Assignment 3
Nick Esposito
2/4/2020
R Markdown
This is my submission for Assignment 3
rm(list = ls(all = TRUE))
#install.packages("arules")
#install.packages("arulesViz")
library(arules)## Loading required package: Matrix##
## Attaching package: 'arules'## The following objects are masked from 'package:base':
##
## abbreviate, writelibrary(arulesViz)## Loading required package: grid## Registered S3 method overwritten by 'seriation':
## method from
## reorder.hclust gclusdata("Adult")
summary(Adult)## transactions as itemMatrix in sparse format with
## 48842 rows (elements/itemsets/transactions) and
## 115 columns (items) and a density of 0.1089939
##
## most frequent items:
## capital-loss=None capital-gain=None
## 46560 44807
## native-country=United-States race=White
## 43832 41762
## workclass=Private (Other)
## 33906 401333
##
## element (itemset/transaction) length distribution:
## sizes
## 9 10 11 12 13
## 19 971 2067 15623 30162
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 9.00 12.00 13.00 12.53 13.00 13.00
##
## includes extended item information - examples:
## labels variables levels
## 1 age=Young age Young
## 2 age=Middle-aged age Middle-aged
## 3 age=Senior age Senior
##
## includes extended transaction information - examples:
## transactionID
## 1 1
## 2 2
## 3 3Adult@itemInfo[1:20,]## labels variables levels
## 1 age=Young age Young
## 2 age=Middle-aged age Middle-aged
## 3 age=Senior age Senior
## 4 age=Old age Old
## 5 workclass=Federal-gov workclass Federal-gov
## 6 workclass=Local-gov workclass Local-gov
## 7 workclass=Never-worked workclass Never-worked
## 8 workclass=Private workclass Private
## 9 workclass=Self-emp-inc workclass Self-emp-inc
## 10 workclass=Self-emp-not-inc workclass Self-emp-not-inc
## 11 workclass=State-gov workclass State-gov
## 12 workclass=Without-pay workclass Without-pay
## 13 education=Preschool education Preschool
## 14 education=1st-4th education 1st-4th
## 15 education=5th-6th education 5th-6th
## 16 education=7th-8th education 7th-8th
## 17 education=9th education 9th
## 18 education=10th education 10th
## 19 education=11th education 11th
## 20 education=12th education 12thapply(Adult@data[,1:50], 2,
function(r) paste(Adult@itemInfo[r,"labels"], collapse = ","))## [1] "age=Middle-aged,workclass=State-gov,education=Bachelors,marital-status=Never-married,occupation=Adm-clerical,relationship=Not-in-family,race=White,sex=Male,capital-gain=Low,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [2] "age=Senior,workclass=Self-emp-not-inc,education=Bachelors,marital-status=Married-civ-spouse,occupation=Exec-managerial,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Part-time,native-country=United-States,income=small"
## [3] "age=Middle-aged,workclass=Private,education=HS-grad,marital-status=Divorced,occupation=Handlers-cleaners,relationship=Not-in-family,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [4] "age=Senior,workclass=Private,education=11th,marital-status=Married-civ-spouse,occupation=Handlers-cleaners,relationship=Husband,race=Black,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [5] "age=Middle-aged,workclass=Private,education=Bachelors,marital-status=Married-civ-spouse,occupation=Prof-specialty,relationship=Wife,race=Black,sex=Female,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=Cuba,income=small"
## [6] "age=Middle-aged,workclass=Private,education=Masters,marital-status=Married-civ-spouse,occupation=Exec-managerial,relationship=Wife,race=White,sex=Female,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [7] "age=Senior,workclass=Private,education=9th,marital-status=Married-spouse-absent,occupation=Other-service,relationship=Not-in-family,race=Black,sex=Female,capital-gain=None,capital-loss=None,hours-per-week=Part-time,native-country=Jamaica,income=small"
## [8] "age=Senior,workclass=Self-emp-not-inc,education=HS-grad,marital-status=Married-civ-spouse,occupation=Exec-managerial,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=large"
## [9] "age=Middle-aged,workclass=Private,education=Masters,marital-status=Never-married,occupation=Prof-specialty,relationship=Not-in-family,race=White,sex=Female,capital-gain=High,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=large"
## [10] "age=Middle-aged,workclass=Private,education=Bachelors,marital-status=Married-civ-spouse,occupation=Exec-managerial,relationship=Husband,race=White,sex=Male,capital-gain=Low,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=large"
## [11] "age=Middle-aged,workclass=Private,education=Some-college,marital-status=Married-civ-spouse,occupation=Exec-managerial,relationship=Husband,race=Black,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Workaholic,native-country=United-States,income=large"
## [12] "age=Middle-aged,workclass=State-gov,education=Bachelors,marital-status=Married-civ-spouse,occupation=Prof-specialty,relationship=Husband,race=Asian-Pac-Islander,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=India,income=large"
## [13] "age=Young,workclass=Private,education=Bachelors,marital-status=Never-married,occupation=Adm-clerical,relationship=Own-child,race=White,sex=Female,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [14] "age=Middle-aged,workclass=Private,education=Assoc-acdm,marital-status=Never-married,occupation=Sales,relationship=Not-in-family,race=Black,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=small"
## [15] "age=Middle-aged,workclass=Private,education=Assoc-voc,marital-status=Married-civ-spouse,occupation=Craft-repair,relationship=Husband,race=Asian-Pac-Islander,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,income=large"
## [16] "age=Middle-aged,workclass=Private,education=7th-8th,marital-status=Married-civ-spouse,occupation=Transport-moving,relationship=Husband,race=Amer-Indian-Eskimo,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=Mexico,income=small"
## [17] "age=Young,workclass=Self-emp-not-inc,education=HS-grad,marital-status=Never-married,occupation=Farming-fishing,relationship=Own-child,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [18] "age=Middle-aged,workclass=Private,education=HS-grad,marital-status=Never-married,occupation=Machine-op-inspct,relationship=Unmarried,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [19] "age=Middle-aged,workclass=Private,education=11th,marital-status=Married-civ-spouse,occupation=Sales,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=small"
## [20] "age=Middle-aged,workclass=Self-emp-not-inc,education=Masters,marital-status=Divorced,occupation=Exec-managerial,relationship=Unmarried,race=White,sex=Female,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=large"
## [21] "age=Middle-aged,workclass=Private,education=Doctorate,marital-status=Married-civ-spouse,occupation=Prof-specialty,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=large"
## [22] "age=Senior,workclass=Private,education=HS-grad,marital-status=Separated,occupation=Other-service,relationship=Unmarried,race=Black,sex=Female,capital-gain=None,capital-loss=None,hours-per-week=Part-time,native-country=United-States,income=small"
## [23] "age=Middle-aged,workclass=Federal-gov,education=9th,marital-status=Married-civ-spouse,occupation=Farming-fishing,relationship=Husband,race=Black,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [24] "age=Middle-aged,workclass=Private,education=11th,marital-status=Married-civ-spouse,occupation=Transport-moving,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=High,hours-per-week=Full-time,native-country=United-States,income=small"
## [25] "age=Senior,workclass=Private,education=HS-grad,marital-status=Divorced,occupation=Tech-support,relationship=Unmarried,race=White,sex=Female,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [26] "age=Senior,workclass=Local-gov,education=Bachelors,marital-status=Married-civ-spouse,occupation=Tech-support,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=large"
## [27] "age=Young,workclass=Private,education=HS-grad,marital-status=Never-married,occupation=Craft-repair,relationship=Own-child,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [28] "age=Senior,education=Some-college,marital-status=Married-civ-spouse,relationship=Husband,race=Asian-Pac-Islander,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=South,income=large"
## [29] "age=Middle-aged,workclass=Private,education=HS-grad,marital-status=Divorced,occupation=Exec-managerial,relationship=Not-in-family,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Workaholic,native-country=United-States,income=small"
