arules: Mining Association Rules and Frequent Itemsets
アソシエーション分析
- CRAN: http://cran.r-project.org/web/packages/arules/index.html
- URL: http://lyle.smu.edu/IDA/arules
- GitHub: https://github.com/mhahsler/arules
- Vignettes:
> library(arules)
> data("Adult")
> data("Income")
> data("IncomeESL")
> data("Mushroom")
バージョン: 1.3.1
| 関数名 | 概略 |
|---|---|
APappearance-class |
Class "APappearance" - Specifying the 'appearance' Argument of apriori() to Implement Rule Templates |
AScontrol-class |
Classes "AScontrol", "APcontrol", "ECcontrol" - Specifying the 'control' Argument of apriori() and eclat() |
ASparameter-class |
Classes "ASparameter", "APparameter", "ECparameter" - Specifying the 'parameter' Argument of apriori() and eclat() |
Adult |
Adult Data Set |
Epub |
Epub Data Set |
Groceries |
Groceries Data Set |
Income |
Income Data Set |
LIST |
List Representation for Objects Based on "itemMatrix" |
Mushroom |
Mushroom Data Set |
SunBai |
The SunBai Data Set |
[-methods |
Methods for "[": Extraction or Subsetting in Package 'arules' |
abbreviate |
Abbreviate function for item labels in transactions, itemMatrix and associations |
addComplement |
Add Complement-items to Transactions |
affinity |
Computing Affinity Between Items |
aggregate |
Support for Item Hierarchies |
apriori |
Mining Associations with Apriori |
ar_similarity-class |
Classes "dist", "ar_cross_dissimilarity" and "ar_similarity" - Proximity Matrices |
associations-class |
Class "associations" - A Set of Associations |
c |
Combining Objects |
coverage |
Calculate coverage for rules |
crossTable |
Cross-tabulate joint occurrences across pairs of items |
decode |
Item Coding - Handling Item Labels and Column IDs Conversions |
discretize |
Convert a Continuous Variable into a Categorical Variable |
dissimilarity |
Dissimilarity Computation |
duplicated |
Find Duplicated Elements |
eclat |
Mining Associations with Eclat |
hits |
Computing Transaction Weights With HITS |
image |
Visual Inspection of Binary Incidence Matrices |
inspect |
Display Associations and Transactions in Readable Form |
interestMeasure |
Calculating various additional interest measures |
is.closed |
Find Closed Itemsets |
is.maximal |
Find Maximal Itemsets |
is.redundant |
Find Redundant Rules |
is.significant |
Find Significant Rules |
is.superset |
Find Super and Subsets |
itemFrequency |
Getting Frequency/Support for Single Items |
itemFrequencyPlot |
Creating a Item Frequencies/Support Bar Plot |
itemMatrix-class |
Class "itemMatrix" - Sparse Binary Incidence Matrix to Represent Sets of Items |
itemSetOperations |
Itemwise Set Operations |
itemsets-class |
Class "itemsets" - A Set of Itemsets |
length |
Getting the Number of Elements |
match |
Value Matching |
merge |
Merging (adding) items |
predict |
Model Predictions |
random.transactions |
Simulate a Random Transaction Data Set |
read.PMML |
Read and Write PMML |
read.transactions |
Read Transaction Data |
ruleInduction |
Rule Induction for a Set of Itemsets |
rules-class |
Class "rules" - A Set of Rules |
sample |
Random Samples and Permutations |
setOperations |
Set Operations |
size |
Getting the Size of Each Element |
sort |
Sorting Associations |
subset |
Subsetting Itemsets, Rules and Transactions |
support |
Support Counting for Itemsets |
supportingTransactions |
Supporting Transactions |
tidLists-class |
Class "tidLists" - Transaction ID Lists for Items/Itemsets |
transactions-class |
Class "transactions" - Binary Incidence Matrix for Transactions |
unique |
Remove Duplicated Elements from a Collection |
weclat |
Mining Associations from Weighted Transaction Data with Eclat |
write |
Writes transactions or associations to disk |
Adult / AdultUCI
transactionsクラスオブジェクトの模擬データ
> data("Adult")
> Adult %>% {
+ print(.)
+ class(.)
+ }
transactions in sparse format with
48842 transactions (rows) and
115 items (columns)
[1] "transactions"
attr(,"package")
[1] "arules"
> data("AdultUCI")
> AdultUCI %>% {
+ class(.) %>% print()
+ dplyr::glimpse(.)
+ }
[1] "data.frame"
Observations: 48,842
Variables: 15
$ age (int) 39, 50, 38, 53, 28, 37, 49, 52, 31, 42, 37, 30,...
$ workclass (fctr) State-gov, Self-emp-not-inc, Private, Private,...
$ fnlwgt (int) 77516, 83311, 215646, 234721, 338409, 284582, 1...
$ education (fctr) Bachelors, Bachelors, HS-grad, 11th, Bachelors...
$ education-num (int) 13, 13, 9, 7, 13, 14, 5, 9, 14, 13, 10, 13, 13,...
$ marital-status (fctr) Never-married, Married-civ-spouse, Divorced, M...
$ occupation (fctr) Adm-clerical, Exec-managerial, Handlers-cleane...
$ relationship (fctr) Not-in-family, Husband, Not-in-family, Husband...
$ race (fctr) White, White, White, Black, Black, White, Blac...
$ sex (fctr) Male, Male, Male, Male, Female, Female, Female...
$ capital-gain (int) 2174, 0, 0, 0, 0, 0, 0, 0, 14084, 5178, 0, 0, 0...
$ capital-loss (int) 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
$ hours-per-week (int) 40, 13, 40, 40, 40, 40, 16, 45, 50, 40, 80, 40,...
$ native-country (fctr) United-States, United-States, United-States, U...
$ income (fctr) small, small, small, small, small, small, smal...
Income / IncomeESL
> data("Income")
> Income %>% {
+ print(.)
+ class(.)
+ }
transactions in sparse format with
6876 transactions (rows) and
50 items (columns)
[1] "transactions"
attr(,"package")
[1] "arules"
> data("IncomeESL")
> IncomeESL %>% {
+ class(.) %>% print()
+ dplyr::glimpse(.)
+ }
[1] "data.frame"
Observations: 8,993
Variables: 14
$ income (fctr) 75+, 75+, 75+, [0,10), [0,10), [50,75),...
$ sex (fctr) female, male, female, female, female, m...
$ marital status (fctr) married, married, married, single, sing...
$ age (fctr) 45-54, 45-54, 25-34, 14-17, 14-17, 55-6...
$ education (fctr) college (1-3 years), college graduate, ...
$ occupation (fctr) homemaker, homemaker, professional/mana...
$ years in bay area (fctr) >10, >10, >10, >10, 4-6, >10, 7-10, >10...
$ dual incomes (fctr) no, no, yes, not married, not married, ...
$ number in household (fctr) 3, 5, 3, 4, 4, 2, 3, 1, 3, 2, 1, 2, 4, ...
$ number of children (fctr) 0, 2, 1, 2, 2, 0, 1, 0, 0, 0, 0, 0, 2, ...
$ householder status (fctr) own, own, rent, live with parents/famil...
$ type of home (fctr) house, house, apartment, house, house, ...
$ ethnic classification (fctr) white, white, white, white, white, whit...
$ language in home (fctr) NA, english, english, english, english,...
LIST
> LIST(Adult[1:5])
$`1`
[1] "age=Middle-aged" "workclass=State-gov"
[3] "education=Bachelors" "marital-status=Never-married"
[5] "occupation=Adm-clerical" "relationship=Not-in-family"
[7] "race=White" "sex=Male"
[9] "capital-gain=Low" "capital-loss=None"
[11] "hours-per-week=Full-time" "native-country=United-States"
[13] "income=small"
$`2`
[1] "age=Senior"
[2] "workclass=Self-emp-not-inc"
[3] "education=Bachelors"
[4] "marital-status=Married-civ-spouse"
[5] "occupation=Exec-managerial"
[6] "relationship=Husband"
[7] "race=White"
[8] "sex=Male"
[9] "capital-gain=None"
[10] "capital-loss=None"
[11] "hours-per-week=Part-time"
[12] "native-country=United-States"
[13] "income=small"
$`3`
[1] "age=Middle-aged" "workclass=Private"
[3] "education=HS-grad" "marital-status=Divorced"
[5] "occupation=Handlers-cleaners" "relationship=Not-in-family"
[7] "race=White" "sex=Male"
[9] "capital-gain=None" "capital-loss=None"
[11] "hours-per-week=Full-time" "native-country=United-States"
[13] "income=small"
$`4`
[1] "age=Senior"
[2] "workclass=Private"
[3] "education=11th"
[4] "marital-status=Married-civ-spouse"
[5] "occupation=Handlers-cleaners"
[6] "relationship=Husband"
[7] "race=Black"
[8] "sex=Male"
[9] "capital-gain=None"
[10] "capital-loss=None"
[11] "hours-per-week=Full-time"
[12] "native-country=United-States"
[13] "income=small"
$`5`
[1] "age=Middle-aged"
[2] "workclass=Private"
[3] "education=Bachelors"
[4] "marital-status=Married-civ-spouse"
[5] "occupation=Prof-specialty"
[6] "relationship=Wife"
[7] "race=Black"
[8] "sex=Female"
[9] "capital-gain=None"
[10] "capital-loss=None"
[11] "hours-per-week=Full-time"
[12] "native-country=Cuba"
[13] "income=small"
> LIST(Income[1:5], decode = TRUE)
$`2`
[1] "income=$40,000+" "sex=male"
[3] "marital status=married" "age=35+"
[5] "education=college graduate" "occupation=homemaker"
[7] "years in bay area=10+" "dual incomes=no"
[9] "number in household=2+" "number of children=1+"
[11] "householder status=own" "type of home=house"
[13] "ethnic classification=white" "language in home=english"
$`3`
[1] "income=$40,000+"
[2] "sex=female"
[3] "marital status=married"
[4] "age=14-34"
[5] "education=college graduate"
[6] "occupation=professional/managerial"
[7] "years in bay area=10+"
[8] "dual incomes=yes"
[9] "number in household=1"
[10] "number of children=1+"
[11] "householder status=rent"
[12] "type of home=apartment"
[13] "ethnic classification=white"
[14] "language in home=english"
$`4`
[1] "income=$0-$40,000"
[2] "sex=female"
[3] "marital status=single"
[4] "age=14-34"
[5] "education=no college graduate"
[6] "occupation=student"
[7] "years in bay area=10+"
[8] "dual incomes=not married"
[9] "number in household=2+"
[10] "number of children=1+"
[11] "householder status=live with parents/family"
[12] "type of home=house"
[13] "ethnic classification=white"
[14] "language in home=english"
$`5`
[1] "income=$0-$40,000"
[2] "sex=female"
[3] "marital status=single"
[4] "age=14-34"
[5] "education=no college graduate"
[6] "occupation=student"
[7] "years in bay area=1-9"
[8] "dual incomes=not married"
[9] "number in household=2+"
[10] "number of children=1+"
[11] "householder status=live with parents/family"
[12] "type of home=house"
[13] "ethnic classification=white"
[14] "language in home=english"
$`6`
[1] "income=$40,000+" "sex=male"
[3] "marital status=married" "age=35+"
[5] "education=no college graduate" "occupation=retired"
[7] "years in bay area=10+" "dual incomes=no"
[9] "number in household=1" "number of children=0"
[11] "householder status=own" "type of home=house"
[13] "ethnic classification=white" "language in home=english"
Mushroom
> data("Mushroom")
> Mushroom %>% {
+ print(.)
+ class(.)
