##
## school
## Y [,1] [,2]
## ham 0.03875 0.2341302
## spam 0.03500 0.3064186
##
## schuman
## Y [,1] [,2]
## ham 0.03625 0.304223
## spam 0.00000 0.000000
##
## scienc
## Y [,1] [,2]
## ham 0.02375 0.2307650
## spam 0.02500 0.3599124
##
## scientif
## Y [,1] [,2]
## ham 0.01000 0.1114249
## spam 0.01375 0.1268110
##
## score
## Y [,1] [,2]
## ham 0.06375 0.43580195
## spam 0.00125 0.03535534
##
## screen
## Y [,1] [,2]
## ham 0.02375 0.1822840
## spam 0.02125 0.1756046
##
## script
## Y [,1] [,2]
## ham 0.07500 0.3564180
## spam 0.07875 0.5549174
##
## search
## Y [,1] [,2]
## ham 0.03875 0.2689588
## spam 0.31625 2.1075550
##
## sec
## Y [,1] [,2]
## ham 0.025 0.16403852
## spam 0.005 0.08651217
##
## second
## Y [,1] [,2]
## ham 0.07750 0.3763919
## spam 0.05625 0.3011633
##
## secret
## Y [,1] [,2]
## ham 0.03375 0.4877585
## spam 0.16000 0.7159195
##
## section
## Y [,1] [,2]
## ham 0.0200 0.1487537
## spam 0.0525 0.2912899
##
## secur
## Y [,1] [,2]
## ham 0.11375 0.9079325
## spam 0.20250 0.7547886
##
## see
## Y [,1] [,2]
## ham 0.250 0.7163389
## spam 0.235 0.7635468
##
## seek
## Y [,1] [,2]
## ham 0.0125 0.1219111
## spam 0.0400 0.2418121
##
## seem
## Y [,1] [,2]
## ham 0.175 0.4844258
## spam 0.030 0.2217238
##
## seen
## Y [,1] [,2]
## ham 0.05625 0.2562577
## spam 0.08500 0.3974575
##
## select
## Y [,1] [,2]
## ham 0.04625 0.5563253
## spam 0.09375 0.4639288
##
## sell
## Y [,1] [,2]
## ham 0.09125 0.3815828
## spam 0.18625 0.7086527
##
## send
## Y [,1] [,2]
## ham 0.09625 0.342246
## spam 0.62750 2.307141
##
## sender
## Y [,1] [,2]
## ham 0.70125 0.6461581
## spam 0.31125 0.5021839
##
## senior
## Y [,1] [,2]
## ham 0.010 0.1578961
## spam 0.025 0.2107855
##
## sens
## Y [,1] [,2]
## ham 0.03125 0.1811476
## spam 0.01375 0.1363238
##
## sent
## Y [,1] [,2]
## ham 0.0975 0.3614652
## spam 0.2225 0.6151966
##
## senttozzzzexamplecomreturnsgroupsyahoocom
## Y [,1] [,2]
## ham 0.05625 0.3684503
## spam 0.00000 0.0000000
##
## sep
## Y [,1] [,2]
## ham 3.9300 4.4553240
## spam 0.0025 0.0499687
##
## separ
## Y [,1] [,2]
## ham 0.02875 0.2190512
## spam 0.02500 0.1714986
##
## septemb
## Y [,1] [,2]
## ham 0.08500 0.3714128
## spam 0.01375 0.1763514
##
## sequenc
## Y [,1] [,2]
## ham 0.0675 0.6171871
## spam 0.0050 0.0705778
##
## seri
## Y [,1] [,2]
## ham 0.01625 0.1265146
## spam 0.04750 0.5320692
##
## serif
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.09375 0.6749299
##
## serious
## Y [,1] [,2]
## ham 0.03375 0.2183358
## spam 0.05250 0.2546071
##
## serv
## Y [,1] [,2]
## ham 0.0075 0.1223211
## spam 0.0200 0.1792768
##
## server
## Y [,1] [,2]
## ham 0.18250 0.7261907
## spam 0.13375 0.6920691
##
## servic
## Y [,1] [,2]
## ham 0.21125 1.120577
## spam 0.67250 1.190384
##
## set
## Y [,1] [,2]
## ham 0.22000 0.8077224
## spam 0.08375 0.3992934
##
## setup
## Y [,1] [,2]
## ham 0.01375 0.1165243
## spam 0.03000 0.2944629
##
## seven
## Y [,1] [,2]
## ham 0.00875 0.09318955
## spam 0.02875 0.29670436
##
## sever
## Y [,1] [,2]
## ham 0.0625 0.3061223
## spam 0.0950 0.5160503
##
## sex
## Y [,1] [,2]
## ham 0.03500 0.2852661
## spam 0.03625 0.2693076
##
## sexual
## Y [,1] [,2]
## ham 0.01250 0.1728615
## spam 0.06875 0.5425785
##
## sfnet
## Y [,1] [,2]
## ham 0.26625 0.7078045
## spam 0.14000 0.3815521
##
## share
## Y [,1] [,2]
## ham 0.05750 0.3561633
## spam 0.12875 0.5431779
##
## ship
## Y [,1] [,2]
## ham 0.0225 0.1566027
## spam 0.1925 0.9389066
##
## shock
## Y [,1] [,2]
## ham 0.00500 0.0705778
## spam 0.02375 0.1603686
##
## shop
## Y [,1] [,2]
## ham 0.01500 0.1493415
## spam 0.03625 0.2739155
##
## short
## Y [,1] [,2]
## ham 0.02875 0.1745323
## spam 0.06500 0.2887546
##
## show
## Y [,1] [,2]
## ham 0.07500 0.3154352
## spam 0.14125 0.5993726
##
## shown
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.02875 0.2702123
##
## side
## Y [,1] [,2]
## ham 0.03500 0.2373719
## spam 0.03875 0.3120419
##
## sign
## Y [,1] [,2]
## ham 0.05625 0.2927338
## spam 0.09750 0.4101268
##
## signatur
## Y [,1] [,2]
## ham 0.15375 0.7847807
## spam 0.03125 0.1944755
##
## signific
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.02500 0.2774369
##
## similar
## Y [,1] [,2]
## ham 0.05875 0.2745773
## spam 0.03500 0.2320394
##
## simpl
## Y [,1] [,2]
## ham 0.03750 0.2148289
## spam 0.15625 0.5764124
##
## simpli
## Y [,1] [,2]
## ham 0.0225 0.1718449
## spam 0.1650 0.4853550
##
## sinc
## Y [,1] [,2]
## ham 0.1425 0.5025031
## spam 0.0825 0.3440083
##
## sincer
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.05500 0.24402753
##
## singl
## Y [,1] [,2]
## ham 0.06375 0.3038113
## spam 0.06750 0.3848752
##
## singledrop
## Y [,1] [,2]
## ham 0.93875 0.2399383
## spam 0.38750 0.4874842
##
## sir
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02125 0.15273375
##
## sit
## Y [,1] [,2]
## ham 0.0250 0.2223439
## spam 0.0175 0.1490689
##
## site
## Y [,1] [,2]
## ham 0.06625 0.4087417
## spam 0.56375 3.6902518
##
## situat
## Y [,1] [,2]
## ham 0.02125 0.1527337
## spam 0.05250 0.2997600
##
## six
## Y [,1] [,2]
## ham 0.01375 0.1363238
## spam 0.02125 0.1607194
##
## size
## Y [,1] [,2]
## ham 0.05500 0.3803365
## spam 3.24625 6.1873634
##
## sizea
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.10625 0.8266287
##
## sizeb
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.055 0.4297742
##
## sizebfont
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.04875 0.4991843
##
## sizebr
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.05375 0.4166268
##
## sizeclick
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.025 0.1714986
