The purpose of this project is to develop a text-based classifier capable of distinguishing spam emails from legitimate (“ham”) messages. Using the SpamAssassin public corpus, I implemented a full machine-learning workflow: loading raw email files, cleaning and preprocessing the text, transforming the text into a numerical format, training a Naive Bayes classifier, and evaluating its performance on unseen data.
This step-by-step process demonstrates how classical text-mining techniques can be applied to build an automated spam-filtering system.
Before beginning the analysis, several R packages are loaded to support the necessary text-processing and modeling steps. Each library fulfills a specific role:
-tm handles text mining tasks, including corpus creation and transformations.
-tidyverse provides tools for general data manipulation.
-e1071 contains the Naive Bayes implementation used for classification.
-caret assists with data partitioning and performance evaluation
Together, these packages allow R to read, clean, model, and evaluate large sets of unstructured email text.
library(tm)
library(tidyverse)
library(e1071)
library(caret)To ensure reproducibility, the base path is defined relative to the R Markdown file:
base <- "./"A custom function, read_emails(), automates the process of importing raw text files. It reads all files from a specified folder, extracts their contents, and assigns the appropriate label (“ham” or “spam”). This converts thousands of individual files into a structured dataset suitable for analysis.
read_emails <- function(folder, label){
files <- list.files(paste0(base, folder), full.names = TRUE)
texts <- sapply(files, function(f) {
tryCatch(readLines(f, warn = FALSE) %>% paste(collapse=" "),
error = function(e) "") })
data.frame(text = texts, label = label, stringsAsFactors = FALSE)
}
easy <- read_emails("20021010_easy_ham/easy_ham", "ham")
hard <- read_emails("20021010_hard_ham/hard_ham", "ham")
spam <- read_emails("20021010_spam/spam", "spam")
emails <- rbind(easy, hard, spam)Combining all three datasets allows the analysis to move from unstructured text to a unified dataset ready for preprocessing.
Raw emails often contain inconsistent formatting, numbers, punctuation, and other elements that add noise but little useful information. To clean the text, the following preprocessing steps are applied:
converting all text to lowercase
removing punctuation
removing numbers
removing common stopwords (e.g., “the”, “and”)
trimming extra whitespace
These steps standardize the text and help the classifier focus on meaningful word patterns.
emails$text <- iconv(emails$text, from = "", to = "UTF-8", sub = "byte")
corpus <- VCorpus(VectorSource(emails$text))
corpus <- tm_map(corpus, content_transformer(tolower))
corpus <- tm_map(corpus, removePunctuation)
corpus <- tm_map(corpus, removeNumbers)
corpus <- tm_map(corpus, removeWords, stopwords("english"))
corpus <- tm_map(corpus, stripWhitespace)After cleaning, the text must be translated into a numerical representation that can be used for modeling. The Document-Term Matrix (DTM) counts how often each word appears in each email.
dtm <- DocumentTermMatrix(corpus)Because the raw DTM contains many rare words, sparse terms are removed to reduce dimensionality and improve model performance.
dtm <- removeSparseTerms(dtm, 0.99)The DTM is then converted into a data frame, and the target label is added.
df <- as.data.frame(as.matrix(dtm))
df$label <- emails$labelTo evaluate the classifier’s ability to generalize, the dataset is divided into training (80%) and testing (20%) sets.
set.seed(123)
trainIndex <- createDataPartition(df$label, p = 0.8, list = FALSE)
train <- df[trainIndex,]
test <- df[-trainIndex,]This ensures that the model is assessed on data it has never seen before.
A Naive Bayes classifier is trained using the processed features. This algorithm is commonly used for text classification because it performs well with high-dimensional data.
model <- naiveBayes(label ~ ., data = train)
model##
## Naive Bayes Classifier for Discrete Predictors
##
## Call:
## naiveBayes.default(x = X, y = Y, laplace = laplace)
##
## A-priori probabilities:
## Y
## ham spam
## 0.848221 0.151779
##
## Conditional probabilities:
## aactive
## Y [,1] [,2]
## ham 0.012494422 0.1111027
## spam 0.009975062 0.0995000
##
## ability
## Y [,1] [,2]
## ham 0.05131638 0.3478882
## spam 0.01995012 0.1568471
##
## able
## Y [,1] [,2]
## ham 0.08344489 0.5499171
## spam 0.04987531 0.2783994
##
## abr
## Y [,1] [,2]
## ham 0.05934851 0.6010061
## spam 0.02244389 0.2280241
##
## absolutely
## Y [,1] [,2]
## ham 0.01606426 0.1359846
## spam 0.10972569 0.5127672
##
## abuse
## Y [,1] [,2]
## ham 0.02543507 0.2150064
## spam 0.05735661 0.4113417
##
## abvsfoacagent
## Y [,1] [,2]
## ham 0.03123606 0.1739939
## spam 0.00000000 0.0000000
##
## abvsfoacmtacnetcom
## Y [,1] [,2]
## ham 0.07764391 0.4592744
## spam 0.00000000 0.0000000
##
## accept
## Y [,1] [,2]
## ham 0.02454261 0.2387188
## spam 0.06234414 0.2521973
##
## accepted
## Y [,1] [,2]
## ham 0.00713967 0.08935724
## spam 0.04987531 0.25001247
##
## access
## Y [,1] [,2]
## ham 0.1218206 0.6720647
## spam 0.2294264 0.7919797
##
## according
## Y [,1] [,2]
## ham 0.04239179 0.2578870
## spam 0.04239401 0.3474165
##
## account
## Y [,1] [,2]
## ham 0.05488621 0.3987979
## spam 0.21945137 0.9282891
##
## accounts
## Y [,1] [,2]
## ham 0.01829540 0.1693605
## spam 0.04239401 0.2251627
##
## accucast
## Y [,1] [,2]
## ham 0.03302097 0.1931372
## spam 0.00000000 0.0000000
##
## across
## Y [,1] [,2]
## ham 0.05310129 0.3888404
## spam 0.01995012 0.1400036
##
## act
## Y [,1] [,2]
## ham 0.05310129 0.6111614
## spam 0.12219451 0.6344534
##
## action
## Y [,1] [,2]
## ham 0.04819277 0.4251025
## spam 0.04488778 0.4722076
##
## active
## Y [,1] [,2]
## ham 0.02052655 0.1854721
## spam 0.01246883 0.1316972
##
## activities
## Y [,1] [,2]
## ham 0.01249442 0.1261557
## spam 0.02992519 0.2812512
##
## actual
## Y [,1] [,2]
## ham 0.02677376 0.1721627
## spam 0.02743142 0.2678538
##
## actually
## Y [,1] [,2]
## ham 0.12494422 0.4977699
## spam 0.06483791 0.2842280
##
## adam
## Y [,1] [,2]
## ham 0.05354752 0.3812423
## spam 0.00000000 0.0000000
##
## add
## Y [,1] [,2]
## ham 0.12717537 0.4144462
## spam 0.05486284 0.2588099
##
## added
## Y [,1] [,2]
## ham 0.06425703 0.2993646
## spam 0.03990025 0.2083362
##
## adding
## Y [,1] [,2]
## ham 0.033020973 0.22115408
## spam 0.002493766 0.04993762
##
## addition
## Y [,1] [,2]
## ham 0.02632753 0.2309208
## spam 0.01745636 0.1489782
##
## additional
## Y [,1] [,2]
## ham 0.02945114 0.2049131
## spam 0.06733167 0.4774464
##
## address
## Y [,1] [,2]
## ham 0.1932173 0.7569136
## spam 0.5436409 2.0502965
##
## addresses
## Y [,1] [,2]
## ham 0.03078983 0.2079615
## spam 0.24189526 2.2076776
##
## adds
## Y [,1] [,2]
## ham 0.01383311 0.1312222
## spam 0.00000000 0.0000000
##
## administration
## Y [,1] [,2]
## ham 0.03748327 0.6576648
## spam 0.03241895 0.2940177
##
## administrator
## Y [,1] [,2]
## ham 0.01115573 0.1050534
## spam 0.01246883 0.1111042
##
## administrivia
## Y [,1] [,2]
## ham 0.0151718 0.1327662
## spam 0.0000000 0.0000000
##
## ads
## Y [,1] [,2]
## ham 0.01294065 0.1442727
## spam 0.06234414 0.4106136
##
## advanced
## Y [,1] [,2]
## ham 0.02811245 0.2228357
## spam 0.01496259 0.1215548
##
## advantage
## Y [,1] [,2]
## ham 0.03212851 0.2686663
## spam 0.04987531 0.3122599
##
## advertiseabrfont
## Y [,1] [,2]
## ham 0.01383311 0.116824
## spam 0.00000000 0.000000
##
## advertisement
## Y [,1] [,2]
## ham 0.02097278 0.1959572
## spam 0.05236908 0.2824015
##
## advertising
## Y [,1] [,2]
## ham 0.02141901 0.1901267
## spam 0.11970075 0.6524078
##
## advice
## Y [,1] [,2]
## ham 0.01472557 0.1616241
## spam 0.05236908 0.2641034
##
## aef
## Y [,1] [,2]
## ham 0.010709505 0.10295407
## spam 0.007481297 0.08627798
##
## age
## Y [,1] [,2]
## ham 0.01740295 0.1528323
## spam 0.13466334 0.9120419
##
## agent
## Y [,1] [,2]
## ham 0.01695672 0.1453992
## spam 0.05985037 0.4375031
##
## agents
## Y [,1] [,2]
## ham 0.01204819 0.1380261
## spam 0.06733167 0.4277325
##
## ago
## Y [,1] [,2]
## ham 0.07675145 0.4292845
## spam 0.01246883 0.1316972
##
## agree
## Y [,1] [,2]
## ham 0.035698349 0.23824520
## spam 0.007481297 0.08627798
##
## agreeable
## Y [,1] [,2]
## ham 0.0182954 0.152728
## spam 0.0000000 0.000000
##
## agreed
## Y [,1] [,2]
## ham 0.01829540 0.1640039
## spam 0.02992519 0.1846679
##
## ahead
## Y [,1] [,2]
## ham 0.014725569 0.1409693
## spam 0.009975062 0.0995000
##
## air
## Y [,1] [,2]
## ham 0.04105310 0.7488751
## spam 0.04488778 0.2701482
##
## alan
## Y [,1] [,2]
## ham 0.02097278 0.1742513
## spam 0.00000000 0.0000000
##
## aligncenter
## Y [,1] [,2]
## ham 0.1262829 0.7726525
## spam 0.3890274 1.6757921
##
## aligncentera
## Y [,1] [,2]
## ham 0.05622490 0.6199495
## spam 0.03990025 0.2416692
##
## aligncenterfont
## Y [,1] [,2]
## ham 0.03123606 0.3596957
## spam 0.23690773 1.4769003
##
## aligndcenter
## Y [,1] [,2]
## ham 0.02231147 0.3451736
## spam 0.50623441 1.8427116
##
## aligndcenterfont
## Y [,1] [,2]
## ham 0.00713967 0.2569444
## spam 0.23192020 1.1698626
##
## aligndright
## Y [,1] [,2]
## ham 0.009370817 0.1172665
## spam 0.119700748 0.8158651
##
## alignleft
## Y [,1] [,2]
## ham 0.1012941 0.8598189
## spam 0.1720698 1.5597493
##
## alignmiddle
## Y [,1] [,2]
## ham 0.02989737 0.4199261
## spam 0.08478803 1.1673873
##
## alignright
## Y [,1] [,2]
## ham 0.09103079 0.6679626
## spam 0.05236908 0.4356037
##
## alignrightfont
## Y [,1] [,2]
## ham 0.053547523 0.59295503
## spam 0.004987531 0.07053412
##
## alink
## Y [,1] [,2]
## ham 0.01918786 0.1639018
## spam 0.01496259 0.1215548
##
## allinone
## Y [,1] [,2]
## ham 0.01383311 0.1205848
## spam 0.00000000 0.0000000
##
## allow
## Y [,1] [,2]
## ham 0.04730031 0.3773653
## spam 0.11471322 0.3417718
##
## allowed
## Y [,1] [,2]
## ham 0.019187863 0.1868141
## spam 0.009975062 0.0995000
##
## allowing
## Y [,1] [,2]
## ham 0.022311468 0.16755120
## spam 0.004987531 0.07053412
##
## allows
## Y [,1] [,2]
## ham 0.04685408 0.2639673
## spam 0.01995012 0.1568471
##
## almost
## Y [,1] [,2]
## ham 0.06291834 0.2788117
## spam 0.04987531 0.2500125
##
## alone
## Y [,1] [,2]
## ham 0.02231147 0.2143141
## spam 0.03241895 0.1909094
##
## along
## Y [,1] [,2]
## ham 0.04819277 0.2777422
## spam 0.04488778 0.2607298
##
## already
## Y [,1] [,2]
## ham 0.09103079 0.3869695
## spam 0.05735661 0.2724004
##
## alsa
## Y [,1] [,2]
## ham 0.0562249 0.5480956
## spam 0.0000000 0.0000000
##
## also
## Y [,1] [,2]
## ham 0.3833110 1.381920
## spam 0.4214464 1.343294
##
## alt
## Y [,1] [,2]
## ham 0.4582776 3.955576
## spam 0.1645885 1.904690
##
## altcnet
## Y [,1] [,2]
## ham 0.01918786 0.1795019
## spam 0.00000000 0.0000000
##
## altd
## Y [,1] [,2]
## ham 0.05979473 0.9505608
## spam 0.05486284 0.4438272
##
## alternative
## Y [,1] [,2]
## ham 0.01963409 0.1568895
## spam 0.02743142 0.1916915
##
## although
## Y [,1] [,2]
## ham 0.05310129 0.2576343
## spam 0.02992519 0.2431095
##
## altsign
## Y [,1] [,2]
## ham 0.01874163 0.1356414
## spam 0.00000000 0.0000000
##
## always
## Y [,1] [,2]
## ham 0.10486390 0.4362774
## spam 0.08229426 0.3251319
##
## amavisdmilter
## Y [,1] [,2]
## ham 0.006247211 0.07880961
## spam 0.052369077 0.22304848
##
## amazing
## Y [,1] [,2]
## ham 0.009817046 0.1030430
## spam 0.017456359 0.1311279
##
## amendment
## Y [,1] [,2]
## ham 0.02543507 0.2668853
## spam 0.00000000 0.0000000
##
## america
## Y [,1] [,2]
## ham 0.07139670 0.8474164
## spam 0.05985037 0.4705412
##
## american
## Y [,1] [,2]
## ham 0.08969210 0.9231574
## spam 0.08977556 0.6456936
##
## americans
## Y [,1] [,2]
## ham 0.03480589 0.3171336
## spam 0.02244389 0.4024860
##
## among
## Y [,1] [,2]
## ham 0.03926818 0.3344401
## spam 0.01246883 0.1111042
##
## amount
## Y [,1] [,2]
## ham 0.03078983 0.2322978
## spam 0.07730673 0.3694709
##
## amp
## Y [,1] [,2]
## ham 0.02900491 0.2545257
## spam 0.13965087 0.5616484
##
## analysis
## Y [,1] [,2]
## ham 0.04283802 0.4277681
## spam 0.01745636 0.3036355
##
## analyst
## Y [,1] [,2]
## ham 0.01606426 0.1882979
## spam 0.01246883 0.1111042
##
## andor
## Y [,1] [,2]
## ham 0.01651049 0.1641933
## spam 0.01995012 0.1568471
##
## announced
## Y [,1] [,2]
## ham 0.019187863 0.1795019
## spam 0.009975062 0.0995000
##
## annual
## Y [,1] [,2]
## ham 0.026773762 0.2538925
## spam 0.009975062 0.1220666
##
## another
## Y [,1] [,2]
## ham 0.14948684 0.5273425
## spam 0.09476309 0.4427161
##
## answer
## Y [,1] [,2]
## ham 0.03703704 0.2333050
## spam 0.08229426 0.3545571
##
## answers
## Y [,1] [,2]
## ham 0.019187863 0.1526184
## spam 0.007481297 0.1115522
##
## anticipated
## Y [,1] [,2]
## ham 0.020526551 0.14182449
## spam 0.002493766 0.04993762
##
## antiquity
## Y [,1] [,2]
## ham 0.018741633 0.15412896
## spam 0.002493766 0.04993762
##
## anybody
## Y [,1] [,2]
## ham 0.01695672 0.1809642
## spam 0.03990025 0.2800071
##
## anymore
## Y [,1] [,2]
## ham 0.01115573 0.1050534
## spam 0.01496259 0.1725560
##
## anyone
## Y [,1] [,2]
## ham 0.09103079 0.3323548
## spam 0.17456359 0.6629113
##
## anything
## Y [,1] [,2]
## ham 0.10174029 0.3831281
## spam 0.08229426 0.3173495
##
## anyway
## Y [,1] [,2]
## ham 0.05845605 0.2667113
## spam 0.00000000 0.0000000
##
## anywhere
## Y [,1] [,2]
## ham 0.01918786 0.1583606
## spam 0.05985037 0.2764217
##
## aol
## Y [,1] [,2]
## ham 0.04417671 0.5711152
## spam 0.02992519 0.1705938
##
## apologies
## Y [,1] [,2]
## ham 0.005800982 0.07595989
## spam 0.037406484 0.18999278
##
## app
## Y [,1] [,2]
## ham 0.01918786 0.1891887
## spam 0.00000000 0.0000000
##
## apparently
## Y [,1] [,2]
## ham 0.028558679 0.21357109
## spam 0.004987531 0.09987523
##
## appear
## Y [,1] [,2]
## ham 0.03435966 0.2503161
## spam 0.01995012 0.2336686
##
## appears
## Y [,1] [,2]
## ham 0.02632753 0.1930103
## spam 0.01745636 0.1649076
##
## apple
## Y [,1] [,2]
## ham 0.09370817 0.4744928
## spam 0.00000000 0.0000000
##
## application
## Y [,1] [,2]
## ham 0.09147702 0.6478836
## spam 0.06982544 0.4124466
##
## applicationpgpsignature
## Y [,1] [,2]
## ham 0.02454261 0.154761
## spam 0.00000000 0.000000
##
## applications
## Y [,1] [,2]
## ham 0.06782686 0.4953761
## spam 0.01496259 0.1406256
##
## apply
## Y [,1] [,2]
## ham 0.01695672 0.1514154
## spam 0.09725686 0.7733159
##
## approach
## Y [,1] [,2]
## ham 0.03435966 0.3206817
## spam 0.01246883 0.1316972
##
## appropriate
## Y [,1] [,2]
## ham 0.01561803 0.1587526
## spam 0.01995012 0.1720494
##
## approved
## Y [,1] [,2]
## ham 0.00713967 0.08935724
## spam 0.06483791 0.26605551
##
## apps
## Y [,1] [,2]
## ham 0.02543507 0.2065341
## spam 0.00000000 0.0000000
##
## apt
## Y [,1] [,2]
## ham 0.04551539 0.3227653
## spam 0.00000000 0.0000000
##
## aptget
## Y [,1] [,2]
## ham 0.0303436 0.3622454
## spam 0.0000000 0.0000000
##
## archive
## Y [,1] [,2]
## ham 0.01874163 0.1653093
## spam 0.01745636 0.1311279
##
## area
## Y [,1] [,2]
## ham 0.08165997 0.5485599
## spam 0.06733167 0.5770226
##
## areas
## Y [,1] [,2]
## ham 0.039268184 0.25226156
## spam 0.004987531 0.07053412
##
## arent
## Y [,1] [,2]
## ham 0.03614458 0.2216741
## spam 0.02244389 0.1483072
##
## argument
## Y [,1] [,2]
## ham 0.02945114 0.2155311
## spam 0.00000000 0.0000000
##
## arial
## Y [,1] [,2]
## ham 0.3520750 3.840411
## spam 0.6932668 3.027074
##
## around
## Y [,1] [,2]
## ham 0.11646586 0.5002689
## spam 0.07481297 0.2904979
##
## array
## Y [,1] [,2]
## ham 0.05667113 1.219229
## spam 0.00000000 0.000000
##
## art
## Y [,1] [,2]
## ham 0.02186524 0.1958596
## spam 0.01995012 0.1400036
##
## article
## Y [,1] [,2]
## ham 0.07095047 0.4138877
## spam 0.03491272 0.6991266
##
## articles
## Y [,1] [,2]
## ham 0.02677376 0.2556448
## spam 0.03491272 0.4228215
##
## ask
## Y [,1] [,2]
## ham 0.05533244 0.2859342
## spam 0.05735661 0.2724004
##
## asked
## Y [,1] [,2]
## ham 0.04417671 0.3663445
## spam 0.01995012 0.1400036
##
## asking
## Y [,1] [,2]
## ham 0.024096386 0.1699511
## spam 0.009975062 0.0995000
##
## asmtp
## Y [,1] [,2]
## ham 0.008924587 0.09406853
## spam 0.052369077 0.24443941
##
## assist
## Y [,1] [,2]
## ham 0.004462294 0.07893085
## spam 0.082294264 0.39460198
##
## assistance
## Y [,1] [,2]
## ham 0.02231147 0.6016660
## spam 0.13715711 0.5278645
##
## associated
## Y [,1] [,2]
## ham 0.015171798 0.13932900
## spam 0.002493766 0.04993762
##
## association
## Y [,1] [,2]
## ham 0.01160196 0.1331258
## spam 0.05486284 0.4438272
##
## assume
## Y [,1] [,2]
## ham 0.02097278 0.1581340
## spam 0.03491272 0.2806743
##
## assuming
## Y [,1] [,2]
## ham 0.01383311 0.1378586
## spam 0.01496259 0.1215548
##
## atd
## Y [,1] [,2]
## ham 0.01472557 0.1204791
## spam 0.00000000 0.0000000
##
## attack
## Y [,1] [,2]
## ham 0.03257474 0.4641727
## spam 0.01496259 0.1574025
##
## attacks
## Y [,1] [,2]
## ham 0.033913432 0.3363556
## spam 0.009975062 0.1410682
##
## attempt
## Y [,1] [,2]
## ham 0.02008032 0.1554033
## spam 0.01246883 0.2496881
##
## attention
## Y [,1] [,2]
## ham 0.03346720 0.2280448
## spam 0.04488778 0.2880626
##
## audio
## Y [,1] [,2]
## ham 0.03614458 0.289760
## spam 0.01496259 0.172556
##
## aug
## Y [,1] [,2]
## ham 1.937974 4.121393
## spam 2.431421 3.174257
##
## august
## Y [,1] [,2]
## ham 0.08522981 0.4229579
## spam 0.01745636 0.1311279
##
## austin
## Y [,1] [,2]
## ham 0.01338688 0.1187705
## spam 0.00000000 0.0000000
##
## authenticated
## Y [,1] [,2]
## ham 0.034359661 0.18462596
## spam 0.002493766 0.04993762
##
## authnlegwnnet
## Y [,1] [,2]
## ham 0.1677822 0.6697927
## spam 0.0000000 0.0000000
##
## author
## Y [,1] [,2]
## ham 0.03302097 0.3029295
## spam 0.03491272 0.5087023
##
## automatically
## Y [,1] [,2]
## ham 0.02766622 0.1821066
## spam 0.02244389 0.1643016
##
## available
## Y [,1] [,2]
## ham 0.1213744 0.6141872
## spam 0.2244389 0.6360041
##
## average
## Y [,1] [,2]
## ham 0.03123606 0.2986678
## spam 0.06733167 0.6147805
##
## avoid
## Y [,1] [,2]
## ham 0.02498884 0.1873221
## spam 0.03990025 0.2416692
##
## award
## Y [,1] [,2]
## ham 0.01784917 0.1324327
## spam 0.01745636 0.2284612
##
## aware
## Y [,1] [,2]
## ham 0.01784917 0.1707207
## spam 0.01496259 0.1725560
##
## away
## Y [,1] [,2]
## ham 0.07228916 0.3034689
## spam 0.10224439 0.4919552
##
## back
## Y [,1] [,2]
## ham 0.1682285 0.6428098
## spam 0.1870324 1.0160863
##
## background
## Y [,1] [,2]
## ham 0.07273539 0.5473737
## spam 0.02244389 0.2588339
##
## backup
## Y [,1] [,2]
## ham 0.01784917 0.2084017
## spam 0.05735661 0.3069234
##
## bad
## Y [,1] [,2]
## ham 0.08210620 0.5415308
## spam 0.02493766 0.1713959
##
## balance
## Y [,1] [,2]
## ham 0.02855868 0.2589231
## spam 0.01246883 0.1316972
##
## bandwidth
## Y [,1] [,2]
## ham 0.018295404 0.1719763
## spam 0.007481297 0.1115522
##
## bank
## Y [,1] [,2]
## ham 0.03302097 0.3632421
## spam 0.16209476 0.6214174
##
## banner
## Y [,1] [,2]
## ham 0.041499331 0.29515474
## spam 0.004987531 0.07053412
##
## bar
## Y [,1] [,2]
## ham 0.023203927 0.2263781
## spam 0.009975062 0.0995000
##
## barcelona
## Y [,1] [,2]
## ham 0.01427934 0.1186664
## spam 0.00000000 0.0000000
##
## barrera
## Y [,1] [,2]
## ham 0.01651049 0.16689
## spam 0.00000000 0.00000
##
## barreraorg
## Y [,1] [,2]
## ham 0.0151718 0.1222632
## spam 0.0000000 0.0000000
##
## base
## Y [,1] [,2]
## ham 0.03614458 0.2673216
## spam 0.10224439 0.3346938
##
## based
## Y [,1] [,2]
## ham 0.0789826 0.4536657
## spam 0.1421446 0.7226648
##
## basic
## Y [,1] [,2]
## ham 0.04551539 0.4388283
## spam 0.03740648 0.2147027
##
## basically
## Y [,1] [,2]
## ham 0.01383311 0.1205848
## spam 0.00000000 0.0000000
##
## basis
## Y [,1] [,2]
## ham 0.01918786 0.1868141
## spam 0.01246883 0.2057769
##
## bat
## Y [,1] [,2]
## ham 0.01160196 0.1071097
## spam 0.01995012 0.1400036
##
## batch
## Y [,1] [,2]
## ham 0.02320393 0.2100100
## spam 0.01246883 0.1111042
##
## battle
## Y [,1] [,2]
## ham 0.024988844 0.27107641
## spam 0.004987531 0.07053412
##
## bearer
## Y [,1] [,2]
## ham 0.03569835 0.2715236
## spam 0.00000000 0.0000000
##
## beat
## Y [,1] [,2]
## ham 0.01338688 0.1260640
## spam 0.04738155 0.2554396
##
## beautiful
## Y [,1] [,2]
## ham 0.01070950 0.1365110
## spam 0.02244389 0.1483072
##
## beberg
## Y [,1] [,2]
## ham 0.04328425 0.2979105
## spam 0.00000000 0.0000000
##
## bebergmithralcom
## Y [,1] [,2]
## ham 0.02855868 0.2217747
## spam 0.00000000 0.0000000
##
## became
## Y [,1] [,2]
## ham 0.026773762 0.2179384
## spam 0.007481297 0.1115522
##
## become
## Y [,1] [,2]
## ham 0.05711736 0.3552470
## spam 0.09226933 0.3923839
##
## becomes
## Y [,1] [,2]
## ham 0.013833110 0.13458132
## spam 0.002493766 0.04993762
##
## becoming
## Y [,1] [,2]
## ham 0.01338688 0.126064
## spam 0.00000000 0.000000
##
## begin
## Y [,1] [,2]
## ham 0.10664882 0.5698962
## spam 0.02743142 0.1916915
##
## beginning
## Y [,1] [,2]
## ham 0.034359661 0.3356459
## spam 0.009975062 0.1220666
##
## behalf
## Y [,1] [,2]
## ham 0.03748327 0.2163531
## spam 0.03241895 0.5064054
##
## behavior
## Y [,1] [,2]
## ham 0.01874163 0.1706250
## spam 0.01496259 0.1864821
##
## behind
## Y [,1] [,2]
## ham 0.03659081 0.2473065
## spam 0.02992519 0.2215903
##
## believe
## Y [,1] [,2]
## ham 0.05577867 0.2943119
## spam 0.11720698 0.4729991
##
## believes
## Y [,1] [,2]
## ham 0.014725569 0.14410137
## spam 0.002493766 0.04993762
##
## bell
## Y [,1] [,2]
## ham 0.023650156 0.20674620
## spam 0.002493766 0.04993762
##
## belphegorehughesfamilyorg
## Y [,1] [,2]
## ham 0.01294065 0.1243281
## spam 0.00000000 0.0000000
##
## ben
## Y [,1] [,2]
## ham 0.022311468 0.20142841
## spam 0.004987531 0.07053412
##
## benefit
## Y [,1] [,2]
## ham 0.02186524 0.2274947
## spam 0.08229426 0.4750902
##
## benefits
## Y [,1] [,2]
## ham 0.01829540 0.2218529
## spam 0.04987531 0.3278814
##
## best
## Y [,1] [,2]
## ham 0.1704596 0.6901360
## spam 0.3715711 0.9455632
##
## better
## Y [,1] [,2]
## ham 0.1659973 0.7227950
## spam 0.1197007 0.5056045
##
## beyond
## Y [,1] [,2]
## ham 0.02945114 0.3076816
## spam 0.01246883 0.1494796
##
## bfont
## Y [,1] [,2]
## ham 0.02231147 0.312596
## spam 0.31920200 1.227948
##
## bfonttd
## Y [,1] [,2]
## ham 0.01606426 0.1455005
## spam 0.00000000 0.0000000
##
## bgcolor
## Y [,1] [,2]
## ham 0.15975011 0.9104575
## spam 0.08478803 0.4034762
##
## bgcolorcccccc
## Y [,1] [,2]
## ham 0.04863900 0.4171001
## spam 0.01246883 0.1111042
##
## bgcolorccccccimg
## Y [,1] [,2]
## ham 0.1097724 0.9418343
## spam 0.0000000 0.0000000
##
## bgcolord
## Y [,1] [,2]
## ham 0.06202588 0.8308715
## spam 0.18204489 0.6627796
##
## bgcolordffffff
## Y [,1] [,2]
## ham 0.06827309 0.8855371
## spam 0.24688279 0.8522890
##
## bgcoloreeeeee
## Y [,1] [,2]
## ham 0.072735386 0.5163160
## spam 0.009975062 0.1410682
##
## bgcoloreeeeeeimg
## Y [,1] [,2]
## ham 0.0182954 0.1584663
## spam 0.0000000 0.0000000
##
## bgcolorffcc
## Y [,1] [,2]
## ham 0.08567604 0.6421053
## spam 0.02493766 0.2222084
##
## bgcolorffccimg
## Y [,1] [,2]
## ham 0.09817046 0.7648537
## spam 0.02493766 0.2222084
##
## bgcolorffffef
## Y [,1] [,2]
## ham 0.02454261 0.1788482
## spam 0.00000000 0.0000000
##
## bgcolorffffff
## Y [,1] [,2]
## ham 0.2431950 1.9989348
## spam 0.1895262 0.8910612
##
## bgcolorfffffffont
## Y [,1] [,2]
## ham 0.01606426 0.1572953
## spam 0.00000000 0.0000000
##
## bgcolorffffffimg
## Y [,1] [,2]
## ham 0.02677376 0.2659162
## spam 0.01496259 0.1725560
##
## bgcolorimg
## Y [,1] [,2]
## ham 0.390004462 2.52426935
## spam 0.002493766 0.04993762
##
## big
## Y [,1] [,2]
## ham 0.10575636 0.4999713
## spam 0.05985037 0.3262039
##
## bigger
## Y [,1] [,2]
## ham 0.02008032 0.1794043
## spam 0.00000000 0.0000000
##
## biggest
## Y [,1] [,2]
## ham 0.02141901 0.1924604
## spam 0.02992519 0.1846679
##
## bill
## Y [,1] [,2]
## ham 0.05622490 0.3438981
## spam 0.06483791 0.3094924
##
## billion
## Y [,1] [,2]
## ham 0.04194556 0.6160274
## spam 0.04239401 0.2927426
##
## binary
## Y [,1] [,2]
## ham 0.03525212 0.5461779
## spam 0.00000000 0.0000000
##
## bit
## Y [,1] [,2]
## ham 0.5109326 0.6807238
## spam 0.5610973 0.7013436
##
## bitbitchmagnesiumnet
## Y [,1] [,2]
## ham 0.0410531 0.2929401
## spam 0.0000000 0.0000000
##
## bits
## Y [,1] [,2]
## ham 0.045515395 0.25648502
## spam 0.002493766 0.04993762
##
## biz
## Y [,1] [,2]
## ham 0.01070950 0.1072026
## spam 0.03241895 0.2853881
##
## black
## Y [,1] [,2]
## ham 0.02900491 0.2124629
## spam 0.09975062 0.7245860
##
## bliss
## Y [,1] [,2]
## ham 0.02186524 0.1741415
## spam 0.00000000 0.0000000
##
## block
## Y [,1] [,2]
## ham 0.038375725 0.30229752
## spam 0.002493766 0.04993762
##
## blog
## Y [,1] [,2]
## ham 0.08433735 3.046739
## spam 0.00000000 0.000000
##
## blood
## Y [,1] [,2]
## ham 0.015618028 0.1642806
## spam 0.007481297 0.1115522
##
## blue
## Y [,1] [,2]
## ham 0.02588130 0.3538682
## spam 0.08478803 1.3648418
##
## board
## Y [,1] [,2]
## ham 0.02989737 0.2904714
## spam 0.00000000 0.0000000
##
## body
## Y [,1] [,2]
## ham 0.1900937 0.7124593
## spam 0.7531172 1.0253763
##
## bodyhtml
## Y [,1] [,2]
## ham 0.01115573 0.1050534
## spam 0.01745636 0.1311279
##
## boingboing
## Y [,1] [,2]
## ham 0.0410531 0.1984573
## spam 0.0000000 0.0000000
##
## bolcer
## Y [,1] [,2]
## ham 0.01561803 0.1587526
## spam 0.00000000 0.0000000
##
## bold
## Y [,1] [,2]
## ham 0.02141901 0.1853711
## spam 0.03990025 0.2973281
##
## bonus
## Y [,1] [,2]
## ham 0.005354752 0.07887531
## spam 0.107231920 0.56211437
##
## book
## Y [,1] [,2]
## ham 0.06559572 0.4606660
## spam 0.02992519 0.2325989
##
## books
## Y [,1] [,2]
## ham 0.04373048 0.3378731
## spam 0.01496259 0.1215548
##
## border
## Y [,1] [,2]
## ham 1.4506917 7.367666
## spam 0.8054863 2.490396
##
## bordera
## Y [,1] [,2]
## ham 0.03480589 0.2922245
## spam 0.02743142 0.1916915
##
## borderatd
## Y [,1] [,2]
## ham 0.07585899 0.6563916
## spam 0.14962594 1.0988886
##
## borderbr
## Y [,1] [,2]
## ham 0.1481481 1.43751
## spam 0.0000000 0.00000
##
## bordercolord
## Y [,1] [,2]
## ham 0.001338688 0.06337243
## spam 0.147132170 0.59228203
##
## borderd
## Y [,1] [,2]
## ham 0.3703704 4.258112
## spam 0.8403990 2.467684
##
## borderleft
## Y [,1] [,2]
## ham 0.03034360 0.2818439
## spam 0.05735661 0.9535208
##
## bordertd
## Y [,1] [,2]
## ham 0.1053101 1.178518
## spam 0.1620948 1.914722
##
## bordertdtr
## Y [,1] [,2]
## ham 0.01561803 0.1376677
## spam 0.02743142 0.2274767
##
## bordertrtd
## Y [,1] [,2]
## ham 0.03257474 0.2808009
## spam 0.00000000 0.0000000
##
## boston
## Y [,1] [,2]
## ham 0.025435074 0.18120406
## spam 0.002493766 0.04993762
##
## bottom
## Y [,1] [,2]
## ham 0.04685408 0.4130031
## spam 0.04488778 0.3714567
##
## bought
## Y [,1] [,2]
## ham 0.01070950 0.1112891
## spam 0.01995012 0.1568471
##
## boundaryexmhp
## Y [,1] [,2]
## ham 0.01249442 0.1111027
## spam 0.00000000 0.0000000
##
## box
## Y [,1] [,2]
## ham 0.07005801 0.4401709
## spam 0.09975062 0.6403319
##
## boxes
## Y [,1] [,2]
## ham 0.02052655 0.1623705
## spam 0.02493766 0.2331878
##
## boy
## Y [,1] [,2]
## ham 0.01918786 0.1819720
## spam 0.02743142 0.3560135
##
## brain
## Y [,1] [,2]
## ham 0.023203927 0.22834165
## spam 0.007481297 0.08627798
##
## brbfont
## Y [,1] [,2]
## ham 0.02677376 0.1614576
## spam 0.02992519 0.4572770
##
## brbr
## Y [,1] [,2]
## ham 0.05042392 0.5425231
## spam 0.07730673 0.4018815
##
## break
## Y [,1] [,2]
## ham 0.02811245 0.1904282
## spam 0.01496259 0.2545104
##
## brent
## Y [,1] [,2]
## ham 0.0303436 0.2834235
## spam 0.0000000 0.0000000
##
## brfont
## Y [,1] [,2]
## ham 0.01606426 0.2210180
## spam 0.04488778 0.2073163
##
## brian
## Y [,1] [,2]
## ham 0.024542615 0.20227518
## spam 0.002493766 0.04993762
##
## brick
## Y [,1] [,2]
## ham 0.03391343 0.2684467
## spam 0.00000000 0.0000000
##
## brightly
## Y [,1] [,2]
## ham 0.01561803 0.12402
## spam 0.00000000 0.00000
##
## brimg
## Y [,1] [,2]
## ham 0.027219991 0.32550756
## spam 0.002493766 0.04993762
##
## bring
## Y [,1] [,2]
## ham 0.03882195 0.2635798
## spam 0.02992519 0.2900039
##
## british
## Y [,1] [,2]
## ham 0.02811245 0.3056236
## spam 0.01745636 0.1311279
##
## broken
## Y [,1] [,2]
## ham 0.01695672 0.1543356
## spam 0.01496259 0.2996257
##
## brought
## Y [,1] [,2]
## ham 0.01517180 0.1293600
## spam 0.01496259 0.1215548
##
## browser
## Y [,1] [,2]
## ham 0.05533244 0.4114102
## spam 0.01745636 0.1489782
##
## btw
## Y [,1] [,2]
## ham 0.02454261 0.1711961
## spam 0.00000000 0.0000000
##
## bucks
## Y [,1] [,2]
## ham 0.01472557 0.1588379
## spam 0.02992519 0.1846679
##
## buffer
## Y [,1] [,2]
## ham 0.02454261 0.1932455
## spam 0.00000000 0.0000000
##
## bug
## Y [,1] [,2]
## ham 0.06157965 0.4191307
## spam 0.00000000 0.0000000
##
## bugs
## Y [,1] [,2]
## ham 0.0182954 0.1916212
## spam 0.0000000 0.0000000
##
## build
## Y [,1] [,2]
## ham 0.1686747 0.8029635
## spam 0.1047382 0.4347442
##
## building
## Y [,1] [,2]
## ham 0.05711736 0.4122505
## spam 0.02992519 0.2215903
##
## built
## Y [,1] [,2]
## ham 0.056224900 0.29498461
## spam 0.002493766 0.04993762
##
## bulk
## Y [,1] [,2]
## ham 0.6073182 0.4975117
## spam 0.2942643 1.3704715
##
## bunch
## Y [,1] [,2]
## ham 0.02365016 0.1633174
## spam 0.00000000 0.0000000
##
## bush
## Y [,1] [,2]
## ham 0.105756359 1.79582051
## spam 0.004987531 0.09987523
##
## business
## Y [,1] [,2]
## ham 0.1588577 0.7206912
## spam 0.7855362 4.0303710
##
## businesses
## Y [,1] [,2]
## ham 0.01874163 0.180788
## spam 0.05735661 0.533106
##
## button
## Y [,1] [,2]
## ham 0.05176261 0.4609751
## spam 0.02493766 