+ }
transactions in sparse format with
8124 transactions (rows) and
114 items (columns)
[1] "transactions"
attr(,"package")
[1] "arules"
affinity
> sample(Adult, 500) %>% affinity() %>% head()
age=Young age=Middle-aged age=Senior age=Old
age=Young 0.0000000 0.00000000 0.00000000 0.00000000
age=Middle-aged 0.0000000 0.00000000 0.00000000 0.00000000
age=Senior 0.0000000 0.00000000 0.00000000 0.00000000
age=Old 0.0000000 0.00000000 0.00000000 0.00000000
workclass=Federal-gov 0.0000000 0.03030303 0.05426357 0.00000000
workclass=Local-gov 0.0234375 0.05860806 0.08510638 0.01851852
workclass=Federal-gov workclass=Local-gov
age=Young 0.00000000 0.02343750
age=Middle-aged 0.03030303 0.05860806
age=Senior 0.05426357 0.08510638
age=Old 0.00000000 0.01851852
workclass=Federal-gov 0.00000000 0.00000000
workclass=Local-gov 0.00000000 0.00000000
workclass=Never-worked workclass=Private
age=Young 0 0.19008264
age=Middle-aged 0 0.46039604
age=Senior 0 0.18848168
age=Old 0 0.01714286
workclass=Federal-gov 0 0.00000000
workclass=Local-gov 0 0.00000000
workclass=Self-emp-inc workclass=Self-emp-not-inc
age=Young 0.008849558 0.01470588
age=Middle-aged 0.034220532 0.06474820
age=Senior 0.038167939 0.08843537
age=Old 0.000000000 0.10714286
workclass=Federal-gov 0.000000000 0.00000000
workclass=Local-gov 0.000000000 0.00000000
workclass=State-gov workclass=Without-pay
age=Young 0.03448276 0
age=Middle-aged 0.04511278 0
age=Senior 0.03649635 0
age=Old 0.00000000 0
workclass=Federal-gov 0.00000000 0
workclass=Local-gov 0.00000000 0
education=Preschool education=1st-4th
age=Young 0.000000000 0.000000000
age=Middle-aged 0.000000000 0.007722008
age=Senior 0.008264463 0.016260163
age=Old 0.000000000 0.000000000
workclass=Federal-gov 0.000000000 0.000000000
workclass=Local-gov 0.000000000 0.028571429
education=5th-6th education=7th-8th education=9th
age=Young 0.020000000 0.009259259 0.00000000
age=Middle-aged 0.003861004 0.003759398 0.01153846
age=Senior 0.000000000 0.039682540 0.01600000
age=Old 0.000000000 0.100000000 0.03571429
workclass=Federal-gov 0.000000000 0.000000000 0.00000000
workclass=Local-gov 0.000000000 0.024390244 0.02702703
education=10th education=11th education=12th
age=Young 0.03636364 0.07079646 0.01960784
age=Middle-aged 0.01492537 0.02952030 0.01158301
age=Senior 0.04615385 0.02877698 0.00000000
age=Old 0.02702703 0.04651163 0.00000000
workclass=Federal-gov 0.00000000 0.00000000 0.00000000
workclass=Local-gov 0.04444444 0.01886792 0.00000000
education=HS-grad education=Prof-school
age=Young 0.10126582 0.00000000
age=Middle-aged 0.26204819 0.04230769
age=Senior 0.17427386 0.02272727
age=Old 0.05113636 0.00000000
workclass=Federal-gov 0.03508772 0.00000000
workclass=Local-gov 0.03743316 0.02222222
education=Assoc-acdm education=Assoc-voc
age=Young 0.02803738 0.02678571
age=Middle-aged 0.01901141 0.03409091
age=Senior 0.02325581 0.02238806
age=Old 0.00000000 0.02631579
workclass=Federal-gov 0.04000000 0.00000000
workclass=Local-gov 0.00000000 0.00000000
education=Some-college education=Bachelors
age=Young 0.213114754 0.07228916
age=Middle-aged 0.183800623 0.16262976
age=Senior 0.109090909 0.09289617
age=Old 0.006896552 0.03030303
workclass=Federal-gov 0.037593985 0.02173913
workclass=Local-gov 0.054421769 0.06730769
education=Masters education=Doctorate
age=Young 0.008196721 0.00000000
age=Middle-aged 0.052434457 0.01158301
age=Senior 0.058394161 0.00800000
age=Old 0.021739130 0.03703704
workclass=Federal-gov 0.026315789 0.00000000
workclass=Local-gov 0.056603774 0.00000000
marital-status=Divorced
age=Young 0.005747126
age=Middle-aged 0.152249135
age=Senior 0.172619048
age=Old 0.020618557
workclass=Federal-gov 0.034090909
workclass=Local-gov 0.069306931
marital-status=Married-AF-spouse
age=Young 0
age=Middle-aged 0
age=Senior 0
age=Old 0
workclass=Federal-gov 0
workclass=Local-gov 0
marital-status=Married-civ-spouse
age=Young 0.02265372
age=Middle-aged 0.36599424
age=Senior 0.25650558
age=Old 0.06194690
workclass=Federal-gov 0.02202643
workclass=Local-gov 0.06410256
marital-status=Married-spouse-absent
age=Young 0.00000000
age=Middle-aged 0.01167315
age=Senior 0.00000000
age=Old 0.00000000
workclass=Federal-gov 0.00000000
workclass=Local-gov 0.00000000
marital-status=Never-married
age=Young 0.50568182
age=Middle-aged 0.18156425
age=Senior 0.03610108
age=Old 0.01069519
workclass=Federal-gov 0.02259887
workclass=Local-gov 0.04210526
marital-status=Separated marital-status=Widowed
age=Young 0.008849558 0.008264463
age=Middle-aged 0.050193050 0.018181818
age=Senior 0.007407407 0.090909091
age=Old 0.000000000 0.121951220
workclass=Federal-gov 0.034482759 0.055555556
workclass=Local-gov 0.000000000 0.037735849
occupation=Adm-clerical occupation=Armed-Forces
age=Young 0.12686567 0
age=Middle-aged 0.07665505 0
age=Senior 0.06790123 0
age=Old 0.02739726 0
workclass=Federal-gov 0.08064516 0
workclass=Local-gov 0.03703704 0
occupation=Craft-repair occupation=Exec-managerial
age=Young 0.01250000 0.03726708
age=Middle-aged 0.13879004 0.10544218
age=Senior 0.13580247 0.16666667
age=Old 0.00000000 0.04597701
workclass=Federal-gov 0.01298701 0.06410256
workclass=Local-gov 0.03260870 0.05263158
occupation=Farming-fishing
age=Young 0.01694915
age=Middle-aged 0.04119850
age=Senior 0.04411765
age=Old 0.04761905
workclass=Federal-gov 0.00000000
workclass=Local-gov 0.06000000
occupation=Handlers-cleaners
age=Young 0.10909091
age=Middle-aged 0.02941176
age=Senior 0.02127660
age=Old 0.00000000
workclass=Federal-gov 0.00000000
workclass=Local-gov 0.01851852
occupation=Machine-op-inspct
age=Young 0.03174603
age=Middle-aged 0.07063197
age=Senior 0.05555556
age=Old 0.00000000
workclass=Federal-gov 0.02222222
workclass=Local-gov 0.00000000
occupation=Other-service occupation=Priv-house-serv
age=Young 0.07086614 0.009900990
age=Middle-aged 0.07299270 0.003861004
age=Senior 0.04635762 0.000000000
age=Old 0.01694915 0.040000000
workclass=Federal-gov 0.00000000 0.000000000
workclass=Local-gov 0.02985075 0.000000000
occupation=Prof-specialty occupation=Protective-serv
age=Young 0.01342282 0.009345794
age=Middle-aged 0.13602941 0.023076923
age=Senior 0.08125000 0.007751938
age=Old 0.00000000 0.032258065
workclass=Federal-gov 0.03076923 0.043478261
workclass=Local-gov 0.10526316 0.051282051
occupation=Sales occupation=Tech-support
age=Young 0.12318841 0.026315789
age=Middle-aged 0.09440559 0.053639847
age=Senior 0.06626506 0.007246377
age=Old 0.01282051 0.000000000
workclass=Federal-gov 0.00000000 0.000000000
workclass=Local-gov 0.00000000 0.041666667
occupation=Transport-moving relationship=Husband
age=Young 0.02542373 0.02097902
age=Middle-aged 0.05283019 0.32743363
age=Senior 0.02877698 0.24603175
age=Old 0.02272727 0.06930693
workclass=Federal-gov 0.00000000 0.02463054
workclass=Local-gov 0.05882353 0.06132075
relationship=Not-in-family
age=Young 0.11483254
age=Middle-aged 0.22187500
age=Senior 0.14864865
age=Old 0.03973510
workclass=Federal-gov 0.05673759
workclass=Local-gov 0.05063291
relationship=Other-relative relationship=Own-child
age=Young 0.009259259 0.52100840
age=Middle-aged 0.034883721 0.04953560
age=Senior 0.000000000 0.02010050
age=Old 0.000000000 0.00000000
workclass=Federal-gov 0.000000000 0.00000000
workclass=Local-gov 0.000000000 0.02702703
relationship=Unmarried relationship=Wife
age=Young 0.03846154 0.00000000
age=Middle-aged 0.13879004 0.04166667
age=Senior 0.08875740 0.05303030
age=Old 0.03614458 0.00000000
workclass=Federal-gov 0.02631579 0.00000000
workclass=Local-gov 0.06741573 0.04166667
race=Amer-Indian-Eskimo race=Asian-Pac-Islander
age=Young 0.009615385 0.01739130
age=Middle-aged 0.003816794 0.04961832
age=Senior 0.024193548 0.01459854
age=Old 0.035714286 0.02500000
workclass=Federal-gov 0.000000000 0.00000000
workclass=Local-gov 0.027027027 0.00000000
race=Black race=Other race=White sex=Female
age=Young 0.07857143 0.009708738 0.19354839 0.19230769
age=Middle-aged 0.09964413 0.007692308 0.46004320 0.25574713
age=Senior 0.08125000 0.016129032 0.23006834 0.15325670
age=Old 0.00000000 0.000000000 0.04988124 0.03045685
workclass=Federal-gov 0.06349206 0.000000000 0.02600473 0.02631579
workclass=Local-gov 0.09090909 0.000000000 0.05620609 0.07614213
sex=Male capital-gain=None capital-gain=Low
age=Young 0.14794521 0.21132898 0.008474576
age=Middle-aged 0.41075795 0.49372385 0.041353383
age=Senior 0.22500000 0.21940928 0.036764706
age=Old 0.05214724 0.04347826 0.075000000
workclass=Federal-gov 0.03076923 0.03056769 0.000000000
workclass=Local-gov 0.05074627 0.05844156 0.083333333
capital-gain=High capital-loss=None capital-loss=Low
age=Young 0.008264463 0.20374220 0.009259259
age=Middle-aged 0.037037037 0.48588710 0.026923077
age=Senior 0.090909091 0.24688797 0.015503876
age=Old 0.000000000 0.04573805 0.000000000
workclass=Federal-gov 0.027027027 0.02910603 0.041666667
workclass=Local-gov 0.018518519 0.06224066 0.024390244
capital-loss=High hours-per-week=Part-time
age=Young 0.00000000 0.20289855
age=Middle-aged 0.03488372 0.04854369
age=Senior 0.00000000 0.05617978
age=Old 0.03125000 0.18421053
workclass=Federal-gov 0.00000000 0.01234568
workclass=Local-gov 0.02439024 0.06451613
hours-per-week=Full-time hours-per-week=Over-time
age=Young 0.17065868 0.06220096
age=Middle-aged 0.38987342 0.25000000
age=Senior 0.22916667 0.14553991
age=Old 0.01286174 0.02097902
workclass=Federal-gov 0.04067797 0.00729927
workclass=Local-gov 0.05537459 0.05442177
hours-per-week=Workaholic native-country=Cambodia
age=Young 0.00862069 0
age=Middle-aged 0.04562738 0
age=Senior 0.02205882 0
age=Old 0.05128205 0
workclass=Federal-gov 0.03125000 0
workclass=Local-gov 0.02040816 0
native-country=Canada native-country=China
age=Young 0.009803922 0
age=Middle-aged 0.003846154 0
age=Senior 0.016260163 0
age=Old 0.000000000 0
workclass=Federal-gov 0.000000000 0
workclass=Local-gov 0.028571429 0
native-country=Columbia native-country=Cuba
age=Young 0.010000000 0.000000000
age=Middle-aged 0.003875969 0.000000000
age=Senior 0.000000000 0.008264463
age=Old 0.000000000 0.000000000
workclass=Federal-gov 0.000000000 0.000000000
workclass=Local-gov 0.000000000 0.000000000
native-country=Dominican-Republic
age=Young 0.010000000
age=Middle-aged 0.000000000
age=Senior 0.008196721
age=Old 0.000000000
workclass=Federal-gov 0.000000000
workclass=Local-gov 0.000000000
native-country=Ecuador native-country=El-Salvador
age=Young 0 0
age=Middle-aged 0 0
age=Senior 0 0
age=Old 0 0
workclass=Federal-gov 0 0
workclass=Local-gov 0 0
native-country=England native-country=France
age=Young 0.000000000 0
age=Middle-aged 0.000000000 0
age=Senior 0.008264463 0
age=Old 0.000000000 0
workclass=Federal-gov 0.066666667 0
workclass=Local-gov 0.000000000 0
native-country=Germany native-country=Greece
age=Young 0.000000000 0.000000000
age=Middle-aged 0.000000000 0.003891051
age=Senior 0.008264463 0.000000000
age=Old 0.000000000 0.000000000
workclass=Federal-gov 0.000000000 0.000000000
workclass=Local-gov 0.000000000 0.000000000
native-country=Guatemala native-country=Haiti
age=Young 0.000000000 0.010000000
age=Middle-aged 0.007782101 0.003875969
age=Senior 0.000000000 0.000000000
age=Old 0.000000000 0.000000000
workclass=Federal-gov 0.000000000 0.000000000
workclass=Local-gov 0.000000000 0.000000000
native-country=Holand-Netherlands
age=Young 0
age=Middle-aged 0
age=Senior 0
age=Old 0
workclass=Federal-gov 0
workclass=Local-gov 0
native-country=Honduras native-country=Hong
age=Young 0.000000000 0
age=Middle-aged 0.003891051 0
age=Senior 0.000000000 0
age=Old 0.000000000 0
workclass=Federal-gov 0.000000000 0
workclass=Local-gov 0.000000000 0
native-country=Hungary native-country=India
age=Young 0 0.000000000
age=Middle-aged 0 0.007782101
age=Senior 0 0.000000000
age=Old 0 0.000000000
workclass=Federal-gov 0 0.000000000
workclass=Local-gov 0 0.000000000
native-country=Iran native-country=Ireland
age=Young 0.01010101 0.000000000
age=Middle-aged 0.00000000 0.000000000
age=Senior 0.00000000 0.008264463
age=Old 0.00000000 0.000000000
workclass=Federal-gov 0.00000000 0.000000000
workclass=Local-gov 0.00000000 0.000000000
native-country=Italy native-country=Jamaica
age=Young 0.000000000 0
age=Middle-aged 0.003891051 0
age=Senior 0.000000000 0
age=Old 0.000000000 0
workclass=Federal-gov 0.000000000 0
workclass=Local-gov 0.000000000 0
native-country=Japan native-country=Laos
age=Young 0.000000000 0.000000000
age=Middle-aged 0.007782101 0.003891051
