Vamos a mostrar como se visualizan los árboles para cada dataset
source("dt.R")run.tree.experiment("tennis.csv")## [1] "mejor attributo:" "Outlook" "0.246749819774439"
## attribute selected: Outlook
## [1] "root is Outlook value selected: Sunny"
## [1] "mejor attributo:" "Humidity" "0.970950594454669"
## attribute selected: Humidity
## [1] "root is Humidity value selected: High"
## [1] "leaf no"
## [1] "root is Humidity value selected: Normal"
## [1] "leaf yes"
## [1] "root is Outlook value selected: Overcast"
## [1] "leaf yes"
## [1] "root is Outlook value selected: Rain"
## [1] "mejor attributo:" "Wind" "0.970950594454669"
## attribute selected: Wind
## [1] "root is Wind value selected: Weak"
## [1] "leaf yes"
## [1] "root is Wind value selected: Strong"
## [1] "leaf no"
## 0) [ROOT] - Test: Outlook
## 1) [Value: Sunny] - Test: Humidity
## 2) [Value: High] - Label: no
## 2) [Value: Normal] - Label: yes
## 1) [Value: Overcast] - Label: yes
## 1) [Value: Rain] - Test: Wind
## 2) [Value: Weak] - Label: yes
## 2) [Value: Strong] - Label: no## [1] "no"run.tree.experiment("restaurant.csv")## [1] "mejor attributo:" "Clientes" "0.540852082972755"
## attribute selected: Clientes
## [1] "root is Clientes value selected: Algunos"
## [1] "leaf 1"
## [1] "root is Clientes value selected: Lleno"
## [1] "mejor attributo:" "Hambriento" "0.251629167387823"
## attribute selected: Hambriento
## [1] "root is Hambriento value selected: Si"
## [1] "mejor attributo:" "Tipo" "0.5"
## attribute selected: Tipo
## [1] "root is Tipo value selected: Frances"
## [1] "Valor mas commun de" "Esperar" "0"
## [1] "leaf 0"
## [1] "root is Tipo value selected: Tailandes"
## [1] "mejor attributo:" "Vier.Sab" "1"
## attribute selected: Vier.Sab
## [1] "root is Vier.Sab value selected: No"
## [1] "leaf 0"
## [1] "root is Vier.Sab value selected: Si"
## [1] "leaf 1"
## [1] "root is Tipo value selected: Hamburg"
## [1] "leaf 1"
## [1] "root is Tipo value selected: Italiano"
## [1] "leaf 0"
## [1] "root is Hambriento value selected: No"
## [1] "leaf 0"
## [1] "root is Clientes value selected: Ninguno"
## [1] "leaf 0"
## 0) [ROOT] - Test: Clientes
## 1) [Value: Algunos] - Label: 1
## 1) [Value: Lleno] - Test: Hambriento
## 2) [Value: Si] - Test: Tipo
## 3) [Value: Frances] - Label: 0
## 3) [Value: Tailandes] - Test: Vier.Sab
## 4) [Value: No] - Label: 0
## 4) [Value: Si] - Label: 1
## 3) [Value: Hamburg] - Label: 1
## 3) [Value: Italiano] - Label: 0
## 2) [Value: No] - Label: 0
## 1) [Value: Ninguno] - Label: 0## [1] "1"run.tree.experiment("MATRIX.TRAIN.50")## [1] "mejor attributo:" "click" "0.301788478915386"
## attribute selected: click
## [1] "root is click value selected: 0"
## [1] "mejor attributo:" "write" "0.336389706811125"
## attribute selected: write
## [1] "root is write value selected: 0"
## [1] "mejor attributo:" "base" "0.228351642576046"
## attribute selected: base
## [1] "root is base value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is base value selected: 0"
## [1] "mejor attributo:" "year" "0.316538350907151"
## attribute selected: year
## [1] "root is year value selected: 0"
## [1] "mejor attributo:" "highlight" "0.311689886986456"
## attribute selected: highlight
## [1] "root is highlight value selected: 0"
## [1] "mejor attributo:" "anumb" "0.257678805103331"
## attribute selected: anumb
## [1] "root is anumb value selected: 0"
## [1] "mejor attributo:" "bibl" "0.468995593589281"
## attribute selected: bibl
## [1] "root is bibl value selected: 0"
## [1] "leaf SPAM"
## [1] "root is bibl value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is anumb value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is highlight value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is year value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is write value selected: 1"
## [1] "leaf SPAM"
## [1] "root is click value selected: 1"
## [1] "leaf NO-SPAM"
## 0) [ROOT] - Test: click
## 1) [Value: 0] - Test: write
## 2) [Value: 0] - Test: base
## 3) [Value: 1] - Label: NO-SPAM
## 3) [Value: 0] - Test: year
## 4) [Value: 0] - Test: highlight
## 5) [Value: 0] - Test: anumb
## 6) [Value: 0] - Test: bibl
## 7) [Value: 0] - Label: SPAM
## 7) [Value: 1] - Label: NO-SPAM
## 6) [Value: 1] - Label: NO-SPAM
## 5) [Value: 1] - Label: NO-SPAM
## 4) [Value: 1] - Label: NO-SPAM
## 2) [Value: 1] - Label: SPAM
## 1) [Value: 1] - Label: NO-SPAM## [1] "NO-SPAM"run.tree.experiment("MATRIX.TRAIN.100")## [1] "mejor attributo:" "click" "0.361754313322628"
## attribute selected: click
## [1] "root is click value selected: 0"
## [1] "mejor attributo:" "write" "0.366284797151354"
## attribute selected: write
## [1] "root is write value selected: 0"
## [1] "mejor attributo:" "address" "0.182359868165411"
## attribute selected: address
## [1] "root is address value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is address value selected: 0"
## [1] "mejor attributo:" "market" "0.239020869563808"
## attribute selected: market
## [1] "root is market value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is market value selected: 0"
## [1] "mejor attributo:" "com" "0.277522173098806"
## attribute selected: com
## [1] "root is com value selected: 0"
## [1] "mejor attributo:" "compani" "0.222537626221548"
## attribute selected: compani
## [1] "root is compani value selected: 0"
## [1] "mejor attributo:" "advantag" "0.152478169858054"
## attribute selected: advantag
## [1] "root is advantag value selected: 0"
## [1] "mejor attributo:" "anumb" "0.198432318039214"
## attribute selected: anumb
## [1] "root is anumb value selected: 0"
## [1] "mejor attributo:" "bachelor" "0.322756958897398"
## attribute selected: bachelor
## [1] "root is bachelor value selected: 0"
## [1] "leaf SPAM"
## [1] "root is bachelor value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is anumb value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is advantag value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is compani value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is com value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is write value selected: 1"
## [1] "leaf SPAM"
## [1] "root is click value selected: 1"
## [1] "leaf NO-SPAM"
## 0) [ROOT] - Test: click
## 1) [Value: 0] - Test: write
## 2) [Value: 0] - Test: address
## 3) [Value: 1] - Label: NO-SPAM
## 3) [Value: 0] - Test: market
## 4) [Value: 1] - Label: NO-SPAM
## 4) [Value: 0] - Test: com
## 5) [Value: 0] - Test: compani
## 6) [Value: 0] - Test: advantag
## 7) [Value: 0] - Test: anumb
## 8) [Value: 0] - Test: bachelor
## 9) [Value: 0] - Label: SPAM
## 9) [Value: 1] - Label: NO-SPAM
## 8) [Value: 1] - Label: NO-SPAM
## 7) [Value: 1] - Label: NO-SPAM
## 6) [Value: 1] - Label: NO-SPAM
## 5) [Value: 1] - Label: NO-SPAM
## 2) [Value: 1] - Label: SPAM
## 1) [Value: 1] - Label: NO-SPAM## [1] "NO-SPAM"run.tree.experiment("MATRIX.TRAIN.200")## [1] "mejor attributo:" "click" "0.369267011351765"
## attribute selected: click
## [1] "root is click value selected: 0"
## [1] "mejor attributo:" "write" "0.309702128243231"
## attribute selected: write
## [1] "root is write value selected: 0"
## [1] "mejor attributo:" "base" "0.167175735086031"
## attribute selected: base
## [1] "root is base value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is base value selected: 0"
## [1] "mejor attributo:" "com" "0.197740458475895"
## attribute selected: com
## [1] "root is com value selected: 0"
## [1] "mejor attributo:" "custom" "0.112925318148222"
## attribute selected: custom
## [1] "root is custom value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is custom value selected: 0"
## [1] "mejor attributo:" "holidai" "0.140011669308434"
## attribute selected: holidai
## [1] "root is holidai value selected: 0"
## [1] "mejor attributo:" "feel" "0.160444352878406"
## attribute selected: feel
## [1] "root is feel value selected: 1"
## [1] "mejor attributo:" "bad" "0.650022421648354"
## attribute selected: bad
## [1] "root is bad value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is bad value selected: 1"
## [1] "leaf SPAM"
## [1] "root is feel value selected: 0"
## [1] "mejor attributo:" "format" "0.200101624971649"
## attribute selected: format
## [1] "root is format value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is format value selected: 0"
## [1] "mejor attributo:" "email" "0.133531435786896"
## attribute selected: email
## [1] "root is email value selected: 1"
## [1] "mejor attributo:" "address" "0.469565211114707"
## attribute selected: address
## [1] "root is address value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is address value selected: 0"
## [1] "mejor attributo:" "averag" "0.721928094887362"
## attribute selected: averag
## [1] "root is averag value selected: 0"
## [1] "leaf SPAM"
## [1] "root is averag value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is email value selected: 0"
## [1] "mejor attributo:" "competit" "0.187176256873208"
## attribute selected: competit
## [1] "root is competit value selected: 0"
## [1] "leaf SPAM"
## [1] "root is competit value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is holidai value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is com value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is write value selected: 1"
## [1] "leaf SPAM"
## [1] "root is click value selected: 1"
## [1] "leaf NO-SPAM"
## 0) [ROOT] - Test: click
## 1) [Value: 0] - Test: write
## 2) [Value: 0] - Test: base
## 3) [Value: 1] - Label: NO-SPAM
## 3) [Value: 0] - Test: com
## 4) [Value: 0] - Test: custom
## 5) [Value: 1] - Label: NO-SPAM
## 5) [Value: 0] - Test: holidai
## 6) [Value: 0] - Test: feel
## 7) [Value: 1] - Test: bad
## 8) [Value: 0] - Label: NO-SPAM
## 8) [Value: 1] - Label: SPAM
## 7) [Value: 0] - Test: format
## 8) [Value: 1] - Label: NO-SPAM
## 8) [Value: 0] - Test: email
## 9) [Value: 1] - Test: address
## 10) [Value: 1] - Label: NO-SPAM
## 10) [Value: 0] - Test: averag
## 11) [Value: 0] - Label: SPAM
## 11) [Value: 1] - Label: NO-SPAM
## 9) [Value: 0] - Test: competit
## 10) [Value: 0] - Label: SPAM
## 10) [Value: 1] - Label: NO-SPAM
## 6) [Value: 1] - Label: NO-SPAM
## 4) [Value: 1] - Label: NO-SPAM
## 2) [Value: 1] - Label: SPAM
## 1) [Value: 1] - Label: NO-SPAM## [1] "NO-SPAM"run.tree.experiment("MATRIX.TRAIN.400")## [1] "mejor attributo:" "click" "0.364766601115074"
## attribute selected: click
## [1] "root is click value selected: 0"
## [1] "mejor attributo:" "write" "0.280664279067727"
## attribute selected: write
## [1] "root is write value selected: 0"
## [1] "mejor attributo:" "free" "0.158590706597311"
## attribute selected: free
## [1] "root is free value selected: 1"
## [1] "mejor attributo:" "condition" "0.323674836474841"
## attribute selected: condition
## [1] "root is condition value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is condition value selected: 1"
## [1] "mejor attributo:" "addition" "0.811278124459133"
## attribute selected: addition
## [1] "root is addition value selected: 0"
## [1] "leaf SPAM"
## [1] "root is addition value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is free value selected: 0"
## [1] "mejor attributo:" "holidai" "0.157906306069225"
## attribute selected: holidai
## [1] "root is holidai value selected: 0"
## [1] "mejor attributo:" "messag" "0.163931452164191"
## attribute selected: messag
## [1] "root is messag value selected: 0"
## [1] "mejor attributo:" "page" "0.169252415551507"
## attribute selected: page
## [1] "root is page value selected: 0"
## [1] "mejor attributo:" "class" "0.114474201905891"
## attribute selected: class
## [1] "root is class value selected: 0"
## [1] "mejor attributo:" "web" "0.144904009643552"
## attribute selected: web
## [1] "root is web value selected: 1"
## [1] "mejor attributo:" "al" "0.721928094887362"
## attribute selected: al
## [1] "root is al value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is al value selected: 1"
## [1] "leaf SPAM"
## [1] "root is web value selected: 0"
## [1] "mejor attributo:" "mortgag" "0.127566512745817"
## attribute selected: mortgag
## [1] "root is mortgag value selected: 0"
## [1] "mejor attributo:" "bank" "0.0794517666921999"
## attribute selected: bank
## [1] "root is bank value selected: 0"
## [1] "mejor attributo:" "emailaddr" "0.0285352548980395"
## attribute selected: emailaddr
## [1] "root is emailaddr value selected: 1"
## [1] "leaf SPAM"
## [1] "root is emailaddr value selected: 0"
## [1] "mejor attributo:" "re" "0.0794484597016423"
## attribute selected: re
## [1] "root is re value selected: 0"
## [1] "leaf SPAM"
## [1] "root is re value selected: 1"
## [1] "mejor attributo:" "hope" "0.198117421130403"
## attribute selected: hope
## [1] "root is hope value selected: 0"
## [1] "mejor attributo:" "help" "0.91829583405449"
## attribute selected: help
## [1] "root is help value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is help value selected: 1"
## [1] "leaf SPAM"
## [1] "root is hope value selected: 1"
## [1] "leaf SPAM"
## [1] "root is bank value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is mortgag value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is class value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is page value selected: 1"
## [1] "mejor attributo:" "displai" "0.684038435639042"
## attribute selected: displai
## [1] "root is displai value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is displai value selected: 1"
## [1] "leaf SPAM"
## [1] "root is messag value selected: 1"
## [1] "mejor attributo:" "tim" "0.350209029099897"
## attribute selected: tim
## [1] "root is tim value selected: 0"
## [1] "mejor attributo:" "anyth" "0.337290066617014"
## attribute selected: anyth
## [1] "root is anyth value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is anyth value selected: 1"
## [1] "leaf SPAM"
## [1] "root is tim value selected: 1"
## [1] "leaf SPAM"
## [1] "root is holidai value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is write value selected: 1"
## [1] "mejor attributo:" "payment" "0.0672215447583069"
## attribute selected: payment
## [1] "root is payment value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is payment value selected: 0"
## [1] "leaf SPAM"
## [1] "root is click value selected: 1"
## [1] "mejor attributo:" "assum" "0.0709989466364099"
## attribute selected: assum
## [1] "root is assum value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is assum value selected: 1"
## [1] "leaf SPAM"
## 0) [ROOT] - Test: click
## 1) [Value: 0] - Test: write
## 2) [Value: 0] - Test: free
## 3) [Value: 1] - Test: condition
## 4) [Value: 0] - Label: NO-SPAM
## 4) [Value: 1] - Test: addition
## 5) [Value: 0] - Label: SPAM
## 5) [Value: 1] - Label: NO-SPAM
## 3) [Value: 0] - Test: holidai
## 4) [Value: 0] - Test: messag
## 5) [Value: 0] - Test: page
## 6) [Value: 0] - Test: class
## 7) [Value: 0] - Test: web
## 8) [Value: 1] - Test: al
## 9) [Value: 0] - Label: NO-SPAM
## 9) [Value: 1] - Label: SPAM
## 8) [Value: 0] - Test: mortgag
## 9) [Value: 0] - Test: bank
## 10) [Value: 0] - Test: emailaddr
## 11) [Value: 1] - Label: SPAM
## 11) [Value: 0] - Test: re
## 12) [Value: 0] - Label: SPAM
## 12) [Value: 1] - Test: hope
## 13) [Value: 0] - Test: help
## 14) [Value: 0] - Label: NO-SPAM
## 14) [Value: 1] - Label: SPAM
## 13) [Value: 1] - Label: SPAM
## 10) [Value: 1] - Label: NO-SPAM
## 9) [Value: 1] - Label: NO-SPAM
## 7) [Value: 1] - Label: NO-SPAM
## 6) [Value: 1] - Test: displai
## 7) [Value: 0] - Label: NO-SPAM
## 7) [Value: 1] - Label: SPAM
## 5) [Value: 1] - Test: tim
## 6) [Value: 0] - Test: anyth
## 7) [Value: 0] - Label: NO-SPAM
## 7) [Value: 1] - Label: SPAM
## 6) [Value: 1] - Label: SPAM
## 4) [Value: 1] - Label: NO-SPAM
## 2) [Value: 1] - Test: payment
## 3) [Value: 1] - Label: NO-SPAM
## 3) [Value: 0] - Label: SPAM
## 1) [Value: 1] - Test: assum
## 2) [Value: 0] - Label: NO-SPAM
## 2) [Value: 1] - Label: SPAM## [1] "NO-SPAM"run.tree.experiment("MATRIX.TRAIN.800")## [1] "mejor attributo:" "click" "0.351595809841125"
## attribute selected: click
## [1] "root is click value selected: 0"
## [1] "mejor attributo:" "write" "0.22934948666655"
## attribute selected: write
## [1] "root is write value selected: 0"
## [1] "mejor attributo:" "messag" "0.140451220869539"
## attribute selected: messag
## [1] "root is messag value selected: 0"
## [1] "mejor attributo:" "free" "0.136943509320108"
## attribute selected: free
## [1] "root is free value selected: 1"
## [1] "mejor attributo:" "emailaddr" "0.215541761532068"
## attribute selected: emailaddr
## [1] "root is emailaddr value selected: 1"
## [1] "mejor attributo:" "best" "0.266029646431343"
## attribute selected: best
## [1] "root is best value selected: 0"
## [1] "mejor attributo:" "email" "0.515506235390062"
## attribute selected: email
## [1] "root is email value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is email value selected: 0"
## [1] "mejor attributo:" "check" "0.721928094887362"
## attribute selected: check
## [1] "root is check value selected: 0"
## [1] "leaf SPAM"
## [1] "root is check value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is best value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is emailaddr value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is free value selected: 0"
## [1] "mejor attributo:" "holidai" "0.142243444504531"
## attribute selected: holidai
## [1] "root is holidai value selected: 0"
## [1] "mejor attributo:" "emailaddr" "0.151191537885303"
## attribute selected: emailaddr
## [1] "root is emailaddr value selected: 1"
## [1] "mejor attributo:" "web" "0.171401510284404"
## attribute selected: web
## [1] "root is web value selected: 1"
## [1] "mejor attributo:" "attach" "0.591672778582327"
## attribute selected: attach
## [1] "root is attach value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is attach value selected: 1"
## [1] "leaf SPAM"
## [1] "root is web value selected: 0"
## [1] "mejor attributo:" "class" "0.0451076828134908"
## attribute selected: class
## [1] "root is class value selected: 0"
## [1] "mejor attributo:" "launch" "0.057732704310501"
## attribute selected: launch
## [1] "root is launch value selected: 0"
## [1] "mejor attributo:" "re" "0.0064875924334703"
## attribute selected: re
## [1] "root is re value selected: 0"
## [1] "mejor attributo:" "thank" "0.0110555571354784"
## attribute selected: thank
## [1] "root is thank value selected: 0"
## [1] "mejor attributo:" "ve" "0.0117731554695034"
## attribute selected: ve
## [1] "root is ve value selected: 1"
## [1] "leaf SPAM"
## [1] "root is ve value selected: 0"
## [1] "mejor attributo:" "dollar" "0.0163933469131018"
## attribute selected: dollar
## [1] "root is dollar value selected: 1"
## [1] "leaf SPAM"
## [1] "root is dollar value selected: 0"
## [1] "mejor attributo:" "help" "0.0237959026326381"
## attribute selected: help
## [1] "root is help value selected: 0"
## [1] "mejor attributo:" "email" "0.0310615446123115"
## attribute selected: email
## [1] "root is email value selected: 1"
## [1] "leaf SPAM"
## [1] "root is email value selected: 0"
## [1] "mejor attributo:" "actual" "0.0441773918672614"
## attribute selected: actual
## [1] "root is actual value selected: 0"