0.1713959
##
## buy
## Y [,1] [,2]
## ham 0.06202588 0.3474257
## spam 0.24189526 0.8448908
##
## buying
## Y [,1] [,2]
## ham 0.01918786 0.1666033
## spam 0.04738155 0.2554396
##
## byrne
## Y [,1] [,2]
## ham 0.0227577 0.1911424
## spam 0.0000000 0.0000000
##
## bythinkgeek
## Y [,1] [,2]
## ham 0.038821954 0.21088937
## spam 0.004987531 0.07053412
##
## cable
## Y [,1] [,2]
## ham 0.02989737 0.3465370
## spam 0.05735661 0.5693874
##
## calendars
## Y [,1] [,2]
## ham 0.0182954 0.1667037
## spam 0.0000000 0.0000000
##
## california
## Y [,1] [,2]
## ham 0.03168228 0.2711998
## spam 0.02992519 0.1705938
##
## call
## Y [,1] [,2]
## ham 0.06782686 0.3352040
## spam 0.23441397 0.7175742
##
## called
## Y [,1] [,2]
## ham 0.08076751 0.4109989
## spam 0.03241895 0.2375845
##
## calling
## Y [,1] [,2]
## ham 0.01026328 0.1093078
## spam 0.01995012 0.2227128
##
## calls
## Y [,1] [,2]
## ham 0.02811245 0.2208233
## spam 0.02992519 0.2628731
##
## came
## Y [,1] [,2]
## ham 0.05220884 0.4101892
## spam 0.07980050 0.4621861
##
## camera
## Y [,1] [,2]
## ham 0.016064257 0.17856282
## spam 0.004987531 0.09987523
##
## campaign
## Y [,1] [,2]
## ham 0.02052655 0.2144925
## spam 0.03241895 0.3625554
##
## can
## Y [,1] [,2]
## ham 0.8777332 2.326334
## spam 1.0523691 2.305374
##
## canada
## Y [,1] [,2]
## ham 0.02454261 0.2514690
## spam 0.03740648 0.3479903
##
## canon
## Y [,1] [,2]
## ham 0.043284248 0.40905020
## spam 0.002493766 0.04993762
##
## cant
## Y [,1] [,2]
## ham 0.17893797 0.5752507
## spam 0.03990025 0.2200091
##
## capable
## Y [,1] [,2]
## ham 0.018295404 0.15272800
## spam 0.004987531 0.07053412
##
## capital
## Y [,1] [,2]
## ham 0.06247211 0.9333250
## spam 0.04738155 0.3539059
##
## car
## Y [,1] [,2]
## ham 0.02320393 0.2121251
## spam 0.10224439 0.5762117
##
## card
## Y [,1] [,2]
## ham 0.08612227 0.6581828
## spam 0.13715711 0.7061451
##
## cards
## Y [,1] [,2]
## ham 0.03168228 0.2470817
## spam 0.04239401 0.2251627
##
## care
## Y [,1] [,2]
## ham 0.03257474 0.2301223
## spam 0.06234414 0.3919228
##
## career
## Y [,1] [,2]
## ham 0.01874163 0.1598169
## spam 0.04987531 0.2692698
##
## careful
## Y [,1] [,2]
## ham 0.020972780 0.14942491
## spam 0.002493766 0.04993762
##
## carry
## Y [,1] [,2]
## ham 0.013386881 0.1224716
## spam 0.009975062 0.0995000
##
## case
## Y [,1] [,2]
## ham 0.1361000 0.5792119
## spam 0.1147132 0.7048461
##
## cases
## Y [,1] [,2]
## ham 0.02677376 0.2095846
## spam 0.01995012 0.1720494
##
## cash
## Y [,1] [,2]
## ham 0.0379295 0.8333924
## spam 0.3042394 1.3046865
##
## catalogs
## Y [,1] [,2]
## ham 0.025881303 0.22210326
## spam 0.004987531 0.07053412
##
## catch
## Y [,1] [,2]
## ham 0.022757697 0.21111879
## spam 0.002493766 0.04993762
##
## caught
## Y [,1] [,2]
## ham 0.013386881 0.11877047
## spam 0.004987531 0.07053412
##
## cause
## Y [,1] [,2]
## ham 0.03792950 0.2350684
## spam 0.02244389 0.1643016
##
## caused
## Y [,1] [,2]
## ham 0.015171798 0.1258616
## spam 0.009975062 0.1220666
##
## cdale
## Y [,1] [,2]
## ham 0.01740295 0.1613576
## spam 0.00000000 0.0000000
##
## cdo
## Y [,1] [,2]
## ham 0.001338688 0.03657175
## spam 0.077306733 0.26741116
##
## cdrom
## Y [,1] [,2]
## ham 0.01204819 0.1533476
## spam 0.02992519 0.2100053
##
## cds
## Y [,1] [,2]
## ham 0.03123606 0.2533820
## spam 0.04239401 0.3881987
##
## cdt
## Y [,1] [,2]
## ham 0.06381080 0.3406107
## spam 0.09226933 0.4347011
##
## cell
## Y [,1] [,2]
## ham 0.06961178 0.3142029
## spam 0.02244389 0.1643016
##
## cellpadding
## Y [,1] [,2]
## ham 0.9866131 4.768741
## spam 0.4214464 1.447218
##
## cellpaddingd
## Y [,1] [,2]
## ham 0.1294065 1.550989
## spam 0.4962594 1.766525
##
## cellspacing
## Y [,1] [,2]
## ham 0.9964302 4.795365
## spam 0.4114713 1.474031
##
## cellspacingd
## Y [,1] [,2]
## ham 0.1405622 1.710618
## spam 0.5261845 1.839820
##
## center
## Y [,1] [,2]
## ham 0.1530567 0.7411687
## spam 0.6084788 2.2668983
##
## centera
## Y [,1] [,2]
## ham 0.01740295 0.1498828
## spam 0.01745636 0.1311279
##
## central
## Y [,1] [,2]
## ham 0.01829540 0.2198314
## spam 0.04239401 0.2563167
##
## ceo
## Y [,1] [,2]
## ham 0.028558679 0.27072344
## spam 0.004987531 0.07053412
##
## certain
## Y [,1] [,2]
## ham 0.02677376 0.2138023
## spam 0.02743142 0.2043175
##
## certainly
## Y [,1] [,2]
## ham 0.04105310 0.2411127
## spam 0.01246883 0.1494796
##
## cest
## Y [,1] [,2]
## ham 0.06425703 0.3476625
## spam 0.02992519 0.2722173
##
## chance
## Y [,1] [,2]
## ham 0.02721999 0.2084590
## spam 0.04488778 0.2407905
##
## change
## Y [,1] [,2]
## ham 0.2012494 0.6702333
## spam 0.1197007 0.5391066
##
## changed
## Y [,1] [,2]
## ham 0.05131638 0.2827627
## spam 0.02992519 0.2100053
##
## changes
## Y [,1] [,2]
## ham 0.04908523 0.2727183
## spam 0.01995012 0.1568471
##
## changing
## Y [,1] [,2]
## ham 0.03123606 0.1934340
## spam 0.01246883 0.1316972
##
## characters
## Y [,1] [,2]
## ham 0.014279340 0.13286517
## spam 0.004987531 0.09987523
##
## charge
## Y [,1] [,2]
## ham 0.01784917 0.2084017
## spam 0.05985037 0.2764217
##
## charges
## Y [,1] [,2]
## ham 0.01294065 0.1379453
## spam 0.03740648 0.2758573
##
## charsetdiso
## Y [,1] [,2]
## ham 0.004462294 0.06666607
## spam 0.062344140 0.24208158
##
## charsetiso
## Y [,1] [,2]
## ham 0.1740295 0.4341085
## spam 0.5985037 0.5485415
##
## charsetusascii
## Y [,1] [,2]
## ham 0.4248104 0.5042589
## spam 0.1895262 0.4049568
##
## charsetwindows
## Y [,1] [,2]
## ham 0.01294065 0.1169263
## spam 0.15461347 0.3619874
##
## cheap
## Y [,1] [,2]
## ham 0.01338688 0.1395119
## spam 0.03241895 0.2035839
##
## check
## Y [,1] [,2]
## ham 0.16688978 0.9570190
## spam 0.09226933 0.5778971
##
## checked
## Y [,1] [,2]
## ham 0.030789826 0.2079615
## spam 0.007481297 0.1115522
##
## checking
## Y [,1] [,2]
## ham 0.03302097 0.7132535
## spam 0.00000000 0.0000000
##
## cheers
## Y [,1] [,2]
## ham 0.0303436 0.1715692
## spam 0.0000000 0.0000000
##
## chief
## Y [,1] [,2]
## ham 0.03168228 0.3476648
## spam 0.05236908 0.6890215
##
## child
## Y [,1] [,2]
## ham 0.01294065 0.1800604
## spam 0.03740648 0.2260470
##
## children
## Y [,1] [,2]
## ham 0.02677376 0.2239993
## spam 0.03491272 0.2525432
##
## china
## Y [,1] [,2]
## ham 0.03257474 0.5212545
## spam 0.03491272 0.3518211
##
## choice
## Y [,1] [,2]
## ham 0.06604195 0.4300258
## spam 0.04987531 0.3968706
##
## choose
## Y [,1] [,2]
## ham 0.03257474 0.1989055
## spam 0.02493766 0.1854092
##
## chris
## Y [,1] [,2]
## ham 0.1378849 0.7296016
## spam 0.0000000 0.0000000
##
## cipher
## Y [,1] [,2]
## ham 0.029897367 0.17034219
## spam 0.004987531 0.07053412
##
## city
## Y [,1] [,2]
## ham 0.0379295 0.3379138
## spam 0.1346633 0.6721759
##
## civil
## Y [,1] [,2]
## ham 0.01606426 0.1975539
## spam 0.03241895 0.2375845
##
## claim
## Y [,1] [,2]
## ham 0.02498884 0.1671727
## spam 0.10972569 0.7300207
##
## claimed
## Y [,1] [,2]
## ham 0.02855868 0.1692582
## spam 0.07231920 0.2593393
##
## claims
## Y [,1] [,2]
## ham 0.01472557 0.1377661
## spam 0.08478803 0.9786690
##
## class
## Y [,1] [,2]
## ham 0.02052655 0.2763407
## spam 0.02244389 0.1483072
##
## classic
## Y [,1] [,2]
## ham 0.023203927 0.1752465
## spam 0.007481297 0.1498129
##
## claws
## Y [,1] [,2]
## ham 0.03123606 0.2024553
## spam 0.00000000 0.0000000
##
## clean
## Y [,1] [,2]
## ham 0.230700580 0.64701506
## spam 0.002493766 0.04993762
##
## clear
## Y [,1] [,2]
## ham 0.053993753 0.35131561
## spam 0.004987531 0.09987523
##
## clearly
## Y [,1] [,2]
## ham 0.02409639 0.1826135
## spam 0.01496259 0.2545104
##
## click
## Y [,1] [,2]
## ham 0.1338688 0.7825780
## spam 0.4488778 0.7668148
##
## clicks
## Y [,1] [,2]
## ham 0.01651049 0.1309122
## spam 0.00000000 0.0000000
##
## client
## Y [,1] [,2]
## ham 0.04194556 0.3148534
## spam 0.06982544 0.5523696
##
## clientattbicom
## Y [,1] [,2]
## ham 0.026773762 0.20309390
## spam 0.002493766 0.04993762
##
## clients
## Y [,1] [,2]
## ham 0.03569835 0.2344676
## spam 0.11221945 0.5566645
##
## clock
## Y [,1] [,2]
## ham 0.024988844 0.19888150
## spam 0.004987531 0.07053412
##
## close
## Y [,1] [,2]
## ham 0.04908523 0.3358097
## spam 0.02992519 0.1977429
##
## cnet
## Y [,1] [,2]
## ham 0.1633199 1.00005
## spam 0.0000000 0.00000
##
## cnetabr
## Y [,1] [,2]
## ham 0.01561803 0.12402
## spam 0.00000000 0.00000
##
## code
## Y [,1] [,2]
## ham 0.1557340 0.7602422
## spam 0.1047382 0.4571679
##
## cold
## Y [,1] [,2]
## ham 0.022757697 0.25516045
## spam 0.004987531 0.07053412
##
## collapse
## Y [,1] [,2]
## ham 0.01294065 0.1920574
## spam 0.07231920 0.5022518
##
## collection
## Y [,1] [,2]
## ham 0.05354752 0.3377805
## spam 0.01496259 0.1406256
##
## college
## Y [,1] [,2]
## ham 0.02365016 0.1979206
## spam 0.01995012 0.2336686
##
## color
## Y [,1] [,2]
## ham 0.3342258 2.059241
## spam 0.6683292 2.756305
##
## colorall
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## colord
## Y [,1] [,2]
## ham 0.03212851 0.5475949
## spam 0.43890274 1.7697126
##
## colordff
## Y [,1] [,2]
## ham 0.004908523 0.1728774
## spam 0.229426434 1.0918937
##
## colordffffff
## Y [,1] [,2]
## ham 0.004016064 0.08702385
## spam 0.214463840 0.91863501
##
## colordownloadsfonta
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## colorprice
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## colorproduct
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## colortech
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## colspan
## Y [,1] [,2]
## ham 0.2347166 1.495311
## spam 0.2394015 1.038048
##
## colspand
## Y [,1] [,2]
## ham 0.0151718 0.2651517
## spam 0.2768080 1.1835057
##
## colspanfont
## Y [,1] [,2]
## ham 0.045961624 0.41740373
## spam 0.002493766 0.04993762
##
## colspanimg
## Y [,1] [,2]
## ham 0.19455600 1.6252985
## spam 0.06733167 0.9262587
##
## column
## Y [,1] [,2]
## ham 0.04908523 0.3410859
## spam 0.00000000 0.0000000
##
## com
## Y [,1] [,2]
## ham 0.01115573 0.2263068
## spam 0.04738155 0.3244216
##
## combinations
## Y [,1] [,2]
## ham 0.01383311 0.116824
## spam 0.00000000 0.000000
##
## come
## Y [,1] [,2]
## ham 0.1008478 0.4242685
## spam 0.1221945 0.5123780
##
## comes
## Y [,1] [,2]
## ham 0.04685408 0.2446575
## spam 0.05985037 0.3484379
##
## comic
## Y [,1] [,2]
## ham 0.04685408 0.3598613
## spam 0.00000000 0.0000000
##
## coming
## Y [,1] [,2]
## ham 0.05399375 0.3235315
## spam 0.06234414 0.3854912
##
## command
## Y [,1] [,2]
## ham 0.047746542 0.32861392
## spam 0.004987531 0.09987523
##
## comment
## Y [,1] [,2]
## ham 0.05577867 0.2535706
## spam 0.01995012 0.3995009
##
## comments
## Y [,1] [,2]
## ham 0.05934851 0.3040696
## spam 0.02493766 0.2817385
##
## commerce
## Y [,1] [,2]
## ham 0.01427934 0.1836425
## spam 0.01745636 0.1311279
##
## commercial
## Y [,1] [,2]
## ham 0.02186524 0.1981258
## spam 0.04987531 0.2958145
##
## commission
## Y [,1] [,2]
## ham 0.0182954 0.4300384
## spam 0.1047382 0.8117897
##
## common
## Y [,1] [,2]
## ham 0.04730031 0.5529895
## spam 0.01745636 0.1794283
##
## communication
## Y [,1] [,2]
## ham 0.01472557 0.1872189
## spam 0.12468828 0.4684164
##
## communications
## Y [,1] [,2]
## ham 0.08701473 0.6043119
## spam 0.02244389 0.2049268
##
## community
## Y [,1] [,2]
## ham 0.06559572 0.4104426
## spam 0.03491272 0.2208575
##
## companies
## Y [,1] [,2]
## ham 0.1512718 1.6588129
## spam 0.1670823 0.6438274
##
## company
## Y [,1] [,2]
## ham 0.1597501 1.402932
## spam 0.4239401 1.126865
##
## companys
## Y [,1] [,2]
## ham 0.039714413 0.4664960
## spam 0.009975062 0.1220666
##
## compared
## Y [,1] [,2]
## ham 0.016510486 0.1772673
## spam 0.007481297 0.1115522
##
## comparisons
## Y [,1] [,2]
## ham 0.016510486 0.15293135
## spam 0.004987531 0.07053412
##
## comparisonsfonta
## Y [,1] [,2]
## ham 0.01874163 0.1356414
## spam 0.00000000 0.0000000
##
## competition
## Y [,1] [,2]
## ham 0.02275770 0.2351285
## spam 0.01496259 0.2545104
##
## compile
## Y [,1] [,2]
## ham 0.01561803 0.1408732
## spam 0.00000000 0.0000000
##
## compiled
## Y [,1] [,2]
## ham 0.01651049 0.1529313
## spam 0.01246883 0.1316972
##
## complete
## Y [,1] [,2]
## ham 0.04239179 0.2380846
## spam 0.20199501 1.3422355
##
## completely
## Y [,1] [,2]
## ham 0.02989737 0.1805212
## spam 0.05735661 0.2533811
##
## complex
## Y [,1] [,2]
## ham 0.01472557 0.1616241
## spam 0.01496259 0.1215548
##
## compliant
## Y [,1] [,2]
## ham 0.017402945 0.13079647
## spam 0.002493766 0.04993762
##
## computer
## Y [,1] [,2]
## ham 0.1575190 0.9096202
## spam 0.2892768 0.9829088
##
## computers
## Y [,1] [,2]
## ham 0.04328425 0.2918548
## spam 0.01246883 0.1316972
##
## computing
## Y [,1] [,2]
## ham 0.044176707 0.27921007
## spam 0.004987531 0.09987523
##
## concept
## Y [,1] [,2]
## ham 0.017849174 0.1680854
## spam 0.009975062 0.1577981
##
## concern
## Y [,1] [,2]
## ham 0.012940651 0.12068392
## spam 0.002493766 0.04993762
##
## concerned
## Y [,1] [,2]
## ham 0.01427934 0.1361837
## spam 0.01995012 0.1720494
##
## concerns
## Y [,1] [,2]
## ham 0.024542615 0.2232573
## spam 0.007481297 0.1498129
##
## conditions
## Y [,1] [,2]
## ham 0.01695672 0.2041485
## spam 0.01496259 0.1725560
##
## conference
## Y [,1] [,2]
## ham 0.03257474 0.2593106
## spam 0.02244389 0.2774798
##
## confidential
## Y [,1] [,2]
## ham 0.00669344 0.1054319
## spam 0.05985037 0.3023392
##
## configuration
## Y [,1] [,2]
## ham 0.030343597 0.30904276
## spam 0.002493766 0.04993762
##
## configure
## Y [,1] [,2]
## ham 0.05488621 1.533881
## spam 0.00000000 0.000000
##
## congress
## Y [,1] [,2]
## ham 0.03123606 0.2753354
## spam 0.04488778 0.6580122
##
## connect
## Y [,1] [,2]
## ham 0.019634092 0.21869754
## spam 0.002493766 0.04993762
##
## connection
## Y [,1] [,2]
## ham 0.041945560 0.29584709
## spam 0.004987531 0.07053412
##
## connections
## Y [,1] [,2]
## ham 0.02008032 0.3246539
## spam 0.00000000 0.0000000
##
## consider
## Y [,1] [,2]
## ham 0.03480589 0.2268625
## spam 0.01745636 0.1489782
##
## considered
## Y [,1] [,2]
## ham 0.01427934 0.1394233
## spam 0.01995012 0.1400036
##
## consumer
## Y [,1] [,2]
## ham 0.02141901 0.2285161
## spam 0.01995012 0.1400036
##
## contact
## Y [,1] [,2]
## ham 0.08701473 0.345915
## spam 0.26184539 0.796094
##
## contacts
## Y [,1] [,2]
## ham 0.02186524 0.1766865
## spam 0.02493766 0.1984353
##
## contain
## Y [,1] [,2]
## ham 0.016510486 0.1529313
## spam 0.009975062 0.1220666
##
## contains
## Y [,1] [,2]
## ham 0.02900491 0.2038849
## spam 0.13965087 1.8696120
##
## content
## Y [,1] [,2]
## ham 0.10620259 0.5356587
## spam 0.09226933 1.0217461
##
## contentclass
## Y [,1] [,2]
## ham 0.005800982 0.07595989
## spam 0.077306733 0.26741116
##
## contentdisposition
## Y [,1] [,2]
## ham 0.09281571 0.4001642
## spam 0.03241895 0.1773313
##
## contentdtexthtml
## Y [,1] [,2]
## ham 0.006247211 0.07880961
## spam 0.124688279 0.33077782
##
## contents
## Y [,1] [,2]
## ham 0.02855868 0.2114705
## spam 0.01995012 0.1990000
##
## contenttexthtml
## Y [,1] [,2]
## ham 0.00669344 0.08155738
## spam 0.09476309 0.30165793
##
## contenttransferencoding
## Y [,1] [,2]
## ham 0.4323963 0.5622055
## spam 0.7905237 0.6565135
##
## contenttype
## Y [,1] [,2]
## ham 0.9576082 0.6242756
## spam 1.2169576 0.7451924
##
## continue
## Y [,1] [,2]
## ham 0.04060687 0.5995924
## spam 0.08478803 0.4824863
##
## continues
## Y [,1] [,2]
## ham 0.02052655 0.1623705
## spam 0.01246883 0.1111042
##
## contract
## Y [,1] [,2]
## ham 0.01695672 0.1974793
## spam 0.05236908 0.4469347
##
## control
## Y [,1] [,2]
## ham 0.0669344 0.4999821
## spam 0.1072319 0.4312454
##
## cool
## Y [,1] [,2]
## ham 0.044622936 0.27993758
## spam 0.002493766 0.04993762
##
## copies
## Y [,1] [,2]
## ham 0.01695672 0.1655020
## spam 0.01246883 0.1111042
##
## copy
## Y [,1] [,2]
## ham 0.07407407 0.3917131
## spam 0.13466334 0.7119132
##
## copyright
## Y [,1] [,2]
## ham 0.12137439 0.4304204
## spam 0.01496259 0.1574025
##
## core
## Y [,1] [,2]
## ham 0.04328425 0.3889095
## spam 0.00000000 0.0000000
##
## corner
## Y [,1] [,2]
## ham 0.01294065 0.1313133
## spam 0.01496259 0.1215548
##
## corporate
## Y [,1] [,2]
## ham 0.02855868 0.2316211
## spam 0.02244389 0.1923409
##
## corporation
## Y [,1] [,2]
## ham 0.03346720 0.2659971
## spam 0.03990025 0.2615416
##
## corpus
## Y [,1] [,2]
## ham 0.02811245 0.3348966
## spam 0.00000000 0.0000000
##
## correct
## Y [,1] [,2]
## ham 0.02320393 0.1851561
## spam 0.01246883 0.1494796
##
## correctly
## Y [,1] [,2]
## ham 0.015618028 0.1310217
## spam 0.009975062 0.1220666
##
## cost
## Y [,1] [,2]
## ham 0.06291834 0.3660409
## spam 0.12219451 0.4444448
##
## costs
## Y [,1] [,2]
## ham 0.02766622 0.2007627
## spam 0.03491272 0.1837881
##
## couldnt
## Y [,1] [,2]
## ham 0.030343597 0.21540725
## spam 0.007481297 0.08627798
##
## count
## Y [,1] [,2]
## ham 0.03257474 0.6262923
## spam 0.04488778 0.5638972
##
## countless
## Y [,1] [,2]
## ham 0.016064257 0.13266110
## spam 0.002493766 0.04993762
##
## countries
## Y [,1] [,2]
## ham 0.05667113 0.9367980
## spam 0.05735661 0.3379379
##
## country
## Y [,1] [,2]
## ham 0.0562249 0.3386658
## spam 0.1695761 0.6754051
##
## couple
## Y [,1] [,2]
## ham 0.042391789 0.2762737
## spam 0.009975062 0.0995000
##
## course
## Y [,1] [,2]
## ham 0.09013833 0.3883298
## spam 0.05985037 0.3184478
##
## court
## Y [,1] [,2]
## ham 0.03212851 0.3311821
## spam 0.01246883 0.2057769
##
## cover
## Y [,1] [,2]
## ham 0.01874163 0.2061692
## spam 0.02493766 0.1561299
##
## coverage
## Y [,1] [,2]
## ham 0.02409639 0.2182508
## spam 0.01496259 0.1215548
##
## cpuosdncom
## Y [,1] [,2]
## ham 0.04283802 0.2896176
## spam 0.00000000 0.0000000
##
## crankslacknet
## Y [,1] [,2]
## ham 0.0562249 0.4069243
## spam 0.0000000 0.0000000
##
## create
## Y [,1] [,2]
## ham 0.06291834 0.3720890
## spam 0.04987531 0.2958145
##
## created
## Y [,1] [,2]
## ham 0.04685408 0.2673283
## spam 0.03740648 0.2471786
##
## creating
## Y [,1] [,2]
## ham 0.038821954 0.24055599
## spam 0.002493766 0.04993762
##
## creative
## Y [,1] [,2]
## ham 0.029004909 0.23252753
## spam 0.002493766 0.04993762
##
## credit
## Y [,1] [,2]
## ham 0.03703704 0.3918397
## spam 0.17456359 0.7137586
##
## critical
## Y [,1] [,2]
## ham 0.02811245 0.2493106
## spam 0.01246883 0.2057769
##
## culture
## Y [,1] [,2]
## ham 0.015618028 0.1500794
## spam 0.009975062 0.1577981
##
## current
## Y [,1] [,2]
## ham 0.08701473 0.4108094
## spam 0.12219451 0.4975250
##
## currently
## Y [,1] [,2]
## ham 0.04953146 0.2750828
## spam 0.10473815 0.3728304
##
## custom
## Y [,1] [,2]
## ham 0.03123606 0.3045880
## spam 0.02992519 0.2431095
##
## customer
## Y [,1] [,2]
## ham 0.02855868 0.2354443
## spam 0.06483791 0.3094924
##
## customers
## Y [,1] [,2]
## ham 0.04640785 0.3335239
## spam 0.06234414 0.3586133
##
## customizable
## Y [,1] [,2]
## ham 0.017849174 0.14833305
## spam 0.002493766 0.04993762
##
## cut
## Y [,1] [,2]
## ham 0.02900491 0.2207078
## spam 0.03241895 0.1773313
##
## cvs
## Y [,1] [,2]
## ham 0.06247211 0.4336586
## spam 0.00000000 0.0000000
##
## cwgexmhdeepeddycom
## Y [,1] [,2]
## ham 0.04730031 0.4416821
## spam 0.00000000 0.0000000
##
## daily
## Y [,1] [,2]
## ham 0.10754128 0.6895530
## spam 0.06483791 0.3684909
##
## dan
## Y [,1] [,2]
## ham 0.02945114 0.2372237
## spam 0.01246883 0.1111042
##
## daniel
## Y [,1] [,2]
## ham 0.02320393 0.2013275
## spam 0.01995012 0.2227128
##
## dark
## Y [,1] [,2]
## ham 0.01606426 0.148537
## spam 0.00000000 0.000000
##
## data
## Y [,1] [,2]
## ham 0.19098617 1.2167466
## spam 0.08229426 0.3327322
##
## database
## Y [,1] [,2]
## ham 0.08433735 0.5136791
## spam 0.07980050 0.3444067
##
## date
## Y [,1] [,2]
## ham 1.361892 0.6301593
## spam 1.057357 0.4573860
##
## dated
## Y [,1] [,2]
## ham 0.020526551 0.1479862
## spam 0.009975062 0.1410682
##
## dave
## Y [,1] [,2]
## ham 0.04596162 0.5599211
## spam 0.00000000 0.0000000
##
## david
## Y [,1] [,2]
## ham 0.050870147 0.35993601
## spam 0.002493766 0.04993762
##
## davlawhotmailcom
## Y [,1] [,2]
## ham 0.01249442 0.1111027
## spam 0.00000000 0.0000000
##
## day
## Y [,1] [,2]
## ham 0.1432396 0.6597551
## spam 0.3765586 1.5084260
##
## days
## Y [,1] [,2]
## ham 0.08255243 0.4379986
## spam 0.24438903 0.8515425
##
## dead
## Y [,1] [,2]
## ham 0.031682285 0.2711998
## spam 0.009975062 0.0995000
##
## deafboxhotmailcom
## Y [,1] [,2]
## ham 0.01294065 0.1206839
## spam 0.00000000 0.0000000
##
## deal
## Y [,1] [,2]
## ham 0.05042392 0.3518460
## spam 0.12967581 0.4616732
##
## deals
## Y [,1] [,2]
## ham 0.02186524 0.2235355
## spam 0.01745636 0.1649076
##
## dear
## Y [,1] [,2]
## ham 0.01472557 0.1276750
## spam 0.10723192 0.3177618
##
## death
## Y [,1] [,2]
## ham 0.02231147 0.1753624
## spam 0.06234414 0.3854912
##
## debian
## Y [,1] [,2]
## ham 0.27264614 0.7326606
## spam 0.03990025 0.3056207
##
## decide
## Y [,1] [,2]
## ham 0.01427934 0.1394233
## spam 0.04987531 0.2500125
##
## decided
## Y [,1] [,2]
## ham 0.02588130 0.1895706
## spam 0.07730673 0.4376171
##
## decision
## Y [,1] [,2]
## ham 0.01918786 0.1666033
## spam 0.02743142 0.1635409
##
## decline
## Y [,1] [,2]
## ham 0.02721999 0.1951872
## spam 0.00000000 0.0000000
##
## deep
## Y [,1] [,2]
## ham 0.016064257 0.19980089
## spam 0.002493766 0.04993762
##
## default
## Y [,1] [,2]
## ham 0.038821954 0.2271942
## spam 0.007481297 0.1498129
##
## definitely
## Y [,1] [,2]
## ham 0.016510486 0.1309122
## spam 0.007481297 0.1115522
##
## delete
## Y [,1] [,2]
## ham 0.01963409 0.1806932
## spam 0.05985037 0.4140157
##
## deliver
## Y [,1] [,2]
## ham 0.020080321 0.1637948
## spam 0.009975062 0.1220666
##
## delivered
## Y [,1] [,2]
## ham 0.01383311 0.1531968
## spam 0.02493766 0.2106574
##
## deliveredto
## Y [,1] [,2]
## ham 1.2802320 0.6898545
## spam 0.9551122 0.2966143
##
## delivery
## Y [,1] [,2]
## ham 0.02721999 0.1784602
## spam 0.03740648 0.2368486
##
## deliverydate
## Y [,1] [,2]
## ham 0.06202588 0.2412564
## spam 0.05735661 0.2328132
##
## dell
## Y [,1] [,2]
## ham 0.04194556 0.3720462
## spam 0.00000000 0.0000000
##
## demand
## Y [,1] [,2]
## ham 0.01606426 0.1515127
## spam 0.01745636 0.2172430
##
## department
## Y [,1] [,2]
## ham 0.02989737 0.3010375
## spam 0.07730673 0.4653050
##
## depending
## Y [,1] [,2]
## ham 0.011601963 0.10710965
## spam 0.007481297 0.08627798
##
## deployment
## Y [,1] [,2]
## ham 0.02008032 0.1664981
## spam 0.00000000 0.0000000
##
## described
## Y [,1] [,2]
## ham 0.02498884 0.1671727
## spam 0.01995012 0.1400036
##
## deserve
## Y [,1] [,2]
## ham 0.02454261 0.1763344
## spam 0.02493766 0.1713959
##
## design
## Y [,1] [,2]
## ham 0.06157965 0.9257000
## spam 0.01496259 0.1864821
##
## designed
## Y [,1] [,2]
## ham 0.05220884 0.3252002
## spam 0.01496259 0.1215548
##
## desktop
## Y [,1] [,2]
## ham 0.047746542 0.37553005
## spam 0.002493766 0.04993762
##
## despite
## Y [,1] [,2]
## ham 0.02855868 0.2177116
## spam 0.01995012 0.2638200
##
## detailed
## Y [,1] [,2]
## ham 0.01918786 0.1639018
## spam 0.02244389 0.1483072
##
## details
## Y [,1] [,2]
## ham 0.05934851 0.3374713
## spam 0.06234414 0.3218750
##
## developed
## Y [,1] [,2]
## ham 0.03168228 0.2978723
## spam 0.00000000 0.0000000
##
## developer
## Y [,1] [,2]
## ham 0.02498884 0.2727183
## spam 0.00000000 0.0000000
##
## developers
## Y [,1] [,2]
## ham 0.08255243 0.483536
## spam 0.00000000 0.000000
##
## developing
## Y [,1] [,2]
## ham 0.03614458 0.4512247
## spam 0.01745636 0.1489782
##
## development
## Y [,1] [,2]
## ham 0.10084784 1.2690000
## spam 0.04987531 0.2958145
##
## device
## Y [,1] [,2]
## ham 0.05979473 0.5079667
## spam 0.00000000 0.0000000
##
## devices
## Y [,1] [,2]
## ham 0.037037037 0.41075167
## spam 0.002493766 0.04993762
##
## dff
## Y [,1] [,2]
## ham 0.009817046 0.09861547
## spam 0.017456359 0.13112785
##
## dialog
## Y [,1] [,2]
## ham 0.02052655 0.1925577
## spam 0.00000000 0.0000000
##
## didnt
## Y [,1] [,2]
## ham 0.11289603 0.5055219
## spam 0.04738155 0.3166218
##
## die
## Y [,1] [,2]
## ham 0.03168228 0.5703815
## spam 0.01745636 0.2172430
##
## died
## Y [,1] [,2]
## ham 0.01651049 0.1822345
## spam 0.04488778 0.2966143
##
## difference
## Y [,1] [,2]
## ham 0.03391343 0.2289559
## spam 0.02743142 0.1635409
##
## different
## Y [,1] [,2]
## ham 0.12717537 0.5431205
## spam 0.07730673 0.3827646
##
## difficult
## Y [,1] [,2]
## ham 0.03168228 0.1967941
## spam 0.01745636 0.1794283
##
## digital
## Y [,1] [,2]
## ham 0.13029897 0.6072305
## spam 0.02743142 0.2043175
##
## direct
## Y [,1] [,2]
## ham 0.02320393 0.2203826
## spam 0.09975062 0.4637078
##
## directly
## Y [,1] [,2]
## ham 0.03569835 0.2286843
## spam 0.02743142 0.1781731
##
## director
## Y [,1] [,2]
## ham 0.03391343 0.2861557
## spam 0.03241895 0.1909094
##
## directory
## Y [,1] [,2]
## ham 0.06336457 0.3844071
## spam 0.02743142 0.2162074
##
## discover
## Y [,1] [,2]
## ham 0.01874163 0.1653093
## spam 0.05735661 0.3663359
##
## discovered
## Y [,1] [,2]
## ham 0.01784917 0.1542349
## spam 0.04239401 0.2463702
##
## discuss
## Y [,1] [,2]
## ham 0.07139670 0.3449745
## spam 0.02493766 0.1713959
##
## discussion
## Y [,1] [,2]
## ham 0.19767961 0.4558293
## spam 0.01745636 0.1311279
##
## disk
## Y [,1] [,2]
## ham 0.02365016 0.2172747
## spam 0.02244389 0.1483072
##
## display
## Y [,1] [,2]
## ham 0.037929496 0.2443797
## spam 0.009975062 0.0995000
##
## distributed
## Y [,1] [,2]
## ham 0.01606426 0.1572953
## spam 0.00000000 0.0000000
##
## distribution
## Y [,1] [,2]
## ham 0.02498884 0.1920294
## spam 0.01745636 0.1489782
##
## div
## Y [,1] [,2]
## ham 0.1597501 1.329072
## spam 0.7007481 3.639399
##
## diveintomark
## Y [,1] [,2]
## ham 0.01740295 0.1307965
## spam 0.00000000 0.0000000
##
## divtdtrtr
## Y [,1] [,2]
## ham 0.02498884 0.1561258
## spam 0.00000000 0.0000000
##
## doctype
## Y [,1] [,2]
## ham 0.01249442 0.1111027
## spam 0.06733167 0.2509086
##
## document
## Y [,1] [,2]
## ham 0.02141901 0.2304614
## spam 0.03491272 0.4108261
##
## documentation
## Y [,1] [,2]
## ham 0.0227577 0.2293618
## spam 0.0000000 0.0000000
##
## documents
## Y [,1] [,2]
## ham 0.01427934 0.1602775
## spam 0.07231920 0.6381668
##
## doesnt
## Y [,1] [,2]
## ham 0.16064257 0.5027463
## spam 0.03990025 0.2887975
##
## dog
## Y [,1] [,2]
## ham 0.013386881 0.15177285
## spam 0.007481297 0.08627798
##
## dogmaslashnullorg
## Y [,1] [,2]
## ham 1.1771531 0.5496225
## spam 0.7431421 0.5668854
##
## dollars
## Y [,1] [,2]
## ham 0.01874163 0.1950422
## spam 0.26184539 1.1699426
##
## domain
## Y [,1] [,2]
## ham 0.04953146 0.3116073
## spam 0.15211970 1.1332704
##
## done
## Y [,1] [,2]
## ham 0.09549308 0.4170284
## spam 0.05735661 0.3069234
##
## dont
## Y [,1] [,2]
## ham 0.4466756 1.147567
## spam 0.4389027 1.068589
##
## double
## Y [,1] [,2]
## ham 0.01160196 0.1262409
## spam 0.02992519 0.1977429
##
## doubt
## Y [,1] [,2]
## ham 0.01963409 0.1510914
## spam 0.01496259 0.1215548
##
## download
## Y [,1] [,2]
## ham 0.08299866 0.9642174
## spam 0.03241895 0.2577720
##
## downloads
## Y [,1] [,2]
## ham 0.03971441 0.4449445
## spam 0.00000000 0.0000000
##
## draw
## Y [,1] [,2]
## ham 0.01784917 0.1483330
## spam 0.01496259 0.1406256
##
## dream
## Y [,1] [,2]
## ham 0.01517180 0.1629584
## spam 0.01496259 0.1215548
##
## drive
## Y [,1] [,2]
## ham 0.05845605 0.4169095
## spam 0.08229426 0.5056785
##
## driver
## Y [,1] [,2]
## ham 0.024096386 0.20122260
## spam 0.002493766 0.04993762
##
## drivers
## Y [,1] [,2]
## ham 0.02632753 0.2347555
## spam 0.00000000 0.0000000
##
## drop
## Y [,1] [,2]
## ham 0.02766622 0.2029742
## spam 0.01496259 0.1725560
##
## due
## Y [,1] [,2]
## ham 0.04060687 0.2439489
## spam 0.10723192 0.4370041
##
## duncan
## Y [,1] [,2]
## ham 0.0151718 0.1360872
## spam 0.0000000 0.0000000
##
## dvd
## Y [,1] [,2]
## ham 0.04283802 0.4370598
## spam 0.08728180 1.0098826
##
## dvds
## Y [,1] [,2]
## ham 0.030343597 0.1816795
## spam 0.009975062 0.0995000
##
## earlier
## Y [,1] [,2]
## ham 0.024542615 0.1658987
## spam 0.007481297 0.1498129
##
## early
## Y [,1] [,2]
## ham 0.04863900 0.3620985
## spam 0.02244389 0.2489880
##
## earn
## Y [,1] [,2]
## ham 0.005354752 0.07887531
## spam 0.139650873 0.92760384
##
## earnings
## Y [,1] [,2]
## ham 0.02721999 0.4498708
## spam 0.03491272 0.2092321
##
## earth
## Y [,1] [,2]
## ham 0.019634092 0.22274274
## spam 0.004987531 0.07053412
##
## easier
## Y [,1] [,2]
## ham 0.03078983 0.2079615
## spam 0.01745636 0.1311279
##
## easily
## Y [,1] [,2]
## ham 0.04819277 0.2662531
## spam 0.10473815 0.3521399
##
## east
## Y [,1] [,2]
## ham 0.01784917 0.2168010
## spam 0.01995012 0.2227128
##
## easy
## Y [,1] [,2]
## ham 0.09013833 0.3813697
## spam 0.16708229 0.5472785
##
## easytouse
## Y [,1] [,2]
## ham 0.01517180 0.1258616
## spam 0.01745636 0.1311279
##
## eat
## Y [,1] [,2]
## ham 0.018741633 0.1832407
## spam 0.009975062 0.1410682
##
## economic
## Y [,1] [,2]
## ham 0.05934851 1.1709098
## spam 0.03740648 0.2666407
##
## economy
## Y [,1] [,2]
## ham 0.03569835 0.3809903
## spam 0.01246883 0.1111042
##
## edf
## Y [,1] [,2]
## ham 0.011601963 0.10710965
## spam 0.007481297 0.08627798
##
## edge
## Y [,1] [,2]
## ham 0.01561803 0.1440073
## spam 0.01246883 0.1316972
##
## edificio
## Y [,1] [,2]
## ham 0.01427934 0.1186664
## spam 0.00000000 0.0000000
##
## edition
## Y [,1] [,2]
## ham 0.059794734 0.32867938
## spam 0.007481297 0.08627798
##
## editor
## Y [,1] [,2]
## ham 0.051316377 0.37267051
## spam 0.004987531 0.09987523
##
## editors
## Y [,1] [,2]
## ham 0.03391343 0.2512669
## spam 0.00000000 0.0000000
##
## edt
## Y [,1] [,2]
## ham 0.5510933 0.9924716
## spam 0.5586035 0.6871550
##
## education
## Y [,1] [,2]
## ham 0.02855868 0.4412706
## spam 0.02992519 0.2812512
##
## educational
## Y [,1] [,2]
## ham 0.013386881 0.11877047
## spam 0.004987531 0.07053412
##
## edward
## Y [,1] [,2]
## ham 0.02231147 0.1701948
## spam 0.01745636 0.1928588
##
## efa
## Y [,1] [,2]
## ham 0.015171798 0.12226318
## spam 0.002493766 0.04993762
##
## eff
## Y [,1] [,2]
## ham 0.03926818 0.8630677
## spam 0.01496259 0.1215548
##
## effect
## Y [,1] [,2]
## ham 0.02275770 0.1864127
## spam 0.01995012 0.1568471
##
## effective
## Y [,1] [,2]
## ham 0.02365016 0.4029725
## spam 0.03241895 0.2268180
##
## effects
## Y [,1] [,2]
## ham 0.01874163 0.1757800
## spam 0.01496259 0.1215548
##
## efficient
## Y [,1] [,2]
## ham 0.017402945 0.19401915
## spam 0.004987531 0.07053412
##
## effort
## Y [,1] [,2]
## ham 0.02766622 0.2317294
## spam 0.06483791 0.3402727
##
## efforts
## Y [,1] [,2]
## ham 0.03168228 0.5264226
## spam 0.01995012 0.1860134
##
## egp
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## egwn