age=Senior 0.000000000 0.000000000
age=Old 0.000000000 0.000000000
workclass=Federal-gov 0.000000000 0.000000000
workclass=Local-gov 0.000000000 0.000000000
native-country=Mexico native-country=Nicaragua
age=Young 0.01886792 0
age=Middle-aged 0.01915709 0
age=Senior 0.01562500 0
age=Old 0.00000000 0
workclass=Federal-gov 0.00000000 0
workclass=Local-gov 0.02500000 0
native-country=Outlying-US(Guam-USVI-etc)
age=Young 0.000000000
age=Middle-aged 0.003891051
age=Senior 0.000000000
age=Old 0.000000000
workclass=Federal-gov 0.000000000
workclass=Local-gov 0.000000000
native-country=Peru native-country=Philippines
age=Young 0 0.009803922
age=Middle-aged 0 0.011627907
age=Senior 0 0.000000000
age=Old 0 0.000000000
workclass=Federal-gov 0 0.000000000
workclass=Local-gov 0 0.000000000
native-country=Poland native-country=Portugal
age=Young 0 0
age=Middle-aged 0 0
age=Senior 0 0
age=Old 0 0
workclass=Federal-gov 0 0
workclass=Local-gov 0 0
native-country=Puerto-Rico native-country=Scotland
age=Young 0.000000000 0
age=Middle-aged 0.003891051 0
age=Senior 0.000000000 0
age=Old 0.000000000 0
workclass=Federal-gov 0.000000000 0
workclass=Local-gov 0.000000000 0
native-country=South native-country=Taiwan
age=Young 0.01010101 0
age=Middle-aged 0.00000000 0
age=Senior 0.00000000 0
age=Old 0.00000000 0
workclass=Federal-gov 0.00000000 0
workclass=Local-gov 0.00000000 0
native-country=Thailand
age=Young 0
age=Middle-aged 0
age=Senior 0
age=Old 0
workclass=Federal-gov 0
workclass=Local-gov 0
native-country=Trinadad&Tobago
age=Young 0
age=Middle-aged 0
age=Senior 0
age=Old 0
workclass=Federal-gov 0
workclass=Local-gov 0
native-country=United-States native-country=Vietnam
age=Young 0.19389978 0.000000000
age=Middle-aged 0.47390397 0.003875969
age=Senior 0.23913043 0.008196721
age=Old 0.05122494 0.000000000
workclass=Federal-gov 0.03111111 0.000000000
workclass=Local-gov 0.06651885 0.000000000
native-country=Yugoslavia income=small income=large
age=Young 0 0.20666667 0.005747126
age=Middle-aged 0 0.32992327 0.180851064
age=Senior 0 0.17431193 0.125714286
age=Old 0 0.05535055 0.020618557
workclass=Federal-gov 0 0.04511278 0.000000000
workclass=Local-gov 0 0.04240283 0.090909091
apriori
Arguments
- data
- parameter
- appearance
- control
> apriori(Adult, parameter = list(supp = 0.5, conf = 0.9, target = "rules")) %>% {
+ print(.)
+ summary(.)
+ }
Apriori
Parameter specification:
confidence minval smax arem aval originalSupport support minlen maxlen
0.9 0.1 1 none FALSE TRUE 0.5 1 10
target ext
rules FALSE
Algorithmic control:
filter tree heap memopt load sort verbose
0.1 TRUE TRUE FALSE TRUE 2 TRUE
Absolute minimum support count: 24421
set item appearances ...[0 item(s)] done [0.00s].
set transactions ...[115 item(s), 48842 transaction(s)] done [0.03s].
sorting and recoding items ... [9 item(s)] done [0.00s].
creating transaction tree ... done [0.02s].
checking subsets of size 1 2 3 4 done [0.00s].
writing ... [52 rule(s)] done [0.00s].
creating S4 object ... done [0.01s].
set of 52 rules
Length Class Mode
52 rules S4
inspect
> apriori(Adult) %>% inspect(.[1000], ruleSep = "---->", itemSep = " + ", setStart = "", setEnd ="",
+ linebreak = FALSE) %>% head()
Apriori
Parameter specification:
confidence minval smax arem aval originalSupport support minlen maxlen
0.8 0.1 1 none FALSE TRUE 0.1 1 10
target ext
rules FALSE
Algorithmic control:
filter tree heap memopt load sort verbose
0.1 TRUE TRUE FALSE TRUE 2 TRUE
Absolute minimum support count: 4884
set item appearances ...[0 item(s)] done [0.00s].
set transactions ...[115 item(s), 48842 transaction(s)] done [0.03s].
sorting and recoding items ... [31 item(s)] done [0.01s].
creating transaction tree ... done [0.02s].
checking subsets of size 1 2 3 4 5 6 7 8 9 done [0.11s].
writing ... [6137 rule(s)] done [0.00s].
creating S4 object ... done [0.01s].
lhs
1
2
3
4
5 relationship=Unmarried
6 occupation=Sales
7 occupation=Sales
8 occupation=Sales
9 occupation=Sales
10 occupation=Adm-clerical
11 occupation=Adm-clerical
12 occupation=Adm-clerical
13 hours-per-week=Part-time
14 hours-per-week=Part-time
15 hours-per-week=Part-time
16 hours-per-week=Part-time
17 occupation=Exec-managerial
18 occupation=Exec-managerial
19 occupation=Exec-managerial
20 occupation=Exec-managerial
21 occupation=Craft-repair
22 occupation=Craft-repair
23 occupation=Craft-repair
24 occupation=Craft-repair
25 occupation=Craft-repair
26 occupation=Prof-specialty
27 occupation=Prof-specialty
28 occupation=Prof-specialty
29 occupation=Prof-specialty
30 marital-status=Divorced
31 marital-status=Divorced
32 marital-status=Divorced
33 marital-status=Divorced
34 relationship=Own-child
35 relationship=Own-child
36 relationship=Own-child
37 relationship=Own-child
38 relationship=Own-child
39 education=Bachelors
40 education=Bachelors
41 education=Bachelors
42 education=Bachelors
43 income=large
44 income=large
45 income=large
46 income=large
47 income=large
48 age=Young
49 age=Young
50 age=Young
51 age=Young
52 age=Young
53 education=Some-college
54 education=Some-college
55 education=Some-college
56 education=Some-college
57 relationship=Not-in-family
58 relationship=Not-in-family
59 relationship=Not-in-family
60 relationship=Not-in-family
61 hours-per-week=Over-time
62 hours-per-week=Over-time
63 hours-per-week=Over-time
64 hours-per-week=Over-time
65 hours-per-week=Over-time
66 age=Senior
67 age=Senior
68 age=Senior
69 age=Senior
70 education=HS-grad
71 education=HS-grad
72 education=HS-grad
73 education=HS-grad
74 marital-status=Never-married
75 marital-status=Never-married
76 marital-status=Never-married
77 marital-status=Never-married
78 sex=Female
79 sex=Female
80 sex=Female
81 sex=Female
82 relationship=Husband
83 marital-status=Married-civ-spouse
84 relationship=Husband
85 relationship=Husband
86 relationship=Husband
87 relationship=Husband
88 relationship=Husband
89 marital-status=Married-civ-spouse
90 marital-status=Married-civ-spouse
91 marital-status=Married-civ-spouse
92 marital-status=Married-civ-spouse
93 marital-status=Married-civ-spouse
94 age=Middle-aged
95 age=Middle-aged
96 age=Middle-aged
97 age=Middle-aged
98 income=small
99 income=small
100 income=small
101 income=small
102 hours-per-week=Full-time
103 hours-per-week=Full-time
104 hours-per-week=Full-time
105 hours-per-week=Full-time
106 sex=Male
107 sex=Male
108 sex=Male
109 sex=Male
110 workclass=Private
111 workclass=Private
112 workclass=Private
113 workclass=Private
114 race=White
115 native-country=United-States
116 race=White
117 capital-gain=None
118 race=White
119 capital-loss=None
120 native-country=United-States
121 capital-gain=None
122 native-country=United-States
123 capital-loss=None
124 capital-gain=None
125 capital-loss=None
126 occupation=Adm-clerical + native-country=United-States
127 occupation=Adm-clerical + capital-loss=None
128 occupation=Adm-clerical + capital-gain=None
129 occupation=Adm-clerical + capital-loss=None
130 race=White + hours-per-week=Part-time
131 capital-loss=None + hours-per-week=Part-time
132 hours-per-week=Part-time + native-country=United-States
133 capital-gain=None + hours-per-week=Part-time
134 hours-per-week=Part-time + native-country=United-States
135 capital-loss=None + hours-per-week=Part-time
136 capital-gain=None + hours-per-week=Part-time
137 capital-loss=None + hours-per-week=Part-time
138 occupation=Exec-managerial + race=White
139 occupation=Exec-managerial + native-country=United-States
140 occupation=Exec-managerial + race=White
141 occupation=Exec-managerial + capital-loss=None
142 occupation=Exec-managerial + native-country=United-States
143 occupation=Exec-managerial + capital-loss=None
144 occupation=Craft-repair + sex=Male
145 occupation=Craft-repair + race=White
146 occupation=Craft-repair + sex=Male
147 occupation=Craft-repair + native-country=United-States
148 occupation=Craft-repair + sex=Male
149 occupation=Craft-repair + capital-gain=None
150 occupation=Craft-repair + sex=Male
151 occupation=Craft-repair + capital-loss=None
152 occupation=Craft-repair + race=White
153 occupation=Craft-repair + native-country=United-States
154 occupation=Craft-repair + race=White
155 occupation=Craft-repair + capital-gain=None
156 occupation=Craft-repair + race=White
157 occupation=Craft-repair + capital-loss=None
158 occupation=Craft-repair + native-country=United-States
159 occupation=Craft-repair + capital-gain=None
160 occupation=Craft-repair + native-country=United-States
161 occupation=Craft-repair + capital-loss=None
162 occupation=Craft-repair + capital-gain=None
163 occupation=Craft-repair + capital-loss=None
164 occupation=Prof-specialty + race=White
165 occupation=Prof-specialty + native-country=United-States
166 occupation=Prof-specialty + race=White
167 occupation=Prof-specialty + capital-loss=None
168 occupation=Prof-specialty + native-country=United-States
169 occupation=Prof-specialty + capital-loss=None
170 occupation=Prof-specialty + capital-gain=None
171 occupation=Prof-specialty + capital-loss=None
172 marital-status=Divorced + race=White
173 marital-status=Divorced + native-country=United-States
174 marital-status=Divorced + race=White
175 marital-status=Divorced + capital-gain=None
176 marital-status=Divorced + race=White
177 marital-status=Divorced + capital-loss=None
178 marital-status=Divorced + native-country=United-States
179 marital-status=Divorced + capital-gain=None
180 marital-status=Divorced + native-country=United-States
181 marital-status=Divorced + capital-loss=None
182 marital-status=Divorced + capital-gain=None
183 marital-status=Divorced + capital-loss=None
184 age=Young + relationship=Own-child
185 age=Young + relationship=Own-child
186 age=Young + relationship=Own-child
187 workclass=Private + relationship=Own-child
188 marital-status=Never-married + relationship=Own-child
189 relationship=Own-child + race=White
190 marital-status=Never-married + relationship=Own-child
191 relationship=Own-child + native-country=United-States
192 marital-status=Never-married + relationship=Own-child
193 relationship=Own-child + capital-gain=None
194 marital-status=Never-married + relationship=Own-child
195 relationship=Own-child + capital-loss=None
196 relationship=Own-child + income=small
197 workclass=Private + relationship=Own-child
198 workclass=Private + relationship=Own-child
199 workclass=Private + relationship=Own-child
200 relationship=Own-child + race=White
201 relationship=Own-child + native-country=United-States
202 relationship=Own-child + race=White
203 relationship=Own-child + capital-gain=None
204 relationship=Own-child + race=White
205 relationship=Own-child + capital-loss=None
206 relationship=Own-child + native-country=United-States
207 relationship=Own-child + capital-gain=None
208 relationship=Own-child + native-country=United-States
209 relationship=Own-child + capital-loss=None
210 relationship=Own-child + capital-gain=None
211 relationship=Own-child + capital-loss=None
212 education=Bachelors + sex=Male
213 education=Bachelors + sex=Male
214 education=Bachelors + sex=Male
215 workclass=Private + education=Bachelors
216 education=Bachelors + race=White
217 education=Bachelors + native-country=United-States
218 education=Bachelors + race=White
219 education=Bachelors + capital-gain=None
220 education=Bachelors + race=White
221 education=Bachelors + capital-loss=None
222 education=Bachelors + native-country=United-States
223 education=Bachelors + capital-gain=None
224 education=Bachelors + native-country=United-States
225 education=Bachelors + capital-loss=None
226 education=Bachelors + capital-gain=None
227 education=Bachelors + capital-loss=None
228 relationship=Husband + income=large
229 marital-status=Married-civ-spouse + income=large
230 relationship=Husband + income=large
231 sex=Male + income=large
232 relationship=Husband + income=large
233 relationship=Husband + income=large
234 relationship=Husband + income=large
235 marital-status=Married-civ-spouse + income=large
236 sex=Male + income=large
237 marital-status=Married-civ-spouse + income=large
238 race=White + income=large
239 marital-status=Married-civ-spouse + income=large
240 native-country=United-States + income=large
241 capital-gain=None + income=large
242 marital-status=Married-civ-spouse + income=large
243 capital-loss=None + income=large
244 sex=Male + income=large
245 race=White + income=large
246 sex=Male + income=large