## [1] "mejor attributo:" "apr" "0.0560476269633308"
## attribute selected: apr
## [1] "root is apr value selected: 0"
## [1] "mejor attributo:" "church" "0.109170338675599"
## attribute selected: church
## [1] "root is church value selected: 0"
## [1] "mejor attributo:" "addition" "0.122556248918266"
## attribute selected: addition
## [1] "root is addition value selected: 0"
## [1] "mejor attributo:" "agenc" "0.251629167387823"
## attribute selected: agenc
## [1] "root is agenc value selected: 0"
## [1] "mejor attributo:" "anim" "1"
## attribute selected: anim
## [1] "root is anim value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is anim value selected: 1"
## [1] "leaf SPAM"
## [1] "root is agenc value selected: 1"
## [1] "leaf SPAM"
## [1] "root is addition value selected: 1"
## [1] "leaf SPAM"
## [1] "root is church value selected: 1"
## [1] "leaf SPAM"
## [1] "root is apr value selected: 1"
## [1] "leaf SPAM"
## [1] "root is actual value selected: 1"
## [1] "leaf SPAM"
## [1] "root is help value selected: 1"
## [1] "leaf SPAM"
## [1] "root is thank value selected: 1"
## [1] "leaf SPAM"
## [1] "root is re value selected: 1"
## [1] "leaf SPAM"
## [1] "root is launch value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is class value selected: 1"
## [1] "mejor attributo:" "appreci" "0.91829583405449"
## attribute selected: appreci
## [1] "root is appreci value selected: 0"
## [1] "leaf SPAM"
## [1] "root is appreci value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is emailaddr value selected: 0"
## [1] "mejor attributo:" "product" "0.180672396476519"
## attribute selected: product
## [1] "root is product value selected: 1"
## [1] "mejor attributo:" "act" "0.353359335021421"
## attribute selected: act
## [1] "root is act value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is act value selected: 1"
## [1] "leaf SPAM"
## [1] "root is product value selected: 0"
## [1] "mejor attributo:" "phone" "0.144486759845465"
## attribute selected: phone
## [1] "root is phone value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is phone value selected: 0"
## [1] "mejor attributo:" "feel" "0.151186967619923"
## attribute selected: feel
## [1] "root is feel value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is feel value selected: 0"
## [1] "mejor attributo:" "visit" "0.145667776552655"
## attribute selected: visit
## [1] "root is visit value selected: 0"
## [1] "mejor attributo:" "www" "0.187486072817036"
## attribute selected: www
## [1] "root is www value selected: 0"
## [1] "mejor attributo:" "advert" "0.07841991963575"
## attribute selected: advert
## [1] "root is advert value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is advert value selected: 0"
## [1] "mejor attributo:" "anumb" "0.0888289365880745"
## attribute selected: anumb
## [1] "root is anumb value selected: 0"
## [1] "mejor attributo:" "award" "0.103067986326885"
## attribute selected: award
## [1] "root is award value selected: 0"
## [1] "mejor attributo:" "numberpx" "0.125202012874267"
## attribute selected: numberpx
## [1] "root is numberpx value selected: 0"
## [1] "mejor attributo:" "re" "0.048831322297577"
## attribute selected: re
## [1] "root is re value selected: 0"
## [1] "leaf SPAM"
## [1] "root is re value selected: 1"
## [1] "mejor attributo:" "don" "0.0629779460054868"
## attribute selected: don
## [1] "root is don value selected: 1"
## [1] "leaf SPAM"
## [1] "root is don value selected: 0"
## [1] "mejor attributo:" "help" "0.128085278891394"
## attribute selected: help
## [1] "root is help value selected: 0"
## [1] "mejor attributo:" "argu" "0.311278124459133"
## attribute selected: argu
## [1] "root is argu value selected: 0"
## [1] "mejor attributo:" "administr" "1"
## attribute selected: administr
## [1] "root is administr value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is administr value selected: 1"
## [1] "leaf SPAM"
## [1] "root is argu value selected: 1"
## [1] "leaf SPAM"
## [1] "root is help value selected: 1"
## [1] "leaf SPAM"
## [1] "root is numberpx value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is award value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is anumb value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is www value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is visit value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is holidai value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is messag value selected: 1"
## [1] "mejor attributo:" "machin" "0.1485776886566"
## attribute selected: machin
## [1] "root is machin value selected: 1"
## [1] "mejor attributo:" "arial" "0.721928094887362"
## attribute selected: arial
## [1] "root is arial value selected: 0"
## [1] "leaf SPAM"
## [1] "root is arial value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is machin value selected: 0"
## [1] "mejor attributo:" "board" "0.0927546034780118"
## attribute selected: board
## [1] "root is board value selected: 0"
## [1] "mejor attributo:" "sai" "0.123546456832023"
## attribute selected: sai
## [1] "root is sai value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is sai value selected: 1"
## [1] "mejor attributo:" "big" "0.970950594454669"
## attribute selected: big
## [1] "root is big value selected: 0"
## [1] "leaf SPAM"
## [1] "root is big value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is board value selected: 1"
## [1] "mejor attributo:" "address" "0.91829583405449"
## attribute selected: address
## [1] "root is address value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is address value selected: 0"
## [1] "leaf SPAM"
## [1] "root is write value selected: 1"
## [1] "mejor attributo:" "web" "0.0915816634533233"
## attribute selected: web
## [1] "root is web value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is web value selected: 0"
## [1] "mejor attributo:" "re" "0.0619594461790389"
## attribute selected: re
## [1] "root is re value selected: 0"
## [1] "mejor attributo:" "collect" "0.458105895157124"
## attribute selected: collect
## [1] "root is collect value selected: 0"
## [1] "mejor attributo:" "ad" "0.591672778582327"
## attribute selected: ad
## [1] "root is ad value selected: 0"
## [1] "leaf SPAM"
## [1] "root is ad value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is collect value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is re value selected: 1"
## [1] "leaf SPAM"
## [1] "root is click value selected: 1"
## [1] "mejor attributo:" "reason" "0.0372215315478279"
## attribute selected: reason
## [1] "root is reason value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is reason value selected: 1"
## [1] "mejor attributo:" "email" "0.40746777143542"
## attribute selected: email
## [1] "root is email value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is email value selected: 0"
## [1] "mejor attributo:" "actual" "0.91829583405449"
## attribute selected: actual
## [1] "root is actual value selected: 0"
## [1] "leaf SPAM"
## [1] "root is actual value selected: 1"
## [1] "leaf NO-SPAM"
## 0) [ROOT] - Test: click
## 1) [Value: 0] - Test: write
## 2) [Value: 0] - Test: messag
## 3) [Value: 0] - Test: free
## 4) [Value: 1] - Test: emailaddr
## 5) [Value: 1] - Test: best
## 6) [Value: 0] - Test: email
## 7) [Value: 1] - Label: NO-SPAM
## 7) [Value: 0] - Test: check
## 8) [Value: 0] - Label: SPAM
## 8) [Value: 1] - Label: NO-SPAM
## 6) [Value: 1] - Label: NO-SPAM
## 5) [Value: 0] - Label: NO-SPAM
## 4) [Value: 0] - Test: holidai
## 5) [Value: 0] - Test: emailaddr
## 6) [Value: 1] - Test: web
## 7) [Value: 1] - Test: attach
## 8) [Value: 0] - Label: NO-SPAM
## 8) [Value: 1] - Label: SPAM
## 7) [Value: 0] - Test: class
## 8) [Value: 0] - Test: launch
## 9) [Value: 0] - Test: re
## 10) [Value: 0] - Test: thank
## 11) [Value: 0] - Test: ve
## 12) [Value: 1] - Label: SPAM
## 12) [Value: 0] - Test: dollar
## 13) [Value: 1] - Label: SPAM
## 13) [Value: 0] - Test: help
## 14) [Value: 0] - Test: email
## 15) [Value: 1] - Label: SPAM
## 15) [Value: 0] - Test: actual
## 16) [Value: 0] - Test: apr
## 17) [Value: 0] - Test: church
## 18) [Value: 0] - Test: addition
## 19) [Value: 0] - Test: agenc
## 20) [Value: 0] - Test: anim
## 21) [Value: 0] - Label: NO-SPAM
## 21) [Value: 1] - Label: SPAM
## 20) [Value: 1] - Label: SPAM
## 19) [Value: 1] - Label: SPAM
## 18) [Value: 1] - Label: SPAM
## 17) [Value: 1] - Label: SPAM
## 16) [Value: 1] - Label: SPAM
## 14) [Value: 1] - Label: SPAM
## 11) [Value: 1] - Label: SPAM
## 10) [Value: 1] - Label: SPAM
## 9) [Value: 1] - Label: NO-SPAM
## 8) [Value: 1] - Test: appreci
## 9) [Value: 0] - Label: SPAM
## 9) [Value: 1] - Label: NO-SPAM
## 6) [Value: 0] - Test: product
## 7) [Value: 1] - Test: act
## 8) [Value: 0] - Label: NO-SPAM
## 8) [Value: 1] - Label: SPAM
## 7) [Value: 0] - Test: phone
## 8) [Value: 1] - Label: NO-SPAM
## 8) [Value: 0] - Test: feel
## 9) [Value: 1] - Label: NO-SPAM
## 9) [Value: 0] - Test: visit
## 10) [Value: 0] - Test: www
## 11) [Value: 0] - Test: advert
## 12) [Value: 1] - Label: NO-SPAM
## 12) [Value: 0] - Test: anumb
## 13) [Value: 0] - Test: award
## 14) [Value: 0] - Test: numberpx
## 15) [Value: 0] - Test: re
## 16) [Value: 0] - Label: SPAM
## 16) [Value: 1] - Test: don
## 17) [Value: 1] - Label: SPAM
## 17) [Value: 0] - Test: help
## 18) [Value: 0] - Test: argu
## 19) [Value: 0] - Test: administr
## 20) [Value: 0] - Label: NO-SPAM
## 20) [Value: 1] - Label: SPAM
## 19) [Value: 1] - Label: SPAM
## 18) [Value: 1] - Label: SPAM
## 15) [Value: 1] - Label: NO-SPAM
## 14) [Value: 1] - Label: NO-SPAM
## 13) [Value: 1] - Label: NO-SPAM
## 11) [Value: 1] - Label: NO-SPAM
## 10) [Value: 1] - Label: NO-SPAM
## 5) [Value: 1] - Label: NO-SPAM
## 3) [Value: 1] - Test: machin
## 4) [Value: 1] - Test: arial
## 5) [Value: 0] - Label: SPAM
## 5) [Value: 1] - Label: NO-SPAM
## 4) [Value: 0] - Test: board
## 5) [Value: 0] - Test: sai
## 6) [Value: 0] - Label: NO-SPAM
## 6) [Value: 1] - Test: big
## 7) [Value: 0] - Label: SPAM
## 7) [Value: 1] - Label: NO-SPAM
## 5) [Value: 1] - Test: address
## 6) [Value: 1] - Label: NO-SPAM
## 6) [Value: 0] - Label: SPAM
## 2) [Value: 1] - Test: web
## 3) [Value: 1] - Label: NO-SPAM
## 3) [Value: 0] - Test: re
## 4) [Value: 0] - Test: collect
## 5) [Value: 0] - Test: ad
## 6) [Value: 0] - Label: SPAM
## 6) [Value: 1] - Label: NO-SPAM
## 5) [Value: 1] - Label: NO-SPAM
## 4) [Value: 1] - Label: SPAM
## 1) [Value: 1] - Test: reason
## 2) [Value: 0] - Label: NO-SPAM
## 2) [Value: 1] - Test: email
## 3) [Value: 1] - Label: NO-SPAM
## 3) [Value: 0] - Test: actual
## 4) [Value: 0] - Label: SPAM
## 4) [Value: 1] - Label: NO-SPAM## [1] "NO-SPAM"run.tree.experiment("MATRIX.TRAIN.1400")## [1] "mejor attributo:" "click" "0.357146227632171"
## attribute selected: click
## [1] "root is click value selected: 0"
## [1] "mejor attributo:" "write" "0.230561300477234"
## attribute selected: write
## [1] "root is write value selected: 0"
## [1] "mejor attributo:" "free" "0.118363931967116"
## attribute selected: free
## [1] "root is free value selected: 1"
## [1] "mejor attributo:" "email" "0.128304791885667"
## attribute selected: email
## [1] "root is email value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is email value selected: 0"
## [1] "mejor attributo:" "got" "0.169830031686851"
## attribute selected: got
## [1] "root is got value selected: 0"
## [1] "mejor attributo:" "emailaddr" "0.174791163563499"
## attribute selected: emailaddr
## [1] "root is emailaddr value selected: 1"
## [1] "mejor attributo:" "best" "0.360112832582691"
## attribute selected: best
## [1] "root is best value selected: 0"
## [1] "mejor attributo:" "inform" "0.417553348813531"
## attribute selected: inform
## [1] "root is inform value selected: 0"
## [1] "mejor attributo:" "build" "0.468995593589281"
## attribute selected: build
## [1] "root is build value selected: 0"
## [1] "leaf SPAM"
## [1] "root is build value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is inform value selected: 1"
## [1] "mejor attributo:" "accord" "0.650022421648354"
## attribute selected: accord
## [1] "root is accord value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is accord value selected: 1"
## [1] "leaf SPAM"
## [1] "root is best value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is emailaddr value selected: 0"
## [1] "mejor attributo:" "access" "0.183122068301373"
## attribute selected: access
## [1] "root is access value selected: 1"
## [1] "leaf SPAM"
## [1] "root is access value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is got value selected: 1"
## [1] "leaf SPAM"
## [1] "root is free value selected: 0"
## [1] "mejor attributo:" "messag" "0.119626994468769"
## attribute selected: messag
## [1] "root is messag value selected: 0"
## [1] "mejor attributo:" "holidai" "0.153251331901775"
## attribute selected: holidai
## [1] "root is holidai value selected: 0"
## [1] "mejor attributo:" "emailaddr" "0.130677290941092"
## attribute selected: emailaddr
## [1] "root is emailaddr value selected: 1"
## [1] "mejor attributo:" "web" "0.154280361914598"
## attribute selected: web
## [1] "root is web value selected: 1"
## [1] "mejor attributo:" "attach" "0.468995593589281"
## attribute selected: attach
## [1] "root is attach value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is attach value selected: 1"
## [1] "leaf SPAM"
## [1] "root is web value selected: 0"
## [1] "mejor attributo:" "earn" "0.0752377409987843"
## attribute selected: earn
## [1] "root is earn value selected: 0"
## [1] "mejor attributo:" "mit" "0.0510457917392774"
## attribute selected: mit
## [1] "root is mit value selected: 0"
## [1] "mejor attributo:" "apolog" "0.0352103298526546"
## attribute selected: apolog
## [1] "root is apolog value selected: 0"
## [1] "mejor attributo:" "onlin" "0.0397291651583382"
## attribute selected: onlin
## [1] "root is onlin value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is onlin value selected: 0"
## [1] "mejor attributo:" "re" "0.00465126220163589"
## attribute selected: re
## [1] "root is re value selected: 0"
## [1] "mejor attributo:" "thank" "0.00836009366890289"
## attribute selected: thank
## [1] "root is thank value selected: 0"
## [1] "mejor attributo:" "mail" "0.00876168091969187"
## attribute selected: mail
## [1] "root is mail value selected: 1"
## [1] "leaf SPAM"
## [1] "root is mail value selected: 0"
## [1] "mejor attributo:" "email" "0.0130615500166887"
## attribute selected: email
## [1] "root is email value selected: 1"
## [1] "leaf SPAM"
## [1] "root is email value selected: 0"
## [1] "mejor attributo:" "help" "0.0151382599497336"
## attribute selected: help
## [1] "root is help value selected: 0"
## [1] "mejor attributo:" "sai" "0.0237959026326381"
## attribute selected: sai
## [1] "root is sai value selected: 0"
## [1] "mejor attributo:" "dollar" "0.0406956059619006"
## attribute selected: dollar
## [1] "root is dollar value selected: 1"
## [1] "leaf SPAM"
## [1] "root is dollar value selected: 0"
## [1] "mejor attributo:" "co" "0.054824648581652"
## attribute selected: co
## [1] "root is co value selected: 0"
## [1] "mejor attributo:" "inform" "0.128085278891394"
## attribute selected: inform
## [1] "root is inform value selected: 0"
## [1] "mejor attributo:" "apr" "0.122556248918266"
## attribute selected: apr
## [1] "root is apr value selected: 0"
## [1] "mejor attributo:" "associ" "0.251629167387823"
## attribute selected: associ
## [1] "root is associ value selected: 0"
## [1] "mejor attributo:" "attempt" "1"
## attribute selected: attempt
## [1] "root is attempt value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is attempt value selected: 1"
## [1] "leaf SPAM"
## [1] "root is associ value selected: 1"
## [1] "leaf SPAM"
## [1] "root is apr value selected: 1"
## [1] "leaf SPAM"
## [1] "root is inform value selected: 1"
## [1] "leaf SPAM"
## [1] "root is co value selected: 1"
## [1] "leaf SPAM"
## [1] "root is sai value selected: 1"
## [1] "leaf SPAM"
## [1] "root is help value selected: 1"
## [1] "leaf SPAM"
## [1] "root is thank value selected: 1"
## [1] "leaf SPAM"
## [1] "root is re value selected: 1"
## [1] "leaf SPAM"
## [1] "root is apolog value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is mit value selected: 1"
## [1] "mejor attributo:" "window" "0.985228136034252"
## attribute selected: window
## [1] "root is window value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is window value selected: 1"
## [1] "leaf SPAM"
## [1] "root is earn value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is emailaddr value selected: 0"
## [1] "mejor attributo:" "product" "0.184461278191111"
## attribute selected: product
## [1] "root is product value selected: 1"
## [1] "mejor attributo:" "act" "0.258018668664815"
## attribute selected: act
## [1] "root is act value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is act value selected: 1"
## [1] "leaf SPAM"
## [1] "root is product value selected: 0"
## [1] "mejor attributo:" "traffic" "0.109953440161067"
## attribute selected: traffic
## [1] "root is traffic value selected: 0"
## [1] "mejor attributo:" "email" "0.126239289505129"
## attribute selected: email
## [1] "root is email value selected: 1"
## [1] "mejor attributo:" "address" "0.161136665046193"
## attribute selected: address
## [1] "root is address value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is address value selected: 0"
## [1] "mejor attributo:" "dollar" "0.320402072002678"
## attribute selected: dollar
## [1] "root is dollar value selected: 1"
## [1] "leaf SPAM"
## [1] "root is dollar value selected: 0"
## [1] "mejor attributo:" "applic" "0.281036112553423"
## attribute selected: applic
## [1] "root is applic value selected: 0"
## [1] "mejor attributo:" "book" "0.543564443199596"
## attribute selected: book
## [1] "root is book value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is book value selected: 1"
## [1] "leaf SPAM"
## [1] "root is applic value selected: 1"
## [1] "leaf SPAM"
## [1] "root is email value selected: 0"
## [1] "mejor attributo:" "ca" "0.119697789283272"
## attribute selected: ca
## [1] "root is ca value selected: 0"
## [1] "mejor attributo:" "numberpx" "0.107204883951787"
## attribute selected: numberpx
## [1] "root is numberpx value selected: 0"
## [1] "mejor attributo:" "mondai" "0.0828542773447946"
## attribute selected: mondai
## [1] "root is mondai value selected: 0"
## [1] "mejor attributo:" "revers" "0.0944587569350216"
## attribute selected: revers
## [1] "root is revers value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is revers value selected: 0"
## [1] "mejor attributo:" "plan" "0.0874732812828782"
## attribute selected: plan
## [1] "root is plan value selected: 0"
## [1] "mejor attributo:" "anumb" "0.0432065453284231"
## attribute selected: anumb
## [1] "root is anumb value selected: 0"
## [1] "mejor attributo:" "luck" "0.0560395184850503"
## attribute selected: luck
## [1] "root is luck value selected: 0"
## [1] "mejor attributo:" "re" "0.0233403022537613"
## attribute selected: re
## [1] "root is re value selected: 0"
## [1] "leaf SPAM"
## [1] "root is re value selected: 1"
## [1] "mejor attributo:" "don" "0.0275669284334537"
## attribute selected: don