## [30] "age=Senior,workclass=Private,education=HS-grad,marital-status=Married-civ-spouse,occupation=Craft-repair,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [31] "age=Young,workclass=Local-gov,education=Assoc-acdm,marital-status=Never-married,occupation=Protective-serv,relationship=Not-in-family,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=small"
## [32] "age=Young,workclass=Private,education=Some-college,marital-status=Never-married,occupation=Sales,relationship=Own-child,race=Black,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=small"
## [33] "age=Middle-aged,workclass=Private,education=Bachelors,marital-status=Divorced,occupation=Exec-managerial,relationship=Own-child,race=White,sex=Male,capital-gain=None,capital-loss=Low,hours-per-week=Full-time,native-country=United-States,income=small"
## [34] "age=Middle-aged,workclass=Federal-gov,education=Some-college,marital-status=Married-civ-spouse,occupation=Adm-clerical,relationship=Own-child,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [35] "age=Young,workclass=State-gov,education=Some-college,marital-status=Married-civ-spouse,occupation=Other-service,relationship=Husband,race=Black,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Part-time,native-country=United-States,income=small"
## [36] "age=Senior,workclass=Private,education=11th,marital-status=Never-married,occupation=Machine-op-inspct,relationship=Unmarried,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=Puerto-Rico,income=small"
## [37] "age=Young,workclass=Private,education=Some-college,marital-status=Never-married,occupation=Machine-op-inspct,relationship=Own-child,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [38] "age=Young,workclass=Private,education=HS-grad,marital-status=Married-AF-spouse,occupation=Adm-clerical,relationship=Wife,race=White,sex=Female,capital-gain=None,capital-loss=None,hours-per-week=Part-time,native-country=United-States,income=small"
## [39] "age=Middle-aged,workclass=Private,education=Some-college,marital-status=Married-civ-spouse,occupation=Sales,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,income=large"
## [40] "age=Senior,workclass=Self-emp-not-inc,education=Assoc-acdm,marital-status=Married-civ-spouse,occupation=Prof-specialty,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [41] "age=Middle-aged,workclass=Private,education=9th,marital-status=Married-civ-spouse,occupation=Machine-op-inspct,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=small"
## [42] "age=Senior,workclass=Self-emp-not-inc,education=Bachelors,marital-status=Married-civ-spouse,occupation=Prof-specialty,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [43] "age=Young,workclass=Private,education=Bachelors,marital-status=Married-civ-spouse,occupation=Tech-support,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=small"
## [44] "age=Senior,workclass=Private,education=HS-grad,marital-status=Separated,occupation=Adm-clerical,relationship=Unmarried,race=White,sex=Female,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [45] "age=Young,workclass=Private,education=HS-grad,marital-status=Never-married,occupation=Handlers-cleaners,relationship=Not-in-family,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [46] "age=Senior,workclass=Federal-gov,education=Bachelors,marital-status=Married-civ-spouse,occupation=Prof-specialty,relationship=Husband,race=Black,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=large"
## [47] "age=Senior,workclass=Private,education=HS-grad,marital-status=Married-civ-spouse,occupation=Machine-op-inspct,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [48] "age=Middle-aged,workclass=Private,education=Masters,marital-status=Divorced,occupation=Exec-managerial,relationship=Unmarried,race=White,sex=Female,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [49] "age=Middle-aged,workclass=State-gov,education=Assoc-voc,marital-status=Married-civ-spouse,occupation=Craft-repair,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small"
## [50] "age=Middle-aged,workclass=Private,education=Assoc-voc,marital-status=Never-married,occupation=Prof-specialty,relationship=Not-in-family,race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Over-time,native-country=United-States,income=small"itemsets<- apriori(Adult, parameter = list(minlen=1, maxlen=1, support= 0.02,
target= "frequent itemsets"))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## NA 0.1 1 none FALSE TRUE 5 0.02 1
## maxlen target ext
## 1 frequent itemsets FALSE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 976
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[115 item(s), 48842 transaction(s)] done [0.04s].
## sorting and recoding items ... [59 item(s)] done [0.00s].
## creating transaction tree ... done [0.04s].
## checking subsets of size 1## Warning in apriori(Adult, parameter = list(minlen = 1, maxlen = 1, support
## = 0.02, : Mining stopped (maxlen reached). Only patterns up to a length of 1
## returned!## done [0.00s].
## writing ... [59 set(s)] done [0.00s].
## creating S4 object ... done [0.01s].summary(itemsets)## set of 59 itemsets
##
## most frequent items:
## age=Young age=Middle-aged age=Senior
## 1 1 1
## age=Old workclass=Federal-gov (Other)
## 1 1 54
##
## element (itemset/transaction) length distribution:sizes
## 1
## 59
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1 1 1 1 1 1
##
## summary of quality measures:
## support count
## Min. :0.02013 Min. : 983
## 1st Qu.:0.03581 1st Qu.: 1749
## Median :0.10493 Median : 5125
## Mean :0.20876 Mean :10196
## 3rd Qu.:0.26020 3rd Qu.:12708
## Max. :0.95328 Max. :46560
##
## includes transaction ID lists: FALSE
##
## mining info:
## data ntransactions support confidence
## Adult 48842 0.02 1inspect(head(sort(itemsets, by= "support"), 10)) ## items support count
## [1] {capital-loss=None} 0.9532779 46560
## [2] {capital-gain=None} 0.9173867 44807
## [3] {native-country=United-States} 0.8974243 43832
## [4] {race=White} 0.8550428 41762
## [5] {workclass=Private} 0.6941976 33906
## [6] {sex=Male} 0.6684820 32650
## [7] {hours-per-week=Full-time} 0.5850907 28577
## [8] {income=small} 0.5061218 24720
## [9] {age=Middle-aged} 0.5051185 24671
## [10] {marital-status=Married-civ-spouse} 0.4581917 22379itemsets<-apriori(Adult, parameter = list(minlen = 4, maxlen = 4,
support = 0.02, target = "frequent itemsets"))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## NA 0.1 1 none FALSE TRUE 5 0.02 4
## maxlen target ext
## 4 frequent itemsets FALSE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 976
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[115 item(s), 48842 transaction(s)] done [0.04s].
## sorting and recoding items ... [59 item(s)] done [0.00s].
## creating transaction tree ... done [0.05s].
## checking subsets of size 1 2 3 4## Warning in apriori(Adult, parameter = list(minlen = 4, maxlen = 4, support
## = 0.02, : Mining stopped (maxlen reached). Only patterns up to a length of 4
## returned!## done [0.13s].
## writing ... [5976 set(s)] done [0.00s].
## creating S4 object ... done [0.01s].summary(itemsets)## set of 5976 itemsets
##
## most frequent items:
## capital-loss=None native-country=United-States
## 1897 1863
## capital-gain=None race=White
## 1833 1763
## workclass=Private (Other)
## 1479 15069
##
## element (itemset/transaction) length distribution:sizes
## 4
## 5976
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 4 4 4 4 4 4
##
## summary of quality measures:
## support count
## Min. :0.02000 Min. : 977
## 1st Qu.:0.02585 1st Qu.: 1263
## Median :0.03741 Median : 1827
## Mean :0.05759 Mean : 2813
## 3rd Qu.:0.06468 3rd Qu.: 3159
## Max. :0.68040 Max. :33232
##
## includes transaction ID lists: FALSE
##
## mining info:
## data ntransactions support confidence
## Adult 48842 0.02 1inspect(head(sort(itemsets, by = "support")))## items support count
## [1] {race=White,
## capital-gain=None,
## capital-loss=None,
## native-country=United-States} 0.6803980 33232
## [2] {workclass=Private,
## capital-gain=None,
## capital-loss=None,
## native-country=United-States} 0.5414807 26447
## [3] {workclass=Private,
## race=White,
## capital-gain=None,
## capital-loss=None} 0.5204742 25421
## [4] {workclass=Private,
## race=White,
## capital-loss=None,
## native-country=United-States} 0.5181401 25307
## [5] {race=White,
## sex=Male,
## capital-loss=None,
## native-country=United-States} 0.5113632 24976
## [6] {sex=Male,
## capital-gain=None,
## capital-loss=None,
## native-country=United-States} 0.5084149 24832itemsets<- apriori(Adult, parameter = list(minlen= 1, support = 0.02, target =
"frequent itemsets"))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## NA 0.1 1 none FALSE TRUE 5 0.02 1
## maxlen target ext
## 10 frequent itemsets FALSE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 976
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[115 item(s), 48842 transaction(s)] done [0.04s].