## Y [,1] [,2]
## ham 0.1874163 0.5829746
## spam 0.0000000 0.0000000
##
## egwnnet
## Y [,1] [,2]
## ham 0.2472111 0.8401331
## spam 0.0000000 0.0000000
##
## either
## Y [,1] [,2]
## ham 0.07942883 0.3299497
## spam 0.05735661 0.2986670
##
## ejwcseucscedu
## Y [,1] [,2]
## ham 0.01338688 0.126064
## spam 0.00000000 0.000000
##
## electronic
## Y [,1] [,2]
## ham 0.05577867 0.4361088
## spam 0.03740648 0.2260470
##
## else
## Y [,1] [,2]
## ham 0.11958947 0.5684998
## spam 0.03990025 0.2518015
##
## elsewhere
## Y [,1] [,2]
## ham 0.018741633 0.1482229
## spam 0.009975062 0.1220666
##
## elz
## Y [,1] [,2]
## ham 0.02231147 0.18766
## spam 0.00000000 0.00000
##
## email
## Y [,1] [,2]
## ham 0.5939313 1.538854
## spam 1.7406484 4.148201
##
## emails
## Y [,1] [,2]
## ham 0.01874163 0.2061692
## spam 0.41895262 2.2031886
##
## empire
## Y [,1] [,2]
## ham 0.02454261 0.1885686
## spam 0.00000000 0.0000000
##
## empty
## Y [,1] [,2]
## ham 0.01472557 0.1377661
## spam 0.01496259 0.2116024
##
## enable
## Y [,1] [,2]
## ham 0.01606426 0.1544311
## spam 0.02244389 0.1483072
##
## encodingutf
## Y [,1] [,2]
## ham 0.2262383 0.4184886
## spam 0.0000000 0.0000000
##
## end
## Y [,1] [,2]
## ham 0.2646140 0.9043753
## spam 0.0798005 0.3919387
##
## energy
## Y [,1] [,2]
## ham 0.04060687 0.4961030
## spam 0.01246883 0.1111042
##
## engine
## Y [,1] [,2]
## ham 0.027219991 0.19970914
## spam 0.007481297 0.08627798
##
## engineer
## Y [,1] [,2]
## ham 0.031682285 0.20128001
## spam 0.002493766 0.04993762
##
## engines
## Y [,1] [,2]
## ham 0.01294065 0.1278684
## spam 0.02992519 0.3303063
##
## english
## Y [,1] [,2]
## ham 0.018295404 0.19162124
## spam 0.002493766 0.04993762
##
## enjoy
## Y [,1] [,2]
## ham 0.04283802 0.2770118
## spam 0.03491272 0.2092321
##
## enough
## Y [,1] [,2]
## ham 0.09772423 0.3693614
## spam 0.04488778 0.2073163
##
## ensure
## Y [,1] [,2]
## ham 0.02989737 0.5256785
## spam 0.02992519 0.1977429
##
## enter
## Y [,1] [,2]
## ham 0.03569835 0.2780225
## spam 0.05236908 0.2824015
##
## enterprise
## Y [,1] [,2]
## ham 0.038821954 0.39393986
## spam 0.007481297 0.08627798
##
## entertainment
## Y [,1] [,2]
## ham 0.02097278 0.2409193
## spam 0.02743142 0.2162074
##
## entire
## Y [,1] [,2]
## ham 0.03480589 0.2383773
## spam 0.05985037 0.2672246
##
## entirely
## Y [,1] [,2]
## ham 0.02231147 0.1593576
## spam 0.02493766 0.1713959
##
## entrepreneurs
## Y [,1] [,2]
## ham 0.01784917 0.2326920
## spam 0.01246883 0.1111042
##
## enus
## Y [,1] [,2]
## ham 0.09013833 0.4063074
## spam 0.03990025 0.5642730
##
## envelopefrom
## Y [,1] [,2]
## ham 0.05399375 0.2450098
## spam 0.05985037 0.2853226
##
## envelopesender
## Y [,1] [,2]
## ham 0.03212851 0.2311527
## spam 0.00000000 0.0000000
##
## environment
## Y [,1] [,2]
## ham 0.043284248 0.28567076
## spam 0.004987531 0.07053412
##
## equipment
## Y [,1] [,2]
## ham 0.01472557 0.1311250
## spam 0.01246883 0.1316972
##
## error
## Y [,1] [,2]
## ham 0.09638554 0.5308268
## spam 0.12219451 0.3500445
##
## errors
## Y [,1] [,2]
## ham 0.02231147 0.1727979
## spam 0.01496259 0.1406256
##
## errorsto
## Y [,1] [,2]
## ham 0.5524320 0.5000398
## spam 0.1421446 0.3496347
##
## esmtp
## Y [,1] [,2]
## ham 3.228916 1.6663109
## spam 2.239401 0.9785416
##
## especially
## Y [,1] [,2]
## ham 0.048192771 0.33460743
## spam 0.007481297 0.08627798
##
## established
## Y [,1] [,2]
## ham 0.02409639 0.161879
## spam 0.03491272 0.607271
##
## etc
## Y [,1] [,2]
## ham 0.09326194 0.4469681
## spam 0.04987531 0.3570802
##
## eugen
## Y [,1] [,2]
## ham 0.03168228 0.2542062
## spam 0.00000000 0.0000000
##
## eugenleitlorg
## Y [,1] [,2]
## ham 0.01383311 0.116824
## spam 0.00000000 0.000000
##
## europe
## Y [,1] [,2]
## ham 0.02811245 0.3543284
## spam 0.02493766 0.1854092
##
## european
## Y [,1] [,2]
## ham 0.02989737 0.4047689
## spam 0.01745636 0.1649076
##
## even
## Y [,1] [,2]
## ham 0.2695225 0.8647895
## spam 0.2069825 0.6281330
##
## event
## Y [,1] [,2]
## ham 0.03257474 0.2469656
## spam 0.02244389 0.2949492
##
## events
## Y [,1] [,2]
## ham 0.02052655 0.2165639
## spam 0.09226933 0.5421855
##
## eventually
## Y [,1] [,2]
## ham 0.02141901 0.1566557
## spam 0.01496259 0.1215548
##
## ever
## Y [,1] [,2]
## ham 0.08612227 0.3758196
## spam 0.13965087 0.5054195
##
## every
## Y [,1] [,2]
## ham 0.1561803 0.8327388
## spam 0.2593516 1.0524108
##
## everybody
## Y [,1] [,2]
## ham 0.01517180 0.1953524
## spam 0.02244389 0.2387363
##
## everyone
## Y [,1] [,2]
## ham 0.04596162 0.2607218
## spam 0.02992519 0.1846679
##
## everything
## Y [,1] [,2]
## ham 0.06291834 0.3205245
## spam 0.06982544 0.3465721
##
## everywhere
## Y [,1] [,2]
## ham 0.013833110 0.12423188
## spam 0.007481297 0.08627798
##
## evidence
## Y [,1] [,2]
## ham 0.026327532 0.1998288
## spam 0.007481297 0.1498129
##
## evildoers
## Y [,1] [,2]
## ham 0.01294065 0.1130438
## spam 0.00000000 0.0000000
##
## evolution
## Y [,1] [,2]
## ham 0.02543507 0.1710657
## spam 0.00000000 0.0000000
##
## exactly
## Y [,1] [,2]
## ham 0.05042392 0.2402585
## spam 0.05236908 0.2544614
##
## example
## Y [,1] [,2]
## ham 0.08701473 0.5062256
## spam 0.04239401 0.2563167
##
## examplecom
## Y [,1] [,2]
## ham 0.086122267 0.39436794
## spam 0.004987531 0.07053412
##
## excellent
## Y [,1] [,2]
## ham 0.01829540 0.1612588
## spam 0.03990025 0.1959694
##
## except
## Y [,1] [,2]
## ham 0.03837573 0.2077727
## spam 0.01745636 0.1649076
##
## exchange
## Y [,1] [,2]
## ham 0.04239179 0.2561501
## spam 0.16209476 0.4137144
##
## exclusive
## Y [,1] [,2]
## ham 0.01070950 0.1190419
## spam 0.02244389 0.1643016
##
## executive
## Y [,1] [,2]
## ham 0.03792950 0.4559997
## spam 0.01745636 0.1928588
##
## exim
## Y [,1] [,2]
## ham 0.3311022 0.7500959
## spam 0.0723192 0.3636714
##
## exist
## Y [,1] [,2]
## ham 0.03391343 0.2782459
## spam 0.01496259 0.1725560
##
## existing
## Y [,1] [,2]
## ham 0.03659081 0.2579102
## spam 0.02743142 0.2162074
##
## exists
## Y [,1] [,2]
## ham 0.01651049 0.1917834
## spam 0.01995012 0.3529887
##
## exmh
## Y [,1] [,2]
## ham 0.2311468 0.9724477
## spam 0.0000000 0.0000000
##
## exmhp
## Y [,1] [,2]
## ham 0.03926818 0.3410491
## spam 0.00000000 0.0000000
##
## exmhusers
## Y [,1] [,2]
## ham 0.04373048 0.2369019
## spam 0.00000000 0.0000000
##
## exmhusersadminexamplecom
## Y [,1] [,2]
## ham 0.1124498 0.574636
## spam 0.0000000 0.000000
##
## exmhusersadminredhatcom
## Y [,1] [,2]
## ham 0.03703704 0.1888947
## spam 0.00000000 0.0000000
##
## exmhusersexamplecom
## Y [,1] [,2]
## ham 0.1865239 0.9519794
## spam 0.0000000 0.0000000
##
## exmhuserslistmanexamplecom
## Y [,1] [,2]
## ham 0.03703704 0.1888947
## spam 0.00000000 0.0000000
##
## exmhuserslistmanredhatcom
## Y [,1] [,2]
## ham 0.07407407 0.3777894
## spam 0.00000000 0.0000000
##
## exmhusersredhatcom
## Y [,1] [,2]
## ham 0.1619813 0.8467904
## spam 0.0000000 0.0000000
##
## exmhworkers
## Y [,1] [,2]
## ham 0.03435966 0.1917428
## spam 0.00000000 0.0000000
##
## exmhworkersadminexamplecom
## Y [,1] [,2]
## ham 0.09638554 0.5291421
## spam 0.00000000 0.0000000
##
## exmhworkersadminredhatcom
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## exmhworkersexamplecom
## Y [,1] [,2]
## ham 0.1253905 0.6910671
## spam 0.0000000 0.0000000
##
## exmhworkerslistmanexamplecom
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## exmhworkerslistmanredhatcom
## Y [,1] [,2]
## ham 0.06425703 0.3527614
## spam 0.00000000 0.0000000
##
## exmhworkersredhatcom
## Y [,1] [,2]
## ham 0.1329763 0.7495156
## spam 0.0000000 0.0000000
##
## expect
## Y [,1] [,2]
## ham 0.03346720 0.2591969
## spam 0.02743142 0.1635409
##
## expected
## Y [,1] [,2]
## ham 0.03078983 0.2398618
## spam 0.01496259 0.1864821
##
## expensive
## Y [,1] [,2]
## ham 0.012940651 0.1169263
## spam 0.009975062 0.1220666
##
## experience
## Y [,1] [,2]
## ham 0.07228916 0.3499293
## spam 0.06483791 0.2660555
##
## expert
## Y [,1] [,2]
## ham 0.01963409 0.1705245
## spam 0.02244389 0.1923409
##
## experts
## Y [,1] [,2]
## ham 0.01517180 0.1486309
## spam 0.02244389 0.1483072
##
## explain
## Y [,1] [,2]
## ham 0.020972780 0.17425131
## spam 0.007481297 0.08627798
##
## explained
## Y [,1] [,2]
## ham 0.014725569 0.13776607
## spam 0.007481297 0.08627798
##
## explanation
## Y [,1] [,2]
## ham 0.013386881 0.1329581
## spam 0.009975062 0.0995000
##
## express
## Y [,1] [,2]
## ham 0.05934851 0.2545187
## spam 0.19700748 0.4166426
##
## extended
## Y [,1] [,2]
## ham 0.009817046 0.1153102
## spam 0.067331671 0.5638751
##
## extra
## Y [,1] [,2]
## ham 0.02097278 0.1552853
## spam 0.02743142 0.1781731
##
## extremely
## Y [,1] [,2]
## ham 0.01383311 0.1205848
## spam 0.03241895 0.1909094
##
## eyes
## Y [,1] [,2]
## ham 0.015618028 0.14087318
## spam 0.004987531 0.07053412
##
## ezmlm
## Y [,1] [,2]
## ham 0.01338688 0.1149503
## spam 0.00000000 0.0000000
##
## face
## Y [,1] [,2]
## ham 0.03302097 0.2618243
## spam 0.04987531 0.4330199
##
## facearial
## Y [,1] [,2]
## ham 0.7108434 4.829071
## spam 0.5935162 2.534138
##
## facedarial
## Y [,1] [,2]
## ham 0.1258367 1.564465
## spam 0.6159601 2.356299
##
## facedverdana
## Y [,1] [,2]
## ham 0.03078983 0.8871291
## spam 0.37905237 1.6555845
##
## facems
## Y [,1] [,2]
## ham 0.2512271 2.827919
## spam 0.0000000 0.000000
##
## faceverdana
## Y [,1] [,2]
## ham 0.2873717 3.579763
## spam 0.5037406 3.029952
##
## fact
## Y [,1] [,2]
## ham 0.06782686 0.3216103
## spam 0.07231920 0.3197763
##
## facts
## Y [,1] [,2]
## ham 0.01160196 0.1189582
## spam 0.02743142 0.2583518
##
## fail
## Y [,1] [,2]
## ham 0.01472557 0.1441014
## spam 0.01246883 0.1111042
##
## failed
## Y [,1] [,2]
## ham 0.02811245 0.2146726
## spam 0.02992519 0.3729641
##
## fails
## Y [,1] [,2]
## ham 0.02320393 0.1700753
## spam 0.00000000 0.0000000
##
## failure
## Y [,1] [,2]
## ham 0.01517180 0.1360872
## spam 0.01246883 0.1316972
##
## fair
## Y [,1] [,2]
## ham 0.01784917 0.1626868
## spam 0.03241895 0.1909094
##
## fairly
## Y [,1] [,2]
## ham 0.01695672 0.1358762
## spam 0.00000000 0.0000000
##
## fall
## Y [,1] [,2]
## ham 0.04596162 0.2724443
## spam 0.03491272 0.1837881
##
## false
## Y [,1] [,2]
## ham 0.05265506 0.3894746
## spam 0.04488778 0.5594462
##
## family
## Y [,1] [,2]
## ham 0.05131638 0.4015031
## spam 0.10723192 0.4593175
##
## faqanbsp
## Y [,1] [,2]
## ham 0.01918786 0.1372155
## spam 0.00000000 0.0000000
##
## far
## Y [,1] [,2]
## ham 0.08344489 0.3467939
## spam 0.02992519 0.1705938
##
## fark
## Y [,1] [,2]
## ham 0.0258813 0.1616031
## spam 0.0000000 0.0000000
##
## farquhar
## Y [,1] [,2]
## ham 0.01963409 0.1597097
## spam 0.00000000 0.0000000
##
## fast
## Y [,1] [,2]
## ham 0.07139670 0.3933467
## spam 0.05985037 0.2853226
##
## faster
## Y [,1] [,2]
## ham 0.03346720 0.2676701
## spam 0.01995012 0.1568471
##
## fastest
## Y [,1] [,2]
## ham 0.03748327 0.2121861
## spam 0.05486284 0.2863259
##
## father
## Y [,1] [,2]
## ham 0.01472557 0.1670571
## spam 0.08478803 0.5364634
##
## favor
## Y [,1] [,2]
## ham 0.01249442 0.1296461
## spam 0.01745636 0.1489782
##
## favorite
## Y [,1] [,2]
## ham 0.02365016 0.1764564
## spam 0.01745636 0.1311279
##
## fax
## Y [,1] [,2]
## ham 0.02097278 0.1523833
## spam 0.17456359 0.9896724
##
## feature
## Y [,1] [,2]
## ham 0.060240964 0.3923757
## spam 0.007481297 0.1498129
##
## features
## Y [,1] [,2]
## ham 0.08255243 0.5165683
## spam 0.02244389 0.1923409
##
## feb
## Y [,1] [,2]
## ham 0.09995538 0.8617906
## spam 0.01246883 0.2057769
##
## federal
## Y [,1] [,2]
## ham 0.03525212 0.3247355
## spam 0.16458853 1.0783519
##
## fee
## Y [,1] [,2]
## ham 0.01651049 0.1407713
## spam 0.04488778 0.3577430
##
## feedback
## Y [,1] [,2]
## ham 0.016064257 0.148537
## spam 0.009975062 0.099500
##
## feel
## Y [,1] [,2]
## ham 0.04685408 0.2656531
## spam 0.08728180 0.3871212
##
## feeling
## Y [,1] [,2]
## ham 0.01517180 0.1424971
## spam 0.01995012 0.1568471
##
## feet
## Y [,1] [,2]
## ham 0.022757697 0.2687931
## spam 0.009975062 0.0995000
##
## fetchmail
## Y [,1] [,2]
## ham 0.8853191 0.3455889
## spam 0.9177057 0.2751558
##
## fff
## Y [,1] [,2]
## ham 0.009817046 0.09861547
## spam 0.029925187 0.17059380
##
## ffffff
## Y [,1] [,2]
## ham 0.02766622 0.2708161
## spam 0.02244389 0.1643016
##
## field
## Y [,1] [,2]
## ham 0.025881303 0.2280536
## spam 0.009975062 0.1577981
##
## fight
## Y [,1] [,2]
## ham 0.02320393 0.3292262
## spam 0.01745636 0.1311279
##
## figure
## Y [,1] [,2]
## ham 0.02900491 0.1994576
## spam 0.03990025 0.2200091
##
## file
## Y [,1] [,2]
## ham 0.24587238 0.9395868
## spam 0.04987531 0.5408385
##
## filed
## Y [,1] [,2]
## ham 0.019187863 0.2028534
## spam 0.009975062 0.0995000
##
## files
## Y [,1] [,2]
## ham 0.16733601 0.6886351
## spam 0.03990025 0.2083362
##
## fill
## Y [,1] [,2]
## ham 0.01026328 0.1281112
## spam 0.20448878 0.5320524
##
## filling
## Y [,1] [,2]
## ham 0.014279340 0.12237067
## spam 0.004987531 0.07053412
##
## filter
## Y [,1] [,2]
## ham 0.031236055 0.20681845
## spam 0.004987531 0.07053412
##
## final
## Y [,1] [,2]
## ham 0.023650156 0.21521018
## spam 0.007481297 0.08627798
##
## finally
## Y [,1] [,2]
## ham 0.03569835 0.2145845
## spam 0.06483791 0.2928917
##
## financial
## Y [,1] [,2]
## ham 0.04551539 0.5094454
## spam 0.25187032 0.9104410
##
## find
## Y [,1] [,2]
## ham 0.2409639 0.7547112
## spam 0.2294264 0.6980200
##
## finding
## Y [,1] [,2]
## ham 0.04194556 0.2372246
## spam 0.01745636 0.1311279
##
## fine
## Y [,1] [,2]
## ham 0.046407854 0.25104566
## spam 0.004987531 0.07053412
##
## firm
## Y [,1] [,2]
## ham 0.01829540 0.1892772
## spam 0.03241895 0.2035839
##
## first
## Y [,1] [,2]
## ham 0.2985274 1.006959
## spam 0.2768080 1.257253
##
## fit
## Y [,1] [,2]
## ham 0.01115573 0.1092203
## spam 0.01745636 0.1649076
##
## five
## Y [,1] [,2]
## ham 0.03435966 0.2430776
## spam 0.08977556 0.4323427
##
## fix
## Y [,1] [,2]
## ham 0.03569835 0.2325558
## spam 0.00000000 0.0000000
##
## fixed
## Y [,1] [,2]
## ham 0.03480589 0.2475642
## spam 0.02743142 0.2043175
##
## focus
## Y [,1] [,2]
## ham 0.02900491 0.3294440
## spam 0.01246883 0.1316972
##
## folder
## Y [,1] [,2]
## ham 0.08879964 0.5241187
## spam 0.00000000 0.0000000
##
## folders
## Y [,1] [,2]
## ham 0.02766622 0.2572907
## spam 0.00000000 0.0000000
##
## folks
## Y [,1] [,2]
## ham 0.04373048 0.2424893
## spam 0.01246883 0.1494796
##
## follow
## Y [,1] [,2]
## ham 0.02052655 0.1878637
## spam 0.12468828 0.6552969
##
## followed
## Y [,1] [,2]
## ham 0.01070950 0.1190419
## spam 0.04239401 0.2840744
##
## following
## Y [,1] [,2]
## ham 0.09370817 0.4393183
## spam 0.23192020 1.0856236
##
## font
## Y [,1] [,2]
## ham 1.115127 6.039908
## spam 1.675810 4.194596
##
## fontb
## Y [,1] [,2]
## ham 0.02766622 0.1667503
## spam 0.02244389 0.1788715
##
## fontbr
## Y [,1] [,2]
## ham 0.04953146 0.5401314
## spam 0.03241895 0.2155142
##
## fontfamily
## Y [,1] [,2]
## ham 0.0896921 0.927018
## spam 0.3291771 3.363982
##
## fontfont
## Y [,1] [,2]
## ham 0.01294065 0.2098306
## spam 0.36408978 1.5040303
##
## fontimg
## Y [,1] [,2]
## ham 0.02632753 0.1601432
## spam 0.00000000 0.0000000
##
## fontp
## Y [,1] [,2]
## ham 0.02320393 0.4198179
## spam 0.10473815 0.4460970
##
## fontsize
## Y [,1] [,2]
## ham 0.08165997 0.8969333
## spam 0.16209476 1.4460842
##
## fonttd
## Y [,1] [,2]
## ham 0.10397144 0.9807920
## spam 0.07481297 0.4630216
##
## fonttdtr
## Y [,1] [,2]
## ham 0.03837573 0.4395105
## spam 0.02244389 0.2863477
##
## fonttdtrtable
## Y [,1] [,2]
## ham 0.027219991 0.21685617
## spam 0.002493766 0.04993762
##
## fonttdtrtablefonttdtr
## Y [,1] [,2]
## ham 0.0151718 0.1222632
## spam 0.0000000 0.0000000
##
## fontweight
## Y [,1] [,2]
## ham 0.05399375 0.4592632
## spam 0.05735661 0.3524230
##
## footer
## Y [,1] [,2]
## ham 0.081659973 0.4204888
## spam 0.009975062 0.0995000
##
## force
## Y [,1] [,2]
## ham 0.05488621 0.6788413
## spam 0.03740648 0.3756291
##
## forces
## Y [,1] [,2]
## ham 0.04016064 0.855754
## spam 0.01496259 0.172556
##
## foreign
## Y [,1] [,2]
## ham 0.02721999 0.4833567
## spam 0.12219451 0.7984555
##
## forever
## Y [,1] [,2]
## ham 0.01918786 0.1435751
## spam 0.02992519 0.2531842
##
## forged
## Y [,1] [,2]
## ham 0.03391343 0.1906551
## spam 0.14713217 0.3818350
##
## forget
## Y [,1] [,2]
## ham 0.01651049 0.1439077
## spam 0.01496259 0.1406256
##
## fork
## Y [,1] [,2]
## ham 0.1160196 0.4481285
## spam 0.0000000 0.0000000
##
## forkadminxentcom
## Y [,1] [,2]
## ham 1.014279 1.784299
## spam 0.000000 0.000000
##
## forkexamplecom
## Y [,1] [,2]
## ham 0.7304775 1.311898
## spam 0.0000000 0.000000
##
## forklisthotmailcom
## Y [,1] [,2]
## ham 0.02677376 0.1747365
## spam 0.00000000 0.0000000
##
## forkxentcom
## Y [,1] [,2]
## ham 0.6157965 1.123253
## spam 0.0000000 0.000000
##
## form
## Y [,1] [,2]
## ham 0.1423472 0.658594
## spam 0.5685786 1.520168
##
## format
## Y [,1] [,2]
## ham 0.06604195 0.3757289
## spam 0.13715711 0.3982975
##
## formatflowed
## Y [,1] [,2]
## ham 0.08478358 0.2786215
## spam 0.00000000 0.0000000
##
## former
## Y [,1] [,2]
## ham 0.03302097 0.3256562
## spam 0.02244389 0.2489880
##
## forms
## Y [,1] [,2]
## ham 0.02945114 0.2236629
## spam 0.03491272 0.1969214
##
## forteanaowneryahoogroupscom
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## forteanaunsubscribeegroupscom
## Y [,1] [,2]
## ham 0.0334672 0.1871902
## spam 0.0000000 0.0000000
##
## forteanayahoogroupscom
## Y [,1] [,2]
## ham 0.02900491 0.2186757
## spam 0.00000000 0.0000000
##
## fortune
## Y [,1] [,2]
## ham 0.00713967 0.1074995
## spam 0.06733167 0.3208662
##
## forward
## Y [,1] [,2]
## ham 0.03614458 0.3204853
## spam 0.06234414 0.2521973
##
## forwarded
## Y [,1] [,2]
## ham 0.036590808 0.2935311
## spam 0.009975062 0.0995000
##
## found
## Y [,1] [,2]
## ham 0.34002677 0.7964485
## spam 0.05985037 0.3023392
##
## four
## Y [,1] [,2]
## ham 0.04908523 0.2592922
## spam 0.04987531 0.3122599
##
## frameborder
## Y [,1] [,2]
## ham 0.016064257 0.12575076
## spam 0.002493766 0.04993762
##
## framework
## Y [,1] [,2]
## ham 0.03703704 0.3458465
## spam 0.00000000 0.0000000
##
## france
## Y [,1] [,2]
## ham 0.01294065 0.1473345
## spam 0.03491272 0.3373100
##
## francisco
## Y [,1] [,2]
## ham 0.021865239 0.25523851
## spam 0.004987531 0.09987523
##
## free
## Y [,1] [,2]
## ham 0.4359661 1.688335
## spam 1.2119701 2.871838
##
## freedom
## Y [,1] [,2]
## ham 0.06157965 1.2788635
## spam 0.02493766 0.2106574
##
## french
## Y [,1] [,2]
## ham 0.036590808 0.40697027
## spam 0.004987531 0.07053412
##
## freshrpms
## Y [,1] [,2]
## ham 0.1017403 0.3292329
## spam 0.0000000 0.0000000
##
## freshrpmsnet
## Y [,1] [,2]
## ham 0.02677376 0.1917885
## spam 0.00000000 0.0000000
##
## fri
## Y [,1] [,2]
## ham 0.9482374 2.241452
## spam 1.0399002 2.004596
##
## friday
## Y [,1] [,2]
## ham 0.02721999 0.2147877
## spam 0.00000000 0.0000000
##
## friend
## Y [,1] [,2]
## ham 0.04283802 0.3147331
## spam 0.07481297 0.3230929
##
## friends
## Y [,1] [,2]
## ham 0.32619366 1.0098958
## spam 0.04738155 0.2454575
##
## front
## Y [,1] [,2]
## ham 0.02409639 0.1850420
## spam 0.01995012 0.1400036
##
## frontpage
## Y [,1] [,2]
## ham 0.001784917 0.04221998
## spam 0.067331671 0.27010204
##
## ftp
## Y [,1] [,2]
## ham 0.035698349 0.73044267
## spam 0.004987531 0.07053412
##
## full
## Y [,1] [,2]
## ham 0.11780455 0.6978601
## spam 0.08478803 0.3046195
##
## fully
## Y [,1] [,2]
## ham 0.02543507 0.1836512
## spam 0.04987531 0.3041484
##
## fun
## Y [,1] [,2]
## ham 0.06827309 0.3989687
## spam 0.04239401 0.2563167
##
## function
## Y [,1] [,2]
## ham 0.03391343 0.2750183
## spam 0.01745636 0.1311279
##
## functional
## Y [,1] [,2]
## ham 0.017402945 0.14687410
## spam 0.004987531 0.07053412
##
## fund
## Y [,1] [,2]
## ham 0.01338688 0.1861240
## spam 0.14962594 0.6062641
##
## funds
## Y [,1] [,2]
## ham 0.0107095 0.1365110
## spam 0.0798005 0.4675639
##
## funny
## Y [,1] [,2]
## ham 0.0334672 0.1942131
## spam 0.0000000 0.0000000
##
## future
## Y [,1] [,2]
## ham 0.09995538 0.5442926
## spam 0.22194514 0.5684340
##
## fwd
## Y [,1] [,2]
## ham 0.011601963 0.10710965
## spam 0.007481297 0.08627798
##
## gain
## Y [,1] [,2]
## ham 0.02365016 0.2001635
## spam 0.01995012 0.1568471
##
## gamasutra
## Y [,1] [,2]
## ham 0.01918786 0.1372155
## spam 0.00000000 0.0000000
##
## game
## Y [,1] [,2]
## ham 0.06113342 0.4218501
## spam 0.04488778 0.3434822
##
## games
## Y [,1] [,2]
## ham 0.07050424 0.4831354
## spam 0.01745636 0.1311279
##
## garrigues
## Y [,1] [,2]
## ham 0.06024096 0.4219785
## spam 0.00000000 0.0000000
##
## gary
## Y [,1] [,2]
## ham 0.08567604 0.4665365
## spam 0.00000000 0.0000000
##
## garymcanadacom
## Y [,1] [,2]
## ham 0.04685408 0.2928313
## spam 0.00000000 0.0000000
##
## garymteledyncom
## Y [,1] [,2]
## ham 0.01651049 0.1274564
## spam 0.00000000 0.0000000
##
## gave
## Y [,1] [,2]
## ham 0.02141901 0.1947662
## spam 0.02244389 0.1483072
##
## gecko
## Y [,1] [,2]
## ham 0.04685408 0.2295962
## spam 0.00000000 0.0000000
##
## geege
## Y [,1] [,2]
## ham 0.04328425 0.316793
## spam 0.00000000 0.000000
##
## geegebarreraorg
## Y [,1] [,2]
## ham 0.01874163 0.1625863
## spam 0.00000000 0.0000000
##
## geek
## Y [,1] [,2]
## ham 0.049085230 0.25582554
## spam 0.004987531 0.07053412
##
## general
## Y [,1] [,2]
## ham 0.05265506 0.2910777
## spam 0.09476309 0.3754963
##
## generally
## Y [,1] [,2]
## ham 0.02454261 0.1909214
## spam 0.00000000 0.0000000
##
## generate
## Y [,1] [,2]
## ham 0.01338688 0.1362744
## spam 0.04239401 0.2463702
##
## generated
## Y [,1] [,2]
## ham 0.024096386 0.16730372
## spam 0.007481297 0.08627798
##
## geneva
## Y [,1] [,2]
## ham 0.2748773 2.752327
## spam 0.0000000 0.000000
##
## george
## Y [,1] [,2]
## ham 0.02855868 0.2788467
## spam 0.02244389 0.2588339
##
## get
## Y [,1] [,2]
## ham 0.6037483 1.354907
## spam 0.8902743 2.582234
##
## gets
## Y [,1] [,2]
## ham 0.06425703 0.2993646
## spam 0.02992519 0.2431095
##
## getting
## Y [,1] [,2]
## ham 0.09817046 0.3422630
## spam 0.05236908 0.2911196
##
## gibbon
## Y [,1] [,2]
## ham 0.02008032 0.1610462
## spam 0.00000000 0.0000000
##
## gif
## Y [,1] [,2]
## ham 0.0745203 0.7483777
## spam 0.0000000 0.0000000
##
## give
## Y [,1] [,2]
## ham 0.1097724 0.3890212
## spam 0.1870324 0.5936593
##
## given
## Y [,1] [,2]
## ham 0.05890228 0.3261141
## spam 0.07730673 0.3761765
##
## gives
## Y [,1] [,2]
## ham 0.050870147 0.26237310
## spam 0.002493766 0.04993762
##
## giving
## Y [,1] [,2]
## ham 0.03659081 0.2165059
## spam 0.02992519 0.1846679
##
## gkdogmaslashnullorg
## Y [,1] [,2]
## ham 0.03168228 0.1751919
## spam 0.00000000 0.0000000
##
## global
## Y [,1] [,2]
## ham 0.123605533 1.46518546
## spam 0.007481297 0.08627798
##
## gmt
## Y [,1] [,2]
## ham 0.05042392 0.2732919
## spam 0.03740648 0.2847758
##
## gnulinux
## Y [,1] [,2]
## ham 0.07942883 0.5597599
## spam 0.00000000 0.0000000
##
## gnupg
## Y [,1] [,2]
## ham 0.04060687 0.2327099
## spam 0.00000000 0.0000000
##
## goal
## Y [,1] [,2]
## ham 0.02677376 0.2675897
## spam 0.01246883 0.1316972
##
## god
## Y [,1] [,2]
## ham 0.02231147 0.1852658
## spam 0.02244389 0.1483072
##
## goes
## Y [,1] [,2]
## ham 0.04328425 0.2360401
## spam 0.06234414 0.3789505
##
## going
## Y [,1] [,2]
## ham 0.1405622 0.7041722
## spam 0.1147132 0.6097606
##
## gone
## Y [,1] [,2]
## ham 0.02320393 0.2341335
## spam 0.02244389 0.1483072
##
## good
## Y [,1] [,2]
## ham 0.2663989 0.8280678
## spam 0.1172070 0.4046334
##
## google
## Y [,1] [,2]
## ham 0.03614458 0.4901131
## spam 0.00000000 0.0000000
##
## gordon
## Y [,1] [,2]
## ham 0.02320393 0.1968427
## spam 0.00000000 0.0000000
##
## got
## Y [,1] [,2]
## ham 0.1472557 0.4997346
## spam 0.1022444 0.3834318
##
## gotten
## Y [,1] [,2]
## ham 0.015171798 0.13932900
## spam 0.004987531 0.07053412
##
## government
## Y [,1] [,2]
## ham 0.1044177 0.8725901
## spam 0.4862843 3.9642700
##
## graphics
## Y [,1] [,2]
## ham 0.031236055 0.2801574
## spam 0.009975062 0.0995000
##
## great
## Y [,1] [,2]
## ham 0.1526104 0.8435171
## spam 0.1620948 0.4540480
##
## greater
## Y [,1] [,2]
## ham 0.02989737 0.3197354
## spam 0.02743142 0.2274767
##
## green
## Y [,1] [,2]
## ham 0.01517180 0.1883720
## spam 0.01745636 0.1649076
##
## greg
## Y [,1] [,2]
## ham 0.029451138 0.28974760
## spam 0.004987531 0.09987523
##
## gregory
## Y [,1] [,2]
## ham 0.01606426 0.1572953
## spam 0.00000000 0.0000000
##
## ground
## Y [,1] [,2]
## ham 0.02097278 0.2134059
## spam 0.00000000 0.0000000
##
## group
## Y [,1] [,2]
## ham 0.2476573 0.7354391
## spam 0.2344140 0.6855018
##
## groups
## Y [,1] [,2]
## ham 0.107541276 0.4969023
## spam 0.009975062 0.1220666
##
## growing
## Y [,1] [,2]
## ham 0.04462294 0.3788715
## spam 0.06982544 0.3392819
##
## growth
## Y [,1] [,2]
## ham 0.04730031 0.9517339
## spam 0.02493766 0.2222084
##
## gtk
## Y [,1] [,2]
## ham 0.04373048 0.2985937
## spam 0.00000000 0.0000000
##
## guarantee
## Y [,1] [,2]
## ham 0.01338688 0.1908608
## spam 0.10723192 0.4647285
##
## guaranteed
## Y [,1] [,2]
## ham 0.006247211 0.0894241
## spam 0.149625935 0.4717585
##
## guardian
## Y [,1] [,2]
## ham 0.043730477 0.21517685
## spam 0.002493766 0.04993762
##
## guess
## Y [,1] [,2]
## ham 0.04016064 0.2179301
## spam 0.00000000 0.0000000
##
## guide
## Y [,1] [,2]
## ham 0.01874163 0.2061692
## spam 0.29925187 2.8583604
##
## guido
## Y [,1] [,2]
## ham 0.02945114 0.2553501
## spam 0.00000000 0.0000000
##
## guy
## Y [,1] [,2]
## ham 0.037483266 0.28881795
## spam 0.004987531 0.09987523
##
## guys
## Y [,1] [,2]
## ham 0.03525212 0.2589600
## spam 0.01246883 0.1316972
##
## gwesegwnnet
## Y [,1] [,2]
## ham 0.01249442 0.1111027
## spam 0.00000000 0.0000000
##
## habeas
## Y [,1] [,2]
## ham 0.08299866 0.6340637
## spam 0.00000000 0.0000000
##
## hack
## Y [,1] [,2]
## ham 0.01383311 0.1378586
## spam 0.00000000 0.0000000
##
## half
## Y [,1] [,2]
## ham 0.05087015 0.2501792
## spam 0.04738155 0.3394840
##
## hall
## Y [,1] [,2]
## ham 0.033020973 0.20654086
## spam 0.002493766 0.04993762
##
## ham
## Y [,1] [,2]
## ham 0.0303436 0.3432621
## spam 0.0000000 0.0000000
##
## hand
## Y [,1] [,2]
## ham 0.04417671 0.2469696
## spam 0.03241895 0.1909094
##
## handle
## Y [,1] [,2]
## ham 0.023203927 0.17777569
## spam 0.004987531 0.07053412
##
## handling
## Y [,1] [,2]
## ham 0.01606426 0.1515127
## spam 0.02493766 0.1854092
##
## hands
## Y [,1] [,2]
## ham 0.02632753 0.2250463
## spam 0.01995012 0.1568471
##
## happen
## Y [,1] [,2]
## ham 0.03257474 0.2202090
## spam 0.05236908 0.2339885
##
## happened
## Y [,1] [,2]
## ham 0.03391343 0.2250224
## spam 0.01496259 0.1406256
##
## happens
## Y [,1] [,2]
## ham 0.02008032 0.1495475
## spam 0.02244389 0.1483072
##
## happy
## Y [,1] [,2]
## ham 0.04149933 0.2527885
## spam 0.06234414 0.3789505
##
## hard
## Y [,1] [,2]
## ham 0.07719768 0.4255484
## spam 0.07231920 0.3837406
##
## hardware
## Y [,1] [,2]
## ham 0.080321285 0.47974238
## spam 0.004987531 0.07053412
##
## harley
## Y [,1] [,2]
## ham 0.02632753 0.1810765
## spam 0.00000000 0.0000000
##
## harleyargotech
## Y [,1] [,2]
## ham 0.0151718 0.1360872
## spam 0.0000000 0.0000000
##
## hasnt
## Y [,1] [,2]
## ham 0.0182954 0.1556236
## spam 0.0000000 0.0000000
##
## hat
## Y [,1] [,2]
## ham 0.095046854 0.56408705
## spam 0.004987531 0.07053412
##
## hate
## Y [,1] [,2]
## ham 0.02231147 0.2284306
## spam 0.00000000 0.0000000
##
## havent
## Y [,1] [,2]
## ham 0.04462294 0.2271108
## spam 0.01246883 0.1316972
##
## hcm
## Y [,1] [,2]
## ham 0.01561803 0.12402
## spam 0.00000000 0.00000
##
## head
## Y [,1] [,2]
## ham 0.1280678 0.5202354
## spam 0.5386534 0.9214810
##
## header
## Y [,1] [,2]
## ham 0.066488175 0.3321287
## spam 0.009975062 0.0995000
##
## headers
## Y [,1] [,2]
## ham 0.0410531 0.2756673
## spam 0.0000000 0.0000000
##
## headline
## Y [,1] [,2]
## ham 0.016510486 0.13427901
## spam 0.004987531 0.07053412
##
## headlines
## Y [,1] [,2]
## ham 0.030789826 0.2284219
## spam 0.009975062 0.0995000
##
## health
## Y [,1] [,2]
## ham 0.02811245 0.4407932
## spam 0.08728180 0.4526178
##
## hear
## Y [,1] [,2]
## ham 0.03882195 0.2514445
## spam 0.02244389 0.1643016
##
## heard
## Y [,1] [,2]
## ham 0.03569835 0.2456261
## spam 0.03990025 0.2083362
##
## hearing
## Y [,1] [,2]
## ham 0.01070950 0.1365110
## spam 0.02493766 0.1713959
##
## heart
## Y [,1] [,2]
## ham 0.01561803 0.1615403
## spam 0.01745636 0.1649076
##
## heaven
## Y [,1] [,2]
## ham 0.046407854 0.2306567
## spam 0.009975062 0.1220666
##
## height
## Y [,1] [,2]
## ham 1.721553 10.211562
## spam 1.476309 5.165759
##
## heightbr
## Y [,1] [,2]
## ham 0.1142347 1.050671
## spam 0.0000000 0.000000
##
## heightd
## Y [,1] [,2]
## ham 0.4993307 5.972790
## spam 1.0897756 3.753921
##
## heightdtd
## Y [,1] [,2]
## ham 0.06827309 1.194585
## spam 0.22194514 1.152440
##
## heightfont
## Y [,1] [,2]
## ham 0.07184293 0.7396407
## spam 0.06234414 0.9584380
##
## heighttd
## Y [,1] [,2]
## ham 0.6863008 4.628255
## spam 0.1097257 1.021240
##
## heighttdtr
## Y [,1] [,2]
## ham 0.2476573 2.159029
## spam 0.0000000 0.000000
##
## held
## Y [,1] [,2]
## ham 0.02498884 0.2505357
## spam 0.04488778 0.2792491
##
## hell
## Y [,1] [,2]
## ham 0.02454261 0.1788482
## spam 0.01995012 0.1860134
##
## hello
## Y [,1] [,2]
## ham 0.01918786 0.1435751
## spam 0.01496259 0.1215548
##
## helo
## Y [,1] [,2]
## ham 0.1294065 0.3513190
## spam 0.1097257 0.3576733
##
## helobelphegorehughesfamilyorg
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.00000000 0.0000000