## [1] "root is don value selected: 1"
## [1] "leaf SPAM"
## [1] "root is don value selected: 0"
## [1] "mejor attributo:" "post" "0.0406956059619006"
## attribute selected: post
## [1] "root is post value selected: 0"
## [1] "mejor attributo:" "ve" "0.0789821406002688"
## attribute selected: ve
## [1] "root is ve value selected: 1"
## [1] "leaf SPAM"
## [1] "root is ve value selected: 0"
## [1] "mejor attributo:" "against" "0.109170338675599"
## attribute selected: against
## [1] "root is against value selected: 0"
## [1] "mejor attributo:" "continu" "0.311278124459133"
## attribute selected: continu
## [1] "root is continu value selected: 0"
## [1] "mejor attributo:" "access" "1"
## attribute selected: access
## [1] "root is access value selected: 1"
## [1] "leaf SPAM"
## [1] "root is access value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is continu value selected: 1"
## [1] "leaf SPAM"
## [1] "root is against value selected: 1"
## [1] "leaf SPAM"
## [1] "root is post value selected: 1"
## [1] "leaf SPAM"
## [1] "root is luck value selected: 1"
## [1] "mejor attributo:" "actual" "1"
## attribute selected: actual
## [1] "root is actual value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is actual value selected: 1"
## [1] "leaf SPAM"
## [1] "root is anumb value selected: 1"
## [1] "mejor attributo:" "base" "1"
## attribute selected: base
## [1] "root is base value selected: 1"
## [1] "leaf SPAM"
## [1] "root is base value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is plan value selected: 1"
## [1] "mejor attributo:" "caus" "0.459147917027245"
## attribute selected: caus
## [1] "root is caus value selected: 0"
## [1] "mejor attributo:" "address" "0.811278124459133"
## attribute selected: address
## [1] "root is address value selected: 1"
## [1] "leaf SPAM"
## [1] "root is address value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is caus value selected: 1"
## [1] "leaf SPAM"
## [1] "root is mondai value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is numberpx value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is ca value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is traffic value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is holidai value selected: 1"
## [1] "mejor attributo:" "account" "0.195909270873605"
## attribute selected: account
## [1] "root is account value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is account value selected: 1"
## [1] "leaf SPAM"
## [1] "root is messag value selected: 1"
## [1] "mejor attributo:" "format" "0.147283141485608"
## attribute selected: format
## [1] "root is format value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is format value selected: 0"
## [1] "mejor attributo:" "request" "0.160512499548236"
## attribute selected: request
## [1] "root is request value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is request value selected: 0"
## [1] "mejor attributo:" "post" "0.199072879541"
## attribute selected: post
## [1] "root is post value selected: 0"
## [1] "mejor attributo:" "machin" "0.200311331010565"
## attribute selected: machin
## [1] "root is machin value selected: 1"
## [1] "mejor attributo:" "client" "0.650022421648354"
## attribute selected: client
## [1] "root is client value selected: 0"
## [1] "leaf SPAM"
## [1] "root is client value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is machin value selected: 0"
## [1] "mejor attributo:" "position" "0.329225661843088"
## attribute selected: position
## [1] "root is position value selected: 0"
## [1] "mejor attributo:" "anywher" "0.171062146925685"
## attribute selected: anywher
## [1] "root is anywher value selected: 0"
## [1] "mejor attributo:" "bought" "0.266764987803026"
## attribute selected: bought
## [1] "root is bought value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is bought value selected: 1"
## [1] "leaf SPAM"
## [1] "root is anywher value selected: 1"
## [1] "leaf SPAM"
## [1] "root is position value selected: 1"
## [1] "leaf SPAM"
## [1] "root is post value selected: 1"
## [1] "leaf SPAM"
## [1] "root is write value selected: 1"
## [1] "mejor attributo:" "re" "0.0680718603615938"
## attribute selected: re
## [1] "root is re value selected: 0"
## [1] "mejor attributo:" "free" "0.301240237193278"
## attribute selected: free
## [1] "root is free value selected: 1"
## [1] "mejor attributo:" "accur" "0.591672778582327"
## attribute selected: accur
## [1] "root is accur value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is accur value selected: 1"
## [1] "leaf SPAM"
## [1] "root is free value selected: 0"
## [1] "mejor attributo:" "commun" "0.37138397431438"
## attribute selected: commun
## [1] "root is commun value selected: 0"
## [1] "mejor attributo:" "agent" "0.371232326640876"
## attribute selected: agent
## [1] "root is agent value selected: 0"
## [1] "leaf SPAM"
## [1] "root is agent value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is commun value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is re value selected: 1"
## [1] "mejor attributo:" "web" "0.0543004629279387"
## attribute selected: web
## [1] "root is web value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is web value selected: 0"
## [1] "mejor attributo:" "round" "0.0159101380791399"
## attribute selected: round
## [1] "root is round value selected: 0"
## [1] "leaf SPAM"
## [1] "root is round value selected: 1"
## [1] "mejor attributo:" "brain" "0.721928094887362"
## attribute selected: brain
## [1] "root is brain value selected: 0"
## [1] "leaf SPAM"
## [1] "root is brain value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is click value selected: 1"
## [1] "mejor attributo:" "explain" "0.0347251250557627"
## attribute selected: explain
## [1] "root is explain value selected: 0"
## [1] "mejor attributo:" "reason" "0.020637004990763"
## attribute selected: reason
## [1] "root is reason value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is reason value selected: 1"
## [1] "mejor attributo:" "number" "0.252315613519884"
## attribute selected: number
## [1] "root is number value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is number value selected: 0"
## [1] "mejor attributo:" "year" "1"
## attribute selected: year
## [1] "root is year value selected: 0"
## [1] "leaf SPAM"
## [1] "root is year value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is explain value selected: 1"
## [1] "leaf SPAM"
## 0) [ROOT] - Test: click
## 1) [Value: 0] - Test: write
## 2) [Value: 0] - Test: free
## 3) [Value: 1] - Test: email
## 4) [Value: 1] - Label: NO-SPAM
## 4) [Value: 0] - Test: got
## 5) [Value: 0] - Test: emailaddr
## 6) [Value: 1] - Test: best
## 7) [Value: 0] - Test: inform
## 8) [Value: 0] - Test: build
## 9) [Value: 0] - Label: SPAM
## 9) [Value: 1] - Label: NO-SPAM
## 8) [Value: 1] - Test: accord
## 9) [Value: 0] - Label: NO-SPAM
## 9) [Value: 1] - Label: SPAM
## 7) [Value: 1] - Label: NO-SPAM
## 6) [Value: 0] - Test: access
## 7) [Value: 1] - Label: SPAM
## 7) [Value: 0] - Label: NO-SPAM
## 5) [Value: 1] - Label: SPAM
## 3) [Value: 0] - Test: messag
## 4) [Value: 0] - Test: holidai
## 5) [Value: 0] - Test: emailaddr
## 6) [Value: 1] - Test: web
## 7) [Value: 1] - Test: attach
## 8) [Value: 0] - Label: NO-SPAM
## 8) [Value: 1] - Label: SPAM
## 7) [Value: 0] - Test: earn
## 8) [Value: 0] - Test: mit
## 9) [Value: 0] - Test: apolog
## 10) [Value: 0] - Test: onlin
## 11) [Value: 1] - Label: NO-SPAM
## 11) [Value: 0] - Test: re
## 12) [Value: 0] - Test: thank
## 13) [Value: 0] - Test: mail
## 14) [Value: 1] - Label: SPAM
## 14) [Value: 0] - Test: email
## 15) [Value: 1] - Label: SPAM
## 15) [Value: 0] - Test: help
## 16) [Value: 0] - Test: sai
## 17) [Value: 0] - Test: dollar
## 18) [Value: 1] - Label: SPAM
## 18) [Value: 0] - Test: co
## 19) [Value: 0] - Test: inform
## 20) [Value: 0] - Test: apr
## 21) [Value: 0] - Test: associ
## 22) [Value: 0] - Test: attempt
## 23) [Value: 0] - Label: NO-SPAM
## 23) [Value: 1] - Label: SPAM
## 22) [Value: 1] - Label: SPAM
## 21) [Value: 1] - Label: SPAM
## 20) [Value: 1] - Label: SPAM
## 19) [Value: 1] - Label: SPAM
## 17) [Value: 1] - Label: SPAM
## 16) [Value: 1] - Label: SPAM
## 13) [Value: 1] - Label: SPAM
## 12) [Value: 1] - Label: SPAM
## 10) [Value: 1] - Label: NO-SPAM
## 9) [Value: 1] - Test: window
## 10) [Value: 0] - Label: NO-SPAM
## 10) [Value: 1] - Label: SPAM
## 8) [Value: 1] - Label: NO-SPAM
## 6) [Value: 0] - Test: product
## 7) [Value: 1] - Test: act
## 8) [Value: 0] - Label: NO-SPAM
## 8) [Value: 1] - Label: SPAM
## 7) [Value: 0] - Test: traffic
## 8) [Value: 0] - Test: email
## 9) [Value: 1] - Test: address
## 10) [Value: 1] - Label: NO-SPAM
## 10) [Value: 0] - Test: dollar
## 11) [Value: 1] - Label: SPAM
## 11) [Value: 0] - Test: applic
## 12) [Value: 0] - Test: book
## 13) [Value: 0] - Label: NO-SPAM
## 13) [Value: 1] - Label: SPAM
## 12) [Value: 1] - Label: SPAM
## 9) [Value: 0] - Test: ca
## 10) [Value: 0] - Test: numberpx
## 11) [Value: 0] - Test: mondai
## 12) [Value: 0] - Test: revers
## 13) [Value: 1] - Label: NO-SPAM
## 13) [Value: 0] - Test: plan
## 14) [Value: 0] - Test: anumb
## 15) [Value: 0] - Test: luck
## 16) [Value: 0] - Test: re
## 17) [Value: 0] - Label: SPAM
## 17) [Value: 1] - Test: don
## 18) [Value: 1] - Label: SPAM
## 18) [Value: 0] - Test: post
## 19) [Value: 0] - Test: ve
## 20) [Value: 1] - Label: SPAM
## 20) [Value: 0] - Test: against
## 21) [Value: 0] - Test: continu
## 22) [Value: 0] - Test: access
## 23) [Value: 1] - Label: SPAM
## 23) [Value: 0] - Label: NO-SPAM
## 22) [Value: 1] - Label: SPAM
## 21) [Value: 1] - Label: SPAM
## 19) [Value: 