## sorting and recoding items ... [59 item(s)] done [0.01s].
## creating transaction tree ... done [0.03s].
## checking subsets of size 1 2 3 4 5 6 7 8 9 10## Warning in apriori(Adult, parameter = list(minlen = 1, support = 0.02, target
## = "frequent itemsets")): Mining stopped (maxlen reached). Only patterns up to a
## length of 10 returned!## done [0.55s].
## writing ... [33144 set(s)] done [0.01s].
## creating S4 object ... done [0.03s].summary(itemsets)## set of 33144 itemsets
##
## most frequent items:
## capital-loss=None native-country=United-States
## 15936 15616
## capital-gain=None race=White
## 15480 14963
## workclass=Private (Other)
## 12809 103242
##
## element (itemset/transaction) length distribution:sizes
## 1 2 3 4 5 6 7 8 9 10
## 59 586 2490 5976 8774 8117 4808 1847 433 54
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 4.000 5.000 5.372 6.000 10.000
##
## summary of quality measures:
## support count
## Min. :0.02000 Min. : 977
## 1st Qu.:0.02436 1st Qu.: 1190
## Median :0.03237 Median : 1581
## Mean :0.04813 Mean : 2351
## 3rd Qu.:0.05080 3rd Qu.: 2481
## Max. :0.95328 Max. :46560
##
## includes transaction ID lists: FALSE
##
## mining info:
## data ntransactions support confidence
## Adult 48842 0.02 1rules<-apriori(Adult, parameter = list(support= 0.2, confidence = 0.6,
target = "rules"))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.6 0.1 1 none FALSE TRUE 5 0.2 1
## maxlen target ext
## 10 rules FALSE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 9768
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[115 item(s), 48842 transaction(s)] done [0.04s].
## sorting and recoding items ... [18 item(s)] done [0.01s].
## creating transaction tree ... done [0.01s].
## checking subsets of size 1 2 3 4 5 6 7 done [0.02s].
## writing ... [1692 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].summary(rules)## set of 1692 rules
##
## rule length distribution (lhs + rhs):sizes
## 1 2 3 4 5 6 7
## 6 101 386 589 458 138 14
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.0 3.0 4.0 4.1 5.0 7.0
##
## summary of quality measures:
## support confidence lift count
## Min. :0.2002 Min. :0.6000 Min. :0.8989 Min. : 9779
## 1st Qu.:0.2214 1st Qu.:0.8316 1st Qu.:0.9841 1st Qu.:10815
## Median :0.2745 Median :0.8999 Median :1.0109 Median :13405
## Mean :0.3031 Mean :0.8634 Mean :1.1294 Mean :14804
## 3rd Qu.:0.3396 3rd Qu.:0.9386 3rd Qu.:1.0471 3rd Qu.:16586
## Max. :0.9533 Max. :0.9999 Max. :2.4603 Max. :46560
##
## mining info:
## data ntransactions support confidence
## Adult 48842 0.2 0.6plot(rules)## To reduce overplotting, jitter is added! Use jitter = 0 to prevent jitter.
plot(rules@quality)
slope<- sort(round(rules@quality$lift/rules@quality$confidence, 2))
unlist(lapply(split(slope, f= slope), length))## 1.05 1.09 1.11 1.17 1.44 1.5 1.71 1.98 2.18 2.48
## 290 269 268 253 214 206 36 3 79 74inspect(head(sort(rules, by = "lift"), 10))## lhs rhs support confidence lift count
## [1] {marital-status=Married-civ-spouse,
## race=White,
## sex=Male,
## native-country=United-States} => {relationship=Husband} 0.3382335 0.9931466 2.460299 16520
## [2] {marital-status=Married-civ-spouse,
## race=White,
## sex=Male,
## capital-gain=None,
## native-country=United-States} => {relationship=Husband} 0.2967528 0.9929438 2.459797 14494
## [3] {marital-status=Married-civ-spouse,
## race=White,
## sex=Male,
## capital-loss=None,
## native-country=United-States} => {relationship=Husband} 0.3159371 0.9927942 2.459427 15431
## [4] {workclass=Private,
## marital-status=Married-civ-spouse,
## race=White,
## sex=Male,
## native-country=United-States} => {relationship=Husband} 0.2164735 0.9926767 2.459136 10573
## [5] {marital-status=Married-civ-spouse,
## race=White,
## sex=Male,
## capital-gain=None,
## capital-loss=None,
## native-country=United-States} => {relationship=Husband} 0.2744564 0.9925218 2.458752 13405
## [6] {marital-status=Married-civ-spouse,
## sex=Male,
## native-country=United-States} => {relationship=Husband} 0.3628025 0.9923279 2.458272 17720
## [7] {workclass=Private,
## marital-status=Married-civ-spouse,
## race=White,
## sex=Male,
## capital-loss=None,
## native-country=United-States} => {relationship=Husband} 0.2025920 0.9922784 2.458149 9895
## [8] {marital-status=Married-civ-spouse,
## sex=Male,
## capital-gain=None,
## native-country=United-States} => {relationship=Husband} 0.3187830 0.9920357 2.457548 15570
## [9] {marital-status=Married-civ-spouse,
## sex=Male,
## capital-loss=None,
## native-country=United-States} => {relationship=Husband} 0.3393391 0.9919205 2.457262 16574
## [10] {workclass=Private,
## marital-status=Married-civ-spouse,
## sex=Male,
## native-country=United-States} => {relationship=Husband} 0.2324024 0.9917002 2.456716 11351confidentRules<- rules[quality(rules)$confidence>0.9]
confidentRules## set of 845 rulesplot(confidentRules, method = "matrix", measure = c("lift", "confidence"))## Itemsets in Antecedent (LHS)
## [1] "{marital-status=Married-civ-spouse,race=White,sex=Male,capital-loss=None,native-country=United-States}"
## [2] "{marital-status=Married-civ-spouse,race=White,sex=Male,capital-gain=None,capital-loss=None,native-country=United-States}"
## [3] "{workclass=Private,marital-status=Married-civ-spouse,race=White,sex=Male,capital-loss=None,native-country=United-States}"
## [4] "{workclass=Private,marital-status=Married-civ-spouse,sex=Male,capital-gain=None,native-country=United-States}"
## [5] "{workclass=Private,marital-status=Married-civ-spouse,race=White,sex=Male,capital-gain=None}"
## [6] "{age=Middle-aged,marital-status=Married-civ-spouse,sex=Male,capital-loss=None}"
## [7] "{workclass=Private,marital-status=Married-civ-spouse,sex=Male,capital-gain=None,capital-loss=None}"
## [8] "{marital-status=Married-civ-spouse,sex=Male,capital-loss=None,hours-per-week=Full-time}"
## [9] "{relationship=Husband,sex=Male,capital-loss=None,hours-per-week=Full-time}"
## [10] "{relationship=Husband,race=White,sex=Male,capital-loss=None,native-country=United-States}"
## [11] "{relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None,native-country=United-States}"
## [12] "{workclass=Private,relationship=Husband,race=White,sex=Male,capital-gain=None}"
## [13] "{workclass=Private,relationship=Husband,race=White,sex=Male,capital-loss=None,native-country=United-States}"
## [14] "{workclass=Private,relationship=Husband,sex=Male,capital-gain=None,capital-loss=None}"
## [15] "{workclass=Private,relationship=Husband,sex=Male,capital-gain=None,native-country=United-States}"
## [16] "{age=Middle-aged,relationship=Husband,sex=Male,capital-loss=None}"
## [17] "{relationship=Husband,capital-loss=None,hours-per-week=Full-time}"
## [18] "{relationship=Husband,race=White,capital-loss=None,native-country=United-States}"
## [19] "{relationship=Husband,race=White,capital-gain=None,capital-loss=None,native-country=United-States}"
## [20] "{workclass=Private,relationship=Husband,race=White,capital-gain=None}"
## [21] "{workclass=Private,relationship=Husband,race=White,capital-loss=None,native-country=United-States}"
## [22] "{workclass=Private,relationship=Husband,capital-gain=None,capital-loss=None}"
## [23] "{workclass=Private,relationship=Husband,capital-gain=None,native-country=United-States}"
## [24] "{age=Middle-aged,relationship=Husband,capital-loss=None}"
## [25] "{marital-status=Married-civ-spouse,sex=Male,capital-loss=None,native-country=United-States}"
## [26] "{workclass=Private,marital-status=Married-civ-spouse,sex=Male,capital-loss=None,native-country=United-States}"