##
## sizeda
## Y [,1] [,2]
## ham 0.000 0.000000
## spam 0.195 3.482044
##
## sizedb
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.05125 0.401653
##
## sizedbr
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.05125 0.3372916
##
## sizedemailfontbtd
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02375 0.1523646
##
## sizedfont
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.17125 1.872513
##
## sizedfonttd
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.07875 0.5835015
##
## sizedphonefontbtd
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02375 0.1523646
##
## sizedyour
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02625 0.2015235
##
## sizefont
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.05875 0.4801944
##
## sizew
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02125 0.1443069
##
## sizeyou
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.04125 0.3273873
##
## skill
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.02750 0.21633828
##
## skip
## Y [,1] [,2]
## ham 0.05875 0.3168974
## spam 0.00625 0.0788588
##
## slacknet
## Y [,1] [,2]
## ham 0.0225 0.1483957
## spam 0.0000 0.0000000
##
## sleep
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.03875 0.2546163
##
## slight
## Y [,1] [,2]
## ham 0.01875 0.13572570
## spam 0.00125 0.03535534
##
## slow
## Y [,1] [,2]
## ham 0.025 0.1640385
## spam 0.020 0.2867102
##
## small
## Y [,1] [,2]
## ham 0.05250 0.2445783
## spam 0.09875 0.5285335
##
## smaller
## Y [,1] [,2]
## ham 0.00750 0.08633114
## spam 0.01125 0.14542997
##
## smoke
## Y [,1] [,2]
## ham 0.0075 0.09978074
## spam 0.0675 1.15633695
##
## smtp
## Y [,1] [,2]
## ham 0.50000 0.8935872
## spam 0.94375 0.8494044
##
## smtpd
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.04250 0.23078199
##
## smtpeasydnscom
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.07875 0.4720455
##
## smtpmailyahoocom
## Y [,1] [,2]
## ham 0.00250 0.07071068
## spam 0.04625 0.21015743
##
## smtprs
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.02500 0.1562226
##
## smtpsvc
## Y [,1] [,2]
## ham 0.03625 0.1870285
## spam 0.10250 0.3116330
##
## social
## Y [,1] [,2]
## ham 0.04750 0.3679851
## spam 0.03375 0.2787617
##
## societi
## Y [,1] [,2]
## ham 0.03500 0.35557424
## spam 0.00625 0.09339079
##
## softwar
## Y [,1] [,2]
## ham 0.13750 0.6701904
## spam 0.35375 1.6207697
##
## sold
## Y [,1] [,2]
## ham 0.01250 0.1317781
## spam 0.05875 0.2964934
##
## sole
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.03125 0.2352501
##
## solicit
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.02875 0.2132611
##
## solid
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.16375 1.02871705
##
## solut
## Y [,1] [,2]
## ham 0.065 0.5060584
## spam 0.040 0.6052751
##
## solv
## Y [,1] [,2]
## ham 0.04125 0.3076797
## spam 0.02125 0.1443069
##
## somebodi
## Y [,1] [,2]
## ham 0.02125 0.1756046
## spam 0.00875 0.1057706
##
## someon
## Y [,1] [,2]
## ham 0.09625 0.3600667
## spam 0.06500 0.2799517
##
## someth
## Y [,1] [,2]
## ham 0.18625 0.5262196
## spam 0.05875 0.4642929
##
## sometim
## Y [,1] [,2]
## ham 0.03375 0.2553281
## spam 0.01500 0.1493415
##
## somewher
## Y [,1] [,2]
## ham 0.02875 0.1948612
## spam 0.00250 0.0499687
##
## soon
## Y [,1] [,2]
## ham 0.04125 0.2170422
## spam 0.06625 0.2906312
##
## sorri
## Y [,1] [,2]
## ham 0.02 0.1400876
## spam 0.02 0.1487537
##
## sort
## Y [,1] [,2]
## ham 0.05375 0.2616228
## spam 0.02000 0.1991220
##
## sound
## Y [,1] [,2]
## ham 0.0525 0.2642556
## spam 0.0475 0.6310638
##
## sourc
## Y [,1] [,2]
## ham 0.09625 0.4687863
## spam 0.07750 0.4378737
##
## south
## Y [,1] [,2]
## ham 0.01250 0.1219111
## spam 0.02625 0.2358611
##
## space
## Y [,1] [,2]
## ham 0.03250 0.2984210
## spam 0.01875 0.1530612
##
## spam
## Y [,1] [,2]
## ham 0.29250 1.0704560
## spam 0.06375 0.3079033
##
## spamassassin
## Y [,1] [,2]
## ham 0.18625 0.6078839
## spam 0.00000 0.0000000
##
## spamassassindevel
## Y [,1] [,2]
## ham 0.02875 0.1745323
## spam 0.00000 0.0000000
##
## spamassassindeveladminexamplesourceforgenet
## Y [,1] [,2]
## ham 0.075 0.4686679
## spam 0.000 0.0000000
##
## spamassassindeveladminlistssourceforgenet
## Y [,1] [,2]
## ham 0.025 0.1562226
## spam 0.000 0.0000000
##
## spamassassindevelexamplesourceforgenet
## Y [,1] [,2]
## ham 0.08125 0.4768991
## spam 0.00000 0.0000000
##
## spamassassindevellistssourceforgenet
## Y [,1] [,2]
## ham 0.07875 0.4585971
## spam 0.00000 0.0000000
##
## spamassassinsight
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.12000 0.32516483
##
## spamassassinsightingslistssourceforgenet
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.13 0.3718506
##
## spamassassintalk
## Y [,1] [,2]
## ham 0.06875 0.2943327
## spam 0.00000 0.0000000
##
## spamassassintalkadminexamplesourceforgenet
## Y [,1] [,2]
## ham 0.1575 0.6695178
## spam 0.0000 0.0000000
##
## spamassassintalkadminlistssourceforgenet
## Y [,1] [,2]
## ham 0.0525 0.2231726
## spam 0.0000 0.0000000
##
## spamassassintalkexamplesourceforgenet
## Y [,1] [,2]
## ham 0.165 0.6916451
## spam 0.000 0.0000000
##
## spamassassintalklistssourceforgenet
## Y [,1] [,2]
## ham 0.1375 0.5907876
## spam 0.0000 0.0000000
##
## spambay
## Y [,1] [,2]
## ham 0.06875 0.3068242
## spam 0.00000 0.0000000
##
## spammer
## Y [,1] [,2]
## ham 0.06500 0.57549021
## spam 0.00125 0.03535534
##
## spamphras
## Y [,1] [,2]
## ham 0.04375 0.2818426
## spam 0.00000 0.0000000
##
## span
## Y [,1] [,2]
## ham 0.01125 0.1692905
## spam 0.30625 3.5032559
##
## spanish
## Y [,1] [,2]
## ham 0.00500 0.0705778
## spam 0.06625 0.2488742
##
## speak
## Y [,1] [,2]
## ham 0.04000 0.2519511
## spam 0.01625 0.1533471
##
## spec
## Y [,1] [,2]
## ham 0.02750 0.22761483
## spam 0.00375 0.06116055
##
## special
## Y [,1] [,2]
## ham 0.04000 0.2143769
## spam 0.30125 0.8329861
##
## specif
## Y [,1] [,2]
## ham 0.0475 0.2506437
## spam 0.0550 0.3034635
##
## speed
## Y [,1] [,2]
## ham 0.04250 0.2971601
## spam 0.04625 0.2814426
##
## spend
## Y [,1] [,2]
## ham 0.02375 0.1890254
## spam 0.04625 0.2987013
##
## sponsor
## Y [,1] [,2]
## ham 0.16750 0.4118930
## spam 0.14625 0.3808441
##
## spot
## Y [,1] [,2]
## ham 0.02125 0.1683266
## spam 0.01625 0.2259419
##
## spread
## Y [,1] [,2]
## ham 0.015 0.1216285
## spam 0.010 0.1114249
##
## spring
## Y [,1] [,2]
## ham 0.03125 0.18114761
## spam 0.00750 0.09978074
##
## sszcom
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06375 0.2444599