##
## heloperlorg
## Y [,1] [,2]
## ham 0.02141901 0.1448088
## spam 0.00000000 0.0000000
##
## helouswsflistsourceforgenet
## Y [,1] [,2]
## ham 0.09906292 0.3032621
## spam 0.01496259 0.1215548
##
## help
## Y [,1] [,2]
## ham 0.1958947 1.083769
## spam 0.3765586 1.100159
##
## helped
## Y [,1] [,2]
## ham 0.02275770 0.1790842
## spam 0.02743142 0.1916915
##
## helps
## Y [,1] [,2]
## ham 0.017849174 0.1357618
## spam 0.009975062 0.0995000
##
## helvetica
## Y [,1] [,2]
## ham 0.9522535 6.023091
## spam 1.1421446 3.813429
##
## herea
## Y [,1] [,2]
## ham 0.02231147 0.2435640
## spam 0.14713217 0.4698915
##
## heres
## Y [,1] [,2]
## ham 0.04551539 0.2998195
## spam 0.02493766 0.1561299
##
## hes
## Y [,1] [,2]
## ham 0.03926818 0.4454855
## spam 0.00000000 0.0000000
##
## hettinga
## Y [,1] [,2]
## ham 0.05979473 0.4086058
## spam 0.00000000 0.0000000
##
## hey
## Y [,1] [,2]
## ham 0.018741633 0.14517977
## spam 0.002493766 0.04993762
##
## high
## Y [,1] [,2]
## ham 0.08165997 0.4151464
## spam 0.11970075 0.4854234
##
## higher
## Y [,1] [,2]
## ham 0.035252120 0.2867732
## spam 0.009975062 0.1220666
##
## highlight
## Y [,1] [,2]
## ham 0.0182954 0.1436916
## spam 0.0000000 0.0000000
##
## highly
## Y [,1] [,2]
## ham 0.01695672 0.1655020
## spam 0.01995012 0.1568471
##
## history
## Y [,1] [,2]
## ham 0.04328425 0.4198221
## spam 0.03241895 0.4259652
##
## hit
## Y [,1] [,2]
## ham 0.09683177 0.6885503
## spam 0.03241895 0.1773313
##
## hits
## Y [,1] [,2]
## ham 0.7875948 0.450642
## spam 0.0000000 0.000000
##
## hold
## Y [,1] [,2]
## ham 0.02766622 0.1916618
## spam 0.01246883 0.1653606
##
## home
## Y [,1] [,2]
## ham 0.1432396 0.6250072
## spam 0.4089776 1.6499452
##
## honor
## Y [,1] [,2]
## ham 0.01918786 0.3033849
## spam 0.03740648 0.1899928
##
## hope
## Y [,1] [,2]
## ham 0.04328425 0.2416475
## spam 0.03241895 0.2035839
##
## host
## Y [,1] [,2]
## ham 0.04016064 0.2538855
## spam 0.08478803 0.3046195
##
## hosted
## Y [,1] [,2]
## ham 0.019634092 0.15688955
## spam 0.004987531 0.07053412
##
## hostinaddrbtopenworldcom
## Y [,1] [,2]
## ham 0.01026328 0.1008091
## spam 0.02493766 0.1713959
##
## hot
## Y [,1] [,2]
## ham 0.02320393 0.2183475
## spam 0.03241895 0.2155142
##
## hotmailcom
## Y [,1] [,2]
## ham 0.04551539 0.2983268
## spam 0.02743142 0.1781731
##
## hour
## Y [,1] [,2]
## ham 0.02677376 0.2431137
## spam 0.05735661 0.3379379
##
## hours
## Y [,1] [,2]
## ham 0.04283802 0.2849558
## spam 0.19700748 0.6431104
##
## house
## Y [,1] [,2]
## ham 0.04640785 0.5399957
## spam 0.03740648 0.2147027
##
## however
## Y [,1] [,2]
## ham 0.10218652 0.4578674
## spam 0.08478803 0.5502663
##
## hspace
## Y [,1] [,2]
## ham 0.05087015 0.3135346
## spam 0.04488778 0.2301740
##
## html
## Y [,1] [,2]
## ham 0.2177599 0.9457926
## spam 0.7805486 1.1007819
##
## htmlhead
## Y [,1] [,2]
## ham 0.01651049 0.1274564
## spam 0.02743142 0.1635409
##
## http
## Y [,1] [,2]
## ham 0.03346720 0.2468461
## spam 0.01246883 0.1111042
##
## httpamavisorg
## Y [,1] [,2]
## ham 0.006247211 0.07880961
## spam 0.052369077 0.22304848
##
## httpboingboingnet
## Y [,1] [,2]
## ham 0.04149933 0.1994866
## spam 0.00000000 0.0000000
##
## httpdocsyahoocominfoterms
## Y [,1] [,2]
## ham 0.03302097 0.1836588
## spam 0.00000000 0.0000000
##
## httpequivcontenttype
## Y [,1] [,2]
## ham 0.00669344 0.08155738
## spam 0.10473815 0.34496738
##
## httpequivdcontenttype
## Y [,1] [,2]
## ham 0.005800982 0.07595989
## spam 0.137157107 0.34444288
##
## httpfreshrpmsnet
## Y [,1] [,2]
## ham 0.01294065 0.1130438
## spam 0.00000000 0.0000000
##
## httpjeremyzawodnycomblogarchiveshtml
## Y [,1] [,2]
## ham 0.01427934 0.1186664
## spam 0.00000000 0.0000000
##
## httplistsfreshrpmsnetmailmanlistinforpmlist
## Y [,1] [,2]
## ham 0.1035252 0.3406809
## spam 0.0000000 0.0000000
##
## httplistsfreshrpmsnetmailmanlistinforpmzzzlist
## Y [,1] [,2]
## ham 0.1856314 0.5804775
## spam 0.0000000 0.0000000
##
## httplistsfreshrpmsnetpipermailrpmzzzlist
## Y [,1] [,2]
## ham 0.09281571 0.2902388
## spam 0.00000000 0.0000000
##
## httpscriptingnewsuserlandcombackissueswhenam
## Y [,1] [,2]
## ham 0.01249442 0.1111027
## spam 0.00000000 0.0000000
##
## httpsexamplesourceforgenetlistslistinforazorusers
## Y [,1] [,2]
## ham 0.06068719 0.3431384
## spam 0.00000000 0.0000000
##
## httpsexamplesourceforgenetlistslistinfospamassassindevel
## Y [,1] [,2]
## ham 0.03212851 0.2515015
## spam 0.00000000 0.0000000
##
## httpsexamplesourceforgenetlistslistinfospamassassintalk
## Y [,1] [,2]
## ham 0.08924587 0.4215992
## spam 0.00000000 0.0000000
##
## httpslistmanexamplecommailmanlistinfoexmhusers
## Y [,1] [,2]
## ham 0.07407407 0.3777894
## spam 0.00000000 0.0000000
##
## httpslistmanexamplecommailmanlistinfoexmhworkers
## Y [,1] [,2]
## ham 0.06425703 0.3527614
## spam 0.00000000 0.0000000
##
## httpslistmanexamplecommailmanprivateexmhusers
## Y [,1] [,2]
## ham 0.03703704 0.1888947
## spam 0.00000000 0.0000000
##
## httpslistmanexamplecommailmanprivateexmhworkers
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## httpslistmanredhatcommailmanlistinfoexmhusers
## Y [,1] [,2]
## ham 0.04328425 0.2322266
## spam 0.00000000 0.0000000
##
## httpslistmanredhatcommailmanlistinfoexmhworkers
## Y [,1] [,2]
## ham 0.03302097 0.1836588
## spam 0.00000000 0.0000000
##
## httpslistssourceforgenetlistslistinforazorusers
## Y [,1] [,2]
## ham 0.03703704 0.2255211
## spam 0.00000000 0.0000000
##
## httpslistssourceforgenetlistslistinfospamassassindevel
## Y [,1] [,2]
## ham 0.01606426 0.1257508
## spam 0.00000000 0.0000000
##
## httpslistssourceforgenetlistslistinfospamassassintalk
## Y [,1] [,2]
## ham 0.047300312 0.2324041
## spam 0.007481297 0.1498129
##
## httpswwwinphoniccomrasprsourceforgerefcodevs
## Y [,1] [,2]
## ham 0.045515395 0.23083450
## spam 0.007481297 0.08627798
##
## httpthinkgeekcomsf
## Y [,1] [,2]
## ham 0.038821954 0.21088937
## spam 0.004987531 0.07053412
##
## httpusclickyahoocomptybbnxieaamvfiaagsolbtm
## Y [,1] [,2]
## ham 0.01472557 0.1204791
## spam 0.00000000 0.0000000
##
## httpuseperlorgarticleplsid
## Y [,1] [,2]
## ham 0.03435966 0.25908
## spam 0.00000000 0.00000
##
## httpuseperlorgmymessages
## Y [,1] [,2]
## ham 0.02141901 0.1448088
## spam 0.00000000 0.0000000
##
## httpwwwaccucastcom
## Y [,1] [,2]
## ham 0.03123606 0.1739939
## spam 0.00000000 0.0000000
##
## httpwwwdeepeddycomcwg
## Y [,1] [,2]
## ham 0.02320393 0.2121251
## spam 0.00000000 0.0000000
##
## httpwwwgeocrawlercomredirsfphplistrazorusers
## Y [,1] [,2]
## ham 0.01963409 0.1387703
## spam 0.00000000 0.0000000
##
## httpwwwgeocrawlercomredirsfphplistspamassassintalk
## Y [,1] [,2]
## ham 0.035252120 0.18686211
## spam 0.002493766 0.04993762
##
## httpwwwhabeascomreport
## Y [,1] [,2]
## ham 0.01561803 0.12402
## spam 0.00000000 0.00000
##
## httpwwwibuccom
## Y [,1] [,2]
## ham 0.01874163 0.1512048
## spam 0.00000000 0.0000000
##
## httpwwwjabbercomosdnxim
## Y [,1] [,2]
## ham 0.01606426 0.1326611
## spam 0.00000000 0.0000000
##
## httpwwwlinuxiemailmanlistinfoilug
## Y [,1] [,2]
## ham 0.05979473 0.3720044
## spam 0.10224439 0.4438693
##
## httpwwwmithralcombeberg
## Y [,1] [,2]
## ham 0.01115573 0.1050534
## spam 0.00000000 0.0000000
##
## httpwwwnewsisfreecomclick
## Y [,1] [,2]
## ham 0.1079875 0.3104339
## spam 0.0000000 0.0000000
##
## httpwwwteledyncom
## Y [,1] [,2]
## ham 0.03882195 0.3116936
## spam 0.00000000 0.0000000
##
## httpwwwvirciocom
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.00000000 0.0000000
##
## httpxentcommailmanlistinfofork
## Y [,1] [,2]
## ham 0.5238733 0.937553
## spam 0.0000000 0.000000
##
## httpxentcompipermailfork
## Y [,1] [,2]
## ham 0.2463186 0.4309624
## spam 0.0000000 0.0000000
##
## huge
## Y [,1] [,2]
## ham 0.01695672 0.1358762
## spam 0.08728180 0.3739824
##
## human
## Y [,1] [,2]
## ham 0.05577867 0.7001364
## spam 0.05486284 0.7595937
##
## hundred
## Y [,1] [,2]
## ham 0.008924587 0.1191891
## spam 0.062344140 0.3059469
##
## hundreds
## Y [,1] [,2]
## ham 0.02141901 0.1729109
## spam 0.11221945 0.4526315
##
## ibm
## Y [,1] [,2]
## ham 0.03525212 0.8243545
## spam 0.00000000 0.0000000
##
## idea
## Y [,1] [,2]
## ham 0.08567604 0.3995255
## spam 0.06483791 0.4009807
##
## ideas
## Y [,1] [,2]
## ham 0.05176261 0.3497420
## spam 0.03740648 0.2027246
##
## iframe
## Y [,1] [,2]
## ham 0.038821954 0.26861291
## spam 0.004987531 0.07053412
##
## ignore
## Y [,1] [,2]
## ham 0.013386881 0.1329581
## spam 0.009975062 0.0995000
##
## iii
## Y [,1] [,2]
## ham 0.03346720 0.2395028
## spam 0.01496259 0.1215548
##
## ill
## Y [,1] [,2]
## ham 0.11914324 0.4178969
## spam 0.05236908 0.3158332
##
## ilug
## Y [,1] [,2]
## ham 0.04551539 0.2781937
## spam 0.07730673 0.3485810
##
## ilugadminlinuxie
## Y [,1] [,2]
## ham 0.1356537 0.7303257
## spam 0.2693267 1.0036343
##
## iluglinuxie
## Y [,1] [,2]
## ham 0.2124052 1.163219
## spam 0.3790524 1.425118
##
## image
## Y [,1] [,2]
## ham 0.04908523 0.3723721
## spam 0.03241895 0.4598330
##
## images
## Y [,1] [,2]
## ham 0.030789826 0.25255436
## spam 0.004987531 0.09987523
##
## imagine
## Y [,1] [,2]
## ham 0.01606426 0.1392289
## spam 0.01745636 0.1489782
##
## imap
## Y [,1] [,2]
## ham 0.8808568 0.3308463
## spam 0.6708229 0.4705014
##
## img
## Y [,1] [,2]
## ham 0.9076305 5.162445
## spam 0.5660848 2.209354
##
## immediate
## Y [,1] [,2]
## ham 0.01338688 0.1329581
## spam 0.07231920 0.3350475
##
## immediately
## Y [,1] [,2]
## ham 0.02097278 0.1663879
## spam 0.08229426 0.3545571
##
## imo
## Y [,1] [,2]
## ham 0.03614458 0.1960233
## spam 0.01496259 0.1215548
##
## implementation
## Y [,1] [,2]
## ham 0.016064257 0.15443111
## spam 0.004987531 0.07053412
##
## import
## Y [,1] [,2]
## ham 0.024096386 0.22430328
## spam 0.004987531 0.07053412
##
## importance
## Y [,1] [,2]
## ham 0.06559572 0.2547385
## spam 0.16957606 0.3757287
##
## important
## Y [,1] [,2]
## ham 0.07005801 0.4172620
## spam 0.07481297 0.3152603
##
## impossible
## Y [,1] [,2]
## ham 0.01383311 0.1345813
## spam 0.01745636 0.1794283
##
## improve
## Y [,1] [,2]
## ham 0.01829540 0.2756890
## spam 0.03740648 0.1899928
##
## improved
## Y [,1] [,2]
## ham 0.01472557 0.1441014
## spam 0.01246883 0.1494796
##
## inbox
## Y [,1] [,2]
## ham 0.017849174 0.1707207
## spam 0.007481297 0.1115522
##
## inc
## Y [,1] [,2]
## ham 0.12449799 0.5678378
## spam 0.03990025 0.2615416
##
## include
## Y [,1] [,2]
## ham 0.1124498 0.7415183
## spam 0.1271820 0.3758780
##
## included
## Y [,1] [,2]
## ham 0.03926818 0.2468954
## spam 0.06982544 0.3465721
##
## includes
## Y [,1] [,2]
## ham 0.0379295 0.2637098
## spam 0.1172070 0.6154090
##
## including
## Y [,1] [,2]
## ham 0.09638554 0.5299851
## spam 0.09975062 0.5291738
##
## income
## Y [,1] [,2]
## ham 0.02231147 0.3210505
## spam 0.23690773 0.9701724
##
## increase
## Y [,1] [,2]
## ham 0.03525212 0.3733386
## spam 0.09226933 0.4347011
##
## increasing
## Y [,1] [,2]
## ham 0.01517180 0.1424971
## spam 0.01246883 0.1316972
##
## incredibly
## Y [,1] [,2]
## ham 0.01606426 0.1257508
## spam 0.01995012 0.1400036
##
## indeed
## Y [,1] [,2]
## ham 0.02275770 0.1661531
## spam 0.02244389 0.3114402
##
## independent
## Y [,1] [,2]
## ham 0.01561803 0.1408732
## spam 0.09725686 0.5459098
##
## index
## Y [,1] [,2]
## ham 0.02231147 0.2629541
## spam 0.01246883 0.1111042
##
## individual
## Y [,1] [,2]
## ham 0.03703704 0.2517137
## spam 0.01496259 0.1725560
##
## individuals
## Y [,1] [,2]
## ham 0.01963409 0.2017071
## spam 0.04738155 0.2554396
##
## industry
## Y [,1] [,2]
## ham 0.06113342 0.4445226
## spam 0.05985037 0.6414117
##
## info
## Y [,1] [,2]
## ham 0.05354752 0.3116591
## spam 0.12468828 0.5333048
##
## information
## Y [,1] [,2]
## ham 0.2614904 1.098043
## spam 0.6408978 1.010308
##
## infrastructure
## Y [,1] [,2]
## ham 0.027219991 0.32823907
## spam 0.004987531 0.07053412
##
## initial
## Y [,1] [,2]
## ham 0.01338688 0.1224716
## spam 0.02244389 0.1483072
##
## inline
## Y [,1] [,2]
## ham 0.09147702 0.3942937
## spam 0.01745636 0.1311279
##
## innovation
## Y [,1] [,2]
## ham 0.02855868 0.2296856
## spam 0.00000000 0.0000000
##
## input
## Y [,1] [,2]
## ham 0.08924587 0.7008129
## spam 0.54862843 2.2700781
##
## inquiry
## Y [,1] [,2]
## ham 0.003123606 0.06330952
## spam 0.054862843 0.23871017
##
## inreplyto
## Y [,1] [,2]
## ham 0.3855422 0.5136058
## spam 0.0000000 0.0000000
##
## insert
## Y [,1] [,2]
## ham 0.04105310 0.3498872
## spam 0.01496259 0.1215548
##
## inside
## Y [,1] [,2]
## ham 0.02945114 0.2256501
## spam 0.01745636 0.1311279
##
## install
## Y [,1] [,2]
## ham 0.08076751 0.4911635
## spam 0.00000000 0.0000000
##
## installation
## Y [,1] [,2]
## ham 0.027666220 0.24484388
## spam 0.004987531 0.07053412
##
## installed
## Y [,1] [,2]
## ham 0.073181615 0.40200292
## spam 0.004987531 0.07053412
##
## installing
## Y [,1] [,2]
## ham 0.016064257 0.13922888
## spam 0.004987531 0.07053412
##
## instance
## Y [,1] [,2]
## ham 0.013833110 0.1242319
## spam 0.009975062 0.0995000
##
## instant
## Y [,1] [,2]
## ham 0.01829540 0.2218529
## spam 0.04239401 0.2463702
##
## instantly
## Y [,1] [,2]
## ham 0.009817046 0.09861547
## spam 0.014962594 0.12155477
##
## instead
## Y [,1] [,2]
## ham 0.09906292 0.3803241
## spam 0.13216958 0.4743285
##
## instructions
## Y [,1] [,2]
## ham 0.0227577 0.2313001
## spam 0.1496259 0.6652489
##
## insurance
## Y [,1] [,2]
## ham 0.01606426 0.2476872
## spam 0.30922693 1.2446444
##
## integration
## Y [,1] [,2]
## ham 0.01918786 0.1769974
## spam 0.00000000 0.0000000
##
## intel
## Y [,1] [,2]
## ham 0.02766622 0.3447856
## spam 0.00000000 0.0000000
##
## intelligence
## Y [,1] [,2]
## ham 0.03257474 0.5671916
## spam 0.02493766 0.1713959
##
## intended
## Y [,1] [,2]
## ham 0.01606426 0.1882979
## spam 0.04738155 0.5703064
##
## interactive
## Y [,1] [,2]
## ham 0.03525212 0.2623852
## spam 0.02992519 0.2100053
##
## interest
## Y [,1] [,2]
## ham 0.03837573 0.2917770
## spam 0.14962594 0.5362426
##
## interested
## Y [,1] [,2]
## ham 0.02543507 0.1812041
## spam 0.13715711 1.4777148
##
## interesting
## Y [,1] [,2]
## ham 0.04953146 0.2531075
## spam 0.00000000 0.0000000
##
## interface
## Y [,1] [,2]
## ham 0.046407854 0.27964709
## spam 0.002493766 0.04993762
##
## intermail
## Y [,1] [,2]
## ham 0.026773762 0.16145761
## spam 0.002493766 0.04993762
##
## internal
## Y [,1] [,2]
## ham 0.025881303 0.29162329
## spam 0.002493766 0.04993762
##
## international
## Y [,1] [,2]
## ham 0.0669344 1.1668715
## spam 0.1147132 0.7594788
##
## internet
## Y [,1] [,2]
## ham 0.2436412 1.134085
## spam 0.5710723 1.358514
##
## interview
## Y [,1] [,2]
## ham 0.018741633 0.2061692
## spam 0.009975062 0.1220666
##
## intmxcorpexamplecom
## Y [,1] [,2]
## ham 0.2106203 0.766074
## spam 0.0000000 0.000000
##
## intmxcorpredhatcom
## Y [,1] [,2]
## ham 0.06916555 0.2537921
## spam 0.00000000 0.0000000
##
## intranet
## Y [,1] [,2]
## ham 0.013833110 0.12423188
## spam 0.002493766 0.04993762
##
## invest
## Y [,1] [,2]
## ham 0.01160196 0.2023284
## spam 0.05735661 0.2901758
##
## investment
## Y [,1] [,2]
## ham 0.0379295 0.4685540
## spam 0.2468828 0.9145472
##
## investors
## Y [,1] [,2]
## ham 0.03123606 0.3917756
## spam 0.05735661 0.3228033
##
## invoked
## Y [,1] [,2]
## ham 0.25479697 0.9066990
## spam 0.06982544 0.2647871
##
## involved
## Y [,1] [,2]
## ham 0.02141901 0.1754737
## spam 0.05236908 0.2641034
##
## iraq
## Y [,1] [,2]
## ham 0.02900491 0.5013886
## spam 0.01246883 0.2057769
##
## iredhatlinux
## Y [,1] [,2]
## ham 0.02900491 0.1678577
## spam 0.00000000 0.0000000
##
## irish
## Y [,1] [,2]
## ham 0.0865685 0.4468170
## spam 0.2219451 0.6189646
##
## isnt
## Y [,1] [,2]
## ham 0.09817046 0.3805556
## spam 0.02743142 0.1781731
##
## issn
## Y [,1] [,2]
## ham 0.01427934 0.1186664
## spam 0.00000000 0.0000000
##
## issue
## Y [,1] [,2]
## ham 0.09638554 0.4070696
## spam 0.05735661 0.4992014
##
## issues
## Y [,1] [,2]
## ham 0.053547523 0.2909147
## spam 0.009975062 0.1577981
##
## ist
## Y [,1] [,2]
## ham 1.603302 0.8057648
## spam 1.486284 0.7452761
##
## item
## Y [,1] [,2]
## ham 0.020526551 0.26139715
## spam 0.007481297 0.08627798
##
## items
## Y [,1] [,2]
## ham 0.01918786 0.1868141
## spam 0.01246883 0.1111042
##
## ive
## Y [,1] [,2]
## ham 0.19321731 0.5860495
## spam 0.06234414 0.3586133
##
## jabber
## Y [,1] [,2]
## ham 0.01784917 0.1452922
## spam 0.00000000 0.0000000
##
## jalapeno
## Y [,1] [,2]
## ham 1.3203927 0.9425360
## spam 0.9950125 0.9999875
##
## james
## Y [,1] [,2]
## ham 0.04953146 0.4558655
## spam 0.01246883 0.1494796
##
## january
## Y [,1] [,2]
## ham 0.01249442 0.1711961
## spam 0.03491272 0.2806743
##
## java
## Y [,1] [,2]
## ham 0.136546185 1.30387761
## spam 0.007481297 0.08627798
##
## javamailrootabvsfoacagent
## Y [,1] [,2]
## ham 0.03257474 0.1920543
## spam 0.00000000 0.0000000
##
## jim
## Y [,1] [,2]
## ham 0.041945560 0.27714836
## spam 0.004987531 0.09987523
##
## jmasonorg
## Y [,1] [,2]
## ham 0.6082106 0.488259
## spam 0.0000000 0.000000
##
## jmexmhjmasonorg
## Y [,1] [,2]
## ham 0.0638108 0.2498884
## spam 0.0000000 0.0000000
##
## jmjmasonorg
## Y [,1] [,2]
## ham 0.516287372 0.54594917
## spam 0.002493766 0.04993762
##
## jmlocalhost
## Y [,1] [,2]
## ham 1.46631 0.884819
## spam 0.00000 0.000000
##
## jmrazorjmasonorg
## Y [,1] [,2]
## ham 0.03525212 0.2136159
## spam 0.00000000 0.0000000
##
## jmrpmjmasonorg
## Y [,1] [,2]
## ham 0.08121374 0.2748531
## spam 0.00000000 0.0000000
##
## jmsajmasonorg
## Y [,1] [,2]
## ham 0.04149933 0.201712
## spam 0.00000000 0.000000
##
## jmuseperljmasonorg
## Y [,1] [,2]
## ham 0.04016064 0.2853456
## spam 0.00000000 0.0000000
##
## job
## Y [,1] [,2]
## ham 0.08344489 0.3594364
## spam 0.03990025 0.2973281
##
## jobs
## Y [,1] [,2]
## ham 0.037929496 0.30161470
## spam 0.007481297 0.08627798
##
## joe
## Y [,1] [,2]
## ham 0.019187863 0.19614012
## spam 0.007481297 0.08627798
##
## john
## Y [,1] [,2]
## ham 0.08032129 0.3753226
## spam 0.04488778 0.3646643
##
## johnhallevergonet
## Y [,1] [,2]
## ham 0.04551539 0.3057174
## spam 0.00000000 0.0000000
##
## join
## Y [,1] [,2]
## ham 0.05979473 0.3218165
## spam 0.06733167 0.3285652
##
## joseph
## Y [,1] [,2]
## ham 0.01918786 0.1769974
## spam 0.01246883 0.1111042
##
## journal
## Y [,1] [,2]
## ham 0.05310129 0.8336347
## spam 0.01745636 0.1489782
##
## jul
## Y [,1] [,2]
## ham 0.2405176 1.0495239
## spam 0.1172070 0.7541407
##
## july
## Y [,1] [,2]
## ham 0.07095047 0.5335690
## spam 0.01496259 0.2545104
##
## june
## Y [,1] [,2]
## ham 0.01695672 0.1809642
## spam 0.04738155 0.6206846
##
## junk
## Y [,1] [,2]
## ham 0.01294065 0.1589934
## spam 0.01745636 0.1649076
##
## just
## Y [,1] [,2]
## ham 0.6024096 1.432834
## spam 0.5760599 1.707286
##
## justin
## Y [,1] [,2]
## ham 0.07318162 0.3732089
## spam 0.00000000 0.0000000
##
## keep
## Y [,1] [,2]
## ham 0.1102187 0.4637656
## spam 0.1870324 0.6981629
##
## keeping
## Y [,1] [,2]
## ham 0.021419009 0.15948002
## spam 0.004987531 0.07053412
##
## kept
## Y [,1] [,2]
## ham 0.01249442 0.1225659
## spam 0.03491272 0.3062320
##
## kernel
## Y [,1] [,2]
## ham 0.09326194 0.6406986
## spam 0.00000000 0.0000000
##
## kevin
## Y [,1] [,2]
## ham 0.019187863 0.20504238
## spam 0.004987531 0.09987523
##
## key
## Y [,1] [,2]
## ham 0.12717537 0.7388320
## spam 0.02244389 0.1643016
##
## keyboard
## Y [,1] [,2]
## ham 0.01918786 0.1891887
## spam 0.00000000 0.0000000
##
## keys
## Y [,1] [,2]
## ham 0.03391343 0.4201523
## spam 0.00000000 0.0000000
##
## khare
## Y [,1] [,2]
## ham 0.2614904 0.4812403
## spam 0.0000000 0.0000000
##
## kiddies
## Y [,1] [,2]
## ham 0.01249442 0.1296461
## spam 0.00000000 0.0000000
##
## kids
## Y [,1] [,2]
## ham 0.02498884 0.1966240
## spam 0.02493766 0.2633943
##
## kill
## Y [,1] [,2]
## ham 0.019634092 0.15401777
## spam 0.004987531 0.07053412
##
## killed
## Y [,1] [,2]
## ham 0.01740295 0.1667993
## spam 0.01246883 0.1316972
##
## kind
## Y [,1] [,2]
## ham 0.05622490 0.3068530
## spam 0.05486284 0.3270819
##
## kmail
## Y [,1] [,2]
## ham 0.021865239 0.17414152
## spam 0.002493766 0.04993762
##
## knew
## Y [,1] [,2]
## ham 0.03034360 0.3471418
## spam 0.01496259 0.1215548
##
## know
## Y [,1] [,2]
## ham 0.2570281 0.7843195
## spam 0.2618454 0.8448465
##
## knowledge
## Y [,1] [,2]
## ham 0.0334672 0.2557290
## spam 0.0798005 0.4621861
##
## known
## Y [,1] [,2]
## ham 0.05042392 0.2891661
## spam 0.04488778 0.3911266
##
## knows
## Y [,1] [,2]
## ham 0.022311468 0.15365259
## spam 0.004987531 0.07053412
##
## kremunnariozau
## Y [,1] [,2]
## ham 0.01874163 0.1625863
## spam 0.00000000 0.0000000
##
## lack
## Y [,1] [,2]
## ham 0.017402945 0.1498828
## spam 0.009975062 0.1220666
##
## lairxentcom
## Y [,1] [,2]
## ham 0.2463186 0.4309624
## spam 0.0000000 0.0000000
##
## land
## Y [,1] [,2]
## ham 0.01918786 0.1984031
## spam 0.04987531 0.7088767
##
## language
## Y [,1] [,2]
## ham 0.05443998 0.6928713
## spam 0.00000000 0.0000000
##
## languagejavascript
## Y [,1] [,2]
## ham 0.017402945 0.13745338
## spam 0.004987531 0.07053412
##
## laptop
## Y [,1] [,2]
## ham 0.027219991 0.27656985
## spam 0.002493766 0.04993762
##
## large
## Y [,1] [,2]
## ham 0.08032129 0.3532642
## spam 0.07730673 0.3485810
##
## larger
## Y [,1] [,2]
## ham 0.02052655 0.1595974
## spam 0.02244389 0.1483072
##
## largest
## Y [,1] [,2]
## ham 0.02989737 0.2596330
## spam 0.02743142 0.2162074
##
## last
## Y [,1] [,2]
## ham 0.1932173 0.9213095
## spam 0.1471322 0.5299038
##
## late
## Y [,1] [,2]
## ham 0.02543507 0.1684358
## spam 0.09226933 0.4888406
##
## later
## Y [,1] [,2]
## ham 0.04685408 0.2518506
## spam 0.10972569 0.5176197
##
## latest
## Y [,1] [,2]
## ham 0.08567604 0.4439827
## spam 0.01995012 0.1720494
##
## launch
## Y [,1] [,2]
## ham 0.020080321 0.1843139
## spam 0.009975062 0.1577981
##
## launched
## Y [,1] [,2]
## ham 0.01026328 0.1008091
## spam 0.01496259 0.1215548
##
## law
## Y [,1] [,2]
## ham 0.08656850 0.8197358
## spam 0.06733167 0.7700358
##
## lawrence
## Y [,1] [,2]
## ham 0.0821062 0.4536029
## spam 0.0000000 0.0000000
##
## laws
## Y [,1] [,2]
## ham 0.01606426 0.1628728
## spam 0.04738155 0.2650460
##
## lead
## Y [,1] [,2]
## ham 0.025881303 0.23951111
## spam 0.007481297 0.08627798
##
## leader
## Y [,1] [,2]
## ham 0.009817046 0.1072880
## spam 0.019950125 0.1568471
##
## leading
## Y [,1] [,2]
## ham 0.02811245 0.2510948
## spam 0.02244389 0.1643016
##
## leads
## Y [,1] [,2]
## ham 0.02855868 0.2277336
## spam 0.01745636 0.2284612
##
## learn
## Y [,1] [,2]
## ham 0.05443998 0.3915162
## spam 0.17456359 1.0906197
##
## learning
## Y [,1] [,2]
## ham 0.01427934 0.1546064
## spam 0.03990025 0.3367551
##
## least
## Y [,1] [,2]
## ham 0.09326194 0.4061515
## spam 0.10224439 0.5118788
##
## leave
## Y [,1] [,2]
## ham 0.03703704 0.2025793
## spam 0.03491272 0.1969214
##
## leaving
## Y [,1] [,2]
## ham 0.015171798 0.1327662
## spam 0.009975062 0.0995000
##
## led
## Y [,1] [,2]
## ham 0.029897367 0.30691210
## spam 0.004987531 0.07053412
##
## left
## Y [,1] [,2]
## ham 0.07273539 0.3335042
## spam 0.04987531 0.2598196
##
## leftmargin
## Y [,1] [,2]
## ham 0.01472557 0.1204791
## spam 0.02493766 0.1561299
##
## legal
## Y [,1] [,2]
## ham 0.04819277 0.3911950
## spam 0.20199501 0.8981069
##
## leitl
## Y [,1] [,2]
## ham 0.01918786 0.1639018
## spam 0.00000000 0.0000000
##
## leramilerctrorg
## Y [,1] [,2]
## ham 0.004462294 0.06666607
## spam 0.059850374 0.26722458
##
## lerleramilerctrorg
## Y [,1] [,2]
## ham 0.005354752 0.0894820
## spam 0.072319202 0.3636714
##
## less
## Y [,1] [,2]
## ham 0.1062026 0.4613276
## spam 0.1446384 0.5234763
##
## let
## Y [,1] [,2]
## ham 0.07496653 0.3129680
## spam 0.08977556 0.3562586
##
## lets
## Y [,1] [,2]
## ham 0.05354752 0.3073318
## spam 0.05486284 0.3492600
##
## letter
## Y [,1] [,2]
## ham 0.02008032 0.2237030
## spam 0.12468828 0.6995813
##
## level
## Y [,1] [,2]
## ham 0.04863900 0.2940620
## spam 0.05486284 0.5310203
##
## lia
## Y [,1] [,2]
## ham 0.1655511 1.384155
## spam 0.0000000 0.000000
##
## libraries
## Y [,1] [,2]
## ham 0.01695672 0.1759612
## spam 0.00000000 0.0000000
##
## library
## Y [,1] [,2]
## ham 0.012940651 0.1206839
## spam 0.007481297 0.1115522
##
## license
## Y [,1] [,2]
## ham 0.038375725 0.27443098
## spam 0.004987531 0.07053412
##
## life
## Y [,1] [,2]
## ham 0.0941544 0.9545786
## spam 0.3840399 1.7297817
##
## light
## Y [,1] [,2]
## ham 0.02454261 0.2000560
## spam 0.01745636 0.1794283
##
## like
## Y [,1] [,2]
## ham 0.5381526 1.2241958
## spam 0.3441397 0.8609714
##
## likely
## Y [,1] [,2]
## ham 0.04328425 0.2560007
## spam 0.01246883 0.1111042
##
## limit
## Y [,1] [,2]
## ham 0.01249442 0.1296461
## spam 0.02493766 0.1561299
##
## limited
## Y [,1] [,2]
## ham 0.02811245 0.2732321
## spam 0.09476309 0.3820962
##
## line
## Y [,1] [,2]
## ham 0.2061580 0.9734775
## spam 0.1645885 0.4720624
##
## lines
## Y [,1] [,2]
## ham 0.095939313 0.4174610
## spam 0.007481297 0.1115522
##
## link
## Y [,1] [,2]
## ham 0.1369924 0.5820773
## spam 0.2369077 0.6010278
##
## links
## Y [,1] [,2]
## ham 0.06113342 0.4323032
## spam 0.02992519 0.1977429
##
## linux
## Y [,1] [,2]
## ham 0.3752789 1.6321806
## spam 0.2069825 0.6079072
##
## list
## Y [,1] [,2]
## ham 0.9370817 2.084394
## spam 0.8603491 1.526581
##
## listarchive
## Y [,1] [,2]
## ham 0.52298081 0.5022567
## spam 0.07481297 0.2634180
##
## listed
## Y [,1] [,2]
## ham 0.04194556 0.2803514
## spam 0.04239401 0.2463702
##
## listhelp
## Y [,1] [,2]
## ham 0.54127622 0.5010845
## spam 0.07481297 0.2634180
##
## listid
## Y [,1] [,2]
## ham 0.5573405 0.4995005
## spam 0.1421446 0.3496347
##
## listmanexamplecom
## Y [,1] [,2]
## ham 0.2074967 0.7613762
## spam 0.0000000 0.0000000
##
## listmanredhatcom
## Y [,1] [,2]
## ham 0.1383311 0.5075842
## spam 0.0000000 0.0000000
##
## listmasterlinuxie
## Y [,1] [,2]
## ham 0.04016064 0.2318265
## spam 0.10224439 0.3033479
##
## listpost
## Y [,1] [,2]
## ham 0.54127622 0.5010845
## spam 0.06234414 0.2420816
##
## lists
## Y [,1] [,2]
## ham 0.06827309 0.3921975
## spam 0.03990025 0.2083362
##
## listsubscribe
## Y [,1] [,2]
## ham 0.55421687 0.4998494
## spam 0.07481297 0.2634180
##
## listunsubscribe
## Y [,1] [,2]
## ham 0.58991522 0.4955751
## spam 0.07481297 0.2634180
##
## little
## Y [,1] [,2]
## ham 0.0972780 0.4456102
## spam 0.1396509 0.5877490
##
## live
## Y [,1] [,2]
## ham 0.08701473 0.3986765
## spam 0.09725686 0.4827188
##
## lives
## Y [,1] [,2]
## ham 0.044176707 0.34371039
## spam 0.004987531 0.09987523
##
## living
## Y [,1] [,2]
## ham 0.04685408 0.3381147
## spam 0.06483791 0.4132621
##
## llc
## Y [,1] [,2]
## ham 0.02097278 0.1609324
## spam 0.01745636 0.1649076
##
## load
## Y [,1] [,2]
## ham 0.050423918 0.33627562
## spam 0.007481297 0.08627798
##
## local
## Y [,1] [,2]
## ham 0.08433735 0.5366315
## spam 0.11221945 0.3603822
##
## localhost
## Y [,1] [,2]
## ham 2.768407 1.2009675
## spam 2.349127 0.7699386
##
## localhostlocaldomain
## Y [,1] [,2]
## ham 0.134761267 0.4528196
## spam 0.009975062 0.1410682
##
## location
## Y [,1] [,2]
## ham 0.027219991 0.27817933
## spam 0.007481297 0.08627798
##
## log
## Y [,1] [,2]
## ham 0.095046854 0.70036821
## spam 0.007481297 0.08627798
##
## logo
## Y [,1] [,2]
## ham 0.02008032 0.1843139
## spam 0.01246883 0.1494796
##
## long
## Y [,1] [,2]
## ham 0.13163766 0.5445210
## spam 0.09725686 0.3577953
##
## longer
## Y [,1] [,2]
## ham 0.03614458 0.2315247
## spam 0.06234414 0.3140119
##
## longterm
## Y [,1] [,2]
## ham 0.01517180 0.1761241
## spam 0.02244389 0.2280241
##
## look
## Y [,1] [,2]
## ham 0.1619813 0.5771701
## spam 0.0872818 0.3314556
##
## looked
## Y [,1] [,2]
## ham 0.033913432 0.2458791
## spam 0.009975062 0.0995000
##
## looking
## Y [,1] [,2]
## ham 0.1012941 0.4411866
## spam 0.1695761 0.8313676
##
## looks
## Y [,1] [,2]
## ham 0.06559572 0.2922797
## spam 0.00000000 0.0000000
##
## lose
## Y [,1] [,2]
## ham 0.01561803 0.1343858
## spam 0.13466334 0.7821895
##
## loss
## Y [,1] [,2]
## ham 0.01561803 0.1500794
## spam 0.04987531 0.2398046
##
## lost
## Y [,1] [,2]
## ham 0.06648817 0.5075736
## spam 0.02992519 0.1977429
##
## lot
## Y [,1] [,2]
## ham 0.10084784 0.4294974
## spam 0.06733167 0.3129778
##
## lots
## Y [,1] [,2]
## ham 0.04239179 0.2544012
## spam 0.01246883 0.1111042
##
## love
## Y [,1] [,2]
## ham 0.05845605 0.3467594
## spam 0.03241895 0.2155142
##
## low
## Y [,1] [,2]
## ham 0.04016064 0.3035398
## spam 0.15710723 0.4927024
##
## lower
## Y [,1] [,2]
## ham 0.02811245 0.2228357
## spam 0.03491272 0.1969214
##
## lowest
## Y [,1] [,2]
## ham 0.01427934 0.1976910
## spam 0.08728180 0.3603649
##
## luck
## Y [,1] [,2]
## ham 0.01383311 0.1799940
## spam 0.01745636 0.1928588
##
## lugh
## Y [,1] [,2]
## ham 0.03480589 0.2383773
## spam 0.08977556 0.3562586
##
## lughtuathaorg
## Y [,1] [,2]
## ham 0.1392236 0.7363527
## spam 0.4264339 1.2709050
##
## mac
## Y [,1] [,2]
## ham 0.07184293 0.6392774
## spam 0.00000000 0.0000000
##
## machine
## Y [,1] [,2]
## ham 0.053993753 0.3249085
## spam 0.009975062 0.1410682
##
## machines
## Y [,1] [,2]
## ham 0.02231147 0.2122209
## spam 0.00000000 0.0000000
##
## macintosh
## Y [,1] [,2]
## ham 0.01918786 0.1496647
## spam 0.00000000 0.0000000
##
## made
## Y [,1] [,2]
## ham 0.1218206 0.4935942
## spam 0.3291771 1.6221503
##
## magnesiumnet
## Y [,1] [,2]
## ham 0.0227577 0.1765737
## spam 0.0000000 0.0000000
##
## mail
## Y [,1] [,2]
## ham 0.3105756 0.8011820
## spam 0.5137157 0.8918724
##
## mailer
## Y [,1] [,2]
## ham 0.01472557 0.1276750
## spam 0.02493766 0.1854092
##
## mailfollowupto
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## mailing