1] - Label: SPAM
## 16) [Value: 1] - Test: actual
## 17) [Value: 0] - Label: NO-SPAM
## 17) [Value: 1] - Label: SPAM
## 15) [Value: 1] - Test: base
## 16) [Value: 1] - Label: SPAM
## 16) [Value: 0] - Label: NO-SPAM
## 14) [Value: 1] - Test: caus
## 15) [Value: 0] - Test: address
## 16) [Value: 1] - Label: SPAM
## 16) [Value: 0] - Label: NO-SPAM
## 15) [Value: 1] - Label: SPAM
## 12) [Value: 1] - Label: NO-SPAM
## 11) [Value: 1] - Label: NO-SPAM
## 10) [Value: 1] - Label: NO-SPAM
## 8) [Value: 1] - Label: NO-SPAM
## 5) [Value: 1] - Test: account
## 6) [Value: 0] - Label: NO-SPAM
## 6) [Value: 1] - Label: SPAM
## 4) [Value: 1] - Test: format
## 5) [Value: 1] - Label: NO-SPAM
## 5) [Value: 0] - Test: request
## 6) [Value: 1] - Label: NO-SPAM
## 6) [Value: 0] - Test: post
## 7) [Value: 0] - Test: machin
## 8) [Value: 1] - Test: client
## 9) [Value: 0] - Label: SPAM
## 9) [Value: 1] - Label: NO-SPAM
## 8) [Value: 0] - Test: position
## 9) [Value: 0] - Test: anywher
## 10) [Value: 0] - Test: bought
## 11) [Value: 0] - Label: NO-SPAM
## 11) [Value: 1] - Label: SPAM
## 10) [Value: 1] - Label: SPAM
## 9) [Value: 1] - Label: SPAM
## 7) [Value: 1] - Label: SPAM
## 2) [Value: 1] - Test: re
## 3) [Value: 0] - Test: free
## 4) [Value: 1] - Test: accur
## 5) [Value: 0] - Label: NO-SPAM
## 5) [Value: 1] - Label: SPAM
## 4) [Value: 0] - Test: commun
## 5) [Value: 0] - Test: agent
## 6) [Value: 0] - Label: SPAM
## 6) [Value: 1] - Label: NO-SPAM
## 5) [Value: 1] - Label: NO-SPAM
## 3) [Value: 1] - Test: web
## 4) [Value: 1] - Label: NO-SPAM
## 4) [Value: 0] - Test: round
## 5) [Value: 0] - Label: SPAM
## 5) [Value: 1] - Test: brain
## 6) [Value: 0] - Label: SPAM
## 6) [Value: 1] - Label: NO-SPAM
## 1) [Value: 1] - Test: explain
## 2) [Value: 0] - Test: reason
## 3) [Value: 0] - Label: NO-SPAM
## 3) [Value: 1] - Test: number
## 4) [Value: 1] - Label: NO-SPAM
## 4) [Value: 0] - Test: year
## 5) [Value: 0] - Label: SPAM
## 5) [Value: 1] - Label: NO-SPAM
## 2) [Value: 1] - Label: SPAM## [1] "NO-SPAM"run.tree.experiment("MATRIX.TRAIN")## [1] "mejor attributo:" "click" "0.362059391650007"
## attribute selected: click
## [1] "root is click value selected: 0"
## [1] "mejor attributo:" "write" "0.23081143263114"
## attribute selected: write
## [1] "root is write value selected: 0"
## [1] "mejor attributo:" "free" "0.1349196712874"
## attribute selected: free
## [1] "root is free value selected: 1"
## [1] "mejor attributo:" "got" "0.0844159677433258"
## attribute selected: got
## [1] "root is got value selected: 0"
## [1] "mejor attributo:" "disclaim" "0.0802865656330348"
## attribute selected: disclaim
## [1] "root is disclaim value selected: 0"
## [1] "mejor attributo:" "email" "0.0680112069840598"
## attribute selected: email
## [1] "root is email value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is email value selected: 0"
## [1] "mejor attributo:" "emailaddr" "0.114920933520102"
## attribute selected: emailaddr
## [1] "root is emailaddr value selected: 1"
## [1] "mejor attributo:" "best" "0.262004477250501"
## attribute selected: best
## [1] "root is best value selected: 0"
## [1] "mejor attributo:" "condition" "0.236452797660028"
## attribute selected: condition
## [1] "root is condition value selected: 0"
## [1] "mejor attributo:" "help" "0.321212260125146"
## attribute selected: help
## [1] "root is help value selected: 0"
## [1] "mejor attributo:" "mention" "0.40746777143542"
## attribute selected: mention
## [1] "root is mention value selected: 0"
## [1] "mejor attributo:" "children" "0.439496986921513"
## attribute selected: children
## [1] "root is children value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is children value selected: 1"
## [1] "leaf SPAM"
## [1] "root is mention value selected: 1"
## [1] "leaf SPAM"
## [1] "root is help value selected: 1"
## [1] "leaf SPAM"
## [1] "root is condition value selected: 1"
## [1] "leaf SPAM"
## [1] "root is best value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is emailaddr value selected: 0"
## [1] "mejor attributo:" "numbermb" "0.208180945557171"
## attribute selected: numbermb
## [1] "root is numbermb value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is numbermb value selected: 1"
## [1] "leaf SPAM"
## [1] "root is disclaim value selected: 1"
## [1] "leaf SPAM"
## [1] "root is got value selected: 1"
## [1] "mejor attributo:" "highlight" "0.605289106106859"
## attribute selected: highlight
## [1] "root is highlight value selected: 0"
## [1] "mejor attributo:" "agent" "0.468995593589281"
## attribute selected: agent
## [1] "root is agent value selected: 0"
## [1] "leaf SPAM"
## [1] "root is agent value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is highlight value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is free value selected: 0"
## [1] "mejor attributo:" "web" "0.107130997592599"
## attribute selected: web
## [1] "root is web value selected: 1"
## [1] "mejor attributo:" "corpor" "0.137099478899818"
## attribute selected: corpor
## [1] "root is corpor value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is corpor value selected: 1"
## [1] "leaf SPAM"
## [1] "root is web value selected: 0"
## [1] "mejor attributo:" "holidai" "0.119792468471923"
## attribute selected: holidai
## [1] "root is holidai value selected: 0"
## [1] "mejor attributo:" "emailaddr" "0.12063738836283"
## attribute selected: emailaddr
## [1] "root is emailaddr value selected: 1"
## [1] "mejor attributo:" "messag" "0.105416209168866"
## attribute selected: messag
## [1] "root is messag value selected: 0"
## [1] "mejor attributo:" "mit" "0.061310956663535"
## attribute selected: mit
## [1] "root is mit value selected: 0"
## [1] "mejor attributo:" "earn" "0.0474985094847126"
## attribute selected: earn
## [1] "root is earn value selected: 0"
## [1] "mejor attributo:" "competit" "0.0400904957239661"
## attribute selected: competit
## [1] "root is competit value selected: 0"
## [1] "mejor attributo:" "dear" "0.0277225297109784"
## attribute selected: dear
## [1] "root is dear value selected: 0"
## [1] "mejor attributo:" "retail" "0.0264287477251864"
## attribute selected: retail
## [1] "root is retail value selected: 0"
## [1] "mejor attributo:" "apolog" "0.0225101707774766"
## attribute selected: apolog
## [1] "root is apolog value selected: 0"
## [1] "mejor attributo:" "career" "0.0239830197443295"
## attribute selected: career
## [1] "root is career value selected: 0"
## [1] "mejor attributo:" "loss" "0.0259544002101141"
## attribute selected: loss
## [1] "root is loss value selected: 0"
## [1] "mejor attributo:" "re" "0.00638209087559666"
## attribute selected: re
## [1] "root is re value selected: 0"
## [1] "mejor attributo:" "thank" "0.0110259332469626"
## attribute selected: thank
## [1] "root is thank value selected: 0"
## [1] "mejor attributo:" "mail" "0.0111471601874473"
## attribute selected: mail
## [1] "root is mail value selected: 1"
## [1] "leaf SPAM"
## [1] "root is mail value selected: 0"
## [1] "mejor attributo:" "email" "0.0146726687924964"
## attribute selected: email
## [1] "root is email value selected: 1"
## [1] "leaf SPAM"
## [1] "root is email value selected: 0"
## [1] "mejor attributo:" "help" "0.0165356717422286"
## attribute selected: help
## [1] "root is help value selected: 0"
## [1] "mejor attributo:" "ve" "0.0190112716657241"
## attribute selected: ve
## [1] "root is ve value selected: 1"
## [1] "leaf SPAM"
## [1] "root is ve value selected: 0"
## [1] "mejor attributo:" "best" "0.0211159298209709"
## attribute selected: best
## [1] "root is best value selected: 0"
## [1] "mejor attributo:" "hi" "0.0323743080432917"
## attribute selected: hi
## [1] "root is hi value selected: 0"
## [1] "mejor attributo:" "applic" "0.0311670793148913"
## attribute selected: applic
## [1] "root is applic value selected: 0"
## [1] "mejor attributo:" "church" "0.046491569234222"
## attribute selected: church
## [1] "root is church value selected: 0"
## [1] "mejor attributo:" "govern" "0.0768690417668889"
## attribute selected: govern
## [1] "root is govern value selected: 0"
## [1] "mejor attributo:" "burn" "0.0928885087345739"
## attribute selected: burn
## [1] "root is burn value selected: 0"
## [1] "mejor attributo:" "addition" "0.0760098536627829"
## attribute selected: addition
## [1] "root is addition value selected: 0"
## [1] "mejor attributo:" "apr" "0.109170338675599"
## attribute selected: apr
## [1] "root is apr value selected: 0"
## [1] "mejor attributo:" "box" "0.170950594454669"
## attribute selected: box
## [1] "root is box value selected: 0"
## [1] "mejor attributo:" "card" "0.311278124459133"
## attribute selected: card
## [1] "root is card value selected: 1"
## [1] "leaf SPAM"
## [1] "root is card value selected: 0"
## [1] "mejor attributo:" "chip" "0.91829583405449"
## attribute selected: chip
## [1] "root is chip value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is chip value selected: 1"
## [1] "leaf SPAM"
## [1] "root is box value selected: 1"
## [1] "leaf SPAM"
## [1] "root is apr value selected: 1"
## [1] "leaf SPAM"
## [1] "root is addition value selected: 1"
## [1] "leaf SPAM"
## [1] "root is burn value selected: 1"
## [1] "leaf SPAM"
## [1] "root is govern value selected: 1"
## [1] "leaf SPAM"
## [1] "root is church value selected: 1"
## [1] "leaf SPAM"
## [1] "root is applic value selected: 1"
## [1] "leaf SPAM"
## [1] "root is hi value selected: 1"
## [1] "leaf SPAM"
## [1] "root is best value selected: 1"
## [1] "leaf SPAM"
## [1] "root is help value selected: 1"
## [1] "leaf SPAM"
## [1] "root is thank value selected: 1"
## [1] "leaf