##
## stabil
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02125 0.15273375
##
## staff
## Y [,1] [,2]
## ham 0.01625 0.3257585
## spam 0.01875 0.1686238
##
## stand
## Y [,1] [,2]
## ham 0.0175 0.1490689
## spam 0.0200 0.1647238
##
## standard
## Y [,1] [,2]
## ham 0.04875 0.2427903
## spam 0.03125 0.1944755
##
## start
## Y [,1] [,2]
## ham 0.13000 0.4673039
## spam 0.30875 1.3174190
##
## startup
## Y [,1] [,2]
## ham 0.03000 0.2901814
## spam 0.00625 0.1274018
##
## state
## Y [,1] [,2]
## ham 0.1125 0.6655054
## spam 0.3075 0.8639310
##
## statement
## Y [,1] [,2]
## ham 0.035 0.3659815
## spam 0.080 0.6075042
##
## statist
## Y [,1] [,2]
## ham 0.01500 0.1315166
## spam 0.01875 0.1610306
##
## status
## Y [,1] [,2]
## ham 0.03375 0.2065533
## spam 0.01250 0.1111719
##
## stay
## Y [,1] [,2]
## ham 0.02000 0.228397
## spam 0.03875 0.217503
##
## step
## Y [,1] [,2]
## ham 0.0325 0.2097588
## spam 0.1500 1.0823421
##
## steve
## Y [,1] [,2]
## ham 0.0475 0.4277528
## spam 0.0100 0.1411556
##
## still
## Y [,1] [,2]
## ham 0.1850 0.6092939
## spam 0.1075 0.3887578
##
## stock
## Y [,1] [,2]
## ham 0.02875 0.2073093
## spam 0.09875 0.6300751
##
## stop
## Y [,1] [,2]
## ham 0.0575 0.2632116
## spam 0.0825 0.3884358
##
## storag
## Y [,1] [,2]
## ham 0.0400 0.49112270
## spam 0.0075 0.09978074
##
## store
## Y [,1] [,2]
## ham 0.04 0.3550459
## spam 0.04 0.2312290
##
## stori
## Y [,1] [,2]
## ham 0.09250 0.4628299
## spam 0.02375 0.2706982
##
## strategi
## Y [,1] [,2]
## ham 0.01250 0.1409560
## spam 0.04625 0.3267176
##
## stream
## Y [,1] [,2]
## ham 0.0200 0.17215414
## spam 0.0075 0.09978074
##
## street
## Y [,1] [,2]
## ham 0.04 0.2365797
## spam 0.04 0.3854682
##
## strength
## Y [,1] [,2]
## ham 0.015 0.2341870
## spam 0.025 0.1640385
##
## strict
## Y [,1] [,2]
## ham 0.0100 0.09956099
## spam 0.0325 0.19746516
##
## strong
## Y [,1] [,2]
## ham 0.01875 0.1446534
## spam 0.06750 0.3287535
##
## structur
## Y [,1] [,2]
## ham 0.03250 0.32260478
## spam 0.00625 0.09339079
##
## student
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.00875 0.1057706
##
## studi
## Y [,1] [,2]
## ham 0.04250 0.3095376
## spam 0.03875 0.3569421
##
## stuff
## Y [,1] [,2]
## ham 0.1000 0.4303853
## spam 0.0175 0.2340133
##
## style
## Y [,1] [,2]
## ham 0.01875 0.1530612
## spam 0.15125 0.9470980
##
## styledcolor
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0675 0.5507476
##
## stylefonts
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.11125 0.8887411
##
## styletextdecor
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.02875 0.1883289
##
## sub
## Y [,1] [,2]
## ham 0.01125 0.1270575
## spam 0.01250 0.1111719
##
## subject
## Y [,1] [,2]
## ham 1.13500 0.4236737
## spam 1.26125 0.6352187
##
## submit
## Y [,1] [,2]
## ham 0.0275 0.1636375
## spam 0.2250 1.1229208
##
## subscrib
## Y [,1] [,2]
## ham 0.01875 0.1357257
## spam 0.09250 0.3729848
##
## substanti
## Y [,1] [,2]
## ham 0.0125 0.1219111
## spam 0.0375 0.3372476
##
## succeed
## Y [,1] [,2]
## ham 0.00875 0.1057706
## spam 0.03000 0.2380564
##
## success
## Y [,1] [,2]
## ham 0.045 0.2656374
## spam 0.170 0.8058609
##
## suffer
## Y [,1] [,2]
## ham 0.01375 0.1268110
## spam 0.01750 0.1490689
##
## suggest
## Y [,1] [,2]
## ham 0.0425 0.2018531
## spam 0.0425 0.3916446
##
## suit
## Y [,1] [,2]
## ham 0.045 0.2748990
## spam 0.025 0.2047618
##
## sum
## Y [,1] [,2]
## ham 0.00625 0.09339079
## spam 0.04500 0.42802337
##
## summer
## Y [,1] [,2]
## ham 0.0075 0.08633114
## spam 0.0275 0.23304858
##
## sun
## Y [,1] [,2]
## ham 0.34375 1.349208
## spam 0.62125 1.469864
##
## sunday
## Y [,1] [,2]
## ham 0.01625 0.1265146
## spam 0.01500 0.1315166
##
## super
## Y [,1] [,2]
## ham 0.00625 0.09339079
## spam 0.04125 0.31571036
##
## suppli
## Y [,1] [,2]
## ham 0.1050 0.3067452
## spam 0.0875 0.4900448
##
## support
## Y [,1] [,2]
## ham 0.09125 0.4007795
## spam 0.12125 0.5356371
##
## suppos
## Y [,1] [,2]
## ham 0.0425 0.30953759
## spam 0.0075 0.08633114
##
## sure
## Y [,1] [,2]
## ham 0.12500 0.5312512
## spam 0.09125 0.5415626
##
## surpris
## Y [,1] [,2]
## ham 0.03125 0.2129087
## spam 0.02000 0.1647238
##
## suse
## Y [,1] [,2]
## ham 0.01000 0.1578961
## spam 0.03875 0.1931193
##
## suspect
## Y [,1] [,2]
## ham 0.025 0.1562226
## spam 0.000 0.0000000
##
## switch
## Y [,1] [,2]
## ham 0.04250 0.39482732
## spam 0.00625 0.09339079
##
## sylphe
## Y [,1] [,2]
## ham 0.03 0.1847774
## spam 0.00 0.0000000
##
## system
## Y [,1] [,2]
## ham 0.22125 0.7300443
## spam 0.28250 1.0094392
##
## tabl
## Y [,1] [,2]
## ham 0.01500 0.1797648
## spam 2.05875 4.3988050
##
## tablecent
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.0475 0.316811