## Y [,1] [,2]
## ham 0.3944668 0.7317089
## spam 0.2842893 0.7063834
##
## mailinglist
## Y [,1] [,2]
## ham 0.04551539 0.2106086
## spam 0.00000000 0.0000000
##
## mailings
## Y [,1] [,2]
## ham 0.001338688 0.03657175
## spam 0.187032419 0.54076929
##
## maillocalhost
## Y [,1] [,2]
## ham 0.07005801 0.2553017
## spam 0.00000000 0.0000000
##
## mailto
## Y [,1] [,2]
## ham 0.01963409 0.1540178
## spam 0.00000000 0.0000000
##
## mailtoexmhusersexamplecom
## Y [,1] [,2]
## ham 0.03703704 0.1888947
## spam 0.00000000 0.0000000
##
## mailtoexmhusersrequestexamplecomsubjecthelp
## Y [,1] [,2]
## ham 0.03703704 0.1888947
## spam 0.00000000 0.0000000
##
## mailtoexmhusersrequestredhatcomsubjectsubscribe
## Y [,1] [,2]
## ham 0.03703704 0.1888947
## spam 0.00000000 0.0000000
##
## mailtoexmhusersrequestredhatcomsubjectunsubscribe
## Y [,1] [,2]
## ham 0.03703704 0.1888947
## spam 0.00000000 0.0000000
##
## mailtoexmhworkersexamplecom
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## mailtoexmhworkersrequestexamplecomsubjecthelp
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## mailtoexmhworkersrequestredhatcomsubjectsubscribe
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## mailtoexmhworkersrequestredhatcomsubjectunsubscribe
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## mailtoforkadminxentcom
## Y [,1] [,2]
## ham 0.01294065 0.1130438
## spam 0.00000000 0.0000000
##
## mailtoforkadminxentcomon
## Y [,1] [,2]
## ham 0.01383311 0.1277749
## spam 0.00000000 0.0000000
##
## mailtoforkexamplecom
## Y [,1] [,2]
## ham 0.2458724 0.4306993
## spam 0.0000000 0.0000000
##
## mailtoforkrequestxentcomsubjecthelp
## Y [,1] [,2]
## ham 0.2463186 0.4309624
## spam 0.0000000 0.0000000
##
## mailtoforkrequestxentcomsubjectsubscribe
## Y [,1] [,2]
## ham 0.2463186 0.4309624
## spam 0.0000000 0.0000000
##
## mailtoforkrequestxentcomsubjectunsubscribe
## Y [,1] [,2]
## ham 0.2463186 0.4309624
## spam 0.0000000 0.0000000
##
## mailtorazorusersexamplesourceforgenet
## Y [,1] [,2]
## ham 0.0303436 0.1715692
## spam 0.0000000 0.0000000
##
## mailtorazorusersrequestexamplesourceforgenetsubjecthelp
## Y [,1] [,2]
## ham 0.0303436 0.1715692
## spam 0.0000000 0.0000000
##
## mailtorazorusersrequestlistssourceforgenetsubjectsubscribe
## Y [,1] [,2]
## ham 0.0303436 0.1715692
## spam 0.0000000 0.0000000
##
## mailtorazorusersrequestlistssourceforgenetsubjectunsubscribe
## Y [,1] [,2]
## ham 0.0303436 0.1715692
## spam 0.0000000 0.0000000
##
## mailtorpmlistrequestfreshrpmsnetsubjectsubscribe
## Y [,1] [,2]
## ham 0.09370817 0.2914873
## spam 0.00000000 0.0000000
##
## mailtorpmlistrequestfreshrpmsnetsubjectunsubscribe
## Y [,1] [,2]
## ham 0.09370817 0.2914873
## spam 0.00000000 0.0000000
##
## mailtorpmzzzlistfreshrpmsnet
## Y [,1] [,2]
## ham 0.09281571 0.2902388
## spam 0.00000000 0.0000000
##
## mailtorpmzzzlistrequestfreshrpmsnetsubjecthelp
## Y [,1] [,2]
## ham 0.09281571 0.2902388
## spam 0.00000000 0.0000000
##
## mailtospamassassindevelexamplesourceforgenet
## Y [,1] [,2]
## ham 0.01606426 0.1257508
## spam 0.00000000 0.0000000
##
## mailtospamassassindevelrequestexamplesourceforgenetsubjecthelp
## Y [,1] [,2]
## ham 0.01606426 0.1257508
## spam 0.00000000 0.0000000
##
## mailtospamassassindevelrequestlistssourceforgenetsubjectsubscribe
## Y [,1] [,2]
## ham 0.01606426 0.1257508
## spam 0.00000000 0.0000000
##
## mailtospamassassindevelrequestlistssourceforgenetsubjectunsubscribe
## Y [,1] [,2]
## ham 0.01606426 0.1257508
## spam 0.00000000 0.0000000
##
## mailtospamassassintalkexamplesourceforgenet
## Y [,1] [,2]
## ham 0.04462294 0.2107996
## spam 0.00000000 0.0000000
##
## mailtospamassassintalkrequestexamplesourceforgenetsubjecthelp
## Y [,1] [,2]
## ham 0.04462294 0.2107996
## spam 0.00000000 0.0000000
##
## mailtospamassassintalkrequestlistssourceforgenetsubjectsubscribe
## Y [,1] [,2]
## ham 0.045069166 0.21176134
## spam 0.002493766 0.04993762
##
## mailtospamassassintalkrequestlistssourceforgenetsubjectunsubscribe
## Y [,1] [,2]
## ham 0.045069166 0.21176134
## spam 0.002493766 0.04993762
##
## mailtozzzzteanaunsubscribeyahoogroupscom
## Y [,1] [,2]
## ham 0.03168228 0.1751919
## spam 0.00000000 0.0000000
##
## mailwebnotenet
## Y [,1] [,2]
## ham 0.03078983 0.1727864
## spam 0.48379052 0.5003615
##
## main
## Y [,1] [,2]
## ham 0.05711736 0.3209146
## spam 0.01246883 0.1316972
##
## maintain
## Y [,1] [,2]
## ham 0.02008032 0.2446721
## spam 0.01496259 0.1406256
##
## maintainer
## Y [,1] [,2]
## ham 0.04283802 0.2389407
## spam 0.10224439 0.3033479
##
## major
## Y [,1] [,2]
## ham 0.04774654 0.3353377
## spam 0.06733167 0.3285652
##
## majority
## Y [,1] [,2]
## ham 0.01160196 0.1262409
## spam 0.01496259 0.1215548
##
## make
## Y [,1] [,2]
## ham 0.3141455 1.154734
## spam 0.6658354 2.449093
##
## makes
## Y [,1] [,2]
## ham 0.07050424 0.2979546
## spam 0.03740648 0.2027246
##
## making
## Y [,1] [,2]
## ham 0.07987506 0.3450559
## spam 0.12967581 0.5226300
##
## male
## Y [,1] [,2]
## ham 0.009817046 0.1263923
## spam 0.042394015 0.3251127
##
## man
## Y [,1] [,2]
## ham 0.05890228 0.3177944
## spam 0.02244389 0.1643016
##
## manage
## Y [,1] [,2]
## ham 0.02141901 0.1754737
## spam 0.02992519 0.1705938
##
## managed
## Y [,1] [,2]
## ham 0.027219991 0.26670909
## spam 0.002493766 0.04993762
##
## management
## Y [,1] [,2]
## ham 0.16108880 0.8218139
## spam 0.06982544 0.4184641
##
## manager
## Y [,1] [,2]
## ham 0.02588130 0.2096967
## spam 0.06483791 0.2752917
##
## many
## Y [,1] [,2]
## ham 0.2226685 0.8264296
## spam 0.2369077 1.0446217
##
## map
## Y [,1] [,2]
## ham 0.02588130 0.3449242
## spam 0.02992519 0.5040856
##
## marginheight
## Y [,1] [,2]
## ham 0.03034360 0.1715692
## spam 0.01496259 0.1215548
##
## marginwidth
## Y [,1] [,2]
## ham 0.02945114 0.1691051
## spam 0.01496259 0.1215548
##
## mark
## Y [,1] [,2]
## ham 0.09013833 0.4192851
## spam 0.01995012 0.1860134
##
## market
## Y [,1] [,2]
## ham 0.1155734 1.002467
## spam 0.2518703 1.211983
##
## marketing
## Y [,1] [,2]
## ham 0.03257474 0.4175941
## spam 0.27930175 0.9807117
##
## markets
## Y [,1] [,2]
## ham 0.041053101 0.5787236
## spam 0.009975062 0.0995000
##
## mason
## Y [,1] [,2]
## ham 0.05488621 0.2959918
## spam 0.00000000 0.0000000
##
## mass
## Y [,1] [,2]
## ham 0.03346720 0.5116892
## spam 0.02244389 0.2167833
##
## match
## Y [,1] [,2]
## ham 0.01784917 0.1654081
## spam 0.00000000 0.0000000
##
## material
## Y [,1] [,2]
## ham 0.024988844 0.2660899
## spam 0.009975062 0.0995000
##
## matter
## Y [,1] [,2]
## ham 0.03837573 0.2099104
## spam 0.08977556 0.5068730
##
## matters
## Y [,1] [,2]
## ham 0.015171798 0.14863089
## spam 0.004987531 0.07053412
##
## matthias
## Y [,1] [,2]
## ham 0.112896 0.5288284
## spam 0.000000 0.0000000
##
## matthiasegwnnet
## Y [,1] [,2]
## ham 0.02632753 0.1883275
## spam 0.00000000 0.0000000
##
## matthiasrpmforgenet
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## may
## Y [,1] [,2]
## ham 0.2976350 0.844752
## spam 0.5486284 1.143789
##
## mayadyndnsorg
## Y [,1] [,2]
## ham 0.03123606 0.2480401
## spam 0.00000000 0.0000000
##
## maybe
## Y [,1] [,2]
## ham 0.09370817 0.3757857
## spam 0.02244389 0.1788715
##
## mdt
## Y [,1] [,2]
## ham 0.027219991 0.22691603
## spam 0.002493766 0.04993762
##
## mean
## Y [,1] [,2]
## ham 0.05488621 0.2883520
## spam 0.03990025 0.2083362
##
## meaning
## Y [,1] [,2]
## ham 0.01740295 0.2199039
## spam 0.02493766 0.1561299
##
## means
## Y [,1] [,2]
## ham 0.06871932 0.3493727
## spam 0.04987531 0.2692698
##
## meant
## Y [,1] [,2]
## ham 0.016510486 0.1439077
## spam 0.009975062 0.1220666
##
## media
## Y [,1] [,2]
## ham 0.11200357 0.9521796
## spam 0.06483791 0.4367900
##
## meet
## Y [,1] [,2]
## ham 0.03302097 0.3324399
## spam 0.02244389 0.1788715
##
## meeting
## Y [,1] [,2]
## ham 0.01561803 0.2200379
## spam 0.02244389 0.2049268
##
## member
## Y [,1] [,2]
## ham 0.02632753 0.2148989
## spam 0.09725686 0.3507384
##
## members
## Y [,1] [,2]
## ham 0.02766622 0.2157676
## spam 0.06982544 0.3675761
##
## memory
## Y [,1] [,2]
## ham 0.05845605 0.3643379
## spam 0.01496259 0.1215548
##
## men
## Y [,1] [,2]
## ham 0.04417671 0.3723876
## spam 0.02992519 0.2531842
##
## mention
## Y [,1] [,2]
## ham 0.017849174 0.1452922
## spam 0.009975062 0.0995000
##
## mentioned
## Y [,1] [,2]
## ham 0.025435074 0.18120406
## spam 0.004987531 0.09987523
##
## menu
## Y [,1] [,2]
## ham 0.032574743 0.31947365
## spam 0.002493766 0.04993762
##
## menus
## Y [,1] [,2]
## ham 0.01784917 0.1513128
## spam 0.00000000 0.0000000
##
## message
## Y [,1] [,2]
## ham 0.4738956 0.9431906
## spam 0.4912718 0.9749608
##
## messageid
## Y [,1] [,2]
## ham 1.0147256 0.12047906
## spam 0.9975062 0.04993762
##
## messages
## Y [,1] [,2]
## ham 0.17626060 0.6018487
## spam 0.02493766 0.1854092
##
## messaging
## Y [,1] [,2]
## ham 0.020080321 0.16649805
## spam 0.002493766 0.04993762
##
## met
## Y [,1] [,2]
## ham 0.02454261 0.1978119
## spam 0.01496259 0.1574025
##
## meta
## Y [,1] [,2]
## ham 0.05890228 0.3851165
## spam 0.45137157 1.0140288
##
## method
## Y [,1] [,2]
## ham 0.04016064 0.4321797
## spam 0.09226933 0.6236707
##
## methoddpost
## Y [,1] [,2]
## ham 0.0004462294 0.02112414
## spam 0.0698254364 0.25517096
##
## methodget
## Y [,1] [,2]
## ham 0.04596162 0.3121541
## spam 0.00000000 0.0000000
##
## methodpost
## Y [,1] [,2]
## ham 0.01204819 0.1170216
## spam 0.02992519 0.1846679
##
## methods
## Y [,1] [,2]
## ham 0.01383311 0.1378586
## spam 0.02493766 0.1561299
##
## mgrpscdyahoocom
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## micalgpgpsha
## Y [,1] [,2]
## ham 0.0227577 0.1491634
## spam 0.0000000 0.0000000
##
## michael
## Y [,1] [,2]
## ham 0.05220884 0.3808423
## spam 0.01496259 0.2545104
##
## microsoft
## Y [,1] [,2]
## ham 0.3476127 1.0983368
## spam 0.6807980 0.9554346
##
## microsofts
## Y [,1] [,2]
## ham 0.01740295 0.1771819
## spam 0.00000000 0.0000000
##
## middle
## Y [,1] [,2]
## ham 0.03391343 0.2861557
## spam 0.02493766 0.1984353
##
## might
## Y [,1] [,2]
## ham 0.14859438 0.5822977
## spam 0.05486284 0.2588099
##
## mike
## Y [,1] [,2]
## ham 0.02498884 0.2242056
## spam 0.00000000 0.0000000
##
## miles
## Y [,1] [,2]
## ham 0.03435966 0.4838251
## spam 0.03491272 0.3298152
##
## military
## Y [,1] [,2]
## ham 0.04819277 0.7811379
## spam 0.06234414 0.6546782
##
## million
## Y [,1] [,2]
## ham 0.0865685 0.5988105
## spam 0.3591022 1.1729123
##
## millions
## Y [,1] [,2]
## ham 0.01740295 0.1468741
## spam 0.07481297 0.3307401
##
## mime
## Y [,1] [,2]
## ham 0.04194556 0.4162208
## spam 0.10972569 0.3129380
##
## mimeole
## Y [,1] [,2]
## ham 0.09236948 0.2896114
## spam 0.13216958 0.3390981
##
## mimeversion
## Y [,1] [,2]
## ham 0.6184739 0.4922594
## spam 0.8578554 0.3771530
##
## mind
## Y [,1] [,2]
## ham 0.05220884 0.4436514
## spam 0.07980050 0.4226298
##
## mine
## Y [,1] [,2]
## ham 0.012494422 0.1225659
## spam 0.009975062 0.0995000
##
## minute
## Y [,1] [,2]
## ham 0.01918786 0.1769974
## spam 0.04738155 0.2743162
##
## minutes
## Y [,1] [,2]
## ham 0.03257474 0.2886406
## spam 0.07231920 0.3567308
##
## miss
## Y [,1] [,2]
## ham 0.01784917 0.1483330
## spam 0.02992519 0.1977429
##
## missing
## Y [,1] [,2]
## ham 0.028112450 0.2040099
## spam 0.009975062 0.1220666
##
## mistake
## Y [,1] [,2]
## ham 0.012494422 0.13635916
## spam 0.004987531 0.07053412
##
## mobile
## Y [,1] [,2]
## ham 0.03525212 0.3395211
## spam 0.02244389 0.2588339
##
## mode
## Y [,1] [,2]
## ham 0.033467202 0.24684614
## spam 0.004987531 0.07053412
##
## model
## Y [,1] [,2]
## ham 0.036590808 0.2473065
## spam 0.007481297 0.1115522
##
## models
## Y [,1] [,2]
## ham 0.02052655 0.180594
## spam 0.00000000 0.000000
##
## moderator
## Y [,1] [,2]
## ham 0.01383311 0.116824
## spam 0.00000000 0.000000
##
## modern
## Y [,1] [,2]
## ham 0.018295404 0.19848746
## spam 0.004987531 0.07053412
##
## modified
## Y [,1] [,2]
## ham 0.01472557 0.1311250
## spam 0.01496259 0.1215548
##
## modify
## Y [,1] [,2]
## ham 0.02008032 0.1691581
## spam 0.00000000 0.0000000
##
## module
## Y [,1] [,2]
## ham 0.041499331 0.28593562
## spam 0.002493766 0.04993762
##
## modules
## Y [,1] [,2]
## ham 0.01472557 0.1531136
## spam 0.00000000 0.0000000
##
## moment
## Y [,1] [,2]
## ham 0.02945114 0.2722724
## spam 0.06234414 0.3218750
##
## mon
## Y [,1] [,2]
## ham 1.434627 2.815984
## spam 1.329177 2.048505
##
## monday
## Y [,1] [,2]
## ham 0.05577867 0.2988278
## spam 0.00000000 0.0000000
##
## money
## Y [,1] [,2]
## ham 0.1035252 0.5201228
## spam 1.0224439 3.5597746
##
## month
## Y [,1] [,2]
## ham 0.05443998 0.3454799
## spam 0.18952618 0.6549733
##
## months
## Y [,1] [,2]
## ham 0.06871932 0.3846480
## spam 0.13715711 0.7096766
##
## morning
## Y [,1] [,2]
## ham 0.02097278 0.1716702
## spam 0.00000000 0.0000000
##
## mortgage
## Y [,1] [,2]
## ham 0.0008924587 0.02986738
## spam 0.1246882793 0.57828537
##
## mostly
## Y [,1] [,2]
## ham 0.025881303 0.1919111
## spam 0.009975062 0.0995000
##
## mother
## Y [,1] [,2]
## ham 0.01517180 0.2107429
## spam 0.03241895 0.2375845
##
## mouse
## Y [,1] [,2]
## ham 0.035252120 0.24110523
## spam 0.004987531 0.09987523
##
## move
## Y [,1] [,2]
## ham 0.05488621 0.3460549
## spam 0.10723192 0.5709401
##
## moved
## Y [,1] [,2]
## ham 0.02097278 0.1690497
## spam 0.04987531 0.2958145
##
## movie
## Y [,1] [,2]
## ham 0.03302097 0.4636600
## spam 0.03491272 0.2525432
##
## moving
## Y [,1] [,2]
## ham 0.022757697 0.18155990
## spam 0.004987531 0.09987523
##
## mozilla
## Y [,1] [,2]
## ham 0.08121374 0.3959725
## spam 0.00000000 0.0000000
##
## mps
## Y [,1] [,2]
## ham 0.0227577 0.1714426
## spam 0.0000000 0.0000000
##
## msgs
## Y [,1] [,2]
## ham 0.04462294 1.266945
## spam 0.00000000 0.000000
##
## msn
## Y [,1] [,2]
## ham 0.0182954 0.1892772
## spam 0.0000000 0.0000000
##
## mtagrpscdyahoocom
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## much
## Y [,1] [,2]
## ham 0.2516734 0.8156002
## spam 0.2219451 0.8295283
##
## multipart
## Y [,1] [,2]
## ham 0.01963409 0.1481073
## spam 0.11221945 0.3603822
##
## multipartalternative
## Y [,1] [,2]
## ham 0.02275770 0.1765737
## spam 0.09975062 0.3000416
##
## multipartmixed
## Y [,1] [,2]
## ham 0.008924587 0.09870028
## spam 0.074812968 0.26341797
##
## multipartsigned
## Y [,1] [,2]
## ham 0.02543507 0.1574776
## spam 0.00000000 0.0000000
##
## multiple
## Y [,1] [,2]
## ham 0.03212851 0.2045102
## spam 0.01995012 0.1720494
##
## munnariozau
## Y [,1] [,2]
## ham 0.04462294 0.4127097
## spam 0.00000000 0.0000000
##
## murphy
## Y [,1] [,2]
## ham 0.0745203 0.43842
## spam 0.0000000 0.00000
##
## music
## Y [,1] [,2]
## ham 0.07942883 0.5892874
## spam 0.02244389 0.1788715
##
## must
## Y [,1] [,2]
## ham 0.1325301 1.9146566
## spam 0.1845387 0.4958431
##
## mutti
## Y [,1] [,2]
## ham 0.044176707 0.20553339
## spam 0.002493766 0.04993762
##
## mxexamplecom
## Y [,1] [,2]
## ham 0.1508255 0.5578262
## spam 0.0000000 0.0000000
##
## mxredhatcom
## Y [,1] [,2]
## ham 0.05934851 0.2363285
## spam 0.00000000 0.0000000
##
## name
## Y [,1] [,2]
## ham 0.0789826 0.3773853
## spam 0.5835411 2.5265843
##
## named
## Y [,1] [,2]
## ham 0.02008032 0.1890960
## spam 0.01995012 0.3075728
##
## namedgenerator
## Y [,1] [,2]
## ham 0.003123606 0.05581432
## spam 0.049875312 0.21795925
##
## names
## Y [,1] [,2]
## ham 0.03525212 0.2156956
## spam 0.17456359 0.8570014
##
## nametarget
## Y [,1] [,2]
## ham 0.01472557 0.1204791
## spam 0.00000000 0.0000000
##
## nametopa
## Y [,1] [,2]
## ham 0.01249442 0.1111027
## spam 0.00000000 0.0000000
##
## national
## Y [,1] [,2]
## ham 0.07719768 0.9800794
## spam 0.08229426 0.3817207
##
## nations
## Y [,1] [,2]
## ham 0.05622490 1.1833887
## spam 0.03491272 0.6991266
##
## natural
## Y [,1] [,2]
## ham 0.01338688 0.1488024
## spam 0.04987531 0.3775000
##
## nature
## Y [,1] [,2]
## ham 0.01606426 0.1628728
## spam 0.02992519 0.2215903
##
## nbsp
## Y [,1] [,2]
## ham 0.01561803 0.1310217
## spam 0.16957606 0.9006509
##
## nbspa
## Y [,1] [,2]
## ham 0.61892012 5.1955749
## spam 0.01246883 0.1111042
##
## nbspnbspa
## Y [,1] [,2]
## ham 0.01651049 0.16689
## spam 0.00000000 0.00000
##
## near
## Y [,1] [,2]
## ham 0.02989737 0.2304856
## spam 0.01496259 0.1406256
##
## nearly
## Y [,1] [,2]
## ham 0.024542615 0.22524803
## spam 0.004987531 0.07053412
##
## necessary
## Y [,1] [,2]
## ham 0.03078983 0.3196507
## spam 0.02743142 0.1916915
##
## need
## Y [,1] [,2]
## ham 0.2226685 0.7058077
## spam 0.3940150 0.9971781
##
## needed
## Y [,1] [,2]
## ham 0.05176261 0.3367356
## spam 0.08728180 0.4357325
##
## needs
## Y [,1] [,2]
## ham 0.05667113 0.2753267
## spam 0.04738155 0.3244216
##
## negative
## Y [,1] [,2]
## ham 0.019634092 0.1705245
## spam 0.009975062 0.0995000
##
## neither
## Y [,1] [,2]
## ham 0.013833110 0.1312222
## spam 0.009975062 0.0995000
##
## net
## Y [,1] [,2]
## ham 0.08344489 0.7372111
## spam 0.09476309 0.5621366
##
## netscape
## Y [,1] [,2]
## ham 0.04194556 0.5420106
## spam 0.01496259 0.1574025
##
## network
## Y [,1] [,2]
## ham 0.27666220 1.0274078
## spam 0.05985037 0.2375057
##
## networking
## Y [,1] [,2]
## ham 0.039714413 0.3811785
## spam 0.007481297 0.1115522
##
## networks
## Y [,1] [,2]
## ham 0.11512718 0.8394027
## spam 0.01246883 0.2496881
##
## never
## Y [,1] [,2]
## ham 0.1231593 0.467711
## spam 0.1820449 0.560604
##
## new
## Y [,1] [,2]
## ham 0.6742526 2.234890
## spam 0.8628429 2.181431
##
## news
## Y [,1] [,2]
## ham 0.2057117 1.520128
## spam 0.1820449 1.454055
##
## newscientist
## Y [,1] [,2]
## ham 0.02721999 0.1627602
## spam 0.00000000 0.0000000
##
## newscom
## Y [,1] [,2]
## ham 0.04730031 0.4124113
## spam 0.00000000 0.0000000
##
## newsfonta
## Y [,1] [,2]
## ham 0.01874163 0.1356414
## spam 0.00000000 0.0000000
##
## newsletter
## Y [,1] [,2]
## ham 0.11825078 0.6806193
## spam 0.03241895 0.2764894
##
## newsletters
## Y [,1] [,2]
## ham 0.04730031 0.2889221
## spam 0.01246883 0.1111042
##
## next
## Y [,1] [,2]
## ham 0.1512718 0.5597029
## spam 0.2369077 0.9545860
##
## ngrpscdyahoocom
## Y [,1] [,2]
## ham 0.1008478 0.5610928
## spam 0.0000000 0.0000000
##
## nice
## Y [,1] [,2]
## ham 0.05667113 0.2941413
## spam 0.01246883 0.1111042
##
## night
## Y [,1] [,2]
## ham 0.03614458 0.2882152
## spam 0.01246883 0.1111042
##
## nmh
## Y [,1] [,2]
## ham 0.05443998 0.2998201
## spam 0.00000000 0.0000000
##
## nnfmp
## Y [,1] [,2]
## ham 0.03435966 0.1940571
## spam 0.07231920 0.3118603
##
## nobody
## Y [,1] [,2]
## ham 0.02766622 0.2157676
## spam 0.02244389 0.1483072
##
## none
## Y [,1] [,2]
## ham 0.10932619 0.8302902
## spam 0.06234414 0.3982505
##
## normal
## Y [,1] [,2]
## ham 0.2887104 0.7956927
## spam 0.5860349 1.1524775
##
## normally
## Y [,1] [,2]
## ham 0.015171798 0.13276617
## spam 0.007481297 0.08627798
##
## norte
## Y [,1] [,2]
## ham 0.01427934 0.1186664
## spam 0.00000000 0.0000000
##
## north
## Y [,1] [,2]
## ham 0.01784917 0.2018730
## spam 0.05486284 0.5310203
##
## noshade
## Y [,1] [,2]
## ham 0.01561803 0.2742306
## spam 0.05486284 0.2489629
##
## note
## Y [,1] [,2]
## ham 0.05845605 0.3704138
## spam 0.12219451 0.6021056
##
## notes
## Y [,1] [,2]
## ham 0.02543507 0.3430107
## spam 0.01745636 0.1794283
##
## nothing
## Y [,1] [,2]
## ham 0.08121374 0.3427952
## spam 0.09725686 0.4278054
##
## notice
## Y [,1] [,2]
## ham 0.02141901 0.1594800
## spam 0.10972569 0.4774203
##
## noticed
## Y [,1] [,2]
## ham 0.02052655 0.1595974
## spam 0.01496259 0.2231044
##
## notrack
## Y [,1] [,2]
## ham 0.0303436 0.1792054
## spam 0.0000000 0.0000000
##
## now
## Y [,1] [,2]
## ham 0.4511379 1.076722
## spam 0.5685786 1.129562
##
## nowhere
## Y [,1] [,2]
## ham 0.014725569 0.12412921
## spam 0.002493766 0.04993762
##
## nowrap
## Y [,1] [,2]
## ham 0.054439982 0.87355961
## spam 0.002493766 0.04993762
##
## nowrapfont
## Y [,1] [,2]
## ham 0.02543507 0.1884502
## spam 0.00000000 0.0000000
##
## nsegwnnet
## Y [,1] [,2]
## ham 0.05890228 0.2354943
## spam 0.00000000 0.0000000
##
## null
## Y [,1] [,2]
## ham 0.03078983 0.3251892
## spam 0.00000000 0.0000000
##
## number
## Y [,1] [,2]
## ham 0.1066488 0.4750521
## spam 0.2294264 0.8379928
##
## numbers
## Y [,1] [,2]
## ham 0.03302097 0.2310269
## spam 0.08728180 0.4414327
##
## object
## Y [,1] [,2]
## ham 0.03168228 0.2777063
## spam 0.00000000 0.0000000
##
## obligation
## Y [,1] [,2]
## ham 0.008032129 0.1265183
## spam 0.069825436 0.3084027
##
## obvious
## Y [,1] [,2]
## ham 0.02543507 0.1908045
## spam 0.00000000 0.0000000
##
## obviously
## Y [,1] [,2]
## ham 0.01963409 0.1624809
## spam 0.00000000 0.0000000
##
## oct
## Y [,1] [,2]
## ham 2.0160643 3.536381
## spam 0.1396509 1.263111
##
## october
## Y [,1] [,2]
## ham 0.06425703 0.4554957
## spam 0.02743142 0.2770300
##
## odd
## Y [,1] [,2]
## ham 0.01427934 0.1294616
## spam 0.00000000 0.0000000
##
## offer
## Y [,1] [,2]
## ham 0.05220884 0.308287
## spam 0.34912718 1.066680
##
## offered
## Y [,1] [,2]
## ham 0.01561803 0.1530251
## spam 0.03241895 0.3338359
##
## offering
## Y [,1] [,2]
## ham 0.01249442 0.1330450
## spam 0.02992519 0.2215903
##
## offers
## Y [,1] [,2]
## ham 0.03569835 0.2401117
## spam 0.22194514 0.7403494
##
## office
## Y [,1] [,2]
## ham 0.07764391 0.5616024
## spam 0.11720698 0.5086533
##
## official
## Y [,1] [,2]
## ham 0.02721999 0.2983134
## spam 0.03491272 0.5087023
##
## officials
## Y [,1] [,2]
## ham 0.02008032 0.1818756
## spam 0.03491272 0.3857176
##
## often
## Y [,1] [,2]
## ham 0.07675145 0.4176886
## spam 0.01745636 0.2172430
##
## old
## Y [,1] [,2]
## ham 0.1459170 0.4518242
## spam 0.1097257 0.3910629
##
## older
## Y [,1] [,2]
## ham 0.016510486 0.1870699
## spam 0.009975062 0.0995000
##
## one
## Y [,1] [,2]
## ham 0.6483713 1.995186
## spam 0.7705736 2.322118
##
## ones
## Y [,1] [,2]
## ham 0.042838019 0.25520261
## spam 0.004987531 0.07053412
##
## online
## Y [,1] [,2]
## ham 0.1419009 0.6671085
## spam 0.2443890 0.7450669
##
## open
## Y [,1] [,2]
## ham 0.15037929 0.7968471
## spam 0.03990025 0.1959694
##
## operating
## Y [,1] [,2]
## ham 0.06291834 0.4600701
## spam 0.01496259 0.1215548
##
## operation
## Y [,1] [,2]
## ham 0.018295404 0.26411061
## spam 0.002493766 0.04993762
##
## opinion
## Y [,1] [,2]
## ham 0.02811245 0.2732321
## spam 0.01246883 0.1111042
##
## opportunities
## Y [,1] [,2]
## ham 0.0334672 0.3397018
## spam 0.0723192 0.3771695
##
## opportunity
## Y [,1] [,2]
## ham 0.03257474 0.5560632
## spam 0.15461347 0.4909531
##
## optin
## Y [,1] [,2]
## ham 0.006247211 0.1334844
## spam 0.117206983 0.4344286
##
## option
## Y [,1] [,2]
## ham 0.07853637 0.4372079
## spam 0.78304239 12.7957146
##
## options
## Y [,1] [,2]
## ham 0.03525212 0.2429498
## spam 0.01745636 0.1489782
##
## order
## Y [,1] [,2]
## ham 0.06604195 0.330196
## spam 0.46882793 1.713082
##
## orders
## Y [,1] [,2]
## ham 0.01294065 0.1206839
## spam 0.22693267 1.4580373
##
## organization
## Y [,1] [,2]
## ham 0.12003570 0.4333788
## spam 0.03241895 0.2478838
##
## organizing
## Y [,1] [,2]
## ham 0.0182954 0.1693605
## spam 0.0000000 0.0000000
##
## original
## Y [,1] [,2]
## ham 0.13699241 0.4747854
## spam 0.06982544 0.3318316
##
## originally
## Y [,1] [,2]
## ham 0.009817046 0.09861547
## spam 0.014962594 0.15740254
##
## osdn
## Y [,1] [,2]
## ham 0.046407854 0.23639176
## spam 0.007481297 0.08627798
##
## others
## Y [,1] [,2]
## ham 0.08210620 0.4251536
## spam 0.04987531 0.3354195
##
## otherwise
## Y [,1] [,2]
## ham 0.030343597 0.2025911
## spam 0.009975062 0.0995000
##
## ouch
## Y [,1] [,2]
## ham 0.03391343 0.3363556
## spam 0.00000000 0.0000000
##
## outlook
## Y [,1] [,2]
## ham 0.1329763 0.4033194
## spam 0.2394015 0.4387979
##
## output
## Y [,1] [,2]
## ham 0.02454261 0.2171756
## spam 0.00000000 0.0000000
##
## outside
## Y [,1] [,2]
## ham 0.02855868 0.1938476
## spam 0.02493766 0.1984353
##
## owen
## Y [,1] [,2]
## ham 0.03837573 0.2993294
## spam 0.00000000 0.0000000
##
## owenpermafrostnet
## Y [,1] [,2]
## ham 0.01606426 0.1359846
## spam 0.00000000 0.0000000
##
## owned
## Y [,1] [,2]
## ham 0.02498884 0.1671727
## spam 0.01496259 0.1406256
##
## owners
## Y [,1] [,2]
## ham 0.01204819 0.1279556
## spam 0.05236908 0.2544614
##
## package
## Y [,1] [,2]
## ham 0.10263275 0.5725860
## spam 0.07481297 0.3865088
##
## packages
## Y [,1] [,2]
## ham 0.07184293 0.3881235
## spam 0.00000000 0.0000000
##
## page
## Y [,1] [,2]
## ham 0.12360553 0.5221698
## spam 0.09725686 0.8203764
##
## pages
## Y [,1] [,2]
## ham 0.03792950 0.2895316
## spam 0.01995012 0.1568471
##
## paid
## Y [,1] [,2]
## ham 0.03525212 0.3721409
## spam 0.10224439 0.4324580
##
## palm
## Y [,1] [,2]
## ham 0.0303436 0.4030778
## spam 0.0000000 0.0000000
##
## panel
## Y [,1] [,2]
## ham 0.01160196 0.1396717
## spam 0.04488778 0.2701482
##
## panels
## Y [,1] [,2]
## ham 0.014725569 0.13448655
## spam 0.004987531 0.09987523
##
## paper
## Y [,1] [,2]
## ham 0.04105310 0.3721458
## spam 0.06733167 0.4929048
##
## paragraph
## Y [,1] [,2]
## ham 0.01740295 0.1528323
## spam 0.01745636 0.1794283
##
## park
## Y [,1] [,2]
## ham 0.01963409 0.2103739
## spam 0.00000000 0.0000000
##
## part
## Y [,1] [,2]
## ham 0.1151272 0.5304552
## spam 0.1097257 0.6228404
##
## particular
## Y [,1] [,2]
## ham 0.046854083 0.25185058
## spam 0.004987531 0.07053412
##
## particularly
## Y [,1] [,2]
## ham 0.028558679 0.23162108
## spam 0.002493766 0.04993762
##
## parties
## Y [,1] [,2]
## ham 0.01338688 0.1837098
## spam 0.02244389 0.1483072
##
## partner
## Y [,1] [,2]
## ham 0.01918786 0.1984031
## spam 0.07730673 0.3956118
##
## partners
## Y [,1] [,2]
## ham 0.04417671 0.5108757
## spam 0.05236908 0.3532005
##
## parts
## Y [,1] [,2]
## ham 0.02454261 0.1788482
## spam 0.01246883 0.1494796
##
## party
## Y [,1] [,2]
## ham 0.03837573 0.2792686
## spam 0.08977556 0.3491707
##
## pass
## Y [,1] [,2]
## ham 0.02052655 0.2102887
## spam 0.02743142 0.1635409
##
## passed
## Y [,1] [,2]
## ham 0.008478358 0.1094608
## spam 0.049875312 0.2958145
##
## password
## Y [,1] [,2]
## ham 0.02989737 0.4662717
## spam 0.02493766 0.2331878
##
## past
## Y [,1] [,2]
## ham 0.07407407 0.4181719
## spam 0.08977556 0.4437569
##
## paste
## Y [,1] [,2]
## ham 0.02275770 0.3161144
## spam 0.03740648 0.2260470
##
## patch
## Y [,1] [,2]
## ham 0.03748327 0.2712828
## spam 0.01745636 0.2054130
##
## path
## Y [,1] [,2]
## ham 0.03257474 0.3424062
## spam 0.00000000 0.0000000
##
## paul
## Y [,1] [,2]
## ham 0.035252120 0.28206436
## spam 0.002493766 0.04993762
##
## pay
## Y [,1] [,2]
## ham 0.04774654 0.2880748
## spam 0.22693267 0.6331452
##
## paying
## Y [,1] [,2]
## ham 0.01561803 0.1470747
## spam 0.05985037 0.2576994
##
## pcs
## Y [,1] [,2]
## ham 0.02231147 0.2163872
## spam 0.03740648 0.2260470
##
## pdt
## Y [,1] [,2]
## ham 0.67112896 1.0156415
## spam 0.07481297 0.5695516
##
## people
## Y [,1] [,2]
## ham 0.3895582 1.650881
## spam 0.7830424 3.724287
##
## peoples
## Y [,1] [,2]
## ham 0.01740295 0.1438025
## spam 0.02743142 0.2583518
##
## per
## Y [,1] [,2]
## ham 0.06336457 0.3413486
## spam 0.28428928 0.9741548
##
## percent
## Y [,1] [,2]
## ham 0.034805890 0.3543638
## spam 0.007481297 0.1498129
##
## perfect
## Y [,1] [,2]
## ham 0.02052655 0.1805940
## spam 0.05735661 0.2901758
##
## perfectly
## Y [,1] [,2]
## ham 0.02989737 0.1924894
## spam 0.00000000 0.0000000
##
## performance
## Y [,1] [,2]
## ham 0.06425703 0.4271725
## spam 0.03241895 0.1773313
##
## perhaps
## Y [,1] [,2]
## ham 0.050870147 0.27564924
## spam 0.007481297 0.08627798
##
## period
## Y [,1] [,2]
## ham 0.02409639 0.1944530
## spam 0.03241895 0.1909094
##
## perl
## Y [,1] [,2]
## ham 0.1494868 0.8866374
## spam 0.0000000 0.0000000
##
## permission
## Y [,1] [,2]
## ham 0.01204819 0.1170216
## spam 0.01995012 0.1400036
##
## person
## Y [,1] [,2]
## ham 0.0562249 0.3503287
## spam 0.1246883 0.5868679
##
## personal
## Y [,1] [,2]
## ham 0.08746095 0.4035875
## spam 0.18952618 0.7739445
##
## personally
## Y [,1] [,2]
## ham 0.01472557 0.1241292
## spam 0.02743142 0.2274767
##
## peter
## Y [,1] [,2]
## ham 0.026327532 0.23664949
## spam 0.004987531 0.07053412
##
## peters
## Y [,1] [,2]
## ham 0.02141901 0.1448088
## spam 0.00000000 0.0000000
##
## pfont
## Y [,1] [,2]
## ham 0.09370817 0.764830
## spam 0.34413965 1.149466
##
## pgp
## Y [,1] [,2]
## ham 0.09638554 0.4878802
## spam 0.00000000 0.0000000
##
## phobos
## Y [,1] [,2]
## ham 0.2110665 0.4200157
## spam 0.1720698 0.3779126
##
## phoboslabsexamplecom
## Y [,1] [,2]
## ham 0.0000000 0.0000000
## spam 0.4189526 0.4940039
##
## phoboslabsnetnoteinccom