## [27] "{marital-status=Married-civ-spouse,sex=Male,capital-gain=None,capital-loss=None,native-country=United-States}"
## [28] "{marital-status=Married-civ-spouse,sex=Male,capital-loss=None}"
## [29] "{marital-status=Married-civ-spouse,sex=Male,capital-gain=None,capital-loss=None}"
## [30] "{workclass=Private,marital-status=Married-civ-spouse,sex=Male,capital-loss=None}"
## [31] "{marital-status=Married-civ-spouse,race=White,sex=Male,capital-loss=None}"
## [32] "{marital-status=Married-civ-spouse,race=White,sex=Male,capital-gain=None,capital-loss=None}"
## [33] "{workclass=Private,marital-status=Married-civ-spouse,race=White,sex=Male,capital-loss=None}"
## [34] "{workclass=Private,marital-status=Married-civ-spouse,race=White,sex=Male,native-country=United-States}"
## [35] "{marital-status=Married-civ-spouse,race=White,sex=Male,native-country=United-States}"
## [36] "{marital-status=Married-civ-spouse,sex=Male,hours-per-week=Full-time}"
## [37] "{age=Middle-aged,marital-status=Married-civ-spouse,sex=Male}"
## [38] "{marital-status=Married-civ-spouse,race=White,sex=Male,capital-gain=None,native-country=United-States}"
## [39] "{relationship=Husband,sex=Male,capital-loss=None,native-country=United-States}"
## [40] "{workclass=Private,relationship=Husband,sex=Male,capital-loss=None,native-country=United-States}"
## [41] "{relationship=Husband,sex=Male,capital-gain=None,capital-loss=None,native-country=United-States}"
## [42] "{relationship=Husband,sex=Male,capital-loss=None}"
## [43] "{workclass=Private,relationship=Husband,sex=Male,capital-loss=None}"
## [44] "{relationship=Husband,sex=Male,capital-gain=None,capital-loss=None}"
## [45] "{relationship=Husband,race=White,sex=Male,capital-loss=None}"
## [46] "{relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None}"
## [47] "{workclass=Private,relationship=Husband,race=White,sex=Male,capital-loss=None}"
## [48] "{relationship=Husband,capital-loss=None,native-country=United-States}"
## [49] "{workclass=Private,relationship=Husband,capital-loss=None,native-country=United-States}"
## [50] "{relationship=Husband,capital-gain=None,capital-loss=None,native-country=United-States}"
## [51] "{relationship=Husband,sex=Male,hours-per-week=Full-time}"
## [52] "{age=Middle-aged,relationship=Husband,sex=Male}"
## [53] "{workclass=Private,relationship=Husband,race=White,sex=Male,native-country=United-States}"
## [54] "{relationship=Husband,race=White,sex=Male,native-country=United-States}"
## [55] "{relationship=Husband,capital-loss=None}"
## [56] "{workclass=Private,relationship=Husband,capital-loss=None}"
## [57] "{relationship=Husband,capital-gain=None,capital-loss=None}"
## [58] "{relationship=Husband,race=White,sex=Male,capital-gain=None,native-country=United-States}"
## [59] "{relationship=Husband,race=White,capital-loss=None}"
## [60] "{relationship=Husband,race=White,capital-gain=None,capital-loss=None}"
## [61] "{workclass=Private,relationship=Husband,race=White,capital-loss=None}"
## [62] "{relationship=Husband,hours-per-week=Full-time}"
## [63] "{age=Middle-aged,relationship=Husband}"
## [64] "{workclass=Private,relationship=Husband,race=White,native-country=United-States}"
## [65] "{relationship=Husband,race=White,native-country=United-States}"
## [66] "{relationship=Husband,race=White,capital-gain=None,native-country=United-States}"
## [67] "{marital-status=Married-civ-spouse,sex=Male,native-country=United-States}"
## [68] "{workclass=Private,marital-status=Married-civ-spouse,sex=Male,native-country=United-States}"
## [69] "{marital-status=Married-civ-spouse,sex=Male,capital-gain=None,native-country=United-States}"
## [70] "{marital-status=Married-civ-spouse,sex=Male}"
## [71] "{workclass=Private,marital-status=Married-civ-spouse,sex=Male}"
## [72] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,capital-loss=None,native-country=United-States}"
## [73] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,capital-gain=None,capital-loss=None,native-country=United-States}"
## [74] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,capital-gain=None,capital-loss=None}"
## [75] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,race=White,capital-gain=None}"
## [76] "{age=Middle-aged,marital-status=Married-civ-spouse,relationship=Husband,capital-loss=None}"
## [77] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,capital-gain=None,native-country=United-States}"
## [78] "{marital-status=Married-civ-spouse,relationship=Husband,capital-loss=None,hours-per-week=Full-time}"
## [79] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,race=White,capital-loss=None,native-country=United-States}"
## [80] "{marital-status=Married-civ-spouse,sex=Male,capital-gain=None}"
## [81] "{workclass=Private,marital-status=Married-civ-spouse,sex=Male,capital-gain=None}"
## [82] "{marital-status=Married-civ-spouse,race=White,sex=Male}"
## [83] "{workclass=Private,marital-status=Married-civ-spouse,race=White,sex=Male}"
## [84] "{marital-status=Married-civ-spouse,race=White,sex=Male,capital-gain=None}"
## [85] "{workclass=Private,relationship=Husband,native-country=United-States}"
## [86] "{relationship=Husband,native-country=United-States}"
## [87] "{relationship=Husband,capital-gain=None,native-country=United-States}"
## [88] "{workclass=Private,relationship=Husband}"
## [89] "{relationship=Husband}"
## [90] "{workclass=Private,relationship=Husband,capital-gain=None}"
## [91] "{relationship=Husband,capital-gain=None}"
## [92] "{relationship=Husband,race=White}"
## [93] "{workclass=Private,relationship=Husband,race=White}"
## [94] "{relationship=Husband,race=White,capital-gain=None}"
## [95] "{workclass=Private,relationship=Husband,sex=Male,native-country=United-States}"
## [96] "{relationship=Husband,sex=Male,native-country=United-States}"
## [97] "{relationship=Husband,sex=Male,capital-gain=None,native-country=United-States}"
## [98] "{workclass=Private,relationship=Husband,sex=Male}"
## [99] "{relationship=Husband,sex=Male}"
## [100] "{workclass=Private,relationship=Husband,sex=Male,capital-gain=None}"
## [101] "{relationship=Husband,sex=Male,capital-gain=None}"
## [102] "{relationship=Husband,race=White,sex=Male}"
## [103] "{workclass=Private,relationship=Husband,race=White,sex=Male}"
## [104] "{relationship=Husband,race=White,sex=Male,capital-gain=None}"
## [105] "{marital-status=Married-civ-spouse,relationship=Husband,capital-loss=None,native-country=United-States}"
## [106] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,capital-loss=None,native-country=United-States}"
## [107] "{marital-status=Married-civ-spouse,relationship=Husband,capital-gain=None,capital-loss=None,native-country=United-States}"
## [108] "{marital-status=Married-civ-spouse,relationship=Husband,capital-loss=None}"
## [109] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,capital-loss=None}"
## [110] "{marital-status=Married-civ-spouse,relationship=Husband,capital-gain=None,capital-loss=None}"
## [111] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,capital-loss=None}"
## [112] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,capital-gain=None,capital-loss=None}"
## [113] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,race=White,capital-loss=None}"
## [114] "{marital-status=Married-civ-spouse,relationship=Husband,hours-per-week=Full-time}"
## [115] "{age=Middle-aged,marital-status=Married-civ-spouse,relationship=Husband}"
## [116] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,race=White,native-country=United-States}"