247 native-country=United-States + income=large
248 capital-gain=None + income=large
249 sex=Male + income=large
250 capital-loss=None + income=large
251 race=White + income=large
252 native-country=United-States + income=large
253 capital-gain=None + income=large
254 race=White + income=large
255 capital-loss=None + income=large
256 capital-gain=None + income=large
257 native-country=United-States + income=large
258 capital-loss=None + income=large
259 capital-gain=None + income=large
260 age=Young + income=small
261 age=Young + workclass=Private
262 age=Young + marital-status=Never-married
263 age=Young + race=White
264 age=Young + marital-status=Never-married
265 age=Young + native-country=United-States
266 age=Young + marital-status=Never-married
267 age=Young + capital-gain=None
268 age=Young + marital-status=Never-married
269 age=Young + capital-loss=None
270 age=Young + income=small
271 age=Young + income=small
272 age=Young + income=small
273 age=Young + income=small
274 age=Young + hours-per-week=Full-time
275 age=Young + hours-per-week=Full-time
276 age=Young + hours-per-week=Full-time
277 age=Young + sex=Male
278 age=Young + sex=Male
279 age=Young + workclass=Private
280 age=Young + workclass=Private
281 age=Young + workclass=Private
282 age=Young + workclass=Private
283 age=Young + race=White
284 age=Young + native-country=United-States
285 age=Young + race=White
286 age=Young + capital-gain=None
287 age=Young + race=White
288 age=Young + capital-loss=None
289 age=Young + native-country=United-States
290 age=Young + capital-gain=None
291 age=Young + native-country=United-States
292 age=Young + capital-loss=None
293 age=Young + capital-gain=None
294 age=Young + capital-loss=None
295 education=Some-college + income=small
296 education=Some-college + income=small
297 education=Some-college + income=small
298 education=Some-college + income=small
299 education=Some-college + hours-per-week=Full-time
300 education=Some-college + hours-per-week=Full-time
301 education=Some-college + hours-per-week=Full-time
302 education=Some-college + hours-per-week=Full-time
303 education=Some-college + sex=Male
304 education=Some-college + sex=Male
305 education=Some-college + sex=Male
306 education=Some-college + sex=Male
307 workclass=Private + education=Some-college
308 workclass=Private + education=Some-college
309 workclass=Private + education=Some-college
310 workclass=Private + education=Some-college
311 education=Some-college + race=White
312 education=Some-college + native-country=United-States
313 education=Some-college + race=White
314 education=Some-college + capital-gain=None
315 education=Some-college + race=White
316 education=Some-college + capital-loss=None
317 education=Some-college + native-country=United-States
318 education=Some-college + capital-gain=None
319 education=Some-college + native-country=United-States
320 education=Some-college + capital-loss=None
321 education=Some-college + capital-gain=None
322 education=Some-college + capital-loss=None
323 marital-status=Never-married + relationship=Not-in-family
324 marital-status=Never-married + relationship=Not-in-family
325 marital-status=Never-married + relationship=Not-in-family
326 marital-status=Never-married + relationship=Not-in-family
327 relationship=Not-in-family + sex=Female
328 relationship=Not-in-family + sex=Female
329 relationship=Not-in-family + sex=Female
330 relationship=Not-in-family + sex=Female
331 age=Middle-aged + relationship=Not-in-family
332 age=Middle-aged + relationship=Not-in-family
333 age=Middle-aged + relationship=Not-in-family
334 age=Middle-aged + relationship=Not-in-family
335 relationship=Not-in-family + income=small
336 relationship=Not-in-family + income=small
337 relationship=Not-in-family + income=small
338 relationship=Not-in-family + income=small
339 relationship=Not-in-family + hours-per-week=Full-time
340 relationship=Not-in-family + hours-per-week=Full-time
341 relationship=Not-in-family + hours-per-week=Full-time
342 relationship=Not-in-family + hours-per-week=Full-time
343 relationship=Not-in-family + sex=Male
344 relationship=Not-in-family + sex=Male
345 relationship=Not-in-family + sex=Male
346 relationship=Not-in-family + sex=Male
347 workclass=Private + relationship=Not-in-family
348 workclass=Private + relationship=Not-in-family
349 workclass=Private + relationship=Not-in-family
350 workclass=Private + relationship=Not-in-family
351 relationship=Not-in-family + race=White
352 relationship=Not-in-family + native-country=United-States
353 relationship=Not-in-family + race=White
354 relationship=Not-in-family + capital-gain=None
355 relationship=Not-in-family + race=White
356 relationship=Not-in-family + capital-loss=None
357 relationship=Not-in-family + native-country=United-States
358 relationship=Not-in-family + capital-gain=None
359 relationship=Not-in-family + native-country=United-States
360 relationship=Not-in-family + capital-loss=None
361 relationship=Not-in-family + capital-gain=None
362 relationship=Not-in-family + capital-loss=None
363 relationship=Husband + hours-per-week=Over-time
364 marital-status=Married-civ-spouse + hours-per-week=Over-time
365 relationship=Husband + hours-per-week=Over-time
366 relationship=Husband + hours-per-week=Over-time
367 relationship=Husband + hours-per-week=Over-time
368 relationship=Husband + hours-per-week=Over-time
369 relationship=Husband + hours-per-week=Over-time
370 marital-status=Married-civ-spouse + hours-per-week=Over-time
371 marital-status=Married-civ-spouse + hours-per-week=Over-time
372 marital-status=Married-civ-spouse + hours-per-week=Over-time
373 marital-status=Married-civ-spouse + hours-per-week=Over-time
374 marital-status=Married-civ-spouse + hours-per-week=Over-time
375 age=Middle-aged + hours-per-week=Over-time
376 age=Middle-aged + hours-per-week=Over-time
377 age=Middle-aged + hours-per-week=Over-time
378 age=Middle-aged + hours-per-week=Over-time
379 age=Middle-aged + hours-per-week=Over-time
380 workclass=Private + hours-per-week=Over-time
381 sex=Male + hours-per-week=Over-time
382 race=White + hours-per-week=Over-time
383 sex=Male + hours-per-week=Over-time
384 hours-per-week=Over-time + native-country=United-States
385 sex=Male + hours-per-week=Over-time
386 capital-gain=None + hours-per-week=Over-time
387 sex=Male + hours-per-week=Over-time
388 capital-loss=None + hours-per-week=Over-time
389 workclass=Private + hours-per-week=Over-time
390 workclass=Private + hours-per-week=Over-time
391 workclass=Private + hours-per-week=Over-time
392 workclass=Private + hours-per-week=Over-time
393 race=White + hours-per-week=Over-time
394 hours-per-week=Over-time + native-country=United-States
395 race=White + hours-per-week=Over-time
396 capital-gain=None + hours-per-week=Over-time
397 race=White + hours-per-week=Over-time
398 capital-loss=None + hours-per-week=Over-time
399 hours-per-week=Over-time + native-country=United-States
400 capital-gain=None + hours-per-week=Over-time
401 hours-per-week=Over-time + native-country=United-States
402 capital-loss=None + hours-per-week=Over-time
403 capital-gain=None + hours-per-week=Over-time
404 capital-loss=None + hours-per-week=Over-time
405 age=Senior + relationship=Husband
406 age=Senior + marital-status=Married-civ-spouse
407 age=Senior + relationship=Husband
408 age=Senior + sex=Male
409 age=Senior + relationship=Husband
410 age=Senior + relationship=Husband
411 age=Senior + relationship=Husband
412 age=Senior + relationship=Husband
413 age=Senior + marital-status=Married-civ-spouse
414 age=Senior + sex=Male
415 age=Senior + marital-status=Married-civ-spouse
416 age=Senior + marital-status=Married-civ-spouse
417 age=Senior + marital-status=Married-civ-spouse
418 age=Senior + marital-status=Married-civ-spouse
419 age=Senior + income=small
420 age=Senior + income=small
421 age=Senior + hours-per-week=Full-time
422 age=Senior + hours-per-week=Full-time
423 age=Senior + hours-per-week=Full-time
424 age=Senior + hours-per-week=Full-time
425 age=Senior + sex=Male
426 age=Senior + sex=Male
427 age=Senior + sex=Male
428 age=Senior + sex=Male
429 age=Senior + workclass=Private
430 age=Senior + workclass=Private
431 age=Senior + workclass=Private
432 age=Senior + workclass=Private
433 age=Senior + race=White
434 age=Senior + native-country=United-States
435 age=Senior + race=White
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437 age=Senior + race=White
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439 age=Senior + native-country=United-States
440 age=Senior + capital-gain=None
441 age=Senior + native-country=United-States
442 age=Senior + capital-loss=None
443 age=Senior + capital-gain=None
444 age=Senior + capital-loss=None
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446 education=HS-grad + relationship=Husband
447 education=HS-grad + marital-status=Married-civ-spouse
448 education=HS-grad + relationship=Husband
449 education=HS-grad + relationship=Husband
450 education=HS-grad + relationship=Husband
451 education=HS-grad + relationship=Husband
452 education=HS-grad + relationship=Husband
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454 education=HS-grad + marital-status=Married-civ-spouse
455 education=HS-grad + marital-status=Married-civ-spouse
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476 workclass=Private + education=HS-grad
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482 education=HS-grad + race=White
483 education=HS-grad + capital-loss=None
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485 education=HS-grad + capital-gain=None
486 education=HS-grad + native-country=United-States
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488 education=HS-grad + capital-gain=None
489 education=HS-grad + capital-loss=None
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491 marital-status=Never-married + sex=Female
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494 age=Middle-aged + marital-status=Never-married
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501 marital-status=Never-married + hours-per-week=Full-time
502 marital-status=Never-married + hours-per-week=Full-time
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504 marital-status=Never-married + sex=Male
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512 marital-status=Never-married + native-country=United-States
513 marital-status=Never-married + race=White
514 marital-status=Never-married + capital-gain=None
515 marital-status=Never-married + race=White
516 marital-status=Never-married + capital-loss=None
517 marital-status=Never-married + native-country=United-States
518 marital-status=Never-married + capital-gain=None
519 marital-status=Never-married + native-country=United-States
520 marital-status=Never-married + capital-loss=None
521 marital-status=Never-married + capital-gain=None
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527 sex=Female + income=small
528 sex=Female + income=small
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530 sex=Female + hours-per-week=Full-time
531 sex=Female + hours-per-week=Full-time
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533 workclass=Private + sex=Female
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535 workclass=Private + sex=Female
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537 sex=Female + native-country=United-States
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539 sex=Female + capital-gain=None
540 race=White + sex=Female
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542 sex=Female + native-country=United-States
543 sex=Female + capital-gain=None
544 sex=Female + native-country=United-States
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546 sex=Female + capital-gain=None
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551 marital-status=Married-civ-spouse + income=small
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553 marital-status=Married-civ-spouse + hours-per-week=Full-time
554 marital-status=Married-civ-spouse + relationship=Husband
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556 marital-status=Married-civ-spouse + sex=Male
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559 marital-status=Married-civ-spouse + relationship=Husband
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561 marital-status=Married-civ-spouse + race=White
562 marital-status=Married-civ-spouse + relationship=Husband