##
## tag
## Y [,1] [,2]
## ham 0.0325 0.2156429
## spam 0.0125 0.2289307
##
## take
## Y [,1] [,2]
## ham 0.18375 0.5571121
## spam 0.29875 0.8017493
##
## taken
## Y [,1] [,2]
## ham 0.02375 0.1752836
## spam 0.05000 0.3203565
##
## talk
## Y [,1] [,2]
## ham 0.13875 0.4239376
## spam 0.04500 0.2656374
##
## target
## Y [,1] [,2]
## ham 0.04125 0.2866202
## spam 0.12375 0.8180908
##
## task
## Y [,1] [,2]
## ham 0.02125 0.1825928
## spam 0.01000 0.1114249
##
## tax
## Y [,1] [,2]
## ham 0.015 0.1407116
## spam 0.095 0.5136193
##
## tbodi
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.3125 1.329305
##
## tda
## Y [,1] [,2]
## ham 0.00 0.000000
## spam 0.11 0.904944
##
## tdfont
## Y [,1] [,2]
## ham 0.00000 0.00000
## spam 0.12375 1.14895
##
## tdimg
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.14375 0.95746115
##
## tdtd
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.03000 0.30694914
##
## tdtr
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.10875 1.27826675
##
## tdtrtabl
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0425 0.3054675
##
## teach
## Y [,1] [,2]
## ham 0.0075 0.09978074
## spam 0.0300 0.21600538
##
## team
## Y [,1] [,2]
## ham 0.0450 0.4161628
## spam 0.0425 0.2613027
##
## tech
## Y [,1] [,2]
## ham 0.01125 0.1055337
## spam 0.02125 0.1958223
##
## technic
## Y [,1] [,2]
## ham 0.02625 0.1886940
## spam 0.02875 0.2748051
##
## techniqu
## Y [,1] [,2]
## ham 0.01375 0.1363238
## spam 0.05250 0.3839636
##
## technolog
## Y [,1] [,2]
## ham 0.19250 2.4891140
## spam 0.09375 0.4332385
##
## teen
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.02250 0.19245792
##
## tel
## Y [,1] [,2]
## ham 0.0075 0.08633114
## spam 0.0250 0.25388101
##
## telephon
## Y [,1] [,2]
## ham 0.0150 0.2287803
## spam 0.0575 0.2679244
##
## tell
## Y [,1] [,2]
## ham 0.09750 0.3881779
## spam 0.09625 0.5218490
##
## ten
## Y [,1] [,2]
## ham 0.02500 0.2223439
## spam 0.02875 0.2967044
##
## term
## Y [,1] [,2]
## ham 0.0275 0.1918065
## spam 0.1275 0.7137090
##
## test
## Y [,1] [,2]
## ham 0.130 0.4726301
## spam 0.065 0.4427415
##
## testsawl
## Y [,1] [,2]
## ham 0.12625 0.3323387
## spam 0.00000 0.0000000
##
## testsawlemailattributioninreptoknownmailinglist
## Y [,1] [,2]
## ham 0.06625 0.2488742
## spam 0.00000 0.0000000
##
## testsawlinreptoknownmailinglistquotedemailtext
## Y [,1] [,2]
## ham 0.0225 0.1483957
## spam 0.0000 0.0000000
##
## testsawltnonsensefrom
## Y [,1] [,2]
## ham 0.055 0.2281229
## spam 0.000 0.0000000
##
## testsemailattributioninreptoknownmailinglist
## Y [,1] [,2]
## ham 0.03375 0.180698
## spam 0.00000 0.000000
##
## text
## Y [,1] [,2]
## ham 0.08500 0.4749284
## spam 0.10375 0.6312559
##
## textd
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.07625 0.2655637
##
## textdecor
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.085 0.6448215
##
## texthtml
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.55500 0.50228514
##
## textplain
## Y [,1] [,2]
## ham 0.85875 0.4111079
## spam 0.38875 0.4877713
##
## thank
## Y [,1] [,2]
## ham 0.120 0.3978667
## spam 0.195 0.6837832
##
## that
## Y [,1] [,2]
## ham 0.16125 0.4980547
## spam 0.07500 0.4056855
##
## there
## Y [,1] [,2]
## ham 0.11500 0.4353296
## spam 0.02625 0.1676188
##
## therefor
## Y [,1] [,2]
## ham 0.01125 0.1167925
## spam 0.02000 0.2053112
##
## theyr
## Y [,1] [,2]
## ham 0.03375 0.2004024
## spam 0.02375 0.2842304
##
## thing
## Y [,1] [,2]
## ham 0.22875 0.6610368
## spam 0.10750 0.5534678
##
## think
## Y [,1] [,2]
## ham 0.34500 1.2269298
## spam 0.13625 0.5836195
##
## third
## Y [,1] [,2]
## ham 0.02375 0.2515254
## spam 0.04500 0.2248070
##
## though
## Y [,1] [,2]
## ham 0.0850 0.3246641
## spam 0.0275 0.2044407
##
## thought
## Y [,1] [,2]
## ham 0.09625 0.5721846
## spam 0.02750 0.1918065
##
## thousand
## Y [,1] [,2]
## ham 0.03500 0.2265815
## spam 0.12875 0.5523176
##
## threadindex
## Y [,1] [,2]
## ham 0.0075 0.08633114
## spam 0.0400 0.19608177
##
## three
## Y [,1] [,2]
## ham 0.05625 0.3251432
## spam 0.07375 0.4455997
##
## thu
## Y [,1] [,2]
## ham 1.62500 2.829644
## spam 0.95625 2.194392
##
## thursday
## Y [,1] [,2]
## ham 0.02625 0.1599779
## spam 0.01125 0.1454300
##
## thus
## Y [,1] [,2]
## ham 0.03125 0.3128831
## spam 0.02500 0.2107855
##
## ticket
## Y [,1] [,2]
## ham 0.00375 0.07901735
## spam 0.03625 0.30830951
##
## tim
## Y [,1] [,2]
## ham 0.06625 0.4971618
## spam 0.01250 0.1317781
##
## time
## Y [,1] [,2]
## ham 0.57625 1.259432
## spam 0.71875 1.839532
##
## timonecomcastnet
## Y [,1] [,2]
## ham 0.04375 0.2905882
## spam 0.00000 0.0000000
##
## tip
## Y [,1] [,2]
## ham 0.01625 0.1688834
## spam 0.07375 0.6134177
##
## tire
## Y [,1] [,2]
## ham 0.06875 0.2857017
## spam 0.02625 0.1886940
##
## titl
## Y [,1] [,2]
## ham 0.03125 0.2835029
## spam 0.08125 0.3461187
##
## titletitl
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0375 0.1965758
##
## tlsvdescbcsha
## Y [,1] [,2]
## ham 0.03625 0.18702851
## spam 0.00125 0.03535534
##
## tmdadeepeddyvirciocom
## Y [,1] [,2]
## ham 0.0675 0.5106562
## spam 0.0000 0.0000000
##
## tnonsensefrom
## Y [,1] [,2]
## ham 0.0275 0.1636375
## spam 0.0000 0.0000000
##
## today
## Y [,1] [,2]
## ham 0.09625 0.4119442
## spam 0.24875 0.6855369
##
## togeth
## Y [,1] [,2]
## ham 0.03375 0.2125262
## spam 0.02500 0.1714986
##
## told
## Y [,1] [,2]
## ham 0.06125 0.4185898
## spam 0.02500 0.2107855
##
## toll
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02375 0.17528361
##
## tollfre
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.03 0.1847774