## [117] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,native-country=United-States}"
## [118] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,capital-gain=None,native-country=United-States}"
## [119] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,native-country=United-States}"
## [120] "{marital-status=Married-civ-spouse,relationship=Husband,native-country=United-States}"
## [121] "{marital-status=Married-civ-spouse,relationship=Husband,capital-gain=None,native-country=United-States}"
## [122] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband}"
## [123] "{marital-status=Married-civ-spouse,relationship=Husband}"
## [124] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,capital-gain=None}"
## [125] "{marital-status=Married-civ-spouse,relationship=Husband,capital-gain=None}"
## [126] "{marital-status=Married-civ-spouse,relationship=Husband,race=White}"
## [127] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,race=White}"
## [128] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,capital-gain=None}"
## [129] "{workclass=Private,marital-status=Married-civ-spouse,race=White,native-country=United-States}"
## [130] "{capital-loss=None,hours-per-week=Over-time,native-country=United-States}"
## [131] "{marital-status=Married-civ-spouse,relationship=Husband,sex=Male,capital-loss=None,native-country=United-States}"
## [132] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,sex=Male,capital-loss=None,native-country=United-States}"
## [133] "{marital-status=Married-civ-spouse,relationship=Husband,sex=Male,capital-gain=None,capital-loss=None,native-country=United-States}"
## [134] "{marital-status=Married-civ-spouse,capital-loss=None,native-country=United-States}"
## [135] "{workclass=Private,marital-status=Married-civ-spouse,capital-loss=None,native-country=United-States}"
## [136] "{marital-status=Married-civ-spouse,capital-gain=None,capital-loss=None,native-country=United-States}"
## [137] "{marital-status=Married-civ-spouse,relationship=Husband,sex=Male,capital-loss=None}"
## [138] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,sex=Male,capital-loss=None}"
## [139] "{marital-status=Married-civ-spouse,relationship=Husband,sex=Male,capital-gain=None,capital-loss=None}"
## [140] "{sex=Male,capital-loss=None,native-country=United-States}"
## [141] "{sex=Male,capital-gain=None,capital-loss=None,native-country=United-States}"
## [142] "{workclass=Private,capital-loss=None,hours-per-week=Full-time,income=small}"
## [143] "{education=HS-grad,race=White,capital-gain=None,capital-loss=None}"
## [144] "{workclass=Private,capital-loss=None,income=small}"
## [145] "{race=White,capital-loss=None,hours-per-week=Over-time}"
## [146] "{capital-loss=None,hours-per-week=Over-time}"
## [147] "{workclass=Private,capital-loss=None,native-country=United-States,income=small}"
## [148] "{capital-loss=None,hours-per-week=Full-time,income=small}"
## [149] "{workclass=Private,marital-status=Never-married,capital-loss=None}"
## [150] "{capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small}"
## [151] "{workclass=Private,race=White,capital-loss=None,native-country=United-States,income=small}"
## [152] "{workclass=Private,marital-status=Never-married,capital-loss=None,native-country=United-States}"
## [153] "{capital-loss=None,income=small}"
## [154] "{marital-status=Never-married,capital-loss=None}"
## [155] "{race=White,capital-loss=None,hours-per-week=Full-time,native-country=United-States,income=small}"
## [156] "{capital-loss=None,native-country=United-States,income=small}"
## [157] "{age=Middle-aged,capital-loss=None,income=small}"
## [158] "{age=Middle-aged,capital-loss=None,native-country=United-States,income=small}"
## [159] "{marital-status=Never-married,capital-loss=None,native-country=United-States}"
## [160] "{race=White,capital-loss=None,native-country=United-States,income=small}"
## [161] "{marital-status=Never-married,race=White,capital-loss=None,native-country=United-States}"
## [162] "{workclass=Private,sex=Male,capital-loss=None,income=small}"
## [163] "{marital-status=Never-married,income=small}"
## [164] "{sex=Male,capital-loss=None,income=small}"
## [165] "{sex=Male,capital-loss=None,native-country=United-States,income=small}"
## [166] "{hours-per-week=Over-time,native-country=United-States}"
## [167] "{race=White,sex=Male,capital-loss=None,native-country=United-States,income=small}"
## [168] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,sex=Male,native-country=United-States}"
## [169] "{marital-status=Married-civ-spouse,relationship=Husband,sex=Male,native-country=United-States}"
## [170] "{workclass=Private,hours-per-week=Full-time,income=small}"
## [171] "{marital-status=Never-married,race=White,capital-loss=None}"
## [172] "{workclass=Private,income=small}"
## [173] "{workclass=Private,marital-status=Never-married}"
## [174] "{workclass=Private,native-country=United-States,income=small}"
## [175] "{workclass=Private,marital-status=Married-civ-spouse,native-country=United-States}"
## [176] "{workclass=Private,sex=Female,capital-loss=None}"
## [177] "{workclass=Private,marital-status=Never-married,native-country=United-States}"
## [178] "{hours-per-week=Full-time,income=small}"
## [179] "{marital-status=Married-civ-spouse,native-country=United-States}"
## [180] "{hours-per-week=Full-time,native-country=United-States,income=small}"
## [181] "{workclass=Private,race=White,native-country=United-States,income=small}"
## [182] "{income=small}"
## [183] "{marital-status=Never-married}"
## [184] "{age=Middle-aged,marital-status=Married-civ-spouse,native-country=United-States}"
## [185] "{native-country=United-States,income=small}"
## [186] "{marital-status=Married-civ-spouse,relationship=Husband,sex=Male,capital-gain=None,native-country=United-States}"
## [187] "{race=White,hours-per-week=Full-time,native-country=United-States,income=small}"
## [188] "{marital-status=Never-married,native-country=United-States}"
## [189] "{workclass=Private,sex=Male,income=small}"
## [190] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,sex=Male,capital-loss=None}"
## [191] "{education=HS-grad,race=White,capital-loss=None}"
## [192] "{age=Middle-aged,income=small}"
## [193] "{age=Middle-aged,native-country=United-States,income=small}"
## [194] "{race=White,capital-loss=None,income=small}"
## [195] "{marital-status=Never-married,race=White}"
## [196] "{race=White,native-country=United-States,income=small}"
## [197] "{marital-status=Never-married,race=White,native-country=United-States}"
## [198] "{race=White,sex=Female,capital-gain=None,capital-loss=None}"
## [199] "{sex=Male,income=small}"
## [200] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,sex=Male,capital-gain=None,capital-loss=None}"
## [201] "{sex=Male,native-country=United-States,income=small}"
## [202] "{workclass=Private,marital-status=Married-civ-spouse,capital-gain=None,native-country=United-States}"
## [203] "{education=HS-grad,capital-gain=None,capital-loss=None}"
## [204] "{education=HS-grad,race=White,capital-gain=None}"
## [205] "{marital-status=Married-civ-spouse,race=White,capital-loss=None}"
## [206] "{race=White,sex=Male,native-country=United-States,income=small}"
## [207] "{marital-status=Married-civ-spouse,capital-gain=None,native-country=United-States}"
## [208] "{race=White,income=small}"
## [209] "{race=White,sex=Female,capital-loss=None}"
## [210] "{workclass=Private,race=White,capital-loss=None,income=small}"