SPAM"
## [1] "root is re value selected: 1"
## [1] "leaf SPAM"
## [1] "root is loss value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is career value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is apolog value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is retail value selected: 1"
## [1] "mejor attributo:" "buyer" "1"
## attribute selected: buyer
## [1] "root is buyer value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is buyer value selected: 1"
## [1] "leaf SPAM"
## [1] "root is dear value selected: 1"
## [1] "mejor attributo:" "access" "0.91829583405449"
## attribute selected: access
## [1] "root is access value selected: 1"
## [1] "leaf SPAM"
## [1] "root is access value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is competit value selected: 1"
## [1] "mejor attributo:" "anywai" "0.811278124459133"
## attribute selected: anywai
## [1] "root is anywai value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is anywai value selected: 1"
## [1] "leaf SPAM"
## [1] "root is earn value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is mit value selected: 1"
## [1] "mejor attributo:" "window" "0.94566030460064"
## attribute selected: window
## [1] "root is window value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is window value selected: 1"
## [1] "leaf SPAM"
## [1] "root is messag value selected: 1"
## [1] "mejor attributo:" "format" "0.254143485113585"
## attribute selected: format
## [1] "root is format value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is format value selected: 0"
## [1] "mejor attributo:" "line" "0.23495005410248"
## attribute selected: line
## [1] "root is line value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is line value selected: 0"
## [1] "mejor attributo:" "action" "0.2185419124172"
## attribute selected: action
## [1] "root is action value selected: 0"
## [1] "mejor attributo:" "mit" "0.207989071311339"
## attribute selected: mit
## [1] "root is mit value selected: 0"
## [1] "mejor attributo:" "advantag" "0.138240951179447"
## attribute selected: advantag
## [1] "root is advantag value selected: 0"
## [1] "mejor attributo:" "annual" "0.175855896893935"
## attribute selected: annual
## [1] "root is annual value selected: 0"
## [1] "mejor attributo:" "directli" "0.276195427647939"
## attribute selected: directli
## [1] "root is directli value selected: 0"
## [1] "leaf SPAM"
## [1] "root is directli value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is annual value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is advantag value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is mit value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is action value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is emailaddr value selected: 0"
## [1] "mejor attributo:" "post" "0.0908253676103253"
## attribute selected: post
## [1] "root is post value selected: 0"
## [1] "mejor attributo:" "messag" "0.120285596379947"
## attribute selected: messag
## [1] "root is messag value selected: 0"
## [1] "mejor attributo:" "product" "0.130468508945896"
## attribute selected: product
## [1] "root is product value selected: 1"
## [1] "mejor attributo:" "act" "0.402179190202273"
## attribute selected: act
## [1] "root is act value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is act value selected: 1"
## [1] "leaf SPAM"
## [1] "root is product value selected: 0"
## [1] "mejor attributo:" "email" "0.102131299027867"
## attribute selected: email
## [1] "root is email value selected: 1"
## [1] "mejor attributo:" "ftp" "0.268995593589281"
## attribute selected: ftp
## [1] "root is ftp value selected: 0"
## [1] "mejor attributo:" "dollar" "0.281036112553424"
## attribute selected: dollar
## [1] "root is dollar value selected: 1"
## [1] "mejor attributo:" "address" "1"
## attribute selected: address
## [1] "root is address value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is address value selected: 0"
## [1] "leaf SPAM"
## [1] "root is dollar value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is ftp value selected: 1"
## [1] "leaf SPAM"
## [1] "root is email value selected: 0"
## [1] "mejor attributo:" "world" "0.169391629750786"
## attribute selected: world
## [1] "root is world value selected: 0"
## [1] "mejor attributo:" "decor" "0.108702769572328"
## attribute selected: decor
## [1] "root is decor value selected: 0"
## [1] "mejor attributo:" "position" "0.13022362265421"
## attribute selected: position
## [1] "root is position value selected: 0"
## [1] "mejor attributo:" "ag" "0.118307385044457"
## attribute selected: ag
## [1] "root is ag value selected: 0"
## [1] "mejor attributo:" "ca" "0.143834070285967"
## attribute selected: ca
## [1] "root is ca value selected: 0"
## [1] "mejor attributo:" "award" "0.0569720846120837"
## attribute selected: award
## [1] "root is award value selected: 0"
## [1] "mejor attributo:" "break" "0.062858602154644"
## attribute selected: break
## [1] "root is break value selected: 0"
## [1] "mejor attributo:" "anumb" "0.0416091879425743"
## attribute selected: anumb
## [1] "root is anumb value selected: 0"
## [1] "mejor attributo:" "luck" "0.0534893650745589"
## attribute selected: luck
## [1] "root is luck value selected: 0"
## [1] "mejor attributo:" "re" "0.0244386381720938"
## attribute selected: re
## [1] "root is re value selected: 0"
## [1] "leaf SPAM"
## [1] "root is re value selected: 1"
## [1] "mejor attributo:" "don" "0.0305262344861052"
## attribute selected: don
## [1] "root is don value selected: 1"
## [1] "leaf SPAM"
## [1] "root is don value selected: 0"
## [1] "mejor attributo:" "ve" "0.0362354740771033"
## attribute selected: ve
## [1] "root is ve value selected: 1"
## [1] "leaf SPAM"
## [1] "root is ve value selected: 0"
## [1] "mejor attributo:" "peopl" "0.054824648581652"
## attribute selected: peopl
## [1] "root is peopl value selected: 1"
## [1] "leaf SPAM"
## [1] "root is peopl value selected: 0"
## [1] "mejor attributo:" "against" "0.0760098536627829"
## attribute selected: against
## [1] "root is against value selected: 0"
## [1] "mejor attributo:" "anim" "0.170950594454669"
## attribute selected: anim
## [1] "root is anim value selected: 0"
## [1] "mejor attributo:" "act" "0.251629167387823"
## attribute selected: act
## [1] "root is act value selected: 0"
## [1] "mejor attributo:" "advantag" "1"
## attribute selected: advantag
## [1] "root is advantag value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is advantag value selected: 1"
## [1] "leaf SPAM"
## [1] "root is act value selected: 1"
## [1] "leaf SPAM"
## [1] "root is anim value selected: 1"
## [1] "leaf SPAM"
## [1] "root is against value selected: 1"
## [1] "leaf SPAM"
## [1] "root is luck value selected: 1"
## [1] "mejor attributo:" "actual" "1"
## attribute selected: actual
## [1] "root is actual value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is actual value selected: 1"
## [1] "leaf SPAM"
## [1] "root is anumb value selected: 1"
## [1] "mejor attributo:" "base" "1"
## attribute selected: base
## [1] "root is base value selected: 1"
## [1] "leaf SPAM"
## [1] "root is base value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is break value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is award value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is ca value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is ag value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is position value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is decor value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is world value selected: 1"
## [1] "mejor attributo:" "action" "0.413816850303634"
## attribute selected: action
## [1] "root is action value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is action value selected: 1"
## [1] "leaf SPAM"
## [1] "root is messag value selected: 1"
## [1] "mejor attributo:" "run" "0.309543429150325"
## attribute selected: run
## [1] "root is run value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is run value selected: 1"
## [1] "leaf SPAM"
## [1] "root is post value selected: 1"
## [1] "mejor attributo:" "someth" "0.173972870875999"
## attribute selected: someth
## [1] "root is someth value selected: 0"
## [1] "mejor attributo:" "american" "0.235193381819241"
## attribute selected: american
## [1] "root is american value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is american value selected: 0"
## [1] "leaf SPAM"
## [1] "root is someth value selected: 1"
## [1] "mejor attributo:" "action" "0.91829583405449"
## attribute selected: action
## [1] "root is action value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is action value selected: 1"
## [1] "leaf SPAM"
## [1] "root is holidai value selected: 1"
## [1] "mejor attributo:" "account" "0.151096970517114"
## attribute selected: account
## [1] "root is account value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is account value selected: 1"
## [1] "leaf SPAM"
## [1] "root is write value selected: 1"
## [1] "mejor attributo:" "re" "0.0737287635130493"
## attribute selected: re
## [1] "root is re value selected: 0"
## [1] "mejor attributo:" "messag" "0.224553324417502"
## attribute selected: messag
## [1] "root is messag value selected: 0"
## [1] "mejor attributo:" "dear" "0.20597916043986"
## attribute selected: dear
## [1] "root is dear value selected: 0"
## [1] "mejor attributo:" "free" "0.221459370827475"
## attribute selected: free
## [1] "root is free value selected: 1"
## [1] "mejor attributo:" "awai" "0.521640636343318"
## attribute selected: awai
## [1] "root