563 relationship=Husband + native-country=United-States
564 marital-status=Married-civ-spouse + native-country=United-States
565 marital-status=Married-civ-spouse + relationship=Husband
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567 marital-status=Married-civ-spouse + capital-gain=None
568 marital-status=Married-civ-spouse + relationship=Husband
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572 age=Middle-aged + relationship=Husband
573 age=Middle-aged + relationship=Husband
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577 relationship=Husband + income=small
578 relationship=Husband + income=small
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580 relationship=Husband + income=small
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582 relationship=Husband + hours-per-week=Full-time
583 relationship=Husband + hours-per-week=Full-time
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585 relationship=Husband + hours-per-week=Full-time
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589 relationship=Husband + sex=Male
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591 relationship=Husband + sex=Male
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593 relationship=Husband + sex=Male
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596 workclass=Private + relationship=Husband
597 workclass=Private + relationship=Husband
598 workclass=Private + relationship=Husband
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600 relationship=Husband + native-country=United-States
601 relationship=Husband + race=White
602 relationship=Husband + capital-gain=None
603 relationship=Husband + race=White
604 relationship=Husband + capital-loss=None
605 relationship=Husband + native-country=United-States
606 relationship=Husband + capital-gain=None
607 relationship=Husband + native-country=United-States
608 relationship=Husband + capital-loss=None
609 relationship=Husband + capital-gain=None
610 relationship=Husband + capital-loss=None
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612 age=Middle-aged + marital-status=Married-civ-spouse
613 age=Middle-aged + marital-status=Married-civ-spouse
614 age=Middle-aged + marital-status=Married-civ-spouse
615 age=Middle-aged + marital-status=Married-civ-spouse
616 marital-status=Married-civ-spouse + income=small
617 marital-status=Married-civ-spouse + income=small
618 marital-status=Married-civ-spouse + income=small
619 marital-status=Married-civ-spouse + income=small
620 marital-status=Married-civ-spouse + income=small
621 marital-status=Married-civ-spouse + hours-per-week=Full-time
622 marital-status=Married-civ-spouse + hours-per-week=Full-time
623 marital-status=Married-civ-spouse + hours-per-week=Full-time
624 marital-status=Married-civ-spouse + hours-per-week=Full-time
625 marital-status=Married-civ-spouse + hours-per-week=Full-time
626 workclass=Private + marital-status=Married-civ-spouse
627 marital-status=Married-civ-spouse + sex=Male
628 marital-status=Married-civ-spouse + race=White
629 marital-status=Married-civ-spouse + sex=Male
630 marital-status=Married-civ-spouse + native-country=United-States
631 marital-status=Married-civ-spouse + sex=Male
632 marital-status=Married-civ-spouse + capital-gain=None
633 marital-status=Married-civ-spouse + sex=Male
634 marital-status=Married-civ-spouse + capital-loss=None
635 workclass=Private + marital-status=Married-civ-spouse
636 workclass=Private + marital-status=Married-civ-spouse
637 workclass=Private + marital-status=Married-civ-spouse
638 workclass=Private + marital-status=Married-civ-spouse
639 marital-status=Married-civ-spouse + race=White
640 marital-status=Married-civ-spouse + native-country=United-States
641 marital-status=Married-civ-spouse + race=White
642 marital-status=Married-civ-spouse + capital-gain=None
643 marital-status=Married-civ-spouse + race=White
644 marital-status=Married-civ-spouse + capital-loss=None
645 marital-status=Married-civ-spouse + native-country=United-States
646 marital-status=Married-civ-spouse + capital-gain=None
647 marital-status=Married-civ-spouse + native-country=United-States
648 marital-status=Married-civ-spouse + capital-loss=None
649 marital-status=Married-civ-spouse + capital-gain=None
650 marital-status=Married-civ-spouse + capital-loss=None
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652 age=Middle-aged + income=small
653 age=Middle-aged + income=small
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656 age=Middle-aged + hours-per-week=Full-time
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661 age=Middle-aged + sex=Male
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664 age=Middle-aged + workclass=Private
665 age=Middle-aged + workclass=Private
666 age=Middle-aged + workclass=Private
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668 age=Middle-aged + native-country=United-States
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673 age=Middle-aged + native-country=United-States
674 age=Middle-aged + capital-gain=None
675 age=Middle-aged + native-country=United-States
676 age=Middle-aged + capital-loss=None
677 age=Middle-aged + capital-gain=None
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680 hours-per-week=Full-time + income=small
681 hours-per-week=Full-time + income=small
682 hours-per-week=Full-time + income=small
683 sex=Male + income=small
684 sex=Male + income=small
685 sex=Male + income=small
686 sex=Male + income=small
687 workclass=Private + income=small
688 workclass=Private + income=small
689 workclass=Private + income=small
690 workclass=Private + income=small
691 race=White + income=small
692 native-country=United-States + income=small
693 race=White + income=small
694 capital-gain=None + income=small
695 race=White + income=small
696 capital-loss=None + income=small
697 native-country=United-States + income=small
698 capital-gain=None + income=small
699 native-country=United-States + income=small
700 capital-loss=None + income=small
701 capital-gain=None + income=small
702 capital-loss=None + income=small
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704 sex=Male + hours-per-week=Full-time
705 sex=Male + hours-per-week=Full-time
706 sex=Male + hours-per-week=Full-time
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709 workclass=Private + hours-per-week=Full-time
710 workclass=Private + hours-per-week=Full-time
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712 hours-per-week=Full-time + native-country=United-States
713 race=White + hours-per-week=Full-time
714 capital-gain=None + hours-per-week=Full-time
715 race=White + hours-per-week=Full-time
716 capital-loss=None + hours-per-week=Full-time
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718 capital-gain=None + hours-per-week=Full-time
719 hours-per-week=Full-time + native-country=United-States
720 capital-loss=None + hours-per-week=Full-time
721 capital-gain=None + hours-per-week=Full-time
722 capital-loss=None + hours-per-week=Full-time
723 workclass=Private + sex=Male
724 workclass=Private + sex=Male
725 workclass=Private + sex=Male
726 workclass=Private + sex=Male
727 race=White + sex=Male
728 sex=Male + native-country=United-States
729 race=White + sex=Male
730 sex=Male + capital-gain=None
731 race=White + sex=Male
732 sex=Male + capital-loss=None
733 sex=Male + native-country=United-States
734 sex=Male + capital-gain=None
735 sex=Male + native-country=United-States
736 sex=Male + capital-loss=None
737 sex=Male + capital-gain=None
738 sex=Male + capital-loss=None
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740 workclass=Private + native-country=United-States
741 workclass=Private + race=White
742 workclass=Private + capital-gain=None
743 workclass=Private + race=White
744 workclass=Private + capital-loss=None
745 workclass=Private + native-country=United-States
746 workclass=Private + capital-gain=None
747 workclass=Private + native-country=United-States
748 workclass=Private + capital-loss=None
749 workclass=Private + capital-gain=None
750 workclass=Private + capital-loss=None
751 race=White + native-country=United-States
752 race=White + capital-gain=None
753 capital-gain=None + native-country=United-States
754 race=White + native-country=United-States
755 race=White + capital-loss=None
756 capital-loss=None + native-country=United-States
757 race=White + capital-gain=None
758 race=White + capital-loss=None
759 capital-gain=None + capital-loss=None
760 capital-gain=None + native-country=United-States
761 capital-loss=None + native-country=United-States
762 capital-gain=None + capital-loss=None
763 capital-gain=None + hours-per-week=Part-time + native-country=United-States
764 capital-loss=None + hours-per-week=Part-time + native-country=United-States
765 capital-gain=None + capital-loss=None + hours-per-week=Part-time
766 occupation=Craft-repair + race=White + sex=Male
767 occupation=Craft-repair + sex=Male + capital-loss=None
768 occupation=Craft-repair + race=White + capital-loss=None
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770 occupation=Craft-repair + sex=Male + capital-loss=None
771 occupation=Craft-repair + capital-loss=None + native-country=United-States
772 occupation=Craft-repair + sex=Male + capital-gain=None
773 occupation=Craft-repair + sex=Male + capital-loss=None
774 occupation=Craft-repair + capital-gain=None + capital-loss=None
775 marital-status=Divorced + race=White + native-country=United-States
776 marital-status=Divorced + race=White + capital-gain=None
777 marital-status=Divorced + capital-gain=None + native-country=United-States
778 marital-status=Divorced + race=White + native-country=United-States
779 marital-status=Divorced + race=White + capital-loss=None
780 marital-status=Divorced + capital-loss=None + native-country=United-States
781 marital-status=Divorced + race=White + capital-gain=None
782 marital-status=Divorced + race=White + capital-loss=None
783 marital-status=Divorced + capital-gain=None + capital-loss=None
784 marital-status=Divorced + capital-gain=None + native-country=United-States
785 marital-status=Divorced + capital-loss=None + native-country=United-States
786 marital-status=Divorced + capital-gain=None + capital-loss=None
787 age=Young + marital-status=Never-married + relationship=Own-child
788 age=Young + relationship=Own-child + capital-gain=None
789 age=Young + marital-status=Never-married + relationship=Own-child
790 age=Young + relationship=Own-child + capital-loss=None
791 age=Young + relationship=Own-child + capital-gain=None
792 age=Young + relationship=Own-child + capital-loss=None
793 workclass=Private + marital-status=Never-married + relationship=Own-child
794 workclass=Private + relationship=Own-child + capital-gain=None
795 workclass=Private + marital-status=Never-married + relationship=Own-child
796 workclass=Private + relationship=Own-child + capital-loss=None
797 marital-status=Never-married + relationship=Own-child + race=White
798 marital-status=Never-married + relationship=Own-child + native-country=United-States
799 relationship=Own-child + race=White + native-country=United-States
800 marital-status=Never-married + relationship=Own-child + race=White
801 marital-status=Never-married + relationship=Own-child + capital-gain=None
802 relationship=Own-child + race=White + capital-gain=None
803 marital-status=Never-married + relationship=Own-child + race=White
804 marital-status=Never-married + relationship=Own-child + capital-loss=None
805 relationship=Own-child + race=White + capital-loss=None
806 marital-status=Never-married + relationship=Own-child + native-country=United-States
807 marital-status=Never-married + relationship=Own-child + capital-gain=None
808 relationship=Own-child + capital-gain=None + native-country=United-States
809 marital-status=Never-married + relationship=Own-child + native-country=United-States
810 marital-status=Never-married + relationship=Own-child + capital-loss=None
811 relationship=Own-child + capital-loss=None + native-country=United-States
812 marital-status=Never-married + relationship=Own-child + capital-gain=None
813 marital-status=Never-married + relationship=Own-child + capital-loss=None
814 relationship=Own-child + capital-gain=None + capital-loss=None
815 workclass=Private + relationship=Own-child + native-country=United-States
816 workclass=Private + relationship=Own-child + capital-gain=None