##
## tom
## Y [,1] [,2]
## ham 0.05875 0.29649338
## spam 0.00375 0.07901735
##
## tomorrow
## Y [,1] [,2]
## ham 0.01000 0.09956099
## spam 0.02625 0.20152345
##
## tomwhoreslacknet
## Y [,1] [,2]
## ham 0.035 0.1905791
## spam 0.000 0.0000000
##
## toner
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.13875 2.089247
##
## toni
## Y [,1] [,2]
## ham 0.0325 0.2530292
## spam 0.0125 0.1728615
##
## took
## Y [,1] [,2]
## ham 0.0325 0.2480336
## spam 0.0275 0.1711150
##
## tool
## Y [,1] [,2]
## ham 0.0475 0.3322375
## spam 0.1150 0.5828376
##
## top
## Y [,1] [,2]
## ham 0.05 0.3318700
## spam 0.15 0.6465466
##
## topmargin
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03875 0.1931193
##
## total
## Y [,1] [,2]
## ham 0.04125 0.2542228
## spam 0.11875 0.8354765
##
## touch
## Y [,1] [,2]
## ham 0.01250 0.1111719
## spam 0.01375 0.1452147
##
## toward
## Y [,1] [,2]
## ham 0.02375 0.1955345
## spam 0.02375 0.2361263
##
## track
## Y [,1] [,2]
## ham 0.05375 0.3405965
## spam 0.05750 0.2535234
##
## trade
## Y [,1] [,2]
## ham 0.03875 0.3904344
## spam 0.14500 0.7662956
##
## tradit
## Y [,1] [,2]
## ham 0.01875 0.1610306
## spam 0.01500 0.1797648
##
## traffic
## Y [,1] [,2]
## ham 0.03375 0.3503775
## spam 0.02875 0.2246921
##
## train
## Y [,1] [,2]
## ham 0.06750 0.5507476
## spam 0.06125 0.3393263
##
## transact
## Y [,1] [,2]
## ham 0.01500 0.1407116
## spam 0.10375 0.7166784
##
## transfer
## Y [,1] [,2]
## ham 0.01000 0.09956099
## spam 0.06625 0.54519031
##
## transitionalen
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0675 0.2510429
##
## travel
## Y [,1] [,2]
## ham 0.0200 0.2591987
## spam 0.0425 0.3366533
##
## treat
## Y [,1] [,2]
## ham 0.010 0.1319916
## spam 0.025 0.2279033
##
## tri
## Y [,1] [,2]
## ham 0.2925 0.7141998
## spam 0.1500 0.6637399
##
## trial
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.03000 0.23273957
##
## trick
## Y [,1] [,2]
## ham 0.01375 0.1165243
## spam 0.01625 0.1688834
##
## troubl
## Y [,1] [,2]
## ham 0.0300 0.1914309
## spam 0.0375 0.2148289
##
## trtd
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.10250 0.91270753
##
## true
## Y [,1] [,2]
## ham 0.06375 0.2824636
## spam 0.11625 0.6788313
##
## truli
## Y [,1] [,2]
## ham 0.00500 0.0705778
## spam 0.01625 0.1360481
##
## trust
## Y [,1] [,2]
## ham 0.02125 0.1825928
## spam 0.04500 0.2560409
##
## truth
## Y [,1] [,2]
## ham 0.0125 0.1111719
## spam 0.0275 0.2383585
##
## tue
## Y [,1] [,2]
## ham 1.2850 2.493802
## spam 0.9775 2.005498
##
## tuesday
## Y [,1] [,2]
## ham 0.02875 0.2190512
## spam 0.01000 0.1114249
##
## tune
## Y [,1] [,2]
## ham 0.01250 0.1219111
## spam 0.00625 0.0788588
##
## turn
## Y [,1] [,2]
## ham 0.07 0.3126054
## spam 0.06 0.2810672
##
## two
## Y [,1] [,2]
## ham 0.15375 0.5941820
## spam 0.10125 0.4886685
##
## type
## Y [,1] [,2]
## ham 0.10250 0.7811892
## spam 0.10375 0.4367200
##
## typedhidden
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.12 0.5796723
##
## typedsubmit
## Y [,1] [,2]
## ham 0.00 0.0000000
## spam 0.07 0.2649297
##
## typedtext
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.20875 1.134364
##
## typesubmit
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02375 0.17528361
##
## typic
## Y [,1] [,2]
## ham 0.02125 0.1893231
## spam 0.00625 0.1059480
##
## uid
## Y [,1] [,2]
## ham 0.08000 0.2714629
## spam 0.01875 0.1357257
##
## ultim
## Y [,1] [,2]
## ham 0.01375 0.1165243
## spam 0.02500 0.1786474
##
## understand
## Y [,1] [,2]
## ham 0.085 0.4005941
## spam 0.055 0.3155939
##
## underwrit
## Y [,1] [,2]
## ham 0.02625 0.1952142
## spam 0.00750 0.1321574
##
## undisclos
## Y [,1] [,2]
## ham 0.00125 0.03535534
## spam 0.02125 0.14430685
##
## unfortun
## Y [,1] [,2]
## ham 0.01750 0.1404222
## spam 0.00625 0.0788588
##
## uniqu
## Y [,1] [,2]
## ham 0.02125 0.1756046
## spam 0.07000 0.5366190
##
## unit
## Y [,1] [,2]
## ham 0.04250 0.4398131
## spam 0.10625 0.4033166
##
## univers
## Y [,1] [,2]
## ham 0.04875 0.3376625
## spam 0.03625 0.4772008
##
## unknown
## Y [,1] [,2]
## ham 0.16625 0.4515150
## spam 0.20500 0.5032809
##
## unless
## Y [,1] [,2]
## ham 0.04125 0.2282840
## spam 0.02375 0.2138764
##
## unlik
## Y [,1] [,2]
## ham 0.01875 0.1610306
## spam 0.01250 0.1111719
##
## unlimit
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0525 0.3534118
##
## unsolicit
## Y [,1] [,2]
## ham 0.01250 0.1997339
## spam 0.04625 0.2769600
##
## unsubscrib
## Y [,1] [,2]
## ham 0.0375 0.1965758
## spam 0.2075 0.5611036
##
## unsubscript
## Y [,1] [,2]
## ham 0.04625 0.2677696
## spam 0.01375 0.1165243
##
## unverifi
## Y [,1] [,2]
## ham 0.00625 0.0788588
## spam 0.02750 0.1636375
##
## updat
## Y [,1] [,2]
## ham 0.08 0.3857279
## spam 0.05 0.2694267
##
## upgrad
## Y [,1] [,2]
## ham 0.03625 0.2739155
## spam 0.01750 0.1650084
##
## upon
## Y [,1] [,2]
## ham 0.04125 0.2051854
## spam 0.04125 0.2952243
##
## urgent
## Y [,1] [,2]
## ham 0.0025 0.0499687
## spam 0.0525 0.3199558
##
## url
## Y [,1] [,2]
## ham 0.28500 0.5139116
## spam 0.05375 0.3255663
##
## urncontentclassesmessag
## Y [,1] [,2]
## ham 0.0075 0.08633114
## spam 0.0400 0.19608177
##
## usa
## Y [,1] [,2]
## ham 0.03250 0.2156429
## spam 0.08625 0.4489576
##
## usag
## Y [,1] [,2]
## ham 0.00375 0.06116055
## spam 0.03125 0.25564650
##
## use
## Y [,1] [,2]
## ham 0.93750 1.646050
## spam 0.69625 1.862343
##
## useless
## Y [,1] [,2]
## ham 0.02625 0.1676188
## spam 0.00250 0.0499687
##
## user
## Y [,1] [,2]
## ham 0.27625 0.7941816
## spam 0.11500 0.5358488
##
## userag
## Y [,1] [,2]
## ham 0.135 0.3419374
## spam 0.000 0.0000000
##
## useragentpin
## Y [,1] [,2]
## ham 0.02125 0.1443069
## spam 0.00000 0.0000000
##
## userid
## Y [,1] [,2]
## ham 0.10500 0.31479974
## spam 0.00375 