is awai value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is awai value selected: 1"
## [1] "mejor attributo:" "altern" "0.811278124459133"
## attribute selected: altern
## [1] "root is altern value selected: 0"
## [1] "leaf SPAM"
## [1] "root is altern value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is free value selected: 0"
## [1] "mejor attributo:" "beach" "0.249882292833185"
## attribute selected: beach
## [1] "root is beach value selected: 0"
## [1] "leaf SPAM"
## [1] "root is beach value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is dear value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is messag value selected: 1"
## [1] "mejor attributo:" "adult" "0.503258334775646"
## attribute selected: adult
## [1] "root is adult value selected: 1"
## [1] "leaf SPAM"
## [1] "root is adult value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is re value selected: 1"
## [1] "mejor attributo:" "web" "0.0462578800458865"
## attribute selected: web
## [1] "root is web value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is web value selected: 0"
## [1] "mejor attributo:" "emailaddr" "0.0162046653095943"
## attribute selected: emailaddr
## [1] "root is emailaddr value selected: 1"
## [1] "leaf SPAM"
## [1] "root is emailaddr value selected: 0"
## [1] "mejor attributo:" "attent" "0.192209091024553"
## attribute selected: attent
## [1] "root is attent value selected: 0"
## [1] "mejor attributo:" "describ" "0.309543429150325"
## attribute selected: describ
## [1] "root is describ value selected: 0"
## [1] "leaf SPAM"
## [1] "root is describ value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is attent value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is click value selected: 1"
## [1] "mejor attributo:" "explain" "0.0220903244389015"
## attribute selected: explain
## [1] "root is explain value selected: 0"
## [1] "mejor attributo:" "mayb" "0.0168666698653892"
## attribute selected: mayb
## [1] "root is mayb value selected: 0"
## [1] "mejor attributo:" "atheist" "0.0139481804495419"
## attribute selected: atheist
## [1] "root is atheist value selected: 0"
## [1] "mejor attributo:" "observ" "0.0171668042373807"
## attribute selected: observ
## [1] "root is observ value selected: 0"
## [1] "leaf NO-SPAM"
## [1] "root is observ value selected: 1"
## [1] "leaf SPAM"
## [1] "root is atheist value selected: 1"
## [1] "leaf SPAM"
## [1] "root is mayb value selected: 1"
## [1] "mejor attributo:" "free" "0.970950594454669"
## attribute selected: free
## [1] "root is free value selected: 1"
## [1] "leaf NO-SPAM"
## [1] "root is free value selected: 0"
## [1] "leaf SPAM"
## [1] "root is explain value selected: 1"
## [1] "leaf SPAM"
## 0) [ROOT] - Test: click
## 1) [Value: 0] - Test: write
## 2) [Value: 0] - Test: free
## 3) [Value: 1] - Test: got
## 4) [Value: 0] - Test: disclaim
## 5) [Value: 0] - Test: email
## 6) [Value: 1] - Label: NO-SPAM
## 6) [Value: 0] - Test: emailaddr
## 7) [Value: 1] - Test: best
## 8) [Value: 0] - Test: condition
## 9) [Value: 0] - Test: help
## 10) [Value: 0] - Test: mention
## 11) [Value: 0] - Test: children
## 12) [Value: 0] - Label: NO-SPAM
## 12) [Value: 1] - Label: SPAM
## 11) [Value: 1] - Label: SPAM
## 10) [Value: 1] - Label: SPAM
## 9) [Value: 1] - Label: SPAM
## 8) [Value: 1] - Label: NO-SPAM
## 7) [Value: 0] - Test: numbermb
## 8) [Value: 0] - Label: NO-SPAM
## 8) [Value: 1] - Label: SPAM
## 5) [Value: 1] - Label: SPAM
## 4) [Value: 1] - Test: highlight
## 5) [Value: 0] - Test: agent
## 6) [Value: 0] - Label: SPAM
## 6) [Value: 1] - Label: NO-SPAM
## 5) [Value: 1] - Label: NO-SPAM
## 3) [Value: 0] - Test: web
## 4) [Value: 1] - Test: corpor
## 5) [Value: 0] - Label: NO-SPAM
## 5) [Value: 1] - Label: SPAM
## 4) [Value: 0] - Test: holidai
## 5) [Value: 0] - Test: emailaddr
## 6) [Value: 1] - Test: messag
## 7) [Value: 0] - Test: mit
## 8) [Value: 0] - Test: earn
## 9) [Value: 0] - Test: competit
## 10) [Value: 0] - Test: dear
## 11) [Value: 0] - Test: retail
## 12) [Value: 0] - Test: apolog
## 13) [Value: 0] - Test: career
## 14) [Value: 0] - Test: loss
## 15) [Value: 0] - Test: re
## 16) [Value: 0] - Test: thank
## 17) [Value: 0] - Test: mail
## 18) [Value: 1] - Label: SPAM
## 18) [Value: 0] - Test: email
## 19) [Value: 1] - Label: SPAM
## 19) [Value: 0] - Test: help
## 20) [Value: 0] - Test: ve
## 21) [Value: 1] - Label: SPAM
## 21) [Value: 0] - Test: best
## 22) [Value: 0] - Test: hi
## 23) [Value: 0] - Test: applic
## 24) [Value: 0] - Test: church
## 25) [Value: 0] - Test: govern
## 26) [Value: 0] - Test: burn
## 27) [Value: 0] - Test: addition
## 28) [Value: 0] - Test: apr
## 29) [Value: 0] - Test: box
## 30) [Value: 0] - Test: card
## 31) [Value: 1] - Label: SPAM
## 31) [Value: 0] - Test: chip
## 32) [Value: 0] - Label: NO-SPAM
## 32) [Value: 1] - Label: SPAM
## 30) [Value: 1] - Label: SPAM
## 29) [Value: 1] - Label: SPAM
## 28) [Value: 1] - Label: SPAM
## 27) [Value: 1] - Label: SPAM
## 26) [Value: 1] - Label: SPAM
## 25) [Value: 1] - Label: SPAM
## 24) [Value: 1] - Label: SPAM
## 23) [Value: 1] - Label: SPAM
## 22) [Value: 1] - Label: SPAM
## 20) [Value: 1] - Label: SPAM
## 17) [Value: 1] - Label: SPAM
## 16) [Value: 1] - Label: SPAM
## 15) [Value: 1] - Label: NO-SPAM
## 14) [Value: 1] - Label: NO-SPAM
## 13) [Value: 1] - Label: NO-SPAM
## 12) [Value: 1] - Test: buyer
## 13) [Value: 0] - Label: NO-SPAM
## 13) [Value: 1] - Label: SPAM
## 11) [Value: 1] - Test: access
## 12) [Value: 1] - Label: SPAM
## 12) [Value: 0] - Label: NO-SPAM
## 10) [Value: 1] - Test: anywai
## 11) [Value: 0] - Label: NO-SPAM
## 11) [Value: 1] - Label: SPAM
## 9) [Value: 1] - Label: NO-SPAM
## 8) [Value: 1] - Test: window
## 9) [Value: 0] - Label: NO-SPAM
## 9) [Value: 1] - Label: SPAM
## 7) [Value: 1] - Test: format
## 8) [Value: 1] - Label: NO-SPAM
## 8) [Value: 0] - Test: line
## 9) [Value: 1] - Label: NO-SPAM
## 9) [Value: 0] - Test: action
## 10) [Value: 0] - Test: mit
## 11) [Value: 0] - Test: advantag
## 12) [Value: 0] - Test: annual
## 13) [Value: 0] - Test: directli
## 14) [Value: 0] - Label: SPAM
## 14) [Value: 1] - Label: NO-SPAM
## 13) [Value: 1] - Label: NO-SPAM
## 12) [Value: 1] - Label: NO-SPAM
## 11) [Value: 1] - Label: NO-SPAM
## 10) [Value: 1] - Label: NO-SPAM
## 6) [Value: 0] - Test: post
## 7) [Value: 0] - Test: messag
## 8) [Value: 0] - Test: product
## 9) [Value: 1] - Test: act
## 10) [Value: 0] - Label: NO-SPAM
## 10) [Value: 1] - Label: SPAM
## 9) [Value: 0] - Test: email
## 10) [Value: 1] - Test: ftp
## 11) [Value: 0] - Test: dollar
## 12) [Value: 1] - Test: address
## 13) [Value: 1] - Label: NO-SPAM
## 13) [Value: 0] - Label: SPAM
## 12) [Value: 0] - Label: NO-SPAM
## 11) [Value: 1] - Label: SPAM
## 10) [Value: 0] - Test: world
## 11) [Value: 0] - Test: decor
## 12) [Value: 0] - Test: position
## 13) [Value: 0] - Test: ag
## 14) [Value: 0] - Test: ca
## 15) [Value: 0] - Test: award
## 16) [Value: 0] - Test: break
## 17) [Value: 0] - Test: anumb
## 18) [Value: 0] - Test: luck
## 19) [Value: 0] - Test: re
## 20) [Value: 0] - Label: SPAM
## 20) [Value: 1] - Test: don
## 21) [Value: 1] - Label: SPAM
## 21) [Value: 0] - Test: ve
## 22) [Value: 1] - Label: SPAM
## 22) [Value: 0] - Test: peopl
## 23) [Value: 1] - Label: SPAM
## 23) [Value: 0] - Test: against
## 24) [Value: 0] - Test: anim
## 25) [Value: 0] - Test: act
## 26) [Value: 0] - Test: advantag
## 27) [Value: 0] - Label: NO-SPAM
## 27) [Value: 1] - Label: SPAM
## 26) [Value: 1] - Label: SPAM
## 25) [Value: 1] - Label: SPAM
## 24) [Value: 1] - Label: SPAM
## 19) [Value: 1] - Test: actual
## 20) [Value: 0] - Label: NO-SPAM
## 20) [Value: 1] - Label: SPAM
## 18) [Value: 1] - Test: base
## 19) [Value: 1] - Label: SPAM
## 19) [Value: 0] - Label: NO-SPAM
## 17) [Value: 1] - Label: NO-SPAM
## 16) [Value: 1] - Label: NO-SPAM
## 15) [Value: 1] - Label: NO-SPAM
## 14) [Value: 1] - Label: NO-SPAM
## 13) [Value: 1] - Label: NO-SPAM
## 12) [Value: 1] - Label: NO-SPAM
## 11) [Value: 1] - Test: action
## 12) [Value: 0] - Label: NO-SPAM
## 12) [Value: 1] - Label: SPAM
## 8) [Value: 1] - Test: run
## 9) [Value: 0] - Label: NO-SPAM
## 9) [Value: 1] - Label: SPAM
## 7) [Value: 1] - Test: someth
## 8) [Value: 0] - Test: american
## 9) [Value: 1] - Label: NO-SPAM
## 9) [Value: 0] - Label: SPAM
## 8) [Value: 1] - Test: action
## 9) [Value: 0] - Label: NO-SPAM
## 9) [Value: 1] - Label: SPAM
## 5) [Value: 1] - Test: account
## 6) [Value: 0] - Label: NO-SPAM
## 6) [Value: 1] - Label: SPAM
## 2) [Value: 1] - Test: re
## 3) [Value: 0] - Test: messag
## 4) [Value: 0] - Test: dear
## 5) [Value: 0] - Test: free
## 6) [Value: 1] - Test: awai
## 7) [Value: 0] - Label: NO-SPAM
## 7) [Value: 1] - Test: altern
## 8) [Value: 0] - Label: SPAM
## 8) [Value: 1] - Label: NO-SPAM
## 6) [Value: 0] - Test: beach
## 7) [Value: 0] - Label: SPAM
## 7) [Value: 1] - Label: NO-SPAM
## 5) [Value: 1] - Label: NO-SPAM
## 4) [Value: 1] - Test: adult
## 5) [Value: 1] - Label: SPAM
## 5) [Value: 0] - Label: NO-SPAM
## 3) [Value: 1] - Test: web
## 4) [Value: 1] - Label: NO-SPAM
## 4) [Value: 0] - Test: emailaddr
## 5) [Value: 1] - Label: SPAM
## 5) [Value: 0] - Test: attent
## 6) [Value: 0] - Test: describ
## 7) [Value: 0] - Label: SPAM
## 7) [Value: 1] - Label: NO-SPAM
## 6) [Value: 1] - Label: NO-SPAM
## 1) [Value: 1] - Test: explain
## 2) [Value: 0] - Test: mayb
## 3) [Value: 0] - Test: atheist
## 4) [Value: 0] - Test: observ
## 5) [Value: 0] - Label: NO-SPAM
## 5) [Value: 1] - Label: SPAM
## 4) [Value: 1] - Label: SPAM
## 3) [Value: 1] - Test: free
## 4) [Value: 1] - Label: NO-SPAM
## 4) [Value: 0] - Label: SPAM
## 2) [Value: 1] - Label: SPAM## [1] "NO-SPAM"