817 workclass=Private + relationship=Own-child + native-country=United-States
818 workclass=Private + relationship=Own-child + capital-loss=None
819 workclass=Private + relationship=Own-child + capital-gain=None
820 workclass=Private + relationship=Own-child + capital-loss=None
821 relationship=Own-child + race=White + native-country=United-States
822 relationship=Own-child + race=White + capital-gain=None
823 relationship=Own-child + capital-gain=None + native-country=United-States
824 relationship=Own-child + race=White + native-country=United-States
825 relationship=Own-child + race=White + capital-loss=None
826 relationship=Own-child + capital-loss=None + native-country=United-States
827 relationship=Own-child + race=White + capital-gain=None
828 relationship=Own-child + race=White + capital-loss=None
829 relationship=Own-child + capital-gain=None + capital-loss=None
830 relationship=Own-child + capital-gain=None + native-country=United-States
831 relationship=Own-child + capital-loss=None + native-country=United-States
832 relationship=Own-child + capital-gain=None + capital-loss=None
833 education=Bachelors + race=White + native-country=United-States
834 education=Bachelors + race=White + capital-gain=None
835 education=Bachelors + capital-gain=None + native-country=United-States
836 education=Bachelors + race=White + native-country=United-States
837 education=Bachelors + race=White + capital-loss=None
838 education=Bachelors + capital-loss=None + native-country=United-States
839 education=Bachelors + race=White + capital-gain=None
840 education=Bachelors + race=White + capital-loss=None
841 education=Bachelors + capital-gain=None + capital-loss=None
842 education=Bachelors + capital-gain=None + native-country=United-States
843 education=Bachelors + capital-loss=None + native-country=United-States
844 education=Bachelors + capital-gain=None + capital-loss=None
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846 relationship=Husband + sex=Male + income=large
847 marital-status=Married-civ-spouse + sex=Male + income=large
848 marital-status=Married-civ-spouse + relationship=Husband + income=large
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850 marital-status=Married-civ-spouse + race=White + income=large
851 marital-status=Married-civ-spouse + relationship=Husband + income=large
852 relationship=Husband + native-country=United-States + income=large
853 marital-status=Married-civ-spouse + native-country=United-States + income=large
854 marital-status=Married-civ-spouse + relationship=Husband + income=large
855 relationship=Husband + capital-loss=None + income=large
856 marital-status=Married-civ-spouse + capital-loss=None + income=large
857 relationship=Husband + sex=Male + income=large
858 relationship=Husband + race=White + income=large
859 race=White + sex=Male + income=large
860 relationship=Husband + sex=Male + income=large
861 relationship=Husband + native-country=United-States + income=large
862 sex=Male + native-country=United-States + income=large
863 relationship=Husband + sex=Male + income=large
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866 relationship=Husband + race=White + income=large
867 relationship=Husband + native-country=United-States + income=large
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869 marital-status=Married-civ-spouse + race=White + income=large
870 race=White + sex=Male + income=large
871 marital-status=Married-civ-spouse + sex=Male + income=large
872 marital-status=Married-civ-spouse + native-country=United-States + income=large
873 sex=Male + native-country=United-States + income=large
874 marital-status=Married-civ-spouse + sex=Male + income=large
875 marital-status=Married-civ-spouse + capital-loss=None + income=large
876 sex=Male + capital-loss=None + income=large
877 marital-status=Married-civ-spouse + race=White + income=large
878 marital-status=Married-civ-spouse + native-country=United-States + income=large
879 race=White + native-country=United-States + income=large
880 marital-status=Married-civ-spouse + race=White + income=large
881 marital-status=Married-civ-spouse + capital-loss=None + income=large
882 race=White + capital-loss=None + income=large
883 marital-status=Married-civ-spouse + native-country=United-States + income=large
884 marital-status=Married-civ-spouse + capital-loss=None + income=large
885 capital-loss=None + native-country=United-States + income=large
886 race=White + sex=Male + income=large
887 sex=Male + native-country=United-States + income=large
888 race=White + native-country=United-States + income=large
889 race=White + sex=Male + income=large
890 sex=Male + capital-loss=None + income=large
891 race=White + capital-loss=None + income=large
892 sex=Male + native-country=United-States + income=large
893 sex=Male + capital-loss=None + income=large
894 capital-loss=None + native-country=United-States + income=large
895 race=White + capital-gain=None + income=large
896 capital-gain=None + native-country=United-States + income=large
897 race=White + native-country=United-States + income=large
898 race=White + capital-loss=None + income=large
899 capital-loss=None + native-country=United-States + income=large
900 race=White + capital-gain=None + income=large
901 capital-gain=None + capital-loss=None + income=large
902 capital-gain=None + native-country=United-States + income=large
903 capital-gain=None + capital-loss=None + income=large
904 age=Young + marital-status=Never-married + income=small
905 age=Young + native-country=United-States + income=small
906 age=Young + marital-status=Never-married + income=small
907 age=Young + capital-gain=None + income=small
908 age=Young + marital-status=Never-married + income=small
909 age=Young + capital-loss=None + income=small
910 age=Young + workclass=Private + marital-status=Never-married
911 age=Young + workclass=Private + race=White
912 age=Young + workclass=Private + marital-status=Never-married
913 age=Young + workclass=Private + native-country=United-States
914 age=Young + workclass=Private + marital-status=Never-married
915 age=Young + workclass=Private + capital-gain=None
916 age=Young + workclass=Private + marital-status=Never-married
917 age=Young + workclass=Private + capital-loss=None
918 age=Young + marital-status=Never-married + race=White
919 age=Young + marital-status=Never-married + native-country=United-States
920 age=Young + race=White + native-country=United-States
921 age=Young + marital-status=Never-married + race=White
922 age=Young + marital-status=Never-married + capital-gain=None
923 age=Young + race=White + capital-gain=None
924 age=Young + marital-status=Never-married + race=White
925 age=Young + marital-status=Never-married + capital-loss=None
926 age=Young + race=White + capital-loss=None
927 age=Young + marital-status=Never-married + native-country=United-States
928 age=Young + marital-status=Never-married + capital-gain=None
929 age=Young + capital-gain=None + native-country=United-States
930 age=Young + marital-status=Never-married + native-country=United-States
931 age=Young + marital-status=Never-married + capital-loss=None
932 age=Young + capital-loss=None + native-country=United-States
933 age=Young + marital-status=Never-married + capital-gain=None
934 age=Young + marital-status=Never-married + capital-loss=None
935 age=Young + capital-gain=None + capital-loss=None
936 age=Young + workclass=Private + income=small
937 age=Young + race=White + income=small
938 age=Young + native-country=United-States + income=small
939 age=Young + race=White + income=small
940 age=Young + capital-gain=None + income=small
941 age=Young + race=White + income=small
942 age=Young + capital-loss=None + income=small
943 age=Young + native-country=United-States + income=small
944 age=Young + capital-gain=None + income=small
945 age=Young + native-country=United-States + income=small
946 age=Young + capital-loss=None + income=small
947 age=Young + capital-gain=None + income=small
948 age=Young + capital-loss=None + income=small
949 age=Young + capital-gain=None + hours-per-week=Full-time
950 age=Young + capital-loss=None + hours-per-week=Full-time
951 age=Young + sex=Male + capital-gain=None
952 age=Young + sex=Male + capital-loss=None
953 age=Young + workclass=Private + race=White
954 age=Young + workclass=Private + native-country=United-States
955 age=Young + workclass=Private + race=White
956 age=Young + workclass=Private + capital-gain=None
957 age=Young + workclass=Private + race=White
958 age=Young + workclass=Private + capital-loss=None
959 age=Young + workclass=Private + native-country=United-States
960 age=Young + workclass=Private + capital-gain=None
961 age=Young + workclass=Private + native-country=United-States
962 age=Young + workclass=Private + capital-loss=None
963 age=Young + workclass=Private + capital-gain=None
964 age=Young + workclass=Private + capital-loss=None
965 age=Young + race=White + native-country=United-States
966 age=Young + race=White + capital-gain=None
967 age=Young + capital-gain=None + native-country=United-States
968 age=Young + race=White + native-country=United-States
969 age=Young + race=White + capital-loss=None
970 age=Young + capital-loss=None + native-country=United-States
971 age=Young + race=White + capital-gain=None
972 age=Young + race=White + capital-loss=None
973 age=Young + capital-gain=None + capital-loss=None
974 age=Young + capital-gain=None + native-country=United-States
975 age=Young + capital-loss=None + native-country=United-States
976 age=Young + capital-gain=None + capital-loss=None
977 education=Some-college + native-country=United-States + income=small
978 education=Some-college + capital-gain=None + income=small
979 education=Some-college + native-country=United-States + income=small
980 education=Some-college + capital-loss=None + income=small
981 education=Some-college + capital-gain=None + income=small
982 education=Some-college + capital-loss=None + income=small
983 education=Some-college + race=White + hours-per-week=Full-time
984 education=Some-college + capital-loss=None + hours-per-week=Full-time
985 education=Some-college + hours-per-week=Full-time + native-country=United-States
986 education=Some-college + capital-gain=None + hours-per-week=Full-time
987 education=Some-college + hours-per-week=Full-time + native-country=United-States
988 education=Some-college + capital-loss=None + hours-per-week=Full-time
989 education=Some-college + capital-gain=None + hours-per-week=Full-time
990 education=Some-college + capital-loss=None + hours-per-week=Full-time
991 education=Some-college + race=White + sex=Male
992 education=Some-college + sex=Male + native-country=United-States
993 education=Some-college + race=White + sex=Male
994 education=Some-college + sex=Male + capital-gain=None
995 education=Some-college + race=White + sex=Male
996 education=Some-college + sex=Male + capital-loss=None
997 education=Some-college + sex=Male + native-country=United-States
998 education=Some-college + sex=Male + capital-gain=None
999 education=Some-college + sex=Male + native-country=United-States
1000 education=Some-college + sex=Male + capital-loss=None
1001 education=Some-college + sex=Male + capital-gain=None
1002 education=Some-college + sex=Male + capital-loss=None
1003 workclass=Private + education=Some-college + race=White
1004 workclass=Private + education=Some-college + native-country=United-States
1005 workclass=Private + education=Some-college + race=White
1006 workclass=Private + education=Some-college + capital-gain=None
1007 workclass=Private + education=Some-college + race=White
1008 workclass=Private + education=Some-college + capital-loss=None
1009 workclass=Private + education=Some-college + native-country=United-States
1010 workclass=Private + education=Some-college + capital-gain=None
1011 workclass=Private + education=Some-college + native-country=United-States
1012 workclass=Private + education=Some-college + capital-loss=None
1013 workclass=Private + education=Some-college + capital-gain=None
1014 workclass=Private + education=Some-college + capital-loss=None
1015 education=Some-college + race=White + native-country=United-States
1016 education=Some-college + race=White + capital-gain=None
1017 education=Some-college + capital-gain=None + native-country=United-States
1018 education=Some-college + race=White + native-country=United-States