## Y [,1] [,2]
## ham 0.2262383 0.5228259
## spam 0.0000000 0.0000000
##
## phone
## Y [,1] [,2]
## ham 0.1329763 0.5955089
## spam 0.2019950 0.5844622
##
## phones
## Y [,1] [,2]
## ham 0.016064257 0.1929814
## spam 0.009975062 0.1220666
##
## photo
## Y [,1] [,2]
## ham 0.01517180 0.1516047
## spam 0.01496259 0.1406256
##
## photos
## Y [,1] [,2]
## ham 0.021419009 0.21231282
## spam 0.004987531 0.07053412
##
## picasso
## Y [,1] [,2]
## ham 0.01651049 0.1274564
## spam 0.00000000 0.0000000
##
## pick
## Y [,1] [,2]
## ham 0.04328425 0.3615452
## spam 0.02244389 0.1788715
##
## picks
## Y [,1] [,2]
## ham 0.015171798 0.14559631
## spam 0.002493766 0.04993762
##
## pickup
## Y [,1] [,2]
## ham 0.02543507 0.1574776
## spam 0.05486284 0.2279968
##
## picture
## Y [,1] [,2]
## ham 0.029451138 0.2570925
## spam 0.009975062 0.0995000
##
## piece
## Y [,1] [,2]
## ham 0.027666220 0.2466605
## spam 0.007481297 0.1115522
##
## pinebsocrankslacknet
## Y [,1] [,2]
## ham 0.03078983 0.180371
## spam 0.00000000 0.000000
##
## pinelnxhydrogenleitlorg
## Y [,1] [,2]
## ham 0.01651049 0.1375635
## spam 0.00000000 0.0000000
##
## pinelnxisolnetsuxtechmonkeysnet
## Y [,1] [,2]
## ham 0.01784917 0.1357618
## spam 0.00000000 0.0000000
##
## pinelnxwatchermithralcom
## Y [,1] [,2]
## ham 0.01606426 0.1326611
## spam 0.00000000 0.0000000
##
## place
## Y [,1] [,2]
## ham 0.09638554 0.3925539
## spam 0.08728180 0.3533594
##
## places
## Y [,1] [,2]
## ham 0.02320393 0.1620094
## spam 0.02493766 0.1561299
##
## plain
## Y [,1] [,2]
## ham 0.019187863 0.17445697
## spam 0.004987531 0.07053412
##
## plan
## Y [,1] [,2]
## ham 0.04373048 0.3103241
## spam 0.11970075 0.5662472
##
## planning
## Y [,1] [,2]
## ham 0.01695672 0.1484378
## spam 0.03740648 0.4255552
##
## plans
## Y [,1] [,2]
## ham 0.02721999 0.2229466
## spam 0.05486284 0.3701115
##
## planta
## Y [,1] [,2]
## ham 0.01427934 0.1186664
## spam 0.00000000 0.0000000
##
## platform
## Y [,1] [,2]
## ham 0.045069166 0.27746301
## spam 0.002493766 0.04993762
##
## play
## Y [,1] [,2]
## ham 0.09058456 0.5246646
## spam 0.04239401 0.2840744
##
## player
## Y [,1] [,2]
## ham 0.052208835 0.48591389
## spam 0.004987531 0.07053412
##
## players
## Y [,1] [,2]
## ham 0.02498884 0.2339496
## spam 0.01496259 0.1574025
##
## playing
## Y [,1] [,2]
## ham 0.02989737 0.1970733
## spam 0.02743142 0.1635409
##
## please
## Y [,1] [,2]
## ham 0.2204373 0.7621352
## spam 0.8802993 1.1919043
##
## plenty
## Y [,1] [,2]
## ham 0.013833110 0.12777487
## spam 0.004987531 0.07053412
##
## plugin
## Y [,1] [,2]
## ham 0.023650156 0.34701954
## spam 0.004987531 0.09987523
##
## plus
## Y [,1] [,2]
## ham 0.03525212 0.251970
## spam 0.16458853 1.045391
##
## pnbspp
## Y [,1] [,2]
## ham 0.02811245 0.2510948
## spam 0.15461347 0.6091264
##
## pocket
## Y [,1] [,2]
## ham 0.02186524 0.2770448
## spam 0.02493766 0.1984353
##
## point
## Y [,1] [,2]
## ham 0.12182062 0.4798358
## spam 0.05486284 0.2588099
##
## points
## Y [,1] [,2]
## ham 0.09906292 0.6043030
## spam 0.01246883 0.1111042
##
## police
## Y [,1] [,2]
## ham 0.03569835 0.3335042
## spam 0.01496259 0.1406256
##
## policy
## Y [,1] [,2]
## ham 0.05310129 0.585037
## spam 0.14962594 1.096611
##
## political
## Y [,1] [,2]
## ham 0.06604195 0.6648798
## spam 0.04987531 0.5315132
##
## politics
## Y [,1] [,2]
## ham 0.029451138 0.23533432
## spam 0.004987531 0.07053412
##
## poor
## Y [,1] [,2]
## ham 0.02989737 0.2950461
## spam 0.01745636 0.1311279
##
## pop
## Y [,1] [,2]
## ham 0.02766622 0.2466605
## spam 0.25685786 0.4374461
##
## popular
## Y [,1] [,2]
## ham 0.07942883 0.4491369
## spam 0.03241895 0.1909094
##
## population
## Y [,1] [,2]
## ham 0.02454261 0.2171756
## spam 0.01246883 0.1111042
##
## port
## Y [,1] [,2]
## ham 0.034359661 0.41851902
## spam 0.002493766 0.04993762
##
## portal
## Y [,1] [,2]
## ham 0.021865239 0.21950493
## spam 0.002493766 0.04993762
##
## position
## Y [,1] [,2]
## ham 0.02097278 0.1959572
## spam 0.06982544 0.3084027
##
## positive
## Y [,1] [,2]
## ham 0.013386881 0.12955693
## spam 0.004987531 0.07053412
##
## possible
## Y [,1] [,2]
## ham 0.07630522 0.3406610
## spam 0.08478803 0.3574815
##
## possibly
## Y [,1] [,2]
## ham 0.015171798 0.12586160
## spam 0.004987531 0.07053412
##
## post
## Y [,1] [,2]
## ham 0.05488621 0.3486255
## spam 0.05486284 0.3898494
##
## posted
## Y [,1] [,2]
## ham 0.053547523 0.2735141
## spam 0.007481297 0.1115522
##
## poster
## Y [,1] [,2]
## ham 0.008478358 0.0917073
## spam 0.027431421 0.1635409
##
## postfix
## Y [,1] [,2]
## ham 1.778224 1.3005454
## spam 1.164589 0.6839904
##
## postfixlughtuathaorg
## Y [,1] [,2]
## ham 0.01160196 0.1071097
## spam 0.01745636 0.1311279
##
## potential
## Y [,1] [,2]
## ham 0.03614458 0.4371541
## spam 0.06483791 0.4009807
##
## power
## Y [,1] [,2]
## ham 0.11334226 0.7467821
## spam 0.08478803 0.6728990
##
## powerful
## Y [,1] [,2]
## ham 0.03837573 0.2506239
## spam 0.04239401 0.2360048
##
## powermtatm
## Y [,1] [,2]
## ham 0.03748327 0.1899852
## spam 0.01246883 0.1111042
##
## powers
## Y [,1] [,2]
## ham 0.02766622 0.3745740
## spam 0.01246883 0.2057769
##
## practice
## Y [,1] [,2]
## ham 0.021865239 0.1608135
## spam 0.009975062 0.1410682
##
## precedence
## Y [,1] [,2]
## ham 0.6430165 0.5072744
## spam 0.1471322 0.3546801
##
## predicting
## Y [,1] [,2]
## ham 0.02052655 0.1595974
## spam 0.00000000 0.0000000
##
## prefer
## Y [,1] [,2]
## ham 0.01918786 0.1435751
## spam 0.01745636 0.1649076
##
## preferences
## Y [,1] [,2]
## ham 0.06336457 0.3266457
## spam 0.00000000 0.0000000
##
## present
## Y [,1] [,2]
## ham 0.01740295 0.1641010
## spam 0.06733167 0.3846493
##
## president
## Y [,1] [,2]
## ham 0.08835341 1.5803630
## spam 0.11720698 0.6432171
##
## press
## Y [,1] [,2]
## ham 0.05667113 0.4128531
## spam 0.04239401 0.4750771
##
## pretty
## Y [,1] [,2]
## ham 0.07541276 0.3261349
## spam 0.01246883 0.1111042
##
## prevent
## Y [,1] [,2]
## ham 0.02454261 0.4106018
## spam 0.01496259 0.1215548
##
## previous
## Y [,1] [,2]
## ham 0.02721999 0.2209351
## spam 0.01496259 0.1406256
##
## previously
## Y [,1] [,2]
## ham 0.02677376 0.1986490
## spam 0.02493766 0.1561299
##
## price
## Y [,1] [,2]
## ham 0.08032129 0.6048694
## spam 0.29426434 1.1239182
##
## prices
## Y [,1] [,2]
## ham 0.03525212 0.4901781
## spam 0.08478803 0.3432099
##
## primary
## Y [,1] [,2]
## ham 0.02945114 0.2005085
## spam 0.03740648 0.2027246
##
## principles
## Y [,1] [,2]
## ham 0.02989737 0.4406757
## spam 0.01496259 0.1725560
##
## print
## Y [,1] [,2]
## ham 0.04105310 0.3121234
## spam 0.03990025 0.2887975
##
## prior
## Y [,1] [,2]
## ham 0.02097278 0.2390591
## spam 0.01496259 0.2116024
##
## priority
## Y [,1] [,2]
## ham 0.020972780 0.2026766
## spam 0.009975062 0.0995000
##
## privacy
## Y [,1] [,2]
## ham 0.03525212 0.2572303
## spam 0.03491272 0.2208575
##
## private
## Y [,1] [,2]
## ham 0.03480589 0.2666635
## spam 0.15710723 0.4772375
##
## pro
## Y [,1] [,2]
## ham 0.02632753 0.2548167
## spam 0.01995012 0.1568471
##
## probably
## Y [,1] [,2]
## ham 0.11958947 0.3963843
## spam 0.04488778 0.2880626
##
## problem
## Y [,1] [,2]
## ham 0.19321731 0.6128596
## spam 0.05236908 0.2544614
##
## problems
## Y [,1] [,2]
## ham 0.09906292 0.4521812
## spam 0.05735661 0.3069234
##
## process
## Y [,1] [,2]
## ham 0.09326194 0.4201978
## spam 0.05236908 0.3236520
##
## processed
## Y [,1] [,2]
## ham 0.024542615 0.1658987
## spam 0.009975062 0.0995000
##
## processes
## Y [,1] [,2]
## ham 0.020080321 0.18187563
## spam 0.004987531 0.07053412
##
## processing
## Y [,1] [,2]
## ham 0.04506917 0.6500165
## spam 0.01995012 0.1400036
##
## procmail
## Y [,1] [,2]
## ham 0.03926818 0.3304113
## spam 0.00000000 0.0000000
##
## produced
## Y [,1] [,2]
## ham 0.1133423 0.3348848
## spam 0.1371571 0.3444429
##
## product
## Y [,1] [,2]
## ham 0.08790718 0.5899767
## spam 0.16458853 1.0806678
##
## productivity
## Y [,1] [,2]
## ham 0.01874163 0.1995674
## spam 0.00000000 0.0000000
##
## products
## Y [,1] [,2]
## ham 0.07228916 0.5185355
## spam 0.14214464 0.6142022
##
## professional
## Y [,1] [,2]
## ham 0.04328425 0.3372694
## spam 0.16957606 0.6009759
##
## professionals
## Y [,1] [,2]
## ham 0.006247211 0.1116286
## spam 0.139650873 0.5704813
##
## profit
## Y [,1] [,2]
## ham 0.01472557 0.1616241
## spam 0.04987531 0.3122599
##
## profitable
## Y [,1] [,2]
## ham 0.003569835 0.07897627
## spam 0.067331671 0.29657227
##
## program
## Y [,1] [,2]
## ham 0.09683177 0.6373731
## spam 0.35660848 1.6000039
##
## programming
## Y [,1] [,2]
## ham 0.055778670 0.88338525
## spam 0.007481297 0.08627798
##
## programs
## Y [,1] [,2]
## ham 0.05310129 0.619865
## spam 0.19700748 1.593296
##
## progress
## Y [,1] [,2]
## ham 0.02365016 0.2785057
## spam 0.01745636 0.1311279
##
## project
## Y [,1] [,2]
## ham 0.07095047 0.4962893
## spam 0.01995012 0.1720494
##
## projects
## Y [,1] [,2]
## ham 0.02454261 0.3000373
## spam 0.01995012 0.1990000
##
## promise
## Y [,1] [,2]
## ham 0.01784917 0.1808784
## spam 0.03241895 0.2035839
##
## prompt
## Y [,1] [,2]
## ham 0.007585899 0.08678545
## spam 0.032418953 0.17733128
##
## proper
## Y [,1] [,2]
## ham 0.01383311 0.1277749
## spam 0.02992519 0.1846679
##
## property
## Y [,1] [,2]
## ham 0.03212851 0.3074134
## spam 0.07980050 1.3109599
##
## proposal
## Y [,1] [,2]
## ham 0.01517180 0.2846396
## spam 0.06234414 0.3443886
##
## proposed
## Y [,1] [,2]
## ham 0.01561803 0.1500794
## spam 0.02493766 0.1713959
##
## protect
## Y [,1] [,2]
## ham 0.03569835 0.3361708
## spam 0.09476309 0.4074279
##
## protection
## Y [,1] [,2]
## ham 0.02498884 0.2076663
## spam 0.02743142 0.1781731
##
## protocolapplicationpgpsignature
## Y [,1] [,2]
## ham 0.02409639 0.1533827
## spam 0.00000000 0.0000000
##
## proven
## Y [,1] [,2]
## ham 0.009370817 0.1133957
## spam 0.042394015 0.2017381
##
## provide
## Y [,1] [,2]
## ham 0.06470326 0.4529753
## spam 0.14463840 0.4785681
##
## provided
## Y [,1] [,2]
## ham 0.03971441 0.2814705
## spam 0.03241895 0.2035839
##
## provider
## Y [,1] [,2]
## ham 0.018295404 0.1719763
## spam 0.007481297 0.1115522
##
## provides
## Y [,1] [,2]
## ham 0.04373048 0.3117594
## spam 0.03241895 0.3262612
##
## providing
## Y [,1] [,2]
## ham 0.01561803 0.1798479
## spam 0.02244389 0.1788715
##
## ptdtd
## Y [,1] [,2]
## ham 0.02677376 0.1614576
## spam 0.00000000 0.0000000
##
## public
## Y [,1] [,2]
## ham 0.1302990 0.7020228
## spam 0.1571072 0.7401051
##
## publication
## Y [,1] [,2]
## ham 0.017849174 0.1928244
## spam 0.009975062 0.1220666
##
## published
## Y [,1] [,2]
## ham 0.02409639 0.2340433
## spam 0.04239401 0.5618703
##
## publishing
## Y [,1] [,2]
## ham 0.02008032 0.1768984
## spam 0.03740648 0.4075503
##
## pudge
## Y [,1] [,2]
## ham 0.02945114 0.211348
## spam 0.00000000 0.000000
##
## pudgeperlorg
## Y [,1] [,2]
## ham 0.06425703 0.4344264
## spam 0.00000000 0.0000000
##
## pull
## Y [,1] [,2]
## ham 0.015171798 0.12586160
## spam 0.004987531 0.07053412
##
## purchase
## Y [,1] [,2]
## ham 0.01963409 0.2344600
## spam 0.13965087 0.7003206
##
## purpose
## Y [,1] [,2]
## ham 0.02141901 0.1901267
## spam 0.03740648 0.3099956
##
## purposes
## Y [,1] [,2]
## ham 0.01026328 0.1133183
## spam 0.02743142 0.1781731
##
## put
## Y [,1] [,2]
## ham 0.107095 0.3954525
## spam 0.127182 0.4704086
##
## puts
## Y [,1] [,2]
## ham 0.01918786 0.1666033
## spam 0.00000000 0.0000000
##
## putting
## Y [,1] [,2]
## ham 0.017402945 0.1438025
## spam 0.009975062 0.0995000
##
## python
## Y [,1] [,2]
## ham 0.03882195 0.2601704
## spam 0.00000000 0.0000000
##
## qmail
## Y [,1] [,2]
## ham 0.20749665 0.5471167
## spam 0.06982544 0.2647871
##
## qmailldap
## Y [,1] [,2]
## ham 0.03212851 0.2311527
## spam 0.00000000 0.0000000
##
## qmailscanner
## Y [,1] [,2]
## ham 0.02097278 0.1523833
## spam 0.00000000 0.0000000
##
## qmqp
## Y [,1] [,2]
## ham 0.04373048 0.2045404
## spam 0.08229426 0.3401628
##
## qqqqqqqqqqzdnetexamplecom
## Y [,1] [,2]
## ham 0.03837573 0.2887007
## spam 0.00000000 0.0000000
##
## quality
## Y [,1] [,2]
## ham 0.03212851 0.2349836
## spam 0.07730673 0.3485810
##
## question
## Y [,1] [,2]
## ham 0.08255243 0.3754330
## spam 0.04738155 0.2832832
##
## questions
## Y [,1] [,2]
## ham 0.05443998 0.2983274
## spam 0.08229426 0.3251319
##
## quick
## Y [,1] [,2]
## ham 0.05310129 0.3052231
## spam 0.09975062 0.4242935
##
## quickly
## Y [,1] [,2]
## ham 0.05711736 0.3305089
## spam 0.03990025 0.2709317
##
## quite
## Y [,1] [,2]
## ham 0.06693440 0.3002676
## spam 0.01246883 0.1111042
##
## quote
## Y [,1] [,2]
## ham 0.02320393 0.1899170
## spam 0.06234414 0.3655181
##
## quotedemailtextreferencesreplywithquotes
## Y [,1] [,2]
## ham 0.02186524 0.1462761
## spam 0.00000000 0.0000000
##
## quotedemailtextspamphraseuseragentpine
## Y [,1] [,2]
## ham 0.01294065 0.1130438
## spam 0.00000000 0.0000000
##
## quotedprintable
## Y [,1] [,2]
## ham 0.06157965 0.2651667
## spam 0.28927681 0.5254614
##
## quotes
## Y [,1] [,2]
## ham 0.02632753 0.2020505
## spam 0.02992519 0.1977429
##
## radio
## Y [,1] [,2]
## ham 0.07764391 2.187065
## spam 0.00000000 0.000000
##
## rahettingapopearthlinknet
## Y [,1] [,2]
## ham 0.0151718 0.1222632
## spam 0.0000000 0.0000000
##
## rahibuccom
## Y [,1] [,2]
## ham 0.01874163 0.1512048
## spam 0.00000000 0.0000000
##
## rahshipwrightcom
## Y [,1] [,2]
## ham 0.02900491 0.2145538
## spam 0.00000000 0.0000000
##
## ran
## Y [,1] [,2]
## ham 0.019634092 0.15970970
## spam 0.002493766 0.04993762
##
## random
## Y [,1] [,2]
## ham 0.028112450 0.4488223
## spam 0.009975062 0.0995000
##
## range
## Y [,1] [,2]
## ham 0.029451138 0.25182922
## spam 0.004987531 0.07053412
##
## rate
## Y [,1] [,2]
## ham 0.04194556 0.2850886
## spam 0.11221945 0.4897707
##
## rates
## Y [,1] [,2]
## ham 0.0303436 0.2942429
## spam 0.1670823 0.7138023
##
## rather
## Y [,1] [,2]
## ham 0.07407407 0.3583841
## spam 0.01745636 0.1311279
##
## razor
## Y [,1] [,2]
## ham 0.08344489 0.6378661
## spam 0.00000000 0.0000000
##
## razorusers
## Y [,1] [,2]
## ham 0.0745203 0.4474906
## spam 0.0000000 0.0000000
##
## razorusersadminexamplesourceforgenet
## Y [,1] [,2]
## ham 0.09236948 0.5235011
## spam 0.00000000 0.0000000
##
## razorusersadminlistssourceforgenet
## Y [,1] [,2]
## ham 0.0303436 0.1715692
## spam 0.0000000 0.0000000
##
## razorusersexamplesourceforgenet
## Y [,1] [,2]
## ham 0.09549308 0.5450936
## spam 0.00000000 0.0000000
##
## razoruserslistssourceforgenet
## Y [,1] [,2]
## ham 0.0896921 0.5248179
## spam 0.0000000 0.0000000
##
## reach
## Y [,1] [,2]
## ham 0.03346720 0.2806959
## spam 0.05236908 0.2339885
##
## read
## Y [,1] [,2]
## ham 0.1753681 0.7171622
## spam 0.1147132 0.6299270
##
## reader
## Y [,1] [,2]
## ham 0.01427934 0.1394233
## spam 0.01496259 0.1215548
##
## reading
## Y [,1] [,2]
## ham 0.04283802 0.2463008
## spam 0.05236908 0.2995841
##
## ready
## Y [,1] [,2]
## ham 0.02900491 0.2344396
## spam 0.08977556 0.3767230
##
## real
## Y [,1] [,2]
## ham 0.1146809 0.4489705
## spam 0.1496259 0.9604978
##
## reality
## Y [,1] [,2]
## ham 0.017849174 0.17072068
## spam 0.007481297 0.08627798
##
## realize
## Y [,1] [,2]
## ham 0.01472557 0.1276750
## spam 0.01246883 0.1111042
##
## really
## Y [,1] [,2]
## ham 0.19901830 0.6200655
## spam 0.07481297 0.4294054
##
## realtime
## Y [,1] [,2]
## ham 0.034805890 0.21473108
## spam 0.007481297 0.08627798
##
## reason
## Y [,1] [,2]
## ham 0.05711736 0.2610837
## spam 0.06982544 0.3318316
##
## reasons
## Y [,1] [,2]
## ham 0.02588130 0.1722992
## spam 0.01995012 0.1720494
##
## rebuild
## Y [,1] [,2]
## ham 0.02498884 0.2222055
## spam 0.00000000 0.0000000
##
## receive
## Y [,1] [,2]
## ham 0.06604195 0.373345
## spam 0.66832918 1.338738
##
## received
## Y [,1] [,2]
## ham 5.467202 2.649784
## spam 5.000000 1.917029
##
## receiving
## Y [,1] [,2]
## ham 0.04373048 0.2130920
## spam 0.15461347 0.4427583
##
## recent
## Y [,1] [,2]
## ham 0.05711736 0.3358684
## spam 0.04239401 0.3945862
##
## recently
## Y [,1] [,2]
## ham 0.05845605 0.3752037
## spam 0.05735661 0.2901758
##
## recommend
## Y [,1] [,2]
## ham 0.016064257 0.1515127
## spam 0.009975062 0.0995000
##
## record
## Y [,1] [,2]
## ham 0.04417671 0.2627350
## spam 0.02743142 0.3267195
##
## red
## Y [,1] [,2]
## ham 0.11244980 0.5838843
## spam 0.03491272 0.3142898
##
## redhat
## Y [,1] [,2]
## ham 0.02989737 0.2059352
## spam 0.00000000 0.0000000
##
## reduce
## Y [,1] [,2]
## ham 0.017849174 0.1951259
## spam 0.007481297 0.1115522
##
## refer
## Y [,1] [,2]
## ham 0.01427934 0.1223707
## spam 0.00000000 0.0000000
##
## reference
## Y [,1] [,2]
## ham 0.02543507 0.3507328
## spam 0.01995012 0.1568471
##
## references
## Y [,1] [,2]
## ham 0.29406515 0.4673305
## spam 0.01246883 0.1111042
##
## regarding
## Y [,1] [,2]
## ham 0.009370817 0.1093879
## spam 0.042394015 0.3817044
##
## regards
## Y [,1] [,2]
## ham 0.03346720 0.1964983
## spam 0.04987531 0.2179592
##
## register
## Y [,1] [,2]
## ham 0.03480589 0.2364971
## spam 0.06483791 0.4591139
##
## registered
## Y [,1] [,2]
## ham 0.03569835 0.2438019
## spam 0.10723192 0.4312454
##
## regular
## Y [,1] [,2]
## ham 0.02097278 0.2026766
## spam 0.03491272 0.1969214
##
## related
## Y [,1] [,2]
## ham 0.02632753 0.1709306
## spam 0.02743142 0.1781731
##
## relationship
## Y [,1] [,2]
## ham 0.02409639 0.3332060
## spam 0.01246883 0.1111042
##
## release
## Y [,1] [,2]
## ham 0.12539045 0.595281
## spam 0.08977556 1.257744
##
## released
## Y [,1] [,2]
## ham 0.039268184 0.30070186
## spam 0.007481297 0.08627798
##
## releases
## Y [,1] [,2]
## ham 0.02186524 0.1635660
## spam 0.01246883 0.2057769
##
## relevant
## Y [,1] [,2]
## ham 0.01695672 0.1484378
## spam 0.02992519 0.1977429
##
## remain
## Y [,1] [,2]
## ham 0.01874163 0.2167257
## spam 0.02493766 0.1984353
##
## remains
## Y [,1] [,2]
## ham 0.02409639 0.2301967
## spam 0.02244389 0.2387363
##
## remember
## Y [,1] [,2]
## ham 0.05890228 0.4659020
## spam 0.10473815 0.6848376
##
## remote
## Y [,1] [,2]
## ham 0.02141901 0.1729109
## spam 0.01995012 0.1860134
##
## removal
## Y [,1] [,2]
## ham 0.005800982 0.09665057
## spam 0.152119701 0.47885462
##
## remove
## Y [,1] [,2]
## ham 0.05131638 0.3055284
## spam 0.25436409 0.5245352
##
## removed
## Y [,1] [,2]
## ham 0.04239179 0.2245758
## spam 0.31421446 0.6172702
##
## replace
## Y [,1] [,2]
## ham 0.01606426 0.1515127
## spam 0.01995012 0.3075728
##
## reply
## Y [,1] [,2]
## ham 0.02989737 0.2015530
## spam 0.26932668 0.6060378
##
## replyby
## Y [,1] [,2]
## ham 0.01160196 0.1071097
## spam 0.00000000 0.0000000
##
## replyto
## Y [,1] [,2]
## ham 0.2846943 0.4650101
## spam 0.4588529 0.4989265
##
## report
## Y [,1] [,2]
## ham 0.1120036 0.5340575
## spam 0.5760599 4.2731517
##
## reported
## Y [,1] [,2]
## ham 0.16376618 0.4293360
## spam 0.01745636 0.1311279
##
## reporting
## Y [,1] [,2]
## ham 0.016956716 0.19290501
## spam 0.007481297 0.08627798
##
## reports
## Y [,1] [,2]
## ham 0.05934851 0.3239727
## spam 0.15211970 1.1723062
##
## repository
## Y [,1] [,2]
## ham 0.01784917 0.1626868
## spam 0.00000000 0.0000000
##
## request
## Y [,1] [,2]
## ham 0.01383311 0.1441898
## spam 0.13466334 0.5493819
##
## requests
## Y [,1] [,2]
## ham 0.01249442 0.1395947
## spam 0.02743142 0.1635409
##
## require
## Y [,1] [,2]
## ham 0.02855868 0.2296856
## spam 0.02493766 0.1561299
##
## required
## Y [,1] [,2]
## ham 0.8192771 0.4835727
## spam 0.1221945 0.3775330
##
## requirements
## Y [,1] [,2]
## ham 0.02721999 0.2968131
## spam 0.02244389 0.2049268
##
## requires
## Y [,1] [,2]
## ham 0.03257474 0.2242269
## spam 0.02493766 0.1561299
##
## research
## Y [,1] [,2]
## ham 0.04819277 0.3772523
## spam 0.04738155 0.2832832
##
## reserved
## Y [,1] [,2]
## ham 0.08032129 0.2767333
## spam 0.01246883 0.1653606
##
## resources
## Y [,1] [,2]
## ham 0.03435966 0.4697807
## spam 0.04488778 0.3049263
##
## respect
## Y [,1] [,2]
## ham 0.04105310 0.3004633
## spam 0.03491272 0.2092321
##
## respond
## Y [,1] [,2]
## ham 0.01249442 0.1427569
## spam 0.02992519 0.2812512
##
## response
## Y [,1] [,2]
## ham 0.02945114 0.2049131
## spam 0.18204489 1.0555931
##
## rest
## Y [,1] [,2]
## ham 0.03614458 0.2216741
## spam 0.03241895 0.2155142
##
## result
## Y [,1] [,2]
## ham 0.03971441 0.3557345
## spam 0.03491272 0.2525432
##
## resulting
## Y [,1] [,2]
## ham 0.012048193 0.11314241
## spam 0.002493766 0.04993762
##
## results
## Y [,1] [,2]
## ham 0.08165997 0.4696390
## spam 0.06234414 0.3722949
##
## retail
## Y [,1] [,2]
## ham 0.008924587 0.1114465
## spam 0.062344140 0.2420816
##
## return
## Y [,1] [,2]
## ham 0.06425703 0.7406401
## spam 0.08229426 0.5483710
##
## returned
## Y [,1] [,2]
## ham 0.01472557 0.1276750
## spam 0.02244389 0.1643016
##
## returnpath
## Y [,1] [,2]
## ham 1.012494 0.1427569
## spam 1.032419 0.2853881
##
## revealed
## Y [,1] [,2]
## ham 0.01338688 0.1329581
## spam 0.01496259 0.1215548
##
## revenue
## Y [,1] [,2]
## ham 0.01561803 0.1987162
## spam 0.01496259 0.1406256
##
## review
## Y [,1] [,2]
## ham 0.06693440 0.3963899
## spam 0.02743142 0.2162074
##
## reviews
## Y [,1] [,2]
## ham 0.025881303 0.24321038
## spam 0.002493766 0.04993762
##
## reviewsfonta
## Y [,1] [,2]
## ham 0.01874163 0.1356414
## spam 0.00000000 0.0000000
##
## revision
## Y [,1] [,2]
## ham 0.02498884 0.2505357
## spam 0.05236908 0.2230485
##
## right
## Y [,1] [,2]
## ham 0.2204373 0.6972855
## spam 0.2194514 0.8554067
##
## rights
## Y [,1] [,2]
## ham 0.1182508 0.4480431
## spam 0.1097257 1.4638751
##
## risk
## Y [,1] [,2]
## ham 0.02008032 0.2237030
## spam 0.16708229 0.6078764
##
## road
## Y [,1] [,2]
## ham 0.02052655 0.1781048
## spam 0.05236908 0.5698690
##
## rob
## Y [,1] [,2]
## ham 0.02008032 0.2256898
## spam 0.01496259 0.1725560
##
## robert
## Y [,1] [,2]
## ham 0.06782686 0.3229954
## spam 0.03241895 0.5064054
##
## rogers
## Y [,1] [,2]
## ham 0.02052655 0.1948623
## spam 0.00000000 0.0000000
##
## rohit
## Y [,1] [,2]
## ham 0.2717537 0.5241924
## spam 0.0000000 0.0000000
##
## role
## Y [,1] [,2]
## ham 0.02365016 0.2292715
## spam 0.01246883 0.2057769
##
## roman
## Y [,1] [,2]
## ham 0.02632753 0.2020505
## spam 0.14713217 0.6291248
##
## room
## Y [,1] [,2]
## ham 0.029004909 0.27799881
## spam 0.004987531 0.07053412
##
## root
## Y [,1] [,2]
## ham 0.04774654 0.4501444
## spam 0.01496259 0.2996257
##
## rootlocalhost
## Y [,1] [,2]
## ham 0.03926818 0.2486970
## spam 0.09476309 0.3619358
##
## rootlughtuathaorg
## Y [,1] [,2]
## ham 0.02320393 0.1505843
## spam 0.08478803 0.2789140
##
## round
## Y [,1] [,2]
## ham 0.015618028 0.1376677
## spam 0.007481297 0.1115522
##
## rowspan
## Y [,1] [,2]
## ham 0.09995538 0.7101339
## spam 0.04239401 0.3683724
##
## rowspand
## Y [,1] [,2]
## ham 0.02186524 0.2972558
## spam 0.05486284 0.2387102
##
## rowspanimg
## Y [,1] [,2]
## ham 0.125836680 0.9191694
## spam 0.009975062 0.1577981
##
## rpm
## Y [,1] [,2]
## ham 0.1932173 0.8137592
## spam 0.0000000 0.0000000
##
## rpmforgenet
## Y [,1] [,2]
## ham 0.01115573 0.1050534
## spam 0.00000000 0.0000000
##
## rpmlist
## Y [,1] [,2]
## ham 0.1053101 0.3466336
## spam 0.0000000 0.0000000
##
## rpmlistadminfreshrpmsnet
## Y [,1] [,2]
## ham 0.09638554 0.3128075
## spam 0.00000000 0.0000000
##
## rpmlistfreshrpmsnet
## Y [,1] [,2]
## ham 0.280232 0.9253412
## spam 0.000000 0.0000000
##
## rpms
## Y [,1] [,2]
## ham 0.02989737 0.2245997
## spam 0.00000000 0.0000000
##
## rpmzzzlistadminfreshrpmsnet
## Y [,1] [,2]
## ham 0.2788934 0.8723664
## spam 0.0000000 0.0000000
##
## rpmzzzlistfreshrpmsnet
## Y [,1] [,2]
## ham 0.3712628 1.162876
## spam 0.0000000 0.000000
##
## rss
## Y [,1] [,2]
## ham 0.05310129 0.7085829
## spam 0.00000000 0.0000000
##
## rssfeedsexamplecom
## Y [,1] [,2]
## ham 0.4582776 0.8510364
## spam 0.0000000 0.0000000
##
## rssfeedsjmasonorg
## Y [,1] [,2]
## ham 0.2204373 0.4146341
## spam 0.0000000 0.0000000
##
## rule
## Y [,1] [,2]
## ham 0.04283802 0.423573
## spam 0.00000000 0.000000
##
## rules
## Y [,1] [,2]
## ham 0.048639000 0.3546240
## spam 0.009975062 0.1220666
##
## run
## Y [,1] [,2]
## ham 0.18206158 0.7281701
## spam 0.05985037 0.2576994
##
## running
## Y [,1] [,2]
## ham 0.12137439 0.454632
## spam 0.01496259 0.172556
##
## runs
## Y [,1] [,2]
## ham 0.031236055 0.20464852
## spam 0.004987531 0.07053412
##
## russell
## Y [,1] [,2]
## ham 0.02008032 0.1717769
## spam 0.00000000 0.0000000
##
## sadev
## Y [,1] [,2]
## ham 0.02766622 0.1720215
## spam 0.00000000 0.0000000
##
## safe
## Y [,1] [,2]
## ham 0.02141901 0.1970450
## spam 0.02493766 0.2106574
##
## said
## Y [,1] [,2]
## ham 0.31726908 1.5790794
## spam 0.09226933 0.4679371
##
## sale
## Y [,1] [,2]
## ham 0.02454261 0.2686359
## spam 0.06234414 0.3370512
##
## sales
## Y [,1] [,2]
## ham 0.04373048 0.6180739
## spam 0.14214464 0.5359519
##
## san
## Y [,1] [,2]
## ham 0.03391343 0.3255645
## spam 0.02244389 0.3193666
##
## sans
## Y [,1] [,2]
## ham 0.30298974 2.8541378
## spam 0.05985037 0.4651978
##
## sansserif
## Y [,1] [,2]
## ham 0.2164212 2.207944
## spam 1.0024938 3.443471
##
## saou
## Y [,1] [,2]
## ham 0.06782686 0.325748
## spam 0.00000000 0.000000
##
## sat
## Y [,1] [,2]
## ham 0.3824186 1.418825
## spam 0.5187032 1.515016
##
## satalk
## Y [,1] [,2]
## ham 0.052655065 0.24620939
## spam 0.002493766 0.04993762
##
## saturday
## Y [,1] [,2]
## ham 0.016956716 0.15433562
## spam 0.002493766 0.04993762
##
## save
## Y [,1] [,2]
## ham 0.07050424 0.4251367
## spam 0.19950125 0.7906325
##
## saved
## Y [,1] [,2]
## ham 0.013386881 0.12606403
## spam 0.007481297 0.08627798
##
## saving
## Y [,1] [,2]
## ham 0.02008032 0.1717769
## spam 0.01496259 0.1215548
##
## saw
## Y [,1] [,2]
## ham 0.024542615 0.2066421
## spam 0.009975062 0.1410682
##
## say
## Y [,1] [,2]
## ham 0.1601963 0.5359777
## spam 0.0872818 0.4741971
##
## saying
## Y [,1] [,2]
## ham 0.04149933 0.2382419
## spam 0.01246883 0.1111042
##
## says
## Y [,1] [,2]
## ham 0.10977242 0.9831155
## spam 0.01995012 0.1720494
##
## scale
## Y [,1] [,2]
## ham 0.01472557 0.127675
## spam 0.00000000 0.000000
##
## scheme
## Y [,1] [,2]
## ham 0.024988844 0.18249343
## spam 0.007481297 0.08627798
##
## school
## Y [,1] [,2]
## ham 0.04730031 0.3279986
## spam 0.06733167 0.4614706
##
## schuman
## Y [,1] [,2]
## ham 0.03614458 0.2787666
## spam 0.00000000 0.0000000
##
## science
## Y [,1] [,2]
## ham 0.02632753 0.2750379
## spam 0.01995012 0.1400036
##
## score
## Y [,1] [,2]
## ham 0.02766622 0.2448439
## spam 0.00000000 0.0000000
##
## scores
## Y [,1] [,2]
## ham 0.01963409 0.2103739
## spam 0.00000000 0.0000000
##
## screen
## Y [,1] [,2]
## ham 0.044622936 0.28780086
## spam 0.007481297 0.08627798
##
## script
## Y [,1] [,2]
## ham 0.11378849 0.6484817
## spam 0.04239401 0.3401445
##
## scripting
## Y [,1] [,2]
## ham 0.02721999 0.1997091
## spam 0.00000000 0.0000000
##
## scroll
## Y [,1] [,2]
## ham 0.01383311 0.1168240
## spam 0.04488778 0.8502823
##
## scrollingno
## Y [,1] [,2]
## ham 0.016064257 0.12575076
## spam 0.002493766 0.04993762
##
## search
## Y [,1] [,2]
## ham 0.11958947 0.7961823
## spam 0.08977556 0.4710841
##
## searching
## Y [,1] [,2]
## ham 0.01338688 0.1658291
## spam 0.01496259 0.1406256
##
## second
## Y [,1] [,2]
## ham 0.07987506 0.3712325
## spam 0.07980050 0.3982662
##
## seconds
## Y [,1] [,2]
## ham 0.03123606 0.2002381
## spam 0.01496259 0.1215548
##
## secret
## Y [,1] [,2]
## ham 0.02766622 0.3624598
## spam 0.09725686 0.4878703
##
## secs
## Y [,1] [,2]
## ham 0.02141901 0.1537796
## spam 0.00000000 0.0000000
##
## section
## Y [,1] [,2]
## ham 0.05265506 0.3244409
## spam 0.03990025 0.2200091
##
## secure
## Y [,1] [,2]
## ham 0.06336457 0.4662743
## spam 0.07481297 0.2727435
##
## security
## Y [,1] [,2]
## ham 0.1887550 1.519686
## spam 0.1870324 0.931360
##
## sed
## Y [,1] [,2]
## ham 0.01918786 0.1769974
## spam 0.00000000 0.0000000
##
## see
## Y [,1] [,2]
## ham 0.3270861 0.9470928
## spam 0.2618454 0.8653124
##
## seeing
## Y [,1] [,2]
## ham 0.024988844 0.16717269
## spam 0.004987531 0.07053412
##
## seek
## Y [,1] [,2]
## ham 0.02052655 0.3491417
## spam 0.03740648 0.2368486
##
## seem
## Y [,1] [,2]
## ham 0.06827309 0.2962219
## spam 0.01995012 0.1568471
##
## seemed
## Y [,1] [,2]
## ham 0.020080321 0.18431386
## spam 0.004987531 0.07053412
##
## seems
## Y [,1] [,2]
## ham 0.106202588 0.3922940
## spam 0.009975062 0.1220666
##
## seen
## Y [,1] [,2]
## ham 0.07764391 0.3151601
## spam 0.07231920 0.3636714
##
## select
## Y [,1] [,2]
## ham 0.06024096 0.3725320
## spam 0.02992519 0.2215903
##
## selected
## Y [,1] [,2]
## ham 0.01784917 0.1654081
## spam 0.02743142 0.1916915
##
## selection
## Y [,1] [,2]
## ham 0.01918786 0.2571955
## spam 0.02992519 0.2100053
##
## self
## Y [,1] [,2]
## ham 0.01026328 0.1209411
## spam 0.03740648 0.1899928
##
## sell
## Y [,1] [,2]
## ham 0.04149933 0.3084672
## spam 0.12718204 0.6010693
##
## selling
## Y [,1] [,2]
## ham 0.04863900 0.2515118
## spam 0.02743142 0.1781731
##
## send
## Y [,1] [,2]
## ham 0.1530567 0.5322214
## spam 0.5935162 2.2719722
##
## sender
## Y [,1] [,2]
## ham 0.6474788 0.6308683
## spam 0.2718204 0.4779424
##
## sending
## Y [,1] [,2]
## ham 0.03168228 0.212080
## spam 0.18453865 1.010376
##
## sendmailbs
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.00000000 0.0000000