## [211] "{hours-per-week=Over-time}"
## [212] "{race=White,sex=Male,capital-loss=None,income=small}"
## [213] "{workclass=Private,sex=Female}"
## [214] "{race=White,capital-loss=None,hours-per-week=Full-time,income=small}"
## [215] "{marital-status=Never-married,race=White,capital-gain=None,capital-loss=None}"
## [216] "{marital-status=Married-civ-spouse,race=White,capital-gain=None,capital-loss=None}"
## [217] "{race=White,sex=Male,capital-loss=None}"
## [218] "{education=HS-grad,race=White}"
## [219] "{race=White,capital-gain=None,capital-loss=None}"
## [220] "{workclass=Private,sex=Female,native-country=United-States}"
## [221] "{workclass=Private,race=White,income=small}"
## [222] "{sex=Female,capital-loss=None,native-country=United-States}"
## [223] "{race=White,hours-per-week=Full-time,income=small}"
## [224] "{sex=Female,hours-per-week=Full-time}"
## [225] "{race=White,sex=Male,income=small}"
## [226] "{workclass=Private,education=HS-grad,capital-loss=None}"
## [227] "{workclass=Private,sex=Male,capital-gain=None,native-country=United-States}"
## [228] "{education=HS-grad,capital-loss=None}"
## [229] "{race=White,sex=Female}"
## [230] "{capital-gain=None,hours-per-week=Over-time}"
## [231] "{race=White,sex=Male,capital-gain=None,capital-loss=None}"
## [232] "{sex=Male,capital-gain=None,native-country=United-States}"
## [233] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,sex=Male}"
## [234] "{marital-status=Married-civ-spouse,relationship=Husband,sex=Male}"
## [235] "{workclass=Private,education=HS-grad}"
## [236] "{race=White,sex=Female,capital-loss=None,native-country=United-States}"
## [237] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,race=White,sex=Male,capital-loss=None}"
## [238] "{workclass=Private,sex=Male,capital-loss=None,native-country=United-States}"
## [239] "{education=Some-college}"
## [240] "{marital-status=Never-married,race=White,capital-gain=None}"
## [241] "{workclass=Private,capital-gain=None,hours-per-week=Full-time,income=small}"
## [242] "{workclass=Private,marital-status=Never-married,race=White}"
## [243] "{race=White,sex=Female,capital-gain=None}"
## [244] "{education=HS-grad}"
## [245] "{sex=Female,native-country=United-States}"
## [246] "{workclass=Private,marital-status=Never-married,capital-gain=None}"
## [247] "{workclass=Private,marital-status=Never-married,capital-gain=None,native-country=United-States}"
## [248] "{age=Middle-aged,race=White,capital-gain=None,capital-loss=None}"
## [249] "{relationship=Not-in-family,race=White}"
## [250] "{workclass=Private,education=HS-grad,native-country=United-States}"
## [251] "{workclass=Private,capital-gain=None,income=small}"
## [252] "{education=HS-grad,capital-gain=None}"
## [253] "{race=White,capital-gain=None,capital-loss=None,income=small}"
## [254] "{race=White,sex=Female,native-country=United-States}"
## [255] "{workclass=Private,capital-loss=None,hours-per-week=Full-time}"
## [256] "{workclass=Private,education=HS-grad,capital-gain=None}"
## [257] "{race=White,capital-gain=None,income=small}"
## [258] "{workclass=Private,capital-gain=None,native-country=United-States,income=small}"
## [259] "{capital-gain=None,hours-per-week=Full-time,income=small}"
## [260] "{workclass=Private,marital-status=Married-civ-spouse,race=White,capital-loss=None}"
## [261] "{capital-gain=None,hours-per-week=Full-time,native-country=United-States,income=small}"
## [262] "{workclass=Private,sex=Male,capital-gain=None,income=small}"
## [263] "{capital-gain=None,income=small}"
## [264] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,sex=Male,capital-gain=None}"
## [265] "{marital-status=Never-married,capital-gain=None}"
## [266] "{age=Middle-aged,race=White,sex=Male,capital-gain=None,capital-loss=None}"
## [267] "{education=HS-grad,capital-loss=None,native-country=United-States}"
## [268] "{capital-gain=None,native-country=United-States,income=small}"
## [269] "{education=HS-grad,sex=Male}"
## [270] "{marital-status=Never-married,capital-gain=None,native-country=United-States}"
## [271] "{marital-status=Married-civ-spouse,relationship=Husband,sex=Male,capital-gain=None}"
## [272] "{workclass=Private,race=White,capital-gain=None,capital-loss=None}"
## [273] "{sex=Female}"
## [274] "{workclass=Private,race=White,capital-gain=None,native-country=United-States,income=small}"
## [275] "{sex=Female,capital-loss=None}"
## [276] "{race=White,capital-gain=None,hours-per-week=Full-time,native-country=United-States,income=small}"
## [277] "{age=Middle-aged,workclass=Private,capital-loss=None,hours-per-week=Full-time}"
## [278] "{workclass=Private,sex=Male,native-country=United-States}"
## [279] "{workclass=Private,hours-per-week=Full-time}"
## [280] "{sex=Male,capital-gain=None,income=small}"
## [281] "{workclass=Private,capital-loss=None,hours-per-week=Full-time,native-country=United-States}"
## [282] "{marital-status=Never-married,race=White,capital-gain=None,native-country=United-States}"
## [283] "{race=White,capital-gain=None,native-country=United-States,income=small}"
## [284] "{age=Middle-aged,capital-gain=None,income=small}"
## [285] "{age=Middle-aged,capital-gain=None,native-country=United-States,income=small}"
## [286] "{race=White,sex=Male,capital-gain=None,income=small}"
## [287] "{education=HS-grad,native-country=United-States}"
## [288] "{workclass=Private,sex=Female,capital-gain=None}"
## [289] "{sex=Male,capital-gain=None,native-country=United-States,income=small}"
## [290] "{workclass=Private,race=White,capital-loss=None,hours-per-week=Full-time}"
## [291] "{education=HS-grad,hours-per-week=Full-time}"
## [292] "{race=White,hours-per-week=Over-time}"
## [293] "{race=White,sex=Male,capital-gain=None,capital-loss=None,income=small}"
## [294] "{relationship=Not-in-family,capital-loss=None,native-country=United-States}"
## [295] "{workclass=Private,hours-per-week=Full-time,native-country=United-States}"
## [296] "{age=Middle-aged,workclass=Private,hours-per-week=Full-time}"
## [297] "{relationship=Not-in-family,capital-loss=None}"
## [298] "{workclass=Private,race=White,capital-gain=None,income=small}"
## [299] "{education=HS-grad,race=White,capital-loss=None,native-country=United-States}"
## [300] "{race=White,sex=Male,capital-gain=None,native-country=United-States,income=small}"
## [301] "{sex=Male,native-country=United-States}"
## [302] "{relationship=Not-in-family}"
## [303] "{education=HS-grad,race=White,native-country=United-States}"
## [304] "{age=Middle-aged,capital-loss=None,hours-per-week=Full-time}"
## [305] "{race=White,capital-gain=None,hours-per-week=Full-time,income=small}"
## [306] "{workclass=Private,race=White,capital-loss=None,hours-per-week=Full-time,native-country=United-States}"
## [307] "{age=Middle-aged,sex=Male,native-country=United-States}"
## [308] "{race=White,capital-gain=None,capital-loss=None,hours-per-week=Full-time}"
## [309] "{relationship=Not-in-family,native-country=United-States}"
## [310] "{workclass=Private,race=White,hours-per-week=Full-time,native-country=United-States}"
## [311] "{age=Middle-aged,workclass=Private,race=White,capital-gain=None,capital-loss=None}"
## [312] "{sex=Female,capital-gain=None,native-country=United-States}"
## [313] "{workclass=Private,race=White,sex=Male,capital-gain=None,capital-loss=None}"
## [314] "{workclass=Private,race=White,hours-per-week=Full-time}"
## [315] "{race=White,capital-loss=None,hours-per-week=Full-time}"
## [316] "{race=White,hours-per-week=Full-time}"
## [317] "{race=White,capital-gain=None}"