1019 education=Some-college + race=White + capital-loss=None
1020 education=Some-college + capital-loss=None + native-country=United-States
1021 education=Some-college + race=White + capital-gain=None
1022 education=Some-college + race=White + capital-loss=None
1023 education=Some-college + capital-gain=None + capital-loss=None
1024 education=Some-college + capital-gain=None + native-country=United-States
1025 education=Some-college + capital-loss=None + native-country=United-States
1026 education=Some-college + capital-gain=None + capital-loss=None
1027 workclass=Private + marital-status=Never-married + relationship=Not-in-family
1028 workclass=Private + marital-status=Never-married + relationship=Not-in-family
1029 marital-status=Never-married + relationship=Not-in-family + race=White
1030 marital-status=Never-married + relationship=Not-in-family + native-country=United-States
1031 marital-status=Never-married + relationship=Not-in-family + race=White
1032 marital-status=Never-married + relationship=Not-in-family + capital-gain=None
1033 marital-status=Never-married + relationship=Not-in-family + race=White
1034 marital-status=Never-married + relationship=Not-in-family + capital-loss=None
1035 marital-status=Never-married + relationship=Not-in-family + native-country=United-States
1036 marital-status=Never-married + relationship=Not-in-family + capital-gain=None
1037 marital-status=Never-married + relationship=Not-in-family + native-country=United-States
1038 marital-status=Never-married + relationship=Not-in-family + capital-loss=None
1039 marital-status=Never-married + relationship=Not-in-family + capital-gain=None
1040 marital-status=Never-married + relationship=Not-in-family + capital-loss=None
1041 relationship=Not-in-family + sex=Female + native-country=United-States
1042 relationship=Not-in-family + sex=Female + capital-gain=None
1043 relationship=Not-in-family + sex=Female + native-country=United-States
1044 relationship=Not-in-family + sex=Female + capital-loss=None
1045 relationship=Not-in-family + sex=Female + capital-gain=None
1046 relationship=Not-in-family + sex=Female + capital-loss=None
1047 age=Middle-aged + relationship=Not-in-family + race=White
1048 age=Middle-aged + relationship=Not-in-family + native-country=United-States
1049 age=Middle-aged + relationship=Not-in-family + race=White
1050 age=Middle-aged + relationship=Not-in-family + capital-gain=None
1051 age=Middle-aged + relationship=Not-in-family + race=White
1052 age=Middle-aged + relationship=Not-in-family + capital-loss=None
1053 age=Middle-aged + relationship=Not-in-family + native-country=United-States
1054 age=Middle-aged + relationship=Not-in-family + capital-gain=None
1055 age=Middle-aged + relationship=Not-in-family + native-country=United-States
1056 age=Middle-aged + relationship=Not-in-family + capital-loss=None
1057 age=Middle-aged + relationship=Not-in-family + capital-gain=None
1058 age=Middle-aged + relationship=Not-in-family + capital-loss=None
1059 workclass=Private + relationship=Not-in-family + income=small
1060 workclass=Private + relationship=Not-in-family + income=small
1061 relationship=Not-in-family + race=White + income=small
1062 relationship=Not-in-family + native-country=United-States + income=small
1063 relationship=Not-in-family + race=White + income=small
1064 relationship=Not-in-family + capital-gain=None + income=small
1065 relationship=Not-in-family + race=White + income=small
1066 relationship=Not-in-family + capital-loss=None + income=small
1067 relationship=Not-in-family + native-country=United-States + income=small
1068 relationship=Not-in-family + capital-gain=None + income=small
1069 relationship=Not-in-family + native-country=United-States + income=small
1070 relationship=Not-in-family + capital-loss=None + income=small
1071 relationship=Not-in-family + capital-gain=None + income=small
1072 relationship=Not-in-family + capital-loss=None + income=small
1073 workclass=Private + relationship=Not-in-family + hours-per-week=Full-time
1074 workclass=Private + relationship=Not-in-family + hours-per-week=Full-time
1075 workclass=Private + relationship=Not-in-family + hours-per-week=Full-time
1076 relationship=Not-in-family + race=White + hours-per-week=Full-time
1077 relationship=Not-in-family + hours-per-week=Full-time + native-country=United-States
1078 relationship=Not-in-family + race=White + hours-per-week=Full-time
1079 relationship=Not-in-family + capital-gain=None + hours-per-week=Full-time
1080 relationship=Not-in-family + race=White + hours-per-week=Full-time
1081 relationship=Not-in-family + capital-loss=None + hours-per-week=Full-time
1082 relationship=Not-in-family + hours-per-week=Full-time + native-country=United-States
1083 relationship=Not-in-family + capital-gain=None + hours-per-week=Full-time
1084 relationship=Not-in-family + hours-per-week=Full-time + native-country=United-States
1085 relationship=Not-in-family + capital-loss=None + hours-per-week=Full-time
1086 relationship=Not-in-family + capital-gain=None + hours-per-week=Full-time
1087 relationship=Not-in-family + capital-loss=None + hours-per-week=Full-time
1088 relationship=Not-in-family + race=White + sex=Male
1089 relationship=Not-in-family + sex=Male + native-country=United-States
1090 relationship=Not-in-family + race=White + sex=Male
1091 relationship=Not-in-family + sex=Male + capital-gain=None
1092 relationship=Not-in-family + race=White + sex=Male
1093 relationship=Not-in-family + sex=Male + capital-loss=None
1094 relationship=Not-in-family + sex=Male + native-country=United-States
1095 relationship=Not-in-family + sex=Male + capital-gain=None
1096 relationship=Not-in-family + sex=Male + native-country=United-States
1097 relationship=Not-in-family + sex=Male + capital-loss=None
1098 relationship=Not-in-family + sex=Male + capital-gain=None
1099 relationship=Not-in-family + sex=Male + capital-loss=None
1100 workclass=Private + relationship=Not-in-family + race=White
1101 workclass=Private + relationship=Not-in-family + native-country=United-States
1102 workclass=Private + relationship=Not-in-family + race=White
1103 workclass=Private + relationship=Not-in-family + capital-gain=None
1104 workclass=Private + relationship=Not-in-family + race=White
1105 workclass=Private + relationship=Not-in-family + capital-loss=None
1106 workclass=Private + relationship=Not-in-family + native-country=United-States
1107 workclass=Private + relationship=Not-in-family + capital-gain=None
1108 workclass=Private + relationship=Not-in-family + native-country=United-States
1109 workclass=Private + relationship=Not-in-family + capital-loss=None
1110 workclass=Private + relationship=Not-in-family + capital-gain=None
1111 workclass=Private + relationship=Not-in-family + capital-loss=None
1112 relationship=Not-in-family + race=White + native-country=United-States
1113 relationship=Not-in-family + race=White + capital-gain=None
1114 relationship=Not-in-family + capital-gain=None + native-country=United-States
1115 relationship=Not-in-family + race=White + native-country=United-States
1116 relationship=Not-in-family + race=White + capital-loss=None
1117 relationship=Not-in-family + capital-loss=None + native-country=United-States
1118 relationship=Not-in-family + race=White + capital-gain=None
1119 relationship=Not-in-family + race=White + capital-loss=None
1120 relationship=Not-in-family + capital-gain=None + capital-loss=None
1121 relationship=Not-in-family + capital-gain=None + native-country=United-States
1122 relationship=Not-in-family + capital-loss=None + native-country=United-States
1123 relationship=Not-in-family + capital-gain=None + capital-loss=None
1124 marital-status=Married-civ-spouse + relationship=Husband + hours-per-week=Over-time
1125 relationship=Husband + sex=Male + hours-per-week=Over-time
1126 marital-status=Married-civ-spouse + sex=Male + hours-per-week=Over-time
1127 marital-status=Married-civ-spouse + relationship=Husband + hours-per-week=Over-time
1128 relationship=Husband + race=White + hours-per-week=Over-time
1129 marital-status=Married-civ-spouse + race=White + hours-per-week=Over-time
1130 marital-status=Married-civ-spouse + relationship=Husband + hours-per-week=Over-time
1131 relationship=Husband + hours-per-week=Over-time + native-country=United-States
1132 marital-status=Married-civ-spouse + hours-per-week=Over-time + native-country=United-States
1133 marital-status=Married-civ-spouse + relationship=Husband + hours-per-week=Over-time
1134 relationship=Husband + capital-gain=None + hours-per-week=Over-time
1135 marital-status=Married-civ-spouse + capital-gain=None + hours-per-week=Over-time
1136 marital-status=Married-civ-spouse + relationship=Husband + hours-per-week=Over-time
1137 relationship=Husband + capital-loss=None + hours-per-week=Over-time
1138 marital-status=Married-civ-spouse + capital-loss=None + hours-per-week=Over-time
1139 relationship=Husband + sex=Male + hours-per-week=Over-time
1140 relationship=Husband + race=White + hours-per-week=Over-time
1141 relationship=Husband + sex=Male + hours-per-week=Over-time
1142 relationship=Husband + hours-per-week=Over-time + native-country=United-States
1143 relationship=Husband + sex=Male + hours-per-week=Over-time
1144 relationship=Husband + capital-gain=None + hours-per-week=Over-time
1145 relationship=Husband + sex=Male + hours-per-week=Over-time
1146 relationship=Husband + capital-loss=None + hours-per-week=Over-time
1147 relationship=Husband + race=White + hours-per-week=Over-time
1148 relationship=Husband + hours-per-week=Over-time + native-country=United-States
1149 relationship=Husband + race=White + hours-per-week=Over-time
1150 relationship=Husband + capital-gain=None + hours-per-week=Over-time
1151 relationship=Husband + race=White + hours-per-week=Over-time
1152 relationship=Husband + capital-loss=None + hours-per-week=Over-time
1153 relationship=Husband + hours-per-week=Over-time + native-country=United-States
1154 relationship=Husband + capital-gain=None + hours-per-week=Over-time
1155 relationship=Husband + hours-per-week=Over-time + native-country=United-States
1156 relationship=Husband + capital-loss=None + hours-per-week=Over-time
1157 relationship=Husband + capital-gain=None + hours-per-week=Over-time
1158 relationship=Husband + capital-loss=None + hours-per-week=Over-time
1159 marital-status=Married-civ-spouse + sex=Male + hours-per-week=Over-time
1160 marital-status=Married-civ-spouse + race=White + hours-per-week=Over-time
1161 marital-status=Married-civ-spouse + sex=Male + hours-per-week=Over-time
1162 marital-status=Married-civ-spouse + hours-per-week=Over-time + native-country=United-States
1163 marital-status=Married-civ-spouse + sex=Male + hours-per-week=Over-time
1164 marital-status=Married-civ-spouse + capital-gain=None + hours-per-week=Over-time
1165 marital-status=Married-civ-spouse + sex=Male + hours-per-week=Over-time
1166 marital-status=Married-civ-spouse + capital-loss=None + hours-per-week=Over-time
1167 marital-status=Married-civ-spouse + race=White + hours-per-week=Over-time
1168 marital-status=Married-civ-spouse + hours-per-week=Over-time + native-country=United-States
1169 marital-status=Married-civ-spouse + race=White + hours-per-week=Over-time
1170 marital-status=Married-civ-spouse + capital-gain=None + hours-per-week=Over-time
1171 marital-status=Married-civ-spouse + race=White + hours-per-week=Over-time
1172 marital-status=Married-civ-spouse + capital-loss=None + hours-per-week=Over-time
1173 marital-status=Married-civ-spouse + hours-per-week=Over-time + native-country=United-States
1174 marital-status=Married-civ-spouse + capital-gain=None + hours-per-week=Over-time
1175 marital-status=Married-civ-spouse + hours-per-week=Over-time + native-country=United-States
1176 marital-status=Married-civ-spouse + capital-loss=None + hours-per-week=Over-time
1177 marital-status=Married-civ-spouse + capital-gain=None + hours-per-week=Over-time
1178 marital-status=Married-civ-spouse + capital-loss=None + hours-per-week=Over-time
1179 age=Middle-aged + sex=Male + hours-per-week=Over-time
1180 age=Middle-aged + race=White + hours-per-week=Over-time
1181 age=Middle-aged + sex=Male + hours-per-week=Over-time
1182 age=Middle-aged + hours-per-week=Over-time + native-country=United-States
1183 age=Middle-aged + sex=Male + hours-per-week=Over-time