##
## senior
## Y [,1] [,2]
## ham 0.02365016 0.2785057
## spam 0.01995012 0.2227128
##
## sense
## Y [,1] [,2]
## ham 0.03971441 0.2954003
## spam 0.02743142 0.1916915
##
## sent
## Y [,1] [,2]
## ham 0.1240518 0.4191369
## spam 0.3316708 1.0208915
##
## senttozzzzexamplecomreturnsgroupsyahoocom
## Y [,1] [,2]
## ham 0.06113342 0.3818568
## spam 0.00000000 0.0000000
##
## sep
## Y [,1] [,2]
## ham 3.647925 4.402678
## spam 4.226933 3.621584
##
## separate
## Y [,1] [,2]
## ham 0.020526551 0.15390132
## spam 0.004987531 0.09987523
##
## sept
## Y [,1] [,2]
## ham 0.024542615 0.31879387
## spam 0.004987531 0.07053412
##
## september
## Y [,1] [,2]
## ham 0.14234717 0.7281309
## spam 0.02493766 0.2331878
##
## sequence
## Y [,1] [,2]
## ham 0.03257474 0.2962730
## spam 0.01246883 0.1111042
##
## sequences
## Y [,1] [,2]
## ham 0.03659081 0.3579452
## spam 0.00000000 0.0000000
##
## series
## Y [,1] [,2]
## ham 0.034359661 0.3064444
## spam 0.007481297 0.1115522
##
## serif
## Y [,1] [,2]
## ham 0.27175368 2.8475790
## spam 0.03241895 0.1909094
##
## serious
## Y [,1] [,2]
## ham 0.02320393 0.1827291
## spam 0.04488778 0.2607298
##
## seriously
## Y [,1] [,2]
## ham 0.01472557 0.1241292
## spam 0.02244389 0.1788715
##
## server
## Y [,1] [,2]
## ham 0.19589469 1.0936101
## spam 0.05486284 0.2774573
##
## servers
## Y [,1] [,2]
## ham 0.053101294 0.35524196
## spam 0.002493766 0.04993762
##
## service
## Y [,1] [,2]
## ham 0.1793842 0.6872199
## spam 0.5012469 0.8280238
##
## services
## Y [,1] [,2]
## ham 0.1365462 0.9354661
## spam 0.2144638 0.6992069
##
## servicesfonta
## Y [,1] [,2]
## ham 0.01963409 0.1387703
## spam 0.00000000 0.0000000
##
## set
## Y [,1] [,2]
## ham 0.20124944 0.6775206
## spam 0.06483791 0.4480910
##
## sets
## Y [,1] [,2]
## ham 0.039714413 0.31301060
## spam 0.002493766 0.04993762
##
## setting
## Y [,1] [,2]
## ham 0.021865239 0.15225772
## spam 0.004987531 0.09987523
##
## settlement
## Y [,1] [,2]
## ham 0.01963409 0.1624809
## spam 0.06733167 0.9181259
##
## setup
## Y [,1] [,2]
## ham 0.03257474 0.4197268
## spam 0.02743142 0.2043175
##
## seven
## Y [,1] [,2]
## ham 0.01026328 0.1051443
## spam 0.04987531 0.5074507
##
## several
## Y [,1] [,2]
## ham 0.06559572 0.3157739
## spam 0.07231920 0.3902010
##
## sex
## Y [,1] [,2]
## ham 0.03212851 0.3284751
## spam 0.04738155 0.3940170
##
## sfnet
## Y [,1] [,2]
## ham 0.20258813 0.6239366
## spam 0.02743142 0.2274767
##
## shape
## Y [,1] [,2]
## ham 0.01427934 0.1361837
## spam 0.04239401 0.2017381
##
## share
## Y [,1] [,2]
## ham 0.05310129 0.3602336
## spam 0.07730673 0.3106585
##
## shared
## Y [,1] [,2]
## ham 0.02320393 0.2121251
## spam 0.01246883 0.1111042
##
## shares
## Y [,1] [,2]
## ham 0.01294065 0.1313133
## spam 0.02992519 0.2215903
##
## sharing
## Y [,1] [,2]
## ham 0.02365016 0.2193197
## spam 0.01246883 0.1111042
##
## ship
## Y [,1] [,2]
## ham 0.013386881 0.12606403
## spam 0.004987531 0.07053412
##
## shipping
## Y [,1] [,2]
## ham 0.01651049 0.2337477
## spam 0.12219451 0.8200800
##
## shop
## Y [,1] [,2]
## ham 0.01249442 0.1813271
## spam 0.04488778 0.2407905
##
## shopping
## Y [,1] [,2]
## ham 0.01294065 0.1442727
## spam 0.01995012 0.1400036
##
## short
## Y [,1] [,2]
## ham 0.04373048 0.3230121
## spam 0.05236908 0.2641034
##
## shot
## Y [,1] [,2]
## ham 0.020526551 0.16509707
## spam 0.004987531 0.07053412
##
## shouldnt
## Y [,1] [,2]
## ham 0.01874163 0.1482229
## spam 0.00000000 0.0000000
##
## show
## Y [,1] [,2]
## ham 0.08433735 0.4188954
## spam 0.09975062 0.4743679
##
## showing
## Y [,1] [,2]
## ham 0.015618028 0.13438579
## spam 0.002493766 0.04993762
##
## shows
## Y [,1] [,2]
## ham 0.03480589 0.2307646
## spam 0.02992519 0.2325989
##
## side
## Y [,1] [,2]
## ham 0.03212851 0.2424639
## spam 0.01496259 0.1406256
##
## sidebyside
## Y [,1] [,2]
## ham 0.013386881 0.11495029
## spam 0.002493766 0.04993762
##
## sign
## Y [,1] [,2]
## ham 0.03480589 0.2922245
## spam 0.04987531 0.2692698
##
## signature
## Y [,1] [,2]
## ham 0.12896029 0.6477056
## spam 0.01246883 0.1316972
##
## signed
## Y [,1] [,2]
## ham 0.03123606 0.2214134
## spam 0.05236908 0.3532005
##
## significant
## Y [,1] [,2]
## ham 0.02543507 0.1908045
## spam 0.02244389 0.2863477
##
## signs
## Y [,1] [,2]
## ham 0.01740295 0.2393455
## spam 0.00000000 0.0000000
##
## similar
## Y [,1] [,2]
## ham 0.06738063 0.3319487
## spam 0.02992519 0.1846679
##
## simple
## Y [,1] [,2]
## ham 0.04462294 0.2513692
## spam 0.21446384 0.7673919
##
## simply
## Y [,1] [,2]
## ham 0.06157965 0.2999271
## spam 0.13715711 0.4512659
##
## since
## Y [,1] [,2]
## ham 0.1758144 0.6555836
## spam 0.1072319 0.5576491
##
## sincerely
## Y [,1] [,2]
## ham 0.004016064 0.06325916
## spam 0.052369077 0.22304848
##
## single
## Y [,1] [,2]
## ham 0.07050424 0.4375563
## spam 0.01745636 0.1311279
##
## singledrop
## Y [,1] [,2]
## ham 0.8781794 0.3271515
## spam 0.9177057 0.2751558
##
## site
## Y [,1] [,2]
## ham 0.1811691 0.9641904
## spam 0.1970075 0.8476975
##
## sites
## Y [,1] [,2]
## ham 0.05890228 0.4098262
## spam 0.19451372 0.7694607
##
## sitting
## Y [,1] [,2]
## ham 0.016510486 0.14998380
## spam 0.004987531 0.07053412
##
## situation
## Y [,1] [,2]
## ham 0.02275770 0.1740271
## spam 0.04488778 0.2792491
##
## six
## Y [,1] [,2]
## ham 0.0258813 0.1942234
## spam 0.0872818 0.3533594
##
## size
## Y [,1] [,2]
## ham 1.013833 5.538202
## spam 1.097257 3.356042
##
## sizea
## Y [,1] [,2]
## ham 0.1169121 1.0302065
## spam 0.1072319 0.8221755
##
## sizeb
## Y [,1] [,2]
## ham 0.06425703 0.7890849
## spam 0.01246883 0.1111042
##
## sized
## Y [,1] [,2]
## ham 0.07407407 1.033308
## spam 1.29925187 4.086591
##
## sizeda
## Y [,1] [,2]
## ham 0.02008032 0.2723053
## spam 0.02992519 0.1846679
##
## sizefont
## Y [,1] [,2]
## ham 0.05934851 0.5570597
## spam 0.07980050 0.4166725
##
## sizeimg
## Y [,1] [,2]
## ham 0.03078983 0.2713027
## spam 0.00000000 0.0000000
##
## sizejuly
## Y [,1] [,2]
## ham 0.01338688 0.1149503
## spam 0.00000000 0.0000000
##
## sizetable
## Y [,1] [,2]
## ham 0.01740295 0.1307965
## spam 0.00000000 0.0000000
##
## skip
## Y [,1] [,2]
## ham 0.03257474 0.2377555
## spam 0.02493766 0.4993762
##
## slacknet
## Y [,1] [,2]
## ham 0.01874163 0.1356414
## spam 0.00000000 0.0000000
##
## slashdotorg
## Y [,1] [,2]
## ham 0.02141901 0.1448088
## spam 0.00000000 0.0000000
##
## slightly
## Y [,1] [,2]
## ham 0.014279340 0.12237067
## spam 0.002493766 0.04993762
##
## slow
## Y [,1] [,2]
## ham 0.024096386 0.17255796
## spam 0.007481297 0.08627798
##
## small
## Y [,1] [,2]
## ham 0.07764391 0.4573263
## spam 0.10224439 0.6058217
##
## smart
## Y [,1] [,2]
## ham 0.024542615 0.23684134
## spam 0.004987531 0.07053412
##
## smtp
## Y [,1] [,2]
## ham 0.5693887 0.9066865
## spam 0.9725686 0.8010903
##
## smtpsvc
## Y [,1] [,2]
## ham 0.03078983 0.1727864
## spam 0.12967581 0.3363661
##
## snap
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## social
## Y [,1] [,2]
## ham 0.03123606 0.2498334
## spam 0.07231920 0.3704819
##
## society
## Y [,1] [,2]
## ham 0.03837573 0.3358755
## spam 0.03491272 0.3373100
##
## software
## Y [,1] [,2]
## ham 0.2967425 1.431730
## spam 0.3017456 0.977866
##
## sold
## Y [,1] [,2]
## ham 0.01427934 0.1487193
## spam 0.04738155 0.2554396
##
## solid
## Y [,1] [,2]
## ham 0.14413208 1.1975506
## spam 0.03740648 0.3179579
##
## solution
## Y [,1] [,2]
## ham 0.046407854 0.2921393
## spam 0.009975062 0.0995000
##
## solutions
## Y [,1] [,2]
## ham 0.03257474 0.2870898
## spam 0.02992519 0.2431095
##
## solve
## Y [,1] [,2]
## ham 0.01383311 0.1502545
## spam 0.01995012 0.1720494
##
## somebody
## Y [,1] [,2]
## ham 0.017402945 0.16135764
## spam 0.002493766 0.04993762
##
## somehow
## Y [,1] [,2]
## ham 0.01561803 0.1376677
## spam 0.01496259 0.1215548
##
## someone
## Y [,1] [,2]
## ham 0.10575636 0.4340094
## spam 0.04738155 0.2241637
##
## something
## Y [,1] [,2]
## ham 0.19589469 0.5399249
## spam 0.05985037 0.3262039
##
## sometimes
## Y [,1] [,2]
## ham 0.038821954 0.2549707
## spam 0.009975062 0.0995000
##
## somewhere
## Y [,1] [,2]
## ham 0.02409639 0.1699511
## spam 0.00000000 0.0000000
##
## soon
## Y [,1] [,2]
## ham 0.05131638 0.2614337
## spam 0.05735661 0.2630627
##
## sorry
## Y [,1] [,2]
## ham 0.02632753 0.1760766
## spam 0.01496259 0.1215548
##
## sort
## Y [,1] [,2]
## ham 0.052655065 0.27853788
## spam 0.004987531 0.07053412
##
## sorts
## Y [,1] [,2]
## ham 0.012494422 0.11886772
## spam 0.004987531 0.07053412
##
## sound
## Y [,1] [,2]
## ham 0.042838019 0.29420561
## spam 0.004987531 0.07053412
##
## sounds
## Y [,1] [,2]
## ham 0.024542615 0.1685682
## spam 0.009975062 0.0995000
##
## source
## Y [,1] [,2]
## ham 0.12226685 0.7501485
## spam 0.04239401 0.2840744
##
## sources
## Y [,1] [,2]
## ham 0.02186524 0.1689365
## spam 0.03241895 0.2764894
##
## south
## Y [,1] [,2]
## ham 0.02097278 0.1936656
## spam 0.07980050 0.7507436
##
## space
## Y [,1] [,2]
## ham 0.05042392 0.4190242
## spam 0.01745636 0.1311279
##
## spain
## Y [,1] [,2]
## ham 0.01695672 0.1391230
## spam 0.05735661 0.5515451
##
## spam
## Y [,1] [,2]
## ham 0.3444891 1.7315423
## spam 0.0798005 0.3295694
##
## spamassassin
## Y [,1] [,2]
## ham 0.181169121 0.66896954
## spam 0.002493766 0.04993762
##
## spamassassindevel
## Y [,1] [,2]
## ham 0.01740295 0.1341662
## spam 0.00000000 0.0000000
##
## spamassassindeveladminexamplesourceforgenet
## Y [,1] [,2]
## ham 0.04819277 0.3772523
## spam 0.00000000 0.0000000
##
## spamassassindeveladminlistssourceforgenet
## Y [,1] [,2]
## ham 0.01606426 0.1257508
## spam 0.00000000 0.0000000
##
## spamassassindevelexamplesourceforgenet
## Y [,1] [,2]
## ham 0.05488621 0.407655
## spam 0.00000000 0.000000
##
## spamassassindevellistssourceforgenet
## Y [,1] [,2]
## ham 0.04997769 0.3538074
## spam 0.00000000 0.0000000
##
## spamassassintalk
## Y [,1] [,2]
## ham 0.053547523 0.25840712
## spam 0.002493766 0.04993762
##
## spamassassintalkadminexamplesourceforgenet
## Y [,1] [,2]
## ham 0.1334226 0.6264649
## spam 0.0000000 0.0000000
##
## spamassassintalkadminlistssourceforgenet
## Y [,1] [,2]
## ham 0.045961624 0.2238721
## spam 0.009975062 0.1997505
##
## spamassassintalkexamplesourceforgenet
## Y [,1] [,2]
## ham 0.1378849 0.634708
## spam 0.0000000 0.000000
##
## spamassassintalklistssourceforgenet
## Y [,1] [,2]
## ham 0.12405176 0.5838273
## spam 0.01496259 0.2996257
##
## spambayes
## Y [,1] [,2]
## ham 0.06024096 0.2979599
## spam 0.00000000 0.0000000
##
## spamd
## Y [,1] [,2]
## ham 0.02632753 0.2877302
## spam 0.00000000 0.0000000
##
## spammers
## Y [,1] [,2]
## ham 0.02855868 0.3205549
## spam 0.00000000 0.0000000
##
## spamphrase
## Y [,1] [,2]
## ham 0.03882195 0.2252206
## spam 0.00000000 0.0000000
##
## spamphrasexloop
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## span
## Y [,1] [,2]
## ham 0.04283802 0.5386357
## spam 0.02743142 0.2678538
##
## speak
## Y [,1] [,2]
## ham 0.019634092 0.1705245
## spam 0.007481297 0.1115522
##
## speaking
## Y [,1] [,2]
## ham 0.02320393 0.1647419
## spam 0.00000000 0.0000000
##
## spec
## Y [,1] [,2]
## ham 0.02811245 0.2598325
## spam 0.00000000 0.0000000
##
## special
## Y [,1] [,2]
## ham 0.06068719 0.2848453
## spam 0.29177057 0.8585785
##
## specific
## Y [,1] [,2]
## ham 0.03614458 0.2428185
## spam 0.05486284 0.3032862
##
## specifically
## Y [,1] [,2]
## ham 0.02320393 0.1851561
## spam 0.01995012 0.1720494
##
## speech
## Y [,1] [,2]
## ham 0.03971441 0.4159034
## spam 0.00000000 0.0000000
##
## speed
## Y [,1] [,2]
## ham 0.04060687 0.2952789
## spam 0.01745636 0.1489782
##
## spend
## Y [,1] [,2]
## ham 0.02632753 0.1953096
## spam 0.01745636 0.1489782
##
## spending
## Y [,1] [,2]
## ham 0.02008032 0.2296118
## spam 0.01745636 0.1311279
##
## spent
## Y [,1] [,2]
## ham 0.027219991 0.204131
## spam 0.009975062 0.099500
##
## spider
## Y [,1] [,2]
## ham 0.0151718 0.12936
## spam 0.0000000 0.00000
##
## sponsor
## Y [,1] [,2]
## ham 0.041053101 0.21980421
## spam 0.007481297 0.08627798
##
## sponsored
## Y [,1] [,2]
## ham 0.10798751 0.3496599
## spam 0.01246883 0.1111042
##
## spring
## Y [,1] [,2]
## ham 0.026773762 0.1747365
## spam 0.009975062 0.0995000
##
## srchttpartvcomcnetdinlftgif
## Y [,1] [,2]
## ham 0.01874163 0.1356414
## spam 0.00000000 0.0000000
##
## srchttpgservcnetzdnetcomclearoutboundgifappidemidnleissue
## Y [,1] [,2]
## ham 0.01740295 0.1307965
## spam 0.00000000 0.0000000
##
## srchttphomecnetcomadsmediaimagesrhcalsofromcnetnetgif
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.00000000 0.0000000
##
## srchttphomecnetcombgif
## Y [,1] [,2]
## ham 0.4658635 4.429993
## spam 0.0000000 0.000000
##
## srchttpwwwcnetcombgif
## Y [,1] [,2]
## ham 0.735386 5.777191
## spam 0.000000 0.000000
##
## srchttpwwwcnetcomidpsmrbgif
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## srchttpwwwzdnetcombgif
## Y [,1] [,2]
## ham 0.4109772 5.128722
## spam 0.0000000 0.000000
##
## srchttpwwwzdnetcomincludeadsifcrgroup
## Y [,1] [,2]
## ham 0.01561803 0.12402
## spam 0.00000000 0.00000
##
## srchttpwwwzdnetcomincludeadsjsrgroup
## Y [,1] [,2]
## ham 0.01561803 0.12402
## spam 0.00000000 0.00000
##
## staff
## Y [,1] [,2]
## ham 0.029451138 0.2912843
## spam 0.009975062 0.0995000
##
## stand
## Y [,1] [,2]
## ham 0.01784917 0.1808784
## spam 0.01745636 0.1311279
##
## standard
## Y [,1] [,2]
## ham 0.04819277 0.3842869
## spam 0.07481297 0.3992356
##
## standards
## Y [,1] [,2]
## ham 0.02632753 0.3892797
## spam 0.01496259 0.1574025
##
## start
## Y [,1] [,2]
## ham 0.1133423 0.5137446
## spam 0.2269327 0.9115223
##
## started
## Y [,1] [,2]
## ham 0.0410531 0.2429571
## spam 0.1022444 0.5933127
##
## starting
## Y [,1] [,2]
## ham 0.04417671 0.426063
## spam 0.04738155 0.381116
##
## starts
## Y [,1] [,2]
## ham 0.02186524 0.1608135
## spam 0.01246883 0.1316972
##
## startup
## Y [,1] [,2]
## ham 0.01963409 0.1903194
## spam 0.02244389 0.2280241
##
## state
## Y [,1] [,2]
## ham 0.08032129 0.6427974
## spam 0.29426434 2.3480187
##
## statement
## Y [,1] [,2]
## ham 0.02677376 0.3108123
## spam 0.04488778 0.7056770
##
## states
## Y [,1] [,2]
## ham 0.1664436 3.625118
## spam 0.2518703 2.538484
##
## statistics
## Y [,1] [,2]
## ham 0.02141901 0.1649836
## spam 0.01246883 0.1111042
##
## status
## Y [,1] [,2]
## ham 0.06068719 0.2720184
## spam 0.08229426 0.3251319
##
## stay
## Y [,1] [,2]
## ham 0.02231147 0.2058133
## spam 0.02244389 0.1643016
##
## step
## Y [,1] [,2]
## ham 0.02231147 0.1803821
## spam 0.14463840 1.3130223
##
## steps
## Y [,1] [,2]
## ham 0.01918786 0.2373354
## spam 0.02244389 0.1788715
##
## steve
## Y [,1] [,2]
## ham 0.042391789 0.37379137
## spam 0.004987531 0.07053412
##
## stick
## Y [,1] [,2]
## ham 0.01651049 0.134279
## spam 0.00000000 0.000000
##
## still
## Y [,1] [,2]
## ham 0.2155288 0.6156079
## spam 0.0798005 0.3059673
##
## stock
## Y [,1] [,2]
## ham 0.06782686 0.7611347
## spam 0.08728180 0.6283811
##
## stocks
## Y [,1] [,2]
## ham 0.02855868 0.3523976
## spam 0.03241895 0.3484916
##
## stop
## Y [,1] [,2]
## ham 0.07318162 0.3218239
## spam 0.03740648 0.2847758
##
## storage
## Y [,1] [,2]
## ham 0.035698349 0.28279862
## spam 0.002493766 0.04993762
##
## store
## Y [,1] [,2]
## ham 0.04551539 0.3143569
## spam 0.03491272 0.2525432
##
## stories
## Y [,1] [,2]
## ham 0.03480589 0.2829099
## spam 0.01995012 0.1400036
##
## story
## Y [,1] [,2]
## ham 0.08210620 0.4643027
## spam 0.02743142 0.1916915
##
## straight
## Y [,1] [,2]
## ham 0.017849174 0.1452922
## spam 0.009975062 0.1410682
##
## strange
## Y [,1] [,2]
## ham 0.016064257 0.14239922
## spam 0.007481297 0.08627798
##
## strategy
## Y [,1] [,2]
## ham 0.03302097 0.6216182
## spam 0.02743142 0.2382134
##
## stream
## Y [,1] [,2]
## ham 0.02498884 0.1724309
## spam 0.02244389 0.2863477
##
## streaming
## Y [,1] [,2]
## ham 0.01651049 0.1375635
## spam 0.00000000 0.0000000
##
## street
## Y [,1] [,2]
## ham 0.06202588 0.3698325
## spam 0.05985037 0.3337798
##
## strong
## Y [,1] [,2]
## ham 0.04953146 0.4105212
## spam 0.03990025 0.2800071
##
## strongly
## Y [,1] [,2]
## ham 0.005354752 0.1033712
## spam 0.049875312 0.2179592
##
## study
## Y [,1] [,2]
## ham 0.02945114 0.2673082
## spam 0.01246883 0.1111042
##
## stuff
## Y [,1] [,2]
## ham 0.12226685 0.5246167
## spam 0.02244389 0.1923409
##
## stupid
## Y [,1] [,2]
## ham 0.027219991 0.21269905
## spam 0.002493766 0.04993762
##
## style
## Y [,1] [,2]
## ham 0.08389112 0.6471878
## spam 0.06982544 0.3675761
##
## stylecolor
## Y [,1] [,2]
## ham 0.10977242 0.9085398
## spam 0.04239401 0.8004363
##
## stylefontsize
## Y [,1] [,2]
## ham 0.1209282 1.089772
## spam 0.3341646 3.085134
##
## subject
## Y [,1] [,2]
## ham 1.161981 0.5115631
## spam 1.184539 0.6861926
##
## submit
## Y [,1] [,2]
## ham 0.04239179 0.3279895
## spam 0.02244389 0.2387363
##
## subscribe
## Y [,1] [,2]
## ham 0.028558679 0.22968558
## spam 0.007481297 0.08627798
##
## subscribed
## Y [,1] [,2]
## ham 0.05131638 0.2437602
## spam 0.05735661 0.2328132
##
## subscribers
## Y [,1] [,2]
## ham 0.01115573 0.1280365
## spam 0.02992519 0.2100053
##
## subscription
## Y [,1] [,2]
## ham 0.15975011 0.8395390
## spam 0.02493766 0.2331878
##
## subscriptionsanbspnbspa
## Y [,1] [,2]
## ham 0.0151718 0.1222632
## spam 0.0000000 0.0000000
##
## success
## Y [,1] [,2]
## ham 0.02721999 0.2288749
## spam 0.09725686 0.4878703
##
## successful
## Y [,1] [,2]
## ham 0.02945114 0.2409581
## spam 0.08728180 0.3998285
##
## suggest
## Y [,1] [,2]
## ham 0.01249442 0.1111027
## spam 0.01995012 0.1568471
##
## suggestions
## Y [,1] [,2]
## ham 0.020972780 0.14942491
## spam 0.007481297 0.08627798
##
## suite
## Y [,1] [,2]
## ham 0.02721999 0.1882006
## spam 0.03740648 0.1899928
##
## sum
## Y [,1] [,2]
## ham 0.008478358 0.1316769
## spam 0.089775561 0.3833017
##
## summer
## Y [,1] [,2]
## ham 0.03168228 0.2263359
## spam 0.01496259 0.1215548
##
## sun
## Y [,1] [,2]
## ham 0.3806336 1.441775
## spam 0.4164589 1.222141
##
## sunday
## Y [,1] [,2]
## ham 0.020526551 0.15677523
## spam 0.002493766 0.04993762
##
## supplied
## Y [,1] [,2]
## ham 0.082998661 0.27594177
## spam 0.002493766 0.04993762
##
## supply
## Y [,1] [,2]
## ham 0.009817046 0.1113714
## spam 0.024937656 0.1984353
##
## support
## Y [,1] [,2]
## ham 0.1463632 0.8649920
## spam 0.1097257 0.4504777
##
## supported
## Y [,1] [,2]
## ham 0.009817046 0.09861547
## spam 0.017456359 0.14897823
##
## supports
## Y [,1] [,2]
## ham 0.025435074 0.19080445
## spam 0.002493766 0.04993762
##
## suppose
## Y [,1] [,2]
## ham 0.01651049 0.1695439
## spam 0.00000000 0.0000000
##
## supposed
## Y [,1] [,2]
## ham 0.02320393 0.2379164
## spam 0.01745636 0.1311279
##
## sure
## Y [,1] [,2]
## ham 0.1530567 0.5081925
## spam 0.1471322 0.5922820
##
## surprised
## Y [,1] [,2]
## ham 0.009817046 0.1030430
## spam 0.024937656 0.1713959
##
## suspect
## Y [,1] [,2]
## ham 0.018741633 0.14517977
## spam 0.004987531 0.07053412
##
## swe
## Y [,1] [,2]
## ham 0.03123606 0.2480401
## spam 0.00000000 0.0000000
##
## switch
## Y [,1] [,2]
## ham 0.02632753 0.2064222
## spam 0.00000000 0.0000000
##
## sylpheed
## Y [,1] [,2]
## ham 0.03302097 0.1836588
## spam 0.00000000 0.0000000
##
## symbol
## Y [,1] [,2]
## ham 0.011601963 0.1226536
## spam 0.009975062 0.0995000
##
## sync
## Y [,1] [,2]
## ham 0.01383311 0.116824
## spam 0.00000000 0.000000
##
## system
## Y [,1] [,2]
## ham 0.2507809 0.8358756
## spam 0.1620948 0.6604238
##
## systems
## Y [,1] [,2]
## ham 0.11021865 0.5770058
## spam 0.02244389 0.1923409
##
## table
## Y [,1] [,2]
## ham 1.663989 7.674517
## spam 2.269327 5.031131
##
## tablebr
## Y [,1] [,2]
## ham 0.015618028 0.23571071
## spam 0.007481297 0.08627798
##
## tag
## Y [,1] [,2]
## ham 0.03257474 0.222227
## spam 0.00000000 0.000000
##
## tahoma
## Y [,1] [,2]
## ham 0.1066488 0.9676718
## spam 0.1421446 1.2578730
##
## take
## Y [,1] [,2]
## ham 0.1820616 0.7617294
## spam 0.2543641 0.6404195
##
## taken
## Y [,1] [,2]
## ham 0.02855868 0.1938476
## spam 0.03990025 0.3852324
##
## takes
## Y [,1] [,2]
## ham 0.04730031 0.2454825
## spam 0.03241895 0.1773313
##
## taking
## Y [,1] [,2]
## ham 0.03882195 0.2424047
## spam 0.03241895 0.2155142
##
## talk
## Y [,1] [,2]
## ham 0.08255243 0.3431263
## spam 0.02244389 0.2387363
##
## talking
## Y [,1] [,2]
## ham 0.043730477 0.2272844
## spam 0.009975062 0.0995000
##
## target
## Y [,1] [,2]
## ham 0.02275770 0.1980252
## spam 0.01745636 0.1649076
##
## targetblank
## Y [,1] [,2]
## ham 0.319053994 2.9846988
## spam 0.007481297 0.1115522
##
## task
## Y [,1] [,2]
## ham 0.020972780 0.18662209
## spam 0.004987531 0.09987523
##
## tasks
## Y [,1] [,2]
## ham 0.02811245 0.2581086
## spam 0.00000000 0.0000000
##
## tax
## Y [,1] [,2]
## ham 0.009817046 0.1578087
## spam 0.064837905 0.4855775
##
## tbody
## Y [,1] [,2]
## ham 0.0865685 1.115877
## spam 0.2992519 1.100102
##
## tci
## Y [,1] [,2]
## ham 0.015618028 0.12402003
## spam 0.004987531 0.07053412
##
## tda
## Y [,1] [,2]
## ham 0.01160196 0.1226536
## spam 0.06982544 0.5568772
##
## tdfont
## Y [,1] [,2]
## ham 0.1994645 1.817553
## spam 0.1695761 1.414628
##
## tdimg
## Y [,1] [,2]
## ham 0.1628737 1.447219
## spam 0.2144638 1.256539
##
## tdtd
## Y [,1] [,2]
## ham 0.02588130 0.2395111
## spam 0.02992519 0.2531842
##
## tdtr
## Y [,1] [,2]
## ham 0.14100848 1.2456068
## spam 0.03740648 0.2758573
##
## tdtrtable
## Y [,1] [,2]
## ham 0.06514949 0.9747912
## spam 0.03241895 0.2155142
##
## team
## Y [,1] [,2]
## ham 0.04819277 0.3615413
## spam 0.02992519 0.1846679
##
## tech
## Y [,1] [,2]
## ham 0.140562249 0.81851425
## spam 0.004987531 0.07053412
##
## technical
## Y [,1] [,2]
## ham 0.02945114 0.2353343
## spam 0.02493766 0.1984353
##
## techniques
## Y [,1] [,2]
## ham 0.01517180 0.1327662
## spam 0.01496259 0.1215548
##
## technologies
## Y [,1] [,2]
## ham 0.07452030 0.6874367
## spam 0.01246883 0.1494796
##
## technology
## Y [,1] [,2]
## ham 0.18920125 1.815088
## spam 0.05486284 0.349260
##
## tel
## Y [,1] [,2]
## ham 0.009817046 0.09861547
## spam 0.042394015 0.48031058
##
## teledynamics
## Y [,1] [,2]
## ham 0.01651049 0.1274564
## spam 0.00000000 0.0000000
##
## telephone
## Y [,1] [,2]
## ham 0.01606426 0.1975539
## spam 0.05486284 0.2588099
##
## tell
## Y [,1] [,2]
## ham 0.07675145 0.3265066
## spam 0.07980050 0.3515906
##
## telling
## Y [,1] [,2]
## ham 0.016956716 0.14843776
## spam 0.002493766 0.04993762
##
## tells
## Y [,1] [,2]
## ham 0.01918786 0.161155
## spam 0.00000000 0.000000
##
## ten
## Y [,1] [,2]
## ham 0.02365016 0.2193197
## spam 0.01745636 0.1489782
##
## term
## Y [,1] [,2]
## ham 0.01695672 0.2288906
## spam 0.08478803 0.4275430
##
## terms
## Y [,1] [,2]
## ham 0.02677376 0.2179384
## spam 0.05985037 0.3023392
##
## test
## Y [,1] [,2]
## ham 0.09638554 0.6164344
## spam 0.05236908 0.3996882
##
## tested
## Y [,1] [,2]
## ham 0.01294065 0.1243281
## spam 0.01496259 0.1215548
##
## testing
## Y [,1] [,2]
## ham 0.037037037 0.22944608
## spam 0.007481297 0.08627798
##
## tests
## Y [,1] [,2]
## ham 0.023203927 0.20353286
## spam 0.004987531 0.09987523
##
## testsawl
## Y [,1] [,2]
## ham 0.1035252 0.3047116
## spam 0.0000000 0.0000000
##
## testsawldateinpasttnonsensefrom
## Y [,1] [,2]
## ham 0.02365016 0.1519906
## spam 0.00000000 0.0000000
##
## testsawldateinpastturicount
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.00000000 0.0000000
##
## testsawlemailattributioninreptoknownmailinglist
## Y [,1] [,2]
## ham 0.06157965 0.2404442
## spam 0.00000000 0.0000000
##
## testsawlinreptoknownmailinglistnospaminc
## Y [,1] [,2]
## ham 0.01695672 0.129138
## spam 0.00000000 0.000000
##
## testsawlinreptoknownmailinglistquotedemailtext
## Y [,1] [,2]
## ham 0.02454261 0.154761
## spam 0.00000000 0.000000
##
## testsawltnonsensefrom
## Y [,1] [,2]
## ham 0.04373048 0.2045404
## spam 0.00000000 0.0000000
##
## testsemailattributioninreptoknownmailinglist
## Y [,1] [,2]
## ham 0.02409639 0.1533827
## spam 0.00000000 0.0000000
##
## text
## Y [,1] [,2]
## ham 0.14413208 0.6642817
## spam 0.08229426 0.4480075
##
## textalign
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.05985037 1.1006403
##
## textd
## Y [,1] [,2]
## ham 0.004016064 0.06325916
## spam 0.069825436 0.25517096
##
## textdecoration
## Y [,1] [,2]
## ham 0.10887996 1.0245716
## spam 0.06483791 0.7005609
##
## texthtml
## Y [,1] [,2]
## ham 0.07005801 0.2655864
## spam 0.50374065 0.5202028
##
## textplain
## Y [,1] [,2]
## ham 0.8121374 0.4298618
## spam 0.5062344 0.5005857
##
## thank
## Y [,1] [,2]
## ham 0.02721999 0.1833950
## spam 0.10224439 0.3633455
##
## thanks
## Y [,1] [,2]
## ham 0.12940651 0.3921507
## spam 0.04488778 0.2701482
##
## thats
## Y [,1] [,2]
## ham 0.1851852 0.5740474
## spam 0.1047382 0.4626040
##
## theo
## Y [,1] [,2]
## ham 0.014279340 0.15460644
## spam 0.002493766 0.04993762
##
## theory
## Y [,1] [,2]
## ham 0.0182954 0.1497765
## spam 0.0000000 0.0000000
##
## therefore
## Y [,1] [,2]
## ham 0.01517180 0.1545214
## spam 0.04738155 0.2919750
##
## theres
## Y [,1] [,2]
## ham 0.12048193 0.4626544
## spam 0.03740648 0.1899928
##
## theyll
## Y [,1] [,2]
## ham 0.01606426 0.1423992
## spam 0.00000000 0.0000000
##
## theyre
## Y [,1] [,2]
## ham 0.04551539 0.2564850
## spam 0.01995012 0.1400036
##
## theyve
## Y [,1] [,2]
## ham 0.01874163 0.1512048
## spam 0.00000000 0.0000000
##
## thing
## Y [,1] [,2]
## ham 0.11691209 0.4388342
## spam 0.06982544 0.3874432
##
## things
## Y [,1] [,2]
## ham 0.15305667 0.5925511
## spam 0.04738155 0.2743162
##
## think
## Y [,1] [,2]
## ham 0.26952253 0.9169068
## spam 0.09725686 0.3975141
##
## thinking
## Y [,1] [,2]
## ham 0.04506917 0.4582810
## spam 0.03740648 0.2368486
##
## thinks
## Y [,1] [,2]
## ham 0.01963409 0.1481073
## spam 0.00000000 0.0000000
##
## third
## Y [,1] [,2]
## ham 0.04239179 0.3112280
## spam 0.02743142 0.1635409
##
## thomas
## Y [,1] [,2]
## ham 0.018741633 0.18566104
## spam 0.002493766 0.04993762
##
## though
## Y [,1] [,2]
## ham 0.10575636 0.4041833
## spam 0.04239401 0.2360048
##
## thought
## Y [,1] [,2]
## ham 0.08210620 0.4633402
## spam 0.02743142 0.1916915
##
## thousand
## Y [,1] [,2]
## ham 0.01115573 0.1474805
## spam 0.05985037 0.3625038
##
## thousands
## Y [,1] [,2]
## ham 0.02498884 0.1750008
## spam 0.16458853 0.6579080
##
## threadindex
## Y [,1] [,2]
## ham 0.005800982 0.07595989
## spam 0.077306733 0.26741116
##
## three
## Y [,1] [,2]
## ham 0.09460062 0.4580357
## spam 0.06234414 0.2803631
##
## throughout
## Y [,1] [,2]
## ham 0.015618028 0.12756890
## spam 0.007481297 0.08627798
##
## thu
## Y [,1] [,2]
## ham 1.575636 2.790564
## spam 1.017456 2.010521
##
## thursday
## Y [,1] [,2]
## ham 0.03212851 0.2172132
## spam 0.00000000 0.0000000
##
## thus
## Y [,1] [,2]
## ham 0.03391343 0.2953679
## spam 0.02493766 0.2331878
##
## tim
## Y [,1] [,2]
## ham 0.058009817 0.35760783
## spam 0.002493766 0.04993762
##
## time
## Y [,1] [,2]
## ham 0.5131638 1.499682
## spam 0.5985037 1.364147
##
## times
## Y [,1] [,2]
## ham 0.2663989 0.8329058
## spam 0.1546135 0.8695027
##
## timonecomcastnet
## Y [,1] [,2]
## ham 0.03391343 0.2530374
## spam 0.00000000 0.0000000
##
## tip
## Y [,1] [,2]
## ham 0.04328425 0.3372694
## spam 0.01995012 0.1860134
##
## tips
## Y [,1] [,2]
## ham 0.05310129 0.5229898
## spam 0.03491272 0.2894444
##
## tired
## Y [,1] [,2]
## ham 0.05399375 0.2504164
## spam 0.02743142 0.2274767
##
## title
## Y [,1] [,2]
## ham 0.03391343 0.2667785
## spam 0.08229426 0.4906228
##
## tlsvdescbcsha
## Y [,1] [,2]
## ham 0.028112450 0.16533099
## spam 0.004987531 0.07053412
##
## tmda
## Y [,1] [,2]
## ham 0.02052655 0.1781048
## spam 0.00000000 0.0000000
##
## tmdadeepeddyvirciocom
## Y [,1] [,2]
## ham 0.05711736 0.4985197
## spam 0.00000000 0.0000000
##
## tnonsensefrom
## Y [,1] [,2]
## ham 0.02052655 0.1418245
## spam 0.00000000 0.0000000
##
## tnonsensefromtnonsensefrom
## Y [,1] [,2]
## ham 0.1695672 1.21368
## spam 0.0000000 0.00000
##
## today
## Y [,1] [,2]
## ham 0.1191432 0.6047390
## spam 0.3167082 0.7395574
##
## todays
## Y [,1] [,2]
## ham 0.03346720 0.2240954
## spam 0.02244389 0.1643016
##
## together
## Y [,1] [,2]
## ham 0.05354752 0.3351268
## spam 0.01995012 0.1400036
##
## told
## Y [,1] [,2]
## ham 0.05845605 0.3728164
## spam 0.03990025 0.2416692
##
## tom
## Y [,1] [,2]
## ham 0.06916555 0.3537297
## spam 0.00000000 0.0000000
##
## tomorrow
## Y [,1] [,2]
## ham 0.023650156 0.19792060
## spam 0.007481297 0.08627798
##
## tomwhoreslacknet
## Y [,1] [,2]
## ham 0.02855868 0.1692582
## spam 0.00000000 0.0000000
##
## tony
## Y [,1] [,2]
## ham 0.04060687 0.3441506
## spam 0.00000000 0.0000000
##
## took
## Y [,1] [,2]
## ham 0.03659081 0.2473065
## spam 0.04239401 0.2137715
##
## tool
## Y [,1] [,2]
## ham 0.05087015 0.2772641
## spam 0.04239401 0.3401445
##
## tools
## Y [,1] [,2]
## ham 0.06425703 0.4229715
## spam 0.04987531 0.2398046
##
## top
## Y [,1] [,2]
## ham 0.1579652 0.7196478
## spam 0.1072319 0.4805961
##
## topmargin
## Y [,1] [,2]
## ham 0.01472557 0.1204791
## spam 0.03990025 0.2083362
##
## total
## Y [,1] [,2]
## ham 0.03837573 0.3037707
## spam 0.20947631 1.2613524
##
## totally
## Y [,1] [,2]
## ham 0.01651049 0.1407713
## spam 0.01995012 0.1400036
##
## touch
## Y [,1] [,2]
## ham 0.01383311 0.1277749
## spam 0.01246883 0.1494796
##
## tough
## Y [,1] [,2]
## ham 0.01338688 0.1187705
## spam 0.01246883 0.1494796
##
## toward
## Y [,1] [,2]
## ham 0.022757697 0.24443754
## spam 0.002493766 0.04993762
##
## towards
## Y [,1] [,2]
## ham 0.01606426 0.1423992
## spam 0.01496259 0.1406256
##
## town
## Y [,1] [,2]
## ham 0.013833110 0.1410597
## spam 0.007481297 0.1115522
##
## track
## Y [,1] [,2]
## ham 0.03882195 0.3131226
## spam 0.04987531 0.2179592
##
## trade
## Y [,1] [,2]
## ham 0.08344489 1.4819443
## spam 0.09476309 0.6049773
##
## traditional
## Y [,1] [,2]
## ham 0.02231147 0.2713100
## spam 0.03241895 0.3693865
##
## traffic
## Y [,1] [,2]
## ham 0.043284248 0.5545274
## spam 0.007481297 0.1115522
##
## train
## Y [,1] [,2]
## ham 0.01294065 0.1698538
## spam 0.01995012 0.1400036
##
## training
## Y [,1] [,2]
## ham 0.04908523 0.4544427
## spam 0.06234414 0.3370512
##
## transaction
## Y [,1] [,2]
## ham 0.009817046 0.1153102
## spam 0.182044888 0.8272103
##
## transfer
## Y [,1] [,2]
## ham 0.01160196 0.1189582
## spam 0.10723192 0.4647285
##
## transitionalen
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.05735661 0.2328132