## [318] "{age=Middle-aged,hours-per-week=Full-time}"
## [319] "{capital-loss=None,hours-per-week=Full-time}"
## [320] "{hours-per-week=Full-time}"
## [321] "{race=White,capital-loss=None}"
## [322] "{race=White,sex=Female,capital-gain=None,native-country=United-States}"
## [323] "{workclass=Private,race=White,capital-loss=None}"
## [324] "{age=Middle-aged,capital-loss=None,hours-per-week=Full-time,native-country=United-States}"
## [325] "{workclass=Private,race=White}"
## [326] "{age=Senior,race=White}"
## [327] "{age=Middle-aged,hours-per-week=Full-time,native-country=United-States}"
## [328] "{relationship=Not-in-family,capital-gain=None,capital-loss=None}"
## [329] "{age=Middle-aged,race=White,hours-per-week=Full-time}"
## [330] "{hours-per-week=Full-time,native-country=United-States}"
## [331] "{sex=Female,capital-gain=None}"
## [332] "{age=Middle-aged,race=White,capital-loss=None,hours-per-week=Full-time}"
## [333] "{race=White}"
## [334] "{workclass=Private,race=White,capital-gain=None}"
## [335] "{capital-loss=None,hours-per-week=Full-time,native-country=United-States}"
## [336] "{race=White,capital-gain=None,hours-per-week=Full-time}"
## [337] "{workclass=Private,race=White,capital-gain=None,capital-loss=None,income=small}"
## [338] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,sex=Male}"
## [339] "{workclass=Private,capital-gain=None,hours-per-week=Full-time}"
## [340] "{workclass=Private,sex=Male,hours-per-week=Full-time}"
## [341] "{education=HS-grad,capital-gain=None,native-country=United-States}"
## [342] "{relationship=Not-in-family,capital-gain=None}"
## [343] "{age=Middle-aged,race=White,capital-loss=None}"
## [344] "{workclass=Private,race=White,capital-gain=None,hours-per-week=Full-time}"
## [345] "{workclass=Private,race=White,sex=Male,hours-per-week=Full-time}"
## [346] "{workclass=Private}"
## [347] "{age=Middle-aged,race=White,capital-gain=None}"
## [348] "{workclass=Private,capital-gain=None,hours-per-week=Full-time,native-country=United-States}"
## [349] "{marital-status=Married-civ-spouse,race=White}"
## [350] "{race=White,sex=Male,capital-gain=None}"
## [351] "{age=Senior,capital-loss=None}"
## [352] "{race=White,capital-gain=None,capital-loss=None,hours-per-week=Full-time,income=small}"
## [353] "{race=White,hours-per-week=Full-time,native-country=United-States}"
## [354] "{education=HS-grad,race=White,capital-gain=None,native-country=United-States}"
## [355] "{age=Middle-aged,race=White,hours-per-week=Full-time,native-country=United-States}"
## [356] "{age=Middle-aged,workclass=Private,capital-gain=None,hours-per-week=Full-time}"
## [357] "{age=Middle-aged,race=White}"
## [358] "{race=White,sex=Male,capital-gain=None,capital-loss=None,hours-per-week=Full-time}"
## [359] "{workclass=Private,sex=Male,hours-per-week=Full-time,native-country=United-States}"
## [360] "{workclass=Private,sex=Male,capital-loss=None,hours-per-week=Full-time}"
## [361] "{workclass=Private,race=White,capital-gain=None,hours-per-week=Full-time,native-country=United-States}"
## [362] "{workclass=Private,native-country=United-States}"
## [363] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,race=White,sex=Male}"
## [364] "{age=Middle-aged,marital-status=Married-civ-spouse,race=White}"
## [365] "{workclass=Private,capital-loss=None}"
## [366] "{race=White,sex=Male,hours-per-week=Full-time}"
## [367] "{sex=Female,capital-gain=None,capital-loss=None}"
## [368] "{race=White,capital-loss=None,hours-per-week=Full-time,native-country=United-States}"
## [369] "{age=Middle-aged,workclass=Private,race=White}"
## [370] "{age=Middle-aged,race=White,capital-gain=None,hours-per-week=Full-time}"
## [371] "{age=Middle-aged,workclass=Private,race=White,capital-loss=None}"
## [372] "{age=Middle-aged,workclass=Private,race=White,capital-gain=None}"
## [373] "{workclass=Private,marital-status=Married-civ-spouse,race=White}"
## [374] "{capital-gain=None,hours-per-week=Full-time}"
## [375] "{race=White,sex=Male,capital-loss=None,hours-per-week=Full-time}"
## [376] "{relationship=Not-in-family,capital-gain=None,native-country=United-States}"
## [377] "{workclass=Private,race=White,sex=Male,capital-gain=None}"
## [378] "{workclass=Private,sex=Male,capital-gain=None,hours-per-week=Full-time}"
## [379] "{age=Middle-aged,capital-gain=None,hours-per-week=Full-time}"
## [380] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,sex=Male,capital-gain=None}"
## [381] "{workclass=Private,race=White,native-country=United-States}"
## [382] "{sex=Male,hours-per-week=Full-time}"
## [383] "{workclass=Private,sex=Male,capital-loss=None,hours-per-week=Full-time,native-country=United-States}"
## [384] "{race=White,sex=Male,capital-gain=None,hours-per-week=Full-time}"
## [385] "{age=Middle-aged,race=White,sex=Male,capital-gain=None}"
## [386] "{workclass=Private,capital-loss=None,native-country=United-States}"
## [387] "{capital-gain=None,hours-per-week=Full-time,native-country=United-States}"
## [388] "{race=White,sex=Male}"
## [389] "{workclass=Private,race=White,sex=Male}"
## [390] "{age=Middle-aged,capital-gain=None,hours-per-week=Full-time,native-country=United-States}"
## [391] "{age=Middle-aged,workclass=Private}"
## [392] "{age=Middle-aged,race=White,sex=Male,capital-loss=None}"
## [393] "{}"
## [394] "{marital-status=Married-civ-spouse,race=White,capital-gain=None}"
## [395] "{workclass=Private,capital-gain=None}"
## [396] "{workclass=Private,sex=Male,capital-gain=None,hours-per-week=Full-time,native-country=United-States}"
## [397] "{age=Middle-aged,race=White,sex=Male}"
## [398] "{workclass=Private,race=White,sex=Male,capital-loss=None}"
## [399] "{sex=Male,hours-per-week=Full-time,native-country=United-States}"
## [400] "{native-country=United-States}"
## [401] "{race=White,capital-gain=None,hours-per-week=Full-time,native-country=United-States}"
## [402] "{workclass=Private,capital-gain=None,native-country=United-States}"
## [403] "{age=Middle-aged}"
## [404] "{age=Middle-aged,workclass=Private,native-country=United-States}"
## [405] "{age=Middle-aged,workclass=Private,capital-loss=None}"
## [406] "{workclass=Private,race=White,capital-loss=None,native-country=United-States}"
## [407] "{sex=Male,capital-loss=None,hours-per-week=Full-time}"
## [408] "{age=Senior}"
## [409] "{race=White,sex=Male,hours-per-week=Full-time,native-country=United-States}"
## [410] "{age=Middle-aged,native-country=United-States}"
## [411] "{workclass=Private,marital-status=Married-civ-spouse,race=White,capital-gain=None}"
## [412] "{sex=Male,capital-gain=None,hours-per-week=Full-time}"
## [413] "{race=White,native-country=United-States}"
## [414] "{workclass=Private,race=White,capital-gain=None,native-country=United-States}"
## [415] "{capital-loss=None}"
## [416] "{capital-gain=None}"
## [417] "{workclass=Private,sex=Male}"
## [418] "{sex=Male,capital-gain=None,hours-per-week=Full-time,native-country=United-States}"
## [419] "{age=Middle-aged,workclass=Private,race=White,native-country=United-States}"
## [420] "{age=Middle-aged,capital-loss=None}"
## [421] "{capital-gain=None,native-country=United-States}"
## [422] "{sex=Male,capital-loss=None,hours-per-week=Full-time,native-country=United-States}"
## [423] "{age=Middle-aged,workclass=Private,capital-gain=None}"
## [424] "{age=Middle-aged,workclass=Private,capital-loss=None,native-country=United-States}"
## [425] "{capital-loss=None,native-country=United-States}"
## [426] "{age=Middle-aged,race=White,native-country=United-States}"