1184 age=Middle-aged + capital-gain=None + hours-per-week=Over-time
1185 age=Middle-aged + sex=Male + hours-per-week=Over-time
1186 age=Middle-aged + capital-loss=None + hours-per-week=Over-time
1187 age=Middle-aged + workclass=Private + hours-per-week=Over-time
1188 age=Middle-aged + workclass=Private + hours-per-week=Over-time
1189 age=Middle-aged + workclass=Private + hours-per-week=Over-time
1190 age=Middle-aged + race=White + hours-per-week=Over-time
1191 age=Middle-aged + hours-per-week=Over-time + native-country=United-States
1192 age=Middle-aged + race=White + hours-per-week=Over-time
1193 age=Middle-aged + capital-gain=None + hours-per-week=Over-time
1194 age=Middle-aged + race=White + hours-per-week=Over-time
1195 age=Middle-aged + capital-loss=None + hours-per-week=Over-time
1196 age=Middle-aged + hours-per-week=Over-time + native-country=United-States
1197 age=Middle-aged + capital-gain=None + hours-per-week=Over-time
1198 age=Middle-aged + hours-per-week=Over-time + native-country=United-States
1199 age=Middle-aged + capital-loss=None + hours-per-week=Over-time
1200 age=Middle-aged + capital-gain=None + hours-per-week=Over-time
1201 age=Middle-aged + capital-loss=None + hours-per-week=Over-time
1202 workclass=Private + sex=Male + hours-per-week=Over-time
1203 workclass=Private + race=White + hours-per-week=Over-time
1204 workclass=Private + sex=Male + hours-per-week=Over-time
1205 workclass=Private + hours-per-week=Over-time + native-country=United-States
1206 workclass=Private + sex=Male + hours-per-week=Over-time
1207 workclass=Private + capital-gain=None + hours-per-week=Over-time
1208 workclass=Private + sex=Male + hours-per-week=Over-time
1209 workclass=Private + capital-loss=None + hours-per-week=Over-time
1210 race=White + sex=Male + hours-per-week=Over-time
1211 sex=Male + hours-per-week=Over-time + native-country=United-States
1212 race=White + hours-per-week=Over-time + native-country=United-States
1213 race=White + sex=Male + hours-per-week=Over-time
1214 sex=Male + capital-gain=None + hours-per-week=Over-time
1215 race=White + capital-gain=None + hours-per-week=Over-time
1216 race=White + sex=Male + hours-per-week=Over-time
1217 sex=Male + capital-loss=None + hours-per-week=Over-time
1218 race=White + capital-loss=None + hours-per-week=Over-time
1219 sex=Male + hours-per-week=Over-time + native-country=United-States
1220 sex=Male + capital-gain=None + hours-per-week=Over-time
1221 capital-gain=None + hours-per-week=Over-time + native-country=United-States
1222 sex=Male + hours-per-week=Over-time + native-country=United-States
1223 sex=Male + capital-loss=None + hours-per-week=Over-time
1224 capital-loss=None + hours-per-week=Over-time + native-country=United-States
1225 sex=Male + capital-gain=None + hours-per-week=Over-time
1226 sex=Male + capital-loss=None + hours-per-week=Over-time
1227 capital-gain=None + capital-loss=None + hours-per-week=Over-time
1228 workclass=Private + race=White + hours-per-week=Over-time
1229 workclass=Private + hours-per-week=Over-time + native-country=United-States
1230 workclass=Private + race=White + hours-per-week=Over-time
1231 workclass=Private + capital-gain=None + hours-per-week=Over-time
1232 workclass=Private + race=White + hours-per-week=Over-time
1233 workclass=Private + capital-loss=None + hours-per-week=Over-time
1234 workclass=Private + hours-per-week=Over-time + native-country=United-States
1235 workclass=Private + capital-gain=None + hours-per-week=Over-time
1236 workclass=Private + hours-per-week=Over-time + native-country=United-States
1237 workclass=Private + capital-loss=None + hours-per-week=Over-time
1238 workclass=Private + capital-gain=None + hours-per-week=Over-time
1239 workclass=Private + capital-loss=None + hours-per-week=Over-time
1240 race=White + hours-per-week=Over-time + native-country=United-States
1241 race=White + capital-gain=None + hours-per-week=Over-time
1242 capital-gain=None + hours-per-week=Over-time + native-country=United-States
1243 race=White + hours-per-week=Over-time + native-country=United-States
1244 race=White + capital-loss=None + hours-per-week=Over-time
1245 capital-loss=None + hours-per-week=Over-time + native-country=United-States
1246 race=White + capital-gain=None + hours-per-week=Over-time
1247 race=White + capital-loss=None + hours-per-week=Over-time
1248 capital-gain=None + capital-loss=None + hours-per-week=Over-time
1249 capital-gain=None + hours-per-week=Over-time + native-country=United-States
1250 capital-loss=None + hours-per-week=Over-time + native-country=United-States
1251 capital-gain=None + capital-loss=None + hours-per-week=Over-time
1252 age=Senior + marital-status=Married-civ-spouse + relationship=Husband
1253 age=Senior + relationship=Husband + sex=Male
1254 age=Senior + marital-status=Married-civ-spouse + sex=Male
1255 age=Senior + marital-status=Married-civ-spouse + relationship=Husband
1256 age=Senior + relationship=Husband + race=White
1257 age=Senior + marital-status=Married-civ-spouse + race=White
1258 age=Senior + marital-status=Married-civ-spouse + relationship=Husband
1259 age=Senior + relationship=Husband + native-country=United-States
1260 age=Senior + marital-status=Married-civ-spouse + native-country=United-States
1261 age=Senior + marital-status=Married-civ-spouse + relationship=Husband
1262 age=Senior + relationship=Husband + capital-gain=None
1263 age=Senior + marital-status=Married-civ-spouse + capital-gain=None
1264 age=Senior + marital-status=Married-civ-spouse + relationship=Husband
1265 age=Senior + relationship=Husband + capital-loss=None
1266 age=Senior + marital-status=Married-civ-spouse + capital-loss=None
1267 age=Senior + relationship=Husband + sex=Male
1268 age=Senior + relationship=Husband + race=White
1269 age=Senior + race=White + sex=Male
1270 age=Senior + relationship=Husband + sex=Male
1271 age=Senior + relationship=Husband + native-country=United-States
1272 age=Senior + sex=Male + native-country=United-States
1273 age=Senior + relationship=Husband + sex=Male
1274 age=Senior + relationship=Husband + capital-gain=None
1275 age=Senior + relationship=Husband + sex=Male
1276 age=Senior + relationship=Husband + capital-loss=None
1277 age=Senior + relationship=Husband + race=White
1278 age=Senior + relationship=Husband + native-country=United-States
1279 age=Senior + relationship=Husband + race=White
1280 age=Senior + relationship=Husband + capital-gain=None
1281 age=Senior + relationship=Husband + race=White
1282 age=Senior + relationship=Husband + capital-loss=None
1283 age=Senior + relationship=Husband + native-country=United-States
1284 age=Senior + relationship=Husband + capital-gain=None
1285 age=Senior + relationship=Husband + native-country=United-States
1286 age=Senior + relationship=Husband + capital-loss=None
1287 age=Senior + relationship=Husband + capital-gain=None
1288 age=Senior + relationship=Husband + capital-loss=None
1289 age=Senior + marital-status=Married-civ-spouse + sex=Male
1290 age=Senior + marital-status=Married-civ-spouse + race=White
1291 age=Senior + race=White + sex=Male
1292 age=Senior + marital-status=Married-civ-spouse + sex=Male
1293 age=Senior + marital-status=Married-civ-spouse + native-country=United-States
1294 age=Senior + sex=Male + native-country=United-States
1295 age=Senior + marital-status=Married-civ-spouse + sex=Male
1296 age=Senior + marital-status=Married-civ-spouse + capital-gain=None
1297 age=Senior + marital-status=Married-civ-spouse + sex=Male
1298 age=Senior + marital-status=Married-civ-spouse + capital-loss=None
1299 age=Senior + sex=Male + capital-loss=None
1300 age=Senior + marital-status=Married-civ-spouse + race=White
1301 age=Senior + marital-status=Married-civ-spouse + native-country=United-States
1302 age=Senior + marital-status=Married-civ-spouse + race=White
1303 age=Senior + marital-status=Married-civ-spouse + capital-gain=None
1304 age=Senior + marital-status=Married-civ-spouse + race=White
1305 age=Senior + marital-status=Married-civ-spouse + capital-loss=None
1306 age=Senior + marital-status=Married-civ-spouse + native-country=United-States
1307 age=Senior + marital-status=Married-civ-spouse + capital-gain=None
1308 age=Senior + marital-status=Married-civ-spouse + native-country=United-States
1309 age=Senior + marital-status=Married-civ-spouse + capital-loss=None
1310 age=Senior + marital-status=Married-civ-spouse + capital-gain=None
1311 age=Senior + marital-status=Married-civ-spouse + capital-loss=None
1312 age=Senior + capital-gain=None + income=small
1313 age=Senior + capital-loss=None + income=small
1314 age=Senior + race=White + hours-per-week=Full-time
1315 age=Senior + hours-per-week=Full-time + native-country=United-States
1316 age=Senior + race=White + hours-per-week=Full-time
1317 age=Senior + capital-gain=None + hours-per-week=Full-time
1318 age=Senior + race=White + hours-per-week=Full-time
1319 age=Senior + capital-loss=None + hours-per-week=Full-time
1320 age=Senior + hours-per-week=Full-time + native-country=United-States
1321 age=Senior + capital-gain=None + hours-per-week=Full-time
1322 age=Senior + hours-per-week=Full-time + native-country=United-States
1323 age=Senior + capital-loss=None + hours-per-week=Full-time
1324 age=Senior + capital-gain=None + hours-per-week=Full-time
1325 age=Senior + capital-loss=None + hours-per-week=Full-time
1326 age=Senior + workclass=Private + sex=Male
1327 age=Senior + race=White + sex=Male
1328 age=Senior + sex=Male + native-country=United-States
1329 age=Senior + race=White + sex=Male
1330 age=Senior + sex=Male + capital-gain=None
1331 age=Senior + race=White + sex=Male
1332 age=Senior + sex=Male + capital-loss=None
1333 age=Senior + sex=Male + native-country=United-States
1334 age=Senior + sex=Male + capital-gain=None
1335 age=Senior + sex=Male + native-country=United-States
1336 age=Senior + sex=Male + capital-loss=None
1337 age=Senior + sex=Male + capital-gain=None
1338 age=Senior + sex=Male + capital-loss=None
1339 age=Senior + workclass=Private + race=White
1340 age=Senior + workclass=Private + native-country=United-States
1341 age=Senior + workclass=Private + race=White
1342 age=Senior + workclass=Private + capital-gain=None
1343 age=Senior + workclass=Private + race=White
1344 age=Senior + workclass=Private + capital-loss=None
1345 age=Senior + workclass=Private + native-country=United-States
1346 age=Senior + workclass=Private + capital-gain=None
1347 age=Senior + workclass=Private + native-country=United-States
1348 age=Senior + workclass=Private + capital-loss=None
1349 age=Senior + workclass=Private + capital-gain=None
1350 age=Senior + workclass=Private + capital-loss=None
1351 age=Senior + race=White + native-country=United-States
1352 age=Senior + race=White + capital-gain=None
1353 age=Senior + capital-gain=None + native-country=United-States
1354 age=Senior + race=White + native-country=United-States
1355 age=Senior + race=White + capital-loss=None
1356 age=Senior + capital-loss=None + native-country=United-States
1357 age=Senior + race=White + capital-gain=None
1358 age=Senior + race=White + capital-loss=None
1359 age=Senior + capital-gain=None + capital-loss=None
1360 age=Senior + capital-gain=None + native-country=United-States
1361 age=Senior + capital-loss=None + native-country=United-States
1362 age=Senior + capital-gain=None + capital-loss=None
1363 education=HS-grad + marital-status=Married-civ-spouse + relationship=Husband
1364 education=HS-grad + relationship=Husband + sex=Male
1365 education=HS-grad + marital-status=Married-civ-spouse + sex=Male
1366 education=HS-grad + marital-status=Married-civ-spouse + relationship=Husband
1367 education=HS-grad + relationship=Husband + race=White
1368 education=HS-grad + marital-status=Married-civ-spouse + race=White
1369 education=HS-grad + marital-status=Married-civ-spouse + relationship=Husband
1370 education=HS-grad + relationship=Husband + native-country=United-States
1371 education=HS-grad + marital-status=Married-civ-spouse + native-country=United-States
1372 education=HS-grad + marital-status=Married-civ-spouse + relationship=Husband
1373 education=HS-grad + relationship=Husband + capital-gain=None
1374 education=HS-grad + marital-status=Married-civ-spouse + capital-gain=None
1375 education=HS-grad + marital-status=Married-civ-spouse + relationship=Husband
1376 education=HS-grad + relationship=Husband + capital-loss=None