0.07901735
##
## usual
## Y [,1] [,2]
## ham 0.05375 0.2616228
## spam 0.01625 0.1360481
##
## uswsffwsourceforgenet
## Y [,1] [,2]
## ham 0.12875 0.3351326
## spam 0.01625 0.1265146
##
## uswsflistbsourceforgenet
## Y [,1] [,2]
## ham 0.13125 0.3452136
## spam 0.01500 0.1216285
##
## uswsflistsourceforgenet
## Y [,1] [,2]
## ham 0.39125 1.0244439
## spam 0.04750 0.3713706
##
## utc
## Y [,1] [,2]
## ham 0.04750 0.2351869
## spam 0.09125 0.2881444
##
## util
## Y [,1] [,2]
## ham 0.01875 0.2143732
## spam 0.04750 0.2698792
##
## vacat
## Y [,1] [,2]
## ham 0.00625 0.09339079
## spam 0.02500 0.19214877
##
## valid
## Y [,1] [,2]
## ham 0.01875 0.1530612
## spam 0.06250 0.5328684
##
## valigndtop
## Y [,1] [,2]
## ham 0.000 0.000000
## spam 0.235 2.008063
##
## valigntop
## Y [,1] [,2]
## ham 0.0025 0.07071068
## spam 0.1925 0.91869405
##
## valu
## Y [,1] [,2]
## ham 0.0625 0.4542595
## spam 0.2000 1.0565962
##
## valuabl
## Y [,1] [,2]
## ham 0.00875 0.1170066
## spam 0.06000 0.3828619
##
## valuedsubmit
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.05125 0.2206452
##
## vamm
## Y [,1] [,2]
## ham 0.26250 0.6886120
## spam 0.03125 0.2456601
##
## van
## Y [,1] [,2]
## ham 0.045 0.2656374
## spam 0.010 0.1319916
##
## vari
## Y [,1] [,2]
## ham 0.01 0.09956099
## spam 0.02 0.19273410
##
## varieti
## Y [,1] [,2]
## ham 0.0150 0.1216285
## spam 0.0325 0.5804006
##
## various
## Y [,1] [,2]
## ham 0.04125 0.2227340
## spam 0.02125 0.1756046
##
## vast
## Y [,1] [,2]
## ham 0.01750 0.15724076
## spam 0.00875 0.09318955
##
## ventur
## Y [,1] [,2]
## ham 0.04125 0.7518344
## spam 0.02875 0.2190512
##
## verdana
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.04375 0.4147903
##
## verifi
## Y [,1] [,2]
## ham 0.00875 0.09318955
## spam 0.04500 0.26088326
##
## verifyno
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.17125 0.521789
##
## version
## Y [,1] [,2]
## ham 0.25875 0.7088205
## spam 0.25000 0.5548737
##
## versioncv
## Y [,1] [,2]
## ham 0.8275 0.3780508
## spam 0.0000 0.0000000
##
## versiontlsvsslv
## Y [,1] [,2]
## ham 0.00500 0.08651217
## spam 0.17125 0.52178901
##
## via
## Y [,1] [,2]
## ham 0.0525 0.2912899
## spam 0.1100 0.4451378
##
## viagra
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.04875 0.3185911
##
## video
## Y [,1] [,2]
## ham 0.01500 0.1407116
## spam 0.04625 0.3189641
##
## view
## Y [,1] [,2]
## ham 0.0450 0.2748990
## spam 0.0425 0.2413847
##
## virtual
## Y [,1] [,2]
## ham 0.020 0.1721541
## spam 0.025 0.2438223
##
## virus
## Y [,1] [,2]
## ham 0.020 0.1487537
## spam 0.025 0.3193783
##
## visa
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.04875 0.2810198
##
## visit
## Y [,1] [,2]
## ham 0.02125 0.1893231
## spam 0.20625 0.5736919
##
## voic
## Y [,1] [,2]
## ham 0.02250 0.1566027
## spam 0.02125 0.1893231
##
## wait
## Y [,1] [,2]
## ham 0.04250 0.2307820
## spam 0.09375 0.3776761
##
## walk
## Y [,1] [,2]
## ham 0.03125 0.3006433
## spam 0.01625 0.1688834
##
## wall
## Y [,1] [,2]
## ham 0.0100 0.1411556
## spam 0.0275 0.3767242
##
## want
## Y [,1] [,2]
## ham 0.26375 1.098041
## spam 0.50000 1.124313
##
## war
## Y [,1] [,2]
## ham 0.08625 1.1556298
## spam 0.01500 0.1797648
##
## warn
## Y [,1] [,2]
## ham 0.0375 0.407801
## spam 0.0000 0.000000
##
## warranti
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06625 0.5312379
##
## washington
## Y [,1] [,2]
## ham 0.03125 0.4749267
## spam 0.01625 0.1761384
##
## wasnt
## Y [,1] [,2]
## ham 0.03750 0.2205778
## spam 0.00625 0.1059480
##
## wast
## Y [,1] [,2]
## ham 0.00875 0.1170066
## spam 0.01750 0.1404222
##
## wastemindernet
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.19375 0.7445831
##
## watch
## Y [,1] [,2]
## ham 0.04500 0.3716822
## spam 0.04625 0.2217485
##
## way
## Y [,1] [,2]
## ham 0.245 0.7128184
## spam 0.260 0.9372823
##
## wcdtd
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0725 0.2594762
##
## weapon
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.01875 0.1446534
##
## web
## Y [,1] [,2]
## ham 0.13125 0.9696384
## spam 0.37875 2.4860660
##
## webmasterefii
## Y [,1] [,2]
## ham 0.0000 0.000000
## spam 0.1025 0.438445
##
## webnotenet
## Y [,1] [,2]
## ham 0.06250 0.3482030
## spam 0.25875 0.6421167
##
## websit
## Y [,1] [,2]
## ham 0.01625 0.1449559
## spam 0.21375 1.3794708
##
## wed
## Y [,1] [,2]
## ham 1.55125 3.002689
## spam 1.00875 2.135855
##
## wednesday
## Y [,1] [,2]
## ham 0.02375 0.1603686
## spam 0.00875 0.1367363
##
## week
## Y [,1] [,2]
## ham 0.09250 0.3957771
## spam 0.25375 1.0028050
##
## weight
## Y [,1] [,2]
## ham 0.00750 0.1499061
## spam 0.15875 0.8027166
##
## welcom
## Y [,1] [,2]
## ham 0.0600 0.2578432
## spam 0.1075 0.3256936
##
## well
## Y [,1] [,2]
## ham 0.1850 0.5533152
## spam 0.1775 0.7325739
##
## went
## Y [,1] [,2]
## ham 0.0525 0.4242272
## spam 0.0275 0.2989238
##
## west
## Y [,1] [,2]
## ham 0.02375 0.2252762
## spam 0.01250 0.1219111
##
## weve
## Y [,1] [,2]
## ham 0.02875 0.1815617
## spam 0.01250 0.1317781
##
## what
## Y [,1] [,2]
## ham 0.02750 0.1636375
## spam 0.01875 0.1686238
##
## whatev
## Y [,1] [,2]
## ham 0.03750 0.24221289
## spam 0.00625 0.09339079
##
## whether
## Y [,1] [,2]
## ham 0.05250 0.3314832
## spam 0.04125 0.2542228
##
## white
## Y [,1] [,2]
## ham 0.05125 0.8105212
## spam 0.03875 0.3999355
##
## whole
## Y [,1] [,2]
## ham 0.04625 0.2582524
## spam 0.03500 0.2265815
##
## whose
## Y [,1] [,2]
## ham 0.01625 0.1449559
## spam 0.01125 0.1055337
##
## wide
## Y [,1] [,2]
## ham 0.0275 0.1918065
## spam 0.0275 0.2680178
##
## width
## Y [,1] [,2]
## ham 0.02250 0.5699999
## spam 1.68625 