## [427] "{race=White,sex=Male,capital-gain=None,hours-per-week=Full-time,native-country=United-States}"
## [428] "{age=Senior,capital-gain=None}"
## [429] "{age=Middle-aged,workclass=Private,capital-gain=None,native-country=United-States}"
## [430] "{age=Middle-aged,capital-loss=None,native-country=United-States}"
## [431] "{age=Middle-aged,capital-gain=None}"
## [432] "{age=Middle-aged,workclass=Private,sex=Male}"
## [433] "{workclass=Private,sex=Male,capital-gain=None}"
## [434] "{race=White,capital-gain=None,native-country=United-States}"
## [435] "{race=White,sex=Male,capital-loss=None,hours-per-week=Full-time,native-country=United-States}"
## [436] "{age=Middle-aged,workclass=Private,race=White,sex=Male}"
## [437] "{marital-status=Married-civ-spouse,race=White,hours-per-week=Full-time}"
## [438] "{age=Middle-aged,capital-gain=None,native-country=United-States}"
## [439] "{marital-status=Married-civ-spouse,hours-per-week=Full-time}"
## [440] "{marital-status=Married-civ-spouse,relationship=Husband,sex=Male,hours-per-week=Full-time}"
## [441] "{workclass=Private,race=White,sex=Male,native-country=United-States}"
## [442] "{age=Middle-aged,sex=Male}"
## [443] "{race=White,capital-loss=None,native-country=United-States}"
## [444] "{sex=Male}"
## [445] "{marital-status=Married-civ-spouse,hours-per-week=Full-time,native-country=United-States}"
## [446] "{age=Middle-aged,workclass=Private,race=White,capital-gain=None,native-country=United-States}"
## [447] "{age=Middle-aged,workclass=Private,race=White,capital-loss=None,native-country=United-States}"
## [448] "{age=Middle-aged,workclass=Private,sex=Male,native-country=United-States}"
## [449] "{age=Middle-aged,race=White,capital-loss=None,native-country=United-States}"
## [450] "{workclass=Private,sex=Male,capital-loss=None}"
## [451] "{workclass=Private,race=White,sex=Male,capital-gain=None,native-country=United-States}"
## [452] "{age=Middle-aged,race=White,capital-gain=None,native-country=United-States}"
## [453] "{age=Senior,native-country=United-States}"
## [454] "{sex=Male,capital-gain=None}"
## [455] "{age=Middle-aged,workclass=Private,sex=Male,capital-gain=None}"
## [456] "{age=Middle-aged,race=White,sex=Male,native-country=United-States}"
## [457] "{race=White,sex=Male,native-country=United-States}"
## [458] "{workclass=Private,marital-status=Married-civ-spouse}"
## [459] "{age=Middle-aged,workclass=Private,sex=Male,capital-loss=None}"
## [460] "{age=Middle-aged,sex=Male,capital-gain=None}"
## [461] "{age=Middle-aged,sex=Male,capital-loss=None}"
## [462] "{age=Middle-aged,sex=Male,capital-gain=None,native-country=United-States}"
## [463] "{marital-status=Married-civ-spouse,capital-gain=None,hours-per-week=Full-time}"
## [464] "{race=White,sex=Male,capital-gain=None,native-country=United-States}"
## [465] "{age=Middle-aged,marital-status=Married-civ-spouse,relationship=Husband,sex=Male}"
## [466] "{age=Middle-aged,marital-status=Married-civ-spouse}"
## [467] "{marital-status=Married-civ-spouse}"
## [468] "{workclass=Private,race=White,sex=Male,capital-loss=None,native-country=United-States}"
## [469] "{workclass=Private,marital-status=Married-civ-spouse,relationship=Husband,race=White,sex=Male,native-country=United-States}"
## [470] "{age=Middle-aged,race=White,sex=Male,capital-gain=None,native-country=United-States}"
## [471] "{age=Middle-aged,sex=Male,capital-loss=None,native-country=United-States}"
## [472] "{marital-status=Married-civ-spouse,race=White,native-country=United-States}"
## [473] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,sex=Male,native-country=United-States}"
## [474] "{race=White,hours-per-week=Over-time,native-country=United-States}"
## [475] "{workclass=Private,marital-status=Married-civ-spouse,capital-gain=None}"
## [476] "{age=Middle-aged,marital-status=Married-civ-spouse,capital-gain=None}"
## [477] "{marital-status=Married-civ-spouse,capital-gain=None}"
## [478] "{marital-status=Married-civ-spouse,race=White,capital-gain=None,native-country=United-States}"
## [479] "{marital-status=Married-civ-spouse,relationship=Husband,race=White,sex=Male,capital-gain=None,native-country=United-States}"
## Itemsets in Consequent (RHS)
## [1] "{capital-loss=None}" "{capital-gain=None}"
## [3] "{native-country=United-States}" "{race=White}"
## [5] "{sex=Male}" "{marital-status=Married-civ-spouse}"
## [7] "{relationship=Husband}"
highLiftRules<-head(sort(rules, by="lift"), 5)
plot(highLiftRules, method="graph", control=list(type="items"))## Warning: Unknown control parameters: type## Available control parameters (with default values):
## main = Graph for 5 rules
## nodeColors = c("#66CC6680", "#9999CC80")
## nodeCol = c("#EE0000FF", "#EE0303FF", "#EE0606FF", "#EE0909FF", "#EE0C0CFF", "#EE0F0FFF", "#EE1212FF", "#EE1515FF", "#EE1818FF", "#EE1B1BFF", "#EE1E1EFF", "#EE2222FF", "#EE2525FF", "#EE2828FF", "#EE2B2BFF", "#EE2E2EFF", "#EE3131FF", "#EE3434FF", "#EE3737FF", "#EE3A3AFF", "#EE3D3DFF", "#EE4040FF", "#EE4444FF", "#EE4747FF", "#EE4A4AFF", "#EE4D4DFF", "#EE5050FF", "#EE5353FF", "#EE5656FF", "#EE5959FF", "#EE5C5CFF", "#EE5F5FFF", "#EE6262FF", "#EE6666FF", "#EE6969FF", "#EE6C6CFF", "#EE6F6FFF", "#EE7272FF", "#EE7575FF", "#EE7878FF", "#EE7B7BFF", "#EE7E7EFF", "#EE8181FF", "#EE8484FF", "#EE8888FF", "#EE8B8BFF", "#EE8E8EFF", "#EE9191FF", "#EE9494FF", "#EE9797FF", "#EE9999FF", "#EE9B9BFF", "#EE9D9DFF", "#EE9F9FFF", "#EEA0A0FF", "#EEA2A2FF", "#EEA4A4FF", "#EEA5A5FF", "#EEA7A7FF", "#EEA9A9FF", "#EEABABFF", "#EEACACFF", "#EEAEAEFF", "#EEB0B0FF", "#EEB1B1FF", "#EEB3B3FF", "#EEB5B5FF", "#EEB7B7FF", "#EEB8B8FF", "#EEBABAFF", "#EEBCBCFF", "#EEBDBDFF", "#EEBFBFFF", "#EEC1C1FF", "#EEC3C3FF", "#EEC4C4FF", "#EEC6C6FF", "#EEC8C8FF", "#EEC9C9FF", "#EECBCBFF", "#EECDCDFF", "#EECFCFFF", "#EED0D0FF", "#EED2D2FF", "#EED4D4FF", "#EED5D5FF", "#EED7D7FF", "#EED9D9FF", "#EEDBDBFF", "#EEDCDCFF", "#EEDEDEFF", "#EEE0E0FF", "#EEE1E1FF", "#EEE3E3FF", "#EEE5E5FF", "#EEE7E7FF", "#EEE8E8FF", "#EEEAEAFF", "#EEECECFF", "#EEEEEEFF")
## edgeCol = c("#474747FF", "#494949FF", "#4B4B4BFF", "#4D4D4DFF", "#4F4F4FFF", "#515151FF", "#535353FF", "#555555FF", "#575757FF", "#595959FF", "#5B5B5BFF", "#5E5E5EFF", "#606060FF", "#626262FF", "#646464FF", "#666666FF", "#686868FF", "#6A6A6AFF", "#6C6C6CFF", "#6E6E6EFF", "#707070FF", "#727272FF", "#747474FF", "#767676FF", "#787878FF", "#7A7A7AFF", "#7C7C7CFF", "#7E7E7EFF", "#808080FF", "#828282FF", "#848484FF", "#868686FF", "#888888FF", "#8A8A8AFF", "#8C8C8CFF", "#8D8D8DFF", "#8F8F8FFF", "#919191FF", "#939393FF", "#959595FF", "#979797FF", "#999999FF", "#9A9A9AFF", "#9C9C9CFF", "#9E9E9EFF", "#A0A0A0FF", "#A2A2A2FF", "#A3A3A3FF", "#A5A5A5FF", "#A7A7A7FF", "#A9A9A9FF", "#AAAAAAFF", "#ACACACFF", "#AEAEAEFF", "#AFAFAFFF", "#B1B1B1FF", "#B3B3B3FF", "#B4B4B4FF", "#B6B6B6FF", "#B7B7B7FF", "#B9B9B9FF", "#BBBBBBFF", "#BCBCBCFF", "#BEBEBEFF", "#BFBFBFFF", "#C1C1C1FF", "#C2C2C2FF", "#C3C3C4FF", "#C5C5C5FF", "#C6C6C6FF", "#C8C8C8FF", "#C9C9C9FF", "#CACACAFF", "#CCCCCCFF", "#CDCDCDFF", "#CECECEFF", "#CFCFCFFF", "#D1D1D1FF", "#D2D2D2FF", "#D3D3D3FF", "#D4D4D4FF", "#D5D5D5FF", "#D6D6D6FF", "#D7D7D7FF", "#D8D8D8FF", "#D9D9D9FF", "#DADADAFF", "#DBDBDBFF", "#DCDCDCFF", "#DDDDDDFF", "#DEDEDEFF", "#DEDEDEFF", "#DFDFDFFF", "#E0E0E0FF", "#E0E0E0FF", "#E1E1E1FF", "#E1E1E1FF", "#E2E2E2FF", "#E2E2E2FF", "#E2E2E2FF")
## alpha = 0.5
## cex = 1
## itemLabels = TRUE
## labelCol = #000000B3
## measureLabels = FALSE
## precision = 3
## layout = NULL
## layoutParams = list()
## arrowSize = 0.5
## engine = igraph
## plot = TRUE
## plot_options = list()
## max = 100
## verbose = FALSE