##
## travel
## Y [,1] [,2]
## ham 0.01249442 0.1763344
## spam 0.02493766 0.1713959
##
## tree
## Y [,1] [,2]
## ham 0.01561803 0.1530251
## spam 0.00000000 0.0000000
##
## trees
## Y [,1] [,2]
## ham 0.01740295 0.1307965
## spam 0.00000000 0.0000000
##
## trial
## Y [,1] [,2]
## ham 0.05533244 0.4221220
## spam 0.03491272 0.2894444
##
## trick
## Y [,1] [,2]
## ham 0.014725569 0.1344866
## spam 0.009975062 0.0995000
##
## tried
## Y [,1] [,2]
## ham 0.06157965 0.3087287
## spam 0.03491272 0.2424419
##
## trouble
## Y [,1] [,2]
## ham 0.029451138 0.21134795
## spam 0.007481297 0.08627798
##
## trtable
## Y [,1] [,2]
## ham 0.042838019 0.38142563
## spam 0.002493766 0.04993762
##
## trtd
## Y [,1] [,2]
## ham 0.56804998 3.6734978
## spam 0.06483791 0.5880353
##
## trtdfont
## Y [,1] [,2]
## ham 0.02320393 0.1674299
## spam 0.01496259 0.2996257
##
## trtdimg
## Y [,1] [,2]
## ham 0.04551539 0.6378526
## spam 0.00000000 0.0000000
##
## true
## Y [,1] [,2]
## ham 0.06068719 0.2832737
## spam 0.11221945 0.4526315
##
## truly
## Y [,1] [,2]
## ham 0.020972780 0.18662209
## spam 0.007481297 0.08627798
##
## trust
## Y [,1] [,2]
## ham 0.01918786 0.1555160
## spam 0.08728180 0.4357325
##
## truth
## Y [,1] [,2]
## ham 0.01740295 0.1557260
## spam 0.03990025 0.3852324
##
## try
## Y [,1] [,2]
## ham 0.15885765 0.5077290
## spam 0.09725686 0.4775117
##
## trying
## Y [,1] [,2]
## ham 0.09549308 0.4148819
## spam 0.02992519 0.1977429
##
## tue
## Y [,1] [,2]
## ham 1.258367 2.463248
## spam 1.007481 2.140664
##
## tuesday
## Y [,1] [,2]
## ham 0.044622936 0.28780086
## spam 0.007481297 0.08627798
##
## turn
## Y [,1] [,2]
## ham 0.03614458 0.2391132
## spam 0.04987531 0.2692698
##
## turned
## Y [,1] [,2]
## ham 0.029451138 0.21134795
## spam 0.002493766 0.04993762
##
## turns
## Y [,1] [,2]
## ham 0.021419009 0.15948
## spam 0.009975062 0.09950
##
## turpin
## Y [,1] [,2]
## ham 0.01963409 0.1705245
## spam 0.00000000 0.0000000
##
## two
## Y [,1] [,2]
## ham 0.2074967 0.7028367
## spam 0.1695761 0.8192509
##
## type
## Y [,1] [,2]
## ham 0.08746095 0.5625427
## spam 0.06483791 0.3094924
##
## typedhidden
## Y [,1] [,2]
## ham 0.005354752 0.1301368
## spam 0.274314214 2.0687106
##
## typedsubmit
## Y [,1] [,2]
## ham 0.003569835 0.09442363
## spam 0.064837905 0.24654723
##
## typedtext
## Y [,1] [,2]
## ham 0.002677376 0.05168559
## spam 0.289276808 1.21906100
##
## typehidden
## Y [,1] [,2]
## ham 0.19366354 1.9511844
## spam 0.08478803 0.8705131
##
## types
## Y [,1] [,2]
## ham 0.01784917 0.1783932
## spam 0.01246883 0.1111042
##
## typesubmit
## Y [,1] [,2]
## ham 0.06425703 0.4728084
## spam 0.02743142 0.1781731
##
## typetext
## Y [,1] [,2]
## ham 0.06381080 0.4666919
## spam 0.04239401 0.5663023
##
## typetextcss
## Y [,1] [,2]
## ham 0.029004909 0.28591542
## spam 0.007481297 0.08627798
##
## typing
## Y [,1] [,2]
## ham 0.020972780 0.15528528
## spam 0.004987531 0.07053412
##
## ucnombresttdes
## Y [,1] [,2]
## ham 0.011155734 0.10505336
## spam 0.004987531 0.07053412
##
## ugly
## Y [,1] [,2]
## ham 0.013833110 0.16978344
## spam 0.004987531 0.07053412
##
## uid
## Y [,1] [,2]
## ham 0.07853637 0.3233320
## spam 0.03241895 0.1909094
##
## ultimate
## Y [,1] [,2]
## ham 0.02498884 0.1920294
## spam 0.01246883 0.1111042
##
## unable
## Y [,1] [,2]
## ham 0.011601963 0.11119952
## spam 0.002493766 0.04993762
##
## underline
## Y [,1] [,2]
## ham 0.02945114 0.3341141
## spam 0.03491272 0.6031402
##
## understand
## Y [,1] [,2]
## ham 0.04685408 0.2787731
## spam 0.07730673 0.3025041
##
## understanding
## Y [,1] [,2]
## ham 0.024542615 0.1685682
## spam 0.007481297 0.1115522
##
## underwriting
## Y [,1] [,2]
## ham 0.01963409 0.1597097
## spam 0.01745636 0.2172430
##
## unfortunately
## Y [,1] [,2]
## ham 0.019187863 0.14357508
## spam 0.004987531 0.07053412
##
## unique
## Y [,1] [,2]
## ham 0.04105310 0.2589670
## spam 0.01995012 0.1568471
##
## unit
## Y [,1] [,2]
## ham 0.016956716 0.1681778
## spam 0.009975062 0.0995000
##
## united
## Y [,1] [,2]
## ham 0.1401160 2.691919
## spam 0.2169576 2.467856
##
## university
## Y [,1] [,2]
## ham 0.04373048 0.3571429
## spam 0.01995012 0.1990000
##
## unix
## Y [,1] [,2]
## ham 0.03257474 0.3236387
## spam 0.00000000 0.0000000
##
## unknown
## Y [,1] [,2]
## ham 0.1740295 0.4687219
## spam 0.2493766 0.5767633
##
## unless
## Y [,1] [,2]
## ham 0.03703704 0.2069398
## spam 0.01246883 0.1316972
##
## unlike
## Y [,1] [,2]
## ham 0.014279340 0.1487193
## spam 0.009975062 0.1220666
##
## unseen
## Y [,1] [,2]
## ham 0.06514949 1.349684
## spam 0.00000000 0.000000
##
## unsolicited
## Y [,1] [,2]
## ham 0.01338688 0.1861240
## spam 0.09975062 0.3937321
##
## unsubscribe
## Y [,1] [,2]
## ham 0.1227131 0.5283287
## spam 0.1895262 0.5281951
##
## unsubscribed
## Y [,1] [,2]
## ham 0.003569835 0.06671983
## spam 0.069825436 0.29173999
##
## unsubscription
## Y [,1] [,2]
## ham 0.04016064 0.2318265
## spam 0.10224439 0.3033479
##
## unusual
## Y [,1] [,2]
## ham 0.011601963 0.11119952
## spam 0.004987531 0.09987523
##
## unwanted
## Y [,1] [,2]
## ham 0.008924587 0.09406853
## spam 0.049875312 0.23980458
##
## update
## Y [,1] [,2]
## ham 0.080767515 0.5028406
## spam 0.007481297 0.1115522
##
## updated
## Y [,1] [,2]
## ham 0.02409639 0.1826135
## spam 0.01496259 0.1574025
##
## updates
## Y [,1] [,2]
## ham 0.03391343 0.2366268
## spam 0.01246883 0.1111042
##
## upgrade
## Y [,1] [,2]
## ham 0.049977689 0.31225169
## spam 0.004987531 0.07053412
##
## upon
## Y [,1] [,2]
## ham 0.0562249 0.2778390
## spam 0.1022444 0.7758994
##
## url
## Y [,1] [,2]
## ham 0.27576975 0.5326711
## spam 0.02743142 0.2382134
##
## urncontentclassesmessage
## Y [,1] [,2]
## ham 0.005800982 0.07595989
## spam 0.077306733 0.26741116
##
## usa
## Y [,1] [,2]
## ham 0.04373048 0.2636577
## spam 0.06483791 0.4480910
##
## use
## Y [,1] [,2]
## ham 0.5957162 1.466245
## spam 0.3266833 1.116025
##
## used
## Y [,1] [,2]
## ham 0.1811691 0.5962851
## spam 0.0798005 0.3140318
##
## useful
## Y [,1] [,2]
## ham 0.066488175 0.34788472
## spam 0.002493766 0.04993762
##
## usefulness
## Y [,1] [,2]
## ham 0.01874163 0.154129
## spam 0.00000000 0.000000
##
## useless
## Y [,1] [,2]
## ham 0.02454261 0.1604265
## spam 0.00000000 0.0000000
##
## user
## Y [,1] [,2]
## ham 0.12048193 0.5233264
## spam 0.01745636 0.1489782
##
## useracbizmindspringcom
## Y [,1] [,2]
## ham 0.0151718 0.1222632
## spam 0.0000000 0.0000000
##
## useragent
## Y [,1] [,2]
## ham 0.1182508 0.3229769
## spam 0.0000000 0.0000000
##
## useragentpine
## Y [,1] [,2]
## ham 0.01651049 0.1274564
## spam 0.00000000 0.0000000
##
## userid
## Y [,1] [,2]
## ham 0.10352521 0.3162152
## spam 0.01995012 0.1400036
##
## users
## Y [,1] [,2]
## ham 0.2280232 0.6958038
## spam 0.2568579 0.6718326
##
## uses
## Y [,1] [,2]
## ham 0.03703704 0.2534811
## spam 0.01246883 0.1111042
##
## using
## Y [,1] [,2]
## ham 0.3061133 0.9175876
## spam 0.1446384 0.4837638
##
## usual
## Y [,1] [,2]
## ham 0.0151718 0.1455963
## spam 0.0000000 0.0000000
##
## usually
## Y [,1] [,2]
## ham 0.03257474 0.1966483
## spam 0.01246883 0.1111042
##
## uswsffwsourceforgenet
## Y [,1] [,2]
## ham 0.09817046 0.2976114
## spam 0.01496259 0.1215548
##
## uswsflistbsourceforgenet
## Y [,1] [,2]
## ham 0.09906292 0.3032621
## spam 0.01496259 0.1215548
##
## uswsflistsourceforgenet
## Y [,1] [,2]
## ham 0.29585007 0.9011033
## spam 0.04488778 0.3646643
##
## utc
## Y [,1] [,2]
## ham 0.03882195 0.2129957
## spam 0.12468828 0.3307778
##
## uvscan
## Y [,1] [,2]
## ham 0.0182954 0.1340474
## spam 0.0000000 0.0000000
##
## valhalla
## Y [,1] [,2]
## ham 0.0182954 0.1584663
## spam 0.0000000 0.0000000
##
## valid
## Y [,1] [,2]
## ham 0.01606426 0.2106767
## spam 0.05486284 0.2682956
##
## valignbottom
## Y [,1] [,2]
## ham 0.056224900 0.42306052
## spam 0.002493766 0.04993762
##
## valigndmiddle
## Y [,1] [,2]
## ham 0.005800982 0.1416179
## spam 0.059850374 0.2576994
##
## valigndtop
## Y [,1] [,2]
## ham 0.1160196 1.4129242
## spam 0.0872818 0.5829776
##
## valignmiddle
## Y [,1] [,2]
## ham 0.03926818 0.3344401
## spam 0.01496259 0.1215548
##
## valigntop
## Y [,1] [,2]
## ham 0.3913432 2.141406
## spam 0.3017456 1.485336
##
## valigntoptd
## Y [,1] [,2]
## ham 0.04506917 0.4363239
## spam 0.00000000 0.0000000
##
## valuable
## Y [,1] [,2]
## ham 0.01026328 0.1381704
## spam 0.13216958 0.5338422
##
## value
## Y [,1] [,2]
## ham 0.1267291 0.8100950
## spam 0.1396509 0.6636632
##
## valuebr
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.00000000 0.0000000
##
## valued
## Y [,1] [,2]
## ham 0.00669344 0.1351249
## spam 0.11221945 1.0246342
##
## valuego
## Y [,1] [,2]
## ham 0.03391343 0.2845913
## spam 0.00000000 0.0000000
##
## values
## Y [,1] [,2]
## ham 0.051316377 0.89520015
## spam 0.004987531 0.07053412
##
## vamm
## Y [,1] [,2]
## ham 0.19812584 0.6057876
## spam 0.03491272 0.2894444
##
## van
## Y [,1] [,2]
## ham 0.03123606 0.2234205
## spam 0.00000000 0.0000000
##
## variety
## Y [,1] [,2]
## ham 0.01383311 0.1242319
## spam 0.02493766 0.2727207
##
## various
## Y [,1] [,2]
## ham 0.05220884 0.2646524
## spam 0.01246883 0.1316972
##
## vast
## Y [,1] [,2]
## ham 0.01427934 0.1294616
## spam 0.02493766 0.1984353
##
## verdana
## Y [,1] [,2]
## ham 0.02498884 0.2281531
## spam 0.09476309 0.6640764
##
## version
## Y [,1] [,2]
## ham 0.3123606 0.8370195
## spam 0.1720698 0.4876658
##
## versioncvs
## Y [,1] [,2]
## ham 0.7550201 0.4301713
## spam 0.0000000 0.0000000
##
## versions
## Y [,1] [,2]
## ham 0.032128514 0.22725728
## spam 0.002493766 0.04993762
##
## vertical
## Y [,1] [,2]
## ham 0.031236055 0.25161397
## spam 0.002493766 0.04993762
##
## via
## Y [,1] [,2]
## ham 0.08076751 0.3575594
## spam 0.11720698 0.4623075
##
## video
## Y [,1] [,2]
## ham 0.04997769 0.4206726
## spam 0.04987531 0.3840654
##
## view
## Y [,1] [,2]
## ham 0.06871932 0.3811503
## spam 0.04738155 0.3166218
##
## vircio
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.00000000 0.0000000
##
## virtual
## Y [,1] [,2]
## ham 0.02588130 0.2775039
## spam 0.01246883 0.2057769
##
## virus
## Y [,1] [,2]
## ham 0.01784917 0.1951259
## spam 0.01246883 0.1316972
##
## viruses
## Y [,1] [,2]
## ham 0.01874163 0.1732216
## spam 0.04488778 0.2607298
##
## visit
## Y [,1] [,2]
## ham 0.07987506 0.4208316
## spam 0.16708229 0.4685229
##
## visual
## Y [,1] [,2]
## ham 0.02811245 0.3479717
## spam 0.00000000 0.0000000
##
## voice
## Y [,1] [,2]
## ham 0.028558679 0.2929013
## spam 0.009975062 0.1410682
##
## volume
## Y [,1] [,2]
## ham 0.014279340 0.1574675
## spam 0.009975062 0.0995000
##
## vspace
## Y [,1] [,2]
## ham 0.03078983 0.2471945
## spam 0.03990025 0.1959694
##
## wait
## Y [,1] [,2]
## ham 0.02721999 0.1882006
## spam 0.05486284 0.2863259
##
## waiting
## Y [,1] [,2]
## ham 0.02365016 0.1633174
## spam 0.05985037 0.2764217
##
## walk
## Y [,1] [,2]
## ham 0.01918786 0.1639018
## spam 0.02992519 0.2985000
##
## wall
## Y [,1] [,2]
## ham 0.03346720 0.3370632
## spam 0.03241895 0.2577720
##
## want
## Y [,1] [,2]
## ham 0.2481035 0.769988
## spam 0.4713217 1.095354
##
## wanted
## Y [,1] [,2]
## ham 0.04819277 0.4282414
## spam 0.03990025 0.2083362
##
## wants
## Y [,1] [,2]
## ham 0.03792950 0.2312389
## spam 0.01496259 0.1215548
##
## war
## Y [,1] [,2]
## ham 0.09995538 1.2774853
## spam 0.05985037 0.8581427
##
## warning
## Y [,1] [,2]
## ham 0.033020973 0.3847288
## spam 0.009975062 0.0995000
##
## warrant
## Y [,1] [,2]
## ham 0.020526551 0.15959740
## spam 0.004987531 0.07053412
##
## warranted
## Y [,1] [,2]
## ham 0.01651049 0.1274564
## spam 0.00000000 0.0000000
##
## warrants
## Y [,1] [,2]
## ham 0.01561803 0.12402
## spam 0.00000000 0.00000
##
## washington
## Y [,1] [,2]
## ham 0.03659081 0.4102479
## spam 0.03990025 0.2310930
##
## wasnt
## Y [,1] [,2]
## ham 0.04462294 0.2566419
## spam 0.00000000 0.0000000
##
## waste
## Y [,1] [,2]
## ham 0.009817046 0.107288
## spam 0.032418953 0.302401
##
## watch
## Y [,1] [,2]
## ham 0.02811245 0.2682857
## spam 0.02743142 0.1781731
##
## watching
## Y [,1] [,2]
## ham 0.02052655 0.1755804
## spam 0.01995012 0.1400036
##
## water
## Y [,1] [,2]
## ham 0.025435074 0.2601083
## spam 0.009975062 0.1997505
##
## way
## Y [,1] [,2]
## ham 0.3212851 0.9307914
## spam 0.2044888 0.7635966
##
## ways
## Y [,1] [,2]
## ham 0.04328425 0.2524889
## spam 0.03241895 0.2375845
##
## wcdtd
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.06733167 0.2509086
##
## wealth
## Y [,1] [,2]
## ham 0.02811245 0.3240570
## spam 0.03241895 0.3760936
##
## web
## Y [,1] [,2]
## ham 0.4431058 2.1007010
## spam 0.2369077 0.8521939
##
## webcam
## Y [,1] [,2]
## ham 0.01249442 0.1188677
## spam 0.01995012 0.1990000
##
## webmasterefiie
## Y [,1] [,2]
## ham 0.0000000 0.0000000
## spam 0.2394015 0.5937539
##
## webnotenet
## Y [,1] [,2]
## ham 0.06157965 0.3455728
## spam 0.73067332 0.8320347
##
## website
## Y [,1] [,2]
## ham 0.0379295 0.3030912
## spam 0.1022444 0.4816845
##
## wed
## Y [,1] [,2]
## ham 1.4212405 2.815800
## spam 0.9401496 1.981517
##
## wedded
## Y [,1] [,2]
## ham 0.02008032 0.1610462
## spam 0.00000000 0.0000000
##
## wednesday
## Y [,1] [,2]
## ham 0.03525212 0.2297272
## spam 0.00000000 0.0000000
##
## week
## Y [,1] [,2]
## ham 0.1526104 1.0250887
## spam 0.1346633 0.5672922
##
## weekend
## Y [,1] [,2]
## ham 0.019634092 0.20608608
## spam 0.002493766 0.04993762
##
## weekly
## Y [,1] [,2]
## ham 0.02008032 0.1914423
## spam 0.03241895 0.2035839
##
## weeks
## Y [,1] [,2]
## ham 0.06916555 0.7524601
## spam 0.17206983 1.0806563
##
## weight
## Y [,1] [,2]
## ham 0.008924587 0.1299408
## spam 0.069825436 0.4473390
##
## weird
## Y [,1] [,2]
## ham 0.01472557 0.127675
## spam 0.00000000 0.000000
##
## welch
## Y [,1] [,2]
## ham 0.02409639 0.2282492
## spam 0.00000000 0.0000000
##
## welcome
## Y [,1] [,2]
## ham 0.05979473 0.2655751
## spam 0.01745636 0.1311279
##
## well
## Y [,1] [,2]
## ham 0.2521196 0.8309183
## spam 0.2194514 0.7561221
##
## went
## Y [,1] [,2]
## ham 0.06113342 0.4218501
## spam 0.02743142 0.2162074
##
## west
## Y [,1] [,2]
## ham 0.02811245 0.2921815
## spam 0.03740648 0.3479903
##
## weve
## Y [,1] [,2]
## ham 0.04462294 0.3058490
## spam 0.03990025 0.2709317
##
## whatever
## Y [,1] [,2]
## ham 0.03882195 0.2330145
## spam 0.01995012 0.1720494
##
## whats
## Y [,1] [,2]
## ham 0.05756359 0.3417225
## spam 0.02493766 0.1984353
##
## whether
## Y [,1] [,2]
## ham 0.07452030 0.3921980
## spam 0.06234414 0.3295504
##
## white
## Y [,1] [,2]
## ham 0.04596162 0.5551166
## spam 0.08478803 0.6948331
##
## whitehead
## Y [,1] [,2]
## ham 0.01695672 0.1543356
## spam 0.00000000 0.0000000
##
## whole
## Y [,1] [,2]
## ham 0.05265506 0.2864396
## spam 0.05985037 0.3104980
##
## whose
## Y [,1] [,2]
## ham 0.02989737 0.2980569
## spam 0.03491272 0.2319010
##
## wide
## Y [,1] [,2]
## ham 0.01918786 0.1795019
## spam 0.01246883 0.1111042
##
## widely
## Y [,1] [,2]
## ham 0.012048193 0.11314241
## spam 0.002493766 0.04993762
##
## width
## Y [,1] [,2]
## ham 4.253905 23.627206
## spam 2.321696 7.916676
##
## widtha
## Y [,1] [,2]
## ham 0.04373048 0.2910222
## spam 0.04239401 0.3750977
##
## widthbr
## Y [,1] [,2]
## ham 0.0713967 0.7901674
## spam 0.0000000 0.0000000
##
## widthd
## Y [,1] [,2]
## ham 1.022758 12.05215
## spam 2.770574 8.59635
##
## widthdimg
## Y [,1] [,2]
## ham 0.05890228 1.1064391
## spam 0.05236908 0.3312863
##
## widthfont
## Y [,1] [,2]
## ham 0.15751896 1.8081408
## spam 0.04987531 0.5500057
##
## widthimg
## Y [,1] [,2]
## ham 0.40517626 2.5556398
## spam 0.05735661 0.4734997
##
## widthtd
## Y [,1] [,2]
## ham 0.16778224 1.3447839
## spam 0.04987531 0.4500069
##
## widthtdtr
## Y [,1] [,2]
## ham 0.07095047 0.6760306
## spam 0.01745636 0.2592190
##
## wife
## Y [,1] [,2]
## ham 0.01740295 0.2466936
## spam 0.02244389 0.1643016
##
## will
## Y [,1] [,2]
## ham 0.7960732 5.079977
## spam 1.7231920 4.063334
##
## williams
## Y [,1] [,2]
## ham 0.02543507 0.2211478
## spam 0.02743142 0.3189759
##
## willing
## Y [,1] [,2]
## ham 0.03034360 0.2834235
## spam 0.04987531 0.2598196
##
## win
## Y [,1] [,2]
## ham 0.05265506 0.3216772
## spam 0.03491272 0.2424419
##
## window
## Y [,1] [,2]
## ham 0.069611780 0.4507635
## spam 0.009975062 0.1220666
##
## windows
## Y [,1] [,2]
## ham 0.2726461 1.4614714
## spam 0.1820449 0.5237144
##
## wink
## Y [,1] [,2]
## ham 0.020972780 0.19822232
## spam 0.002493766 0.04993762
##
## winning
## Y [,1] [,2]
## ham 0.01472557 0.1241292
## spam 0.02244389 0.1923409
##
## winter
## Y [,1] [,2]
## ham 0.02052655 0.1449381
## spam 0.00000000 0.0000000
##
## wireless
## Y [,1] [,2]
## ham 0.087460955 0.62351884
## spam 0.007481297 0.08627798
##
## wish
## Y [,1] [,2]
## ham 0.03926818 0.2395535
## spam 0.38653367 0.6838993
##
## within
## Y [,1] [,2]
## ham 0.09906292 0.7699745
## spam 0.29675810 0.9971030
##
## without
## Y [,1] [,2]
## ham 0.182954 0.6610965
## spam 0.192020 0.6446209
##
## woman
## Y [,1] [,2]
## ham 0.02498884 0.2242056
## spam 0.01496259 0.1574025
##
## women
## Y [,1] [,2]
## ham 0.05354752 0.4806870
## spam 0.03241895 0.2672946
##
## wonder
## Y [,1] [,2]
## ham 0.02543507 0.1736558
## spam 0.01246883 0.1111042
##
## wonderful
## Y [,1] [,2]
## ham 0.01070950 0.1112891
## spam 0.03491272 0.2092321
##
## wont
## Y [,1] [,2]
## ham 0.05443998 0.2781944
## spam 0.01995012 0.1400036
##
## word
## Y [,1] [,2]
## ham 0.07452030 0.4848394
## spam 0.05985037 0.2764217
##
## words
## Y [,1] [,2]
## ham 0.069611780 0.4729941
## spam 0.007481297 0.1115522
##
## work
## Y [,1] [,2]
## ham 0.2762160 1.258546
## spam 0.3017456 1.032580
##
## worked
## Y [,1] [,2]
## ham 0.04239179 0.2526403
## spam 0.03241895 0.2375845
##
## working
## Y [,1] [,2]
## ham 0.10084784 0.4263678
## spam 0.09226933 0.3660124
##
## works
## Y [,1] [,2]
## ham 0.08701473 0.3510394
## spam 0.09226933 0.4289115
##
## world
## Y [,1] [,2]
## ham 0.2784471 2.049199
## spam 0.1546135 1.166634
##
## worlds
## Y [,1] [,2]
## ham 0.06693440 0.4074966
## spam 0.02743142 0.2382134
##
## worldwide
## Y [,1] [,2]
## ham 0.01160196 0.1189582
## spam 0.02992519 0.1846679
##
## worry
## Y [,1] [,2]
## ham 0.02721999 0.1733849
## spam 0.01745636 0.1311279
##
## worse
## Y [,1] [,2]
## ham 0.033020973 0.27995252
## spam 0.002493766 0.04993762
##
## worst
## Y [,1] [,2]
## ham 0.03748327 0.6199263
## spam 0.02992519 0.1705938
##
## worth
## Y [,1] [,2]
## ham 0.05756359 0.3159271
## spam 0.04738155 0.2350519
##
## wouldnt
## Y [,1] [,2]
## ham 0.03614458 0.2334450
## spam 0.04239401 0.2563167
##
## write
## Y [,1] [,2]
## ham 0.07318162 0.3273256
## spam 0.06483791 0.3174674
##
## writes
## Y [,1] [,2]
## ham 0.06157965 0.2548652
## spam 0.00000000 0.0000000
##
## writing
## Y [,1] [,2]
## ham 0.04417671 0.3095406
## spam 0.03990025 0.2887975
##
## written
## Y [,1] [,2]
## ham 0.03882195 0.2549707
## spam 0.01745636 0.1489782
##
## wrong
## Y [,1] [,2]
## ham 0.06381080 0.3767075
## spam 0.01246883 0.1111042
##
## wrongdoers
## Y [,1] [,2]
## ham 0.01204819 0.1091254
## spam 0.00000000 0.0000000
##
## wrote
## Y [,1] [,2]
## ham 0.3400268 0.6001858
## spam 0.0000000 0.0000000
##
## xacceptlang
## Y [,1] [,2]
## ham 0.01115573 0.1050534
## spam 0.00000000 0.0000000
##
## xacceptlanguage
## Y [,1] [,2]
## ham 0.062918340 0.24287022
## spam 0.002493766 0.04993762
##
## xapparentlyto
## Y [,1] [,2]
## ham 0.03302097 0.1787312
## spam 0.00000000 0.0000000
##
## xauthenticationwarning
## Y [,1] [,2]
## ham 0.04953146 0.2190707
## spam 0.06982544 0.2551710
##
## xbeenthere
## Y [,1] [,2]
## ham 0.5479697 0.5031567
## spam 0.1296758 0.3363661
##
## xbulkmail
## Y [,1] [,2]
## ham 0.02498884 0.1561258
## spam 0.00000000 0.0000000
##
## xdeliveryagent
## Y [,1] [,2]
## ham 0.01606426 0.1257508
## spam 0.00000000 0.0000000
##
## xegroupsreturn
## Y [,1] [,2]
## ham 0.03212851 0.1763807
## spam 0.00000000 0.0000000
##
## xentcom
## Y [,1] [,2]
## ham 0.7483266 1.312722
## spam 0.0000000 0.000000
##
## xface
## Y [,1] [,2]
## ham 0.01427934 0.1186664
## spam 0.00000000 0.0000000
##
## xhabeasswe
## Y [,1] [,2]
## ham 0.1405622 1.11618
## spam 0.0000000 0.00000
##
## xhomepage
## Y [,1] [,2]
## ham 0.01561803 0.12402
## spam 0.00000000 0.00000
##
## ximageurl
## Y [,1] [,2]
## ham 0.02543507 0.1574776
## spam 0.00000000 0.0000000
##
## ximian
## Y [,1] [,2]
## ham 0.02231147 0.1753624
## spam 0.00000000 0.0000000
##
## xkeywords
## Y [,1] [,2]
## ham 0.01249442 0.1111027
## spam 0.05735661 0.2328132
##
## xloop
## Y [,1] [,2]
## ham 0.08790718 0.3188164
## spam 0.01246883 0.1111042
##
## xmailer
## Y [,1] [,2]
## ham 0.3569835 0.4847741
## spam 0.5087282 0.5005483
##
## xmailerversion
## Y [,1] [,2]
## ham 0.03123606 0.1739939
## spam 0.00000000 0.0000000
##
## xmailmanversion
## Y [,1] [,2]
## ham 0.5479697 0.5013790
## spam 0.1296758 0.3363661
##
## xmailscanner
## Y [,1] [,2]
## ham 0.08612227 0.2806071
## spam 0.00000000 0.0000000
##
## xmessageflag
## Y [,1] [,2]
## ham 0.01561803 0.12402
## spam 0.00000000 0.00000
##
## xmimeautoconverted
## Y [,1] [,2]
## ham 0.03168228 0.1802163
## spam 0.05236908 0.2230485
##
## xmimeole
## Y [,1] [,2]
## ham 0.09683177 0.2957946
## spam 0.13216958 0.3390981
##
## xml
## Y [,1] [,2]
## ham 0.127175368 1.9319627
## spam 0.009975062 0.1997505
##
## xmsmailpriority
## Y [,1] [,2]
## ham 0.09281571 0.2917729
## spam 0.22194514 0.4160736
##
## xoperatingsystem
## Y [,1] [,2]
## ham 0.02855868 0.1665997
## spam 0.00000000 0.0000000
##
## xoriginalarrivaltime
## Y [,1] [,2]
## ham 0.0303436 0.1715692
## spam 0.1246883 0.3307778
##
## xoriginaldate
## Y [,1] [,2]
## ham 0.20080321 0.4006906
## spam 0.04987531 0.2179592
##
## xoriginatingip
## Y [,1] [,2]
## ham 0.033020973 0.18121175
## spam 0.007481297 0.08627798
##
## xpriority
## Y [,1] [,2]
## ham 0.1155734 0.3211770
## spam 0.3341646 0.4722868
##
## xpyzor
## Y [,1] [,2]
## ham 0.1311914 0.3376849
## spam 0.0000000 0.0000000
##
## xsender
## Y [,1] [,2]
## ham 0.063364569 0.25963765
## spam 0.004987531 0.07053412
##
## xspamlevel
## Y [,1] [,2]
## ham 0.766622 0.424129
## spam 0.000000 0.000000
##
## xspamstatus
## Y [,1] [,2]
## ham 0.7706381 0.4257913
## spam 0.0000000 0.0000000
##
## xstatus
## Y [,1] [,2]
## ham 0.01160196 0.1071097
## spam 0.05735661 0.2328132
##
## xsubliminalmessage
## Y [,1] [,2]
## ham 0.01160196 0.1071097
## spam 0.00000000 0.0000000
##
## xuid
## Y [,1] [,2]
## ham 0.01249442 0.1111027
## spam 0.05735661 0.2328132
##
## xurl
## Y [,1] [,2]
## ham 0.0562249 0.2304069
## spam 0.0000000 0.0000000
##
## xvirusscanned
## Y [,1] [,2]
## ham 0.01338688 0.1295569
## spam 0.05486284 0.2279968
##
## xxsender
## Y [,1] [,2]
## ham 0.0151718 0.1222632
## spam 0.0000000 0.0000000
##
## xyahooprofile
## Y [,1] [,2]
## ham 0.02811245 0.165331
## spam 0.00000000 0.000000
##
## yahoo
## Y [,1] [,2]
## ham 0.10040161 0.4717036
## spam 0.01496259 0.1406256
##
## yeah
## Y [,1] [,2]
## ham 0.020526551 0.15959740
## spam 0.004987531 0.07053412
##
## year
## Y [,1] [,2]
## ham 0.1079875 0.5394553
## spam 0.2892768 1.1666661
##
## years
## Y [,1] [,2]
## ham 0.2101740 0.8270019
## spam 0.2668329 1.1252210
##
## yes
## Y [,1] [,2]
## ham 0.09772423 0.3570704
## spam 0.11471322 0.5803516
##
## yesterday
## Y [,1] [,2]
## ham 0.02766622 0.2157676
## spam 0.00000000 0.0000000
##
## yet
## Y [,1] [,2]
## ham 0.09817046 0.4174767
## spam 0.05236908 0.2911196
##
## york
## Y [,1] [,2]
## ham 0.05756359 0.4935179
## spam 0.05985037 0.4862191
##
## youd
## Y [,1] [,2]
## ham 0.03525212 0.2177555
## spam 0.02244389 0.1788715
##
## youll
## Y [,1] [,2]
## ham 0.07362784 0.3628086
## spam 0.14463840 0.5736091
##
## young
## Y [,1] [,2]
## ham 0.02677376 0.3108123
## spam 0.03491272 0.5556780
##
## youre
## Y [,1] [,2]
## ham 0.1575190 0.5499171
## spam 0.1296758 0.6270105
##
## youve
## Y [,1] [,2]
## ham 0.04283802 0.2444815
## spam 0.08229426 0.4008874
##
## yyyyexamplecom
## Y [,1] [,2]
## ham 0.2601517 0.4970141
## spam 0.0000000 0.0000000
##
## yyyylocalhostexamplecom
## Y [,1] [,2]
## ham 0.605087 0.4889411
## spam 0.000000 0.0000000
##
## yyyylocalhostnetnoteinccom
## Y [,1] [,2]
## ham 0.1280678 0.3342399
## spam 0.0000000 0.0000000
##
## yyyyuseperlexamplecom
## Y [,1] [,2]
## ham 0.01963409 0.1387703
## spam 0.00000000 0.0000000
##
## zawodny
## Y [,1] [,2]
## ham 0.01472557 0.1241292
## spam 0.00000000 0.0000000
##
## zdnet
## Y [,1] [,2]
## ham 0.04506917 0.3875565
## spam 0.00000000 0.0000000
##
## zero
## Y [,1] [,2]
## ham 0.02052655 0.2165639
## spam 0.01246883 0.1111042
##
## zzzlocalhost
## Y [,1] [,2]
## ham 0.02855868 0.2373329
## spam 0.00000000 0.0000000
##
## zzzzasonorg
## Y [,1] [,2]
## ham 0.0000000 0.0000000
## spam 0.5037406 0.5153746
##
## zzzzexamplecom
## Y [,1] [,2]
## ham 0.07496653 0.308659
## spam 0.64588529 1.041292
##
## zzzzilugexamplecom
## Y [,1] [,2]
## ham 0.03525212 0.1938969
## spam 0.00000000 0.0000000
##
## zzzzjmasonorg
## Y [,1] [,2]
## ham 0.0000000 0.000000
## spam 0.4538653 0.763866
##
## zzzzlocalhost
## Y [,1] [,2]
## ham 0.2472111 0.6584089
## spam 1.8354115 0.5503116
##
## zzzzlocalhostexamplecom
## Y [,1] [,2]
## ham 0.05176261 0.2215968
## spam 0.41895262 0.4940039
##
## zzzzlocalhostjmasonorg
## Y [,1] [,2]
## ham 0.0000000 0.0000000
## spam 0.4987531 0.5006231
##
## zzzzlocalhostnetnoteinccom
## Y [,1] [,2]
## ham 0.07184293 0.2582853
## spam 0.00000000 0.0000000
##
## zzzzteana
## Y [,1] [,2]
## ham 0.04016064 0.2356465
## spam 0.00000000 0.0000000
##
## zzzzteanayahoogroupscom
## Y [,1] [,2]
## ham 0.161535 0.8953063
## spam 0.000000 0.0000000The Naive Bayes summary displays the model’s learned structure. The prior probabilities indicate how common each class is in the training data, while the conditional probabilities show how strongly each word is associated with ham or spam. These values represent the internal decision mechanism of the classifier, but they are not interpreted individually because the table is large and the model relies on many subtle word-frequency patterns at once. Instead, the practical evaluation of model quality is obtained in the next section through predictions on the test set.
After training the model, the next step is to evaluate how well it performs on unseen data. The predictions are generated for the test set, and both the predicted labels and true labels are aligned to the same factor levels to ensure the confusion matrix is computed correctly.
pred <- predict(model, newdata = test)
test$label <- factor(test$label, levels = c("ham", "spam"))
pred <- factor(pred, levels = c("ham", "spam"))
confusionMatrix(pred, test$label)## Confusion Matrix and Statistics
##
## Reference
## Prediction ham spam
## ham 32 1
## spam 528 99
##
## Accuracy : 0.1985
## 95% CI : (0.1687, 0.231)
## No Information Rate : 0.8485
## P-Value [Acc > NIR] : 1
##
## Kappa : 0.0149
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.05714
## Specificity : 0.99000
## Pos Pred Value : 0.96970
## Neg Pred Value : 0.15789
## Prevalence : 0.84848
## Detection Rate : 0.04848
## Detection Prevalence : 0.05000
## Balanced Accuracy : 0.52357
##
## 'Positive' Class : ham
## The confusion matrix shows that the classifier correctly identified 32 ham emails and 99 spam emails, but misclassified 528 ham messages as spam. This resulted in a low overall accuracy of approximately 19.8 percent.
The model’s low sensitivity for ham (0.057) suggests that it struggled to recognize legitimate messages, while its high specificity (0.99) indicates that it was much more confident in identifying spam. This imbalance is largely due to the structure of the dataset. Ham emails appear far more frequently than spam emails, and the Naive Bayes classifier relies heavily on word frequencies. Because of this, the model becomes biased toward the more dominant patterns in the training data, which leads it to predict “spam” too often.
Even with its limitations, the evaluation helps illustrate common challenges in text classification, especially when dealing with imbalanced datasets and noisy text. This step completes the full modeling workflow and provides a foundation for future improvements.
This project implemented a complete text-classification pipeline using the SpamAssassin corpus. After loading, cleaning, and converting the email text into a numerical format, a Naive Bayes model was trained and then evaluated on a separate test set. While the classifier was able to identify some spam messages, it struggled to correctly classify ham emails because of class imbalance and noisy raw text. These issues contributed to an overall accuracy of about 19.9 percent.
Even with these limitations, the project illustrates the essential steps involved in building a spam classifier and highlights several ways the model could be improved, including TF-IDF weighting, rebalancing the dataset, or testing more advanced algorithms. Completing this workflow provided practical experience with text preprocessing, document-term matrix construction, and classical machine-learning methods for natural-language data.