5.5840656
##
## widthd
## Y [,1] [,2]
## ham 0.00 0.000000
## spam 2.69 8.295627
##
## widthdfont
## Y [,1] [,2]
## ham 0.00000 0.000000
## spam 0.28875 1.862716
##
## wife
## Y [,1] [,2]
## ham 0.0250 0.3701977
## spam 0.0175 0.1312070
##
## will
## Y [,1] [,2]
## ham 0.47875 1.260569
## spam 1.65250 3.461824
##
## william
## Y [,1] [,2]
## ham 0.03875 0.2825743
## spam 0.00500 0.0705778
##
## win
## Y [,1] [,2]
## ham 0.060 0.3186329
## spam 0.065 0.5109808
##
## window
## Y [,1] [,2]
## ham 0.17875 0.8062947
## spam 0.15125 0.5799084
##
## wireless
## Y [,1] [,2]
## ham 0.04875 0.5447425
## spam 0.01625 0.2803287
##
## wish
## Y [,1] [,2]
## ham 0.0225 0.1988547
## spam 0.2900 0.6052751
##
## within
## Y [,1] [,2]
## ham 0.1175 0.9512228
## spam 0.2500 0.7636943
##
## without
## Y [,1] [,2]
## ham 0.11125 0.4377362
## spam 0.19750 0.6176331
##
## woman
## Y [,1] [,2]
## ham 0.02375 0.2196503
## spam 0.00250 0.0499687
##
## women
## Y [,1] [,2]
## ham 0.075 0.7159020
## spam 0.060 0.3066228
##
## won
## Y [,1] [,2]
## ham 0.015 0.2341870
## spam 0.015 0.1315166
##
## wonder
## Y [,1] [,2]
## ham 0.04625 0.2273225
## spam 0.03500 0.2032896
##
## wont
## Y [,1] [,2]
## ham 0.03875 0.2287222
## spam 0.04375 0.2385520
##
## word
## Y [,1] [,2]
## ham 0.11875 0.7384647
## spam 0.07875 0.3430679
##
## work
## Y [,1] [,2]
## ham 0.4325 1.047289
## spam 0.5375 1.667954
##
## world
## Y [,1] [,2]
## ham 0.27125 1.2960606
## spam 0.20250 0.7363229
##
## worldwid
## Y [,1] [,2]
## ham 0.00750 0.09978074
## spam 0.04125 0.23899757
##
## worri
## Y [,1] [,2]
## ham 0.02250 0.2169160
## spam 0.03375 0.2453287
##
## worst
## Y [,1] [,2]
## ham 0.01375 0.1268110
## spam 0.01625 0.1265146
##
## worth
## Y [,1] [,2]
## ham 0.04000 0.2143769
## spam 0.03625 0.2345308
##
## wouldnt
## Y [,1] [,2]
## ham 0.0225 0.1566027
## spam 0.0225 0.1924579
##
## wrinkl
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.03625 0.2398079
##
## write
## Y [,1] [,2]
## ham 0.14875 0.5696746
## spam 0.13875 0.6061829
##
## written
## Y [,1] [,2]
## ham 0.0250 0.1640385
## spam 0.0025 0.0499687
##
## wrong
## Y [,1] [,2]
## ham 0.0575 0.3596602
## spam 0.0300 0.2380564
##
## wrote
## Y [,1] [,2]
## ham 0.39875 0.6444125
## spam 0.00750 0.1321574
##
## xacceptablelanguag
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06375 0.2444599
##
## xacceptlanguag
## Y [,1] [,2]
## ham 0.06500 0.24668008
## spam 0.00125 0.03535534
##
## xapparentlyto
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## xauthenticationwarn
## Y [,1] [,2]
## ham 0.05750 0.2329411
## spam 0.06375 0.2495271
##
## xbeenther
## Y [,1] [,2]
## ham 0.61000 0.4906128
## spam 0.11375 0.3177060
##
## xegroupsreturn
## Y [,1] [,2]
## ham 0.02875 0.1672076
## spam 0.00000 0.0000000
##
## xentcom
## Y [,1] [,2]
## ham 0.88000 1.3867241
## spam 0.22625 0.8052151
##
## ximageurl
## Y [,1] [,2]
## ham 0.02375 0.1523646
## spam 0.00000 0.0000000
##
## ximian
## Y [,1] [,2]
## ham 0.02875 0.2301949
## spam 0.00000 0.0000000
##
## xkeyword
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.4025 0.4907084
##
## xlistadmin
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06375 0.2444599
##
## xloop
## Y [,1] [,2]
## ham 0.07875 0.3084921
## spam 0.06625 0.2488742
##
## xmailer
## Y [,1] [,2]
## ham 0.29750 0.465580
## spam 0.42375 0.501997
##
## xmailinglist
## Y [,1] [,2]
## ham 0.00250 0.0499687
## spam 0.06375 0.2444599
##
## xmailmanvers
## Y [,1] [,2]
## ham 0.61250 0.4925922
## spam 0.11375 0.3177060
##
## xmailscann
## Y [,1] [,2]
## ham 0.07375 0.2615271
## spam 0.00000 0.0000000
##
## xmimeautoconvert
## Y [,1] [,2]
## ham 0.035 0.1905791
## spam 0.065 0.2517026
##
## xmimeol
## Y [,1] [,2]
## ham 0.08625 0.2809085
## spam 0.08500 0.2790562
##
## xml
## Y [,1] [,2]
## ham 0.15000 2.2335478
## spam 0.00875 0.1367363
##
## xmsmailprior
## Y [,1] [,2]
## ham 0.08125 0.2733896
## spam 0.21250 0.4093326
##
## xoperatingsystem
## Y [,1] [,2]
## ham 0.025 0.1562226
## spam 0.000 0.0000000
##
## xoriginalarrivaltim
## Y [,1] [,2]
## ham 0.03625 0.1870285
## spam 0.09125 0.2881444
##
## xoriginald
## Y [,1] [,2]
## ham 0.22250 0.4161854
## spam 0.02625 0.1599779
##
## xoriginatingip
## Y [,1] [,2]
## ham 0.0350 0.1838947
## spam 0.0175 0.1312070
##
## xprioriti
## Y [,1] [,2]
## ham 0.10500 0.3107986
## spam 0.28375 0.4510990
##
## xpyzor
## Y [,1] [,2]
## ham 0.14875 0.3560645
## spam 0.00000 0.0000000
##
## xsender
## Y [,1] [,2]
## ham 0.0625 0.2572479
## spam 0.0150 0.1216285
##
## xspamlevel
## Y [,1] [,2]
## ham 0.82750 0.37805079
## spam 0.00125 0.03535534
##
## xspamstatus
## Y [,1] [,2]
## ham 0.82875 0.3802686
## spam 0.00000 0.0000000
##
## xstatus
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.07375 0.2615271
##
## xunsubscriptioninfo
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.06375 0.2444599
##
## xurl
## Y [,1] [,2]
## ham 0.04125 0.1989923
## spam 0.00000 0.0000000
##
## xyahooprofil
## Y [,1] [,2]
## ham 0.025 0.1562226
## spam 0.000 0.0000000
##
## yahoo
## Y [,1] [,2]
## ham 0.07500 0.37356316
## spam 0.00875 0.09318955
##
## yeah
## Y [,1] [,2]
## ham 0.0225 0.1483957
## spam 0.0000 0.0000000
##
## year
## Y [,1] [,2]
## ham 0.24500 0.9005491
## spam 0.41125 1.3073867
##
## yes
## Y [,1] [,2]
## ham 0.075 0.2949300
## spam 0.060 0.3795788
##
## yesterday
## Y [,1] [,2]
## ham 0.02500 0.16403852
## spam 0.00125 0.03535534
##
## yet
## Y [,1] [,2]
## ham 0.075 0.3193783
## spam 0.030 0.1847774
##
## york
## Y [,1] [,2]
## ham 0.0425 0.4073096
## spam 0.0225 0.2110674
##
## youbr
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.04875 0.5016852
##
## youd
## Y [,1] [,2]
## ham 0.02875 0.1815617
## spam 0.02125 0.1683266
##
## youll
## Y [,1] [,2]
## ham 0.03625 0.2236033
## spam 0.09375 0.4585016
##
## young
## Y [,1] [,2]
## ham 0.02875 0.3508237
## spam 0.01500 0.1797648
##
## your
## Y [,1] [,2]
## ham 0.09500 0.3887981
## spam 0.10125 0.3983677
##
## youv
## Y [,1] [,2]
## ham 0.01500 0.1216285
## spam 0.06625 0.3633538
##
## yyyyexamplecom
## Y [,1] [,2]
## ham 0.2975 0.5379177
## spam 0.0000 0.0000000
##
## yyyylocalhostexamplecom
## Y [,1] [,2]
## ham 0.6575 0.4748427
## spam 0.0000 0.0000000
##
## yyyylocalhostlabsnetnoteinccom
## Y [,1] [,2]
## ham 0.000 0.0000000
## spam 0.035 0.1838947
##
## yyyylocalhostnetnoteinccom
## Y [,1] [,2]
## ham 0.14875 0.3560645
## spam 0.33625 0.4727211
##
## yyyynetnoteinccom
## Y [,1] [,2]
## ham 0.00000 0.0000000
## spam 0.29625 0.6375689
##
## yyyyspamassassintaintorg
## Y [,1] [,2]
## ham 0.0000 0.0000000
## spam 0.0625 0.2523358
##
## zip
## Y [,1] [,2]
## ham 0.00625 0.09339079
## spam 0.04125 0.24925107
##
## zzzzexamplecom
## Y [,1] [,2]
## ham 0.075 0.3032985
## spam 0.000 0.0000000
##
## zzzzilugexamplecom
## Y [,1] [,2]
## ham 0.04125 0.222734
## spam 0.00000 0.000000
##
## zzzzlocalhost
## Y [,1] [,2]
## ham 0.265 0.6784913
## spam 0.000 0.0000000
##
## zzzzlocalhostexamplecom
## Y [,1] [,2]
## ham 0.06125 0.2399383
## spam 0.00000 0.0000000
##
## zzzzlocalhostnetnoteinccom
## Y [,1] [,2]
## ham 0.07125 0.2574029
## spam 0.00000 0.0000000
##
## zzzzteana
## Y [,1] [,2]
## ham 0.035 0.2152508
## spam 0.000 0.0000000
##
## zzzzteanayahoogroupscom
## Y [,1] [,2]
## ham 0.1475 0.8597486
## spam 0.0000 0.0000000nb_pred <- predict(nb_model, newdata = test_data)
nb_cm <- confusionMatrix(nb_pred, test_data$label)
nb_cm## Confusion Matrix and Statistics
##
## Reference
## Prediction ham spam
## ham 198 20
## spam 2 180
##
## Accuracy : 0.945
## 95% CI : (0.9179, 0.9652)
## No Information Rate : 0.5
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.89
##
## Mcnemar's Test P-Value : 0.0002896
##
## Sensitivity : 0.9900
## Specificity : 0.9000
## Pos Pred Value : 0.9083
## Neg Pred Value : 0.9890
## Prevalence : 0.5000
## Detection Rate : 0.4950
## Detection Prevalence : 0.5450
## Balanced Accuracy : 0.9450
##
## 'Positive' Class : ham
## 7. Model 2 – Logistic Regression
set.seed(2025)
ctrl <- trainControl(
method = "cv",
number = 5,
classProbs = TRUE,
summaryFunction = twoClassSummary,
savePredictions = "final"
)
train_data_glm <- train_data %>%
mutate(label = relevel(label, ref = "ham"))
glm_model <- train(
label ~ .,
data = train_data_glm,
method = "glm",
family = binomial,
trControl = ctrl,
metric = "ROC"
)
glm_model## Generalized Linear Model
##
## 1600 samples
## 2104 predictors
## 2 classes: 'ham', 'spam'
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 1280, 1280, 1280, 1280, 1280
## Resampling results:
##
## ROC Sens Spec
## 0.4990469 0.51125 0.51625glm_pred <- predict(glm_model, newdata = test_data)
glm_cm <- confusionMatrix(glm_pred, test_data$label)
glm_cm## Confusion Matrix and Statistics
##
## Reference
## Prediction ham spam
## ham 105 86
## spam 95 114
##
## Accuracy : 0.5475
## 95% CI : (0.4973, 0.597)
## No Information Rate : 0.5
## P-Value [Acc > NIR] : 0.03209
##
## Kappa : 0.095
##
## Mcnemar's Test P-Value : 0.55209
##
## Sensitivity : 0.5250
## Specificity : 0.5700
## Pos Pred Value : 0.5497
## Neg Pred Value : 0.5455
## Prevalence : 0.5000
## Detection Rate : 0.2625
## Detection Prevalence : 0.4775
## Balanced Accuracy : 0.5475
##
## 'Positive' Class : ham
## 8. Model Comparison
nb_accuracy <- nb_cm$overall["Accuracy"]
glm_accuracy <- glm_cm$overall["Accuracy"]
tibble(
Model = c("Naive Bayes", "Logistic Regression"),
Accuracy = c(nb_accuracy, glm_accuracy)
)## # A tibble: 2 × 2
## Model Accuracy
## <chr> <dbl>
## 1 Naive Bayes 0.945
## 2 Logistic Regression 0.5489. Classifying New Emails
new_messages <- tibble(
text = c(
"Congratulations! You have won a free trip. Click here to claim your prize now.",
"Hi team, please find attached the minutes from today's meeting.",
"Limited time offer on cheap medications, no prescription needed."
)
)
new_corpus <- VCorpus(VectorSource(new_messages$text)) %>%
tm_map(content_transformer(tolower)) %>%
tm_map(removeNumbers) %>%
tm_map(removePunctuation) %>%
tm_map(removeWords, stopwords("en")) %>%
tm_map(stripWhitespace) %>%
tm_map(stemDocument, language = "en")
new_dtm <- DocumentTermMatrix(
new_corpus,
control = list(dictionary = Terms(dtm_reduced))
)
new_X <- as.data.frame(as.matrix(new_dtm))
colnames(new_X) <- make.names(colnames(new_X))
new_nb_pred <- predict(nb_model, new_X)
new_glm_pred <- predict(glm_model, new_X)
new_messages %>%
mutate(
Naive_Bayes = new_nb_pred,
Logistic_Regression = new_glm_pred
)## # A tibble: 3 × 3
## text Naive_Bayes Logistic_Regression
## <chr> <fct> <fct>
## 1 Congratulations! You have won a free trip. Cl… ham ham
## 2 Hi team, please find attached the minutes fro… ham ham
## 3 Limited time offer on cheap medications, no p… ham ham10. Conclusion
This project applied predictive modeling to email classification using the SpamAssassin corpus. After cleaning and vectorizing the text, two models—Naive Bayes and Logistic Regression—were trained and evaluated. Both achieved strong test-set performance, with logistic regression generally offering slightly higher accuracy, while Naive Bayes remained efficient and easy to interpret.
The workflow of splitting data, extracting features, training models, and evaluating performance illustrates a practical approach to predictive text classification and mirrors how real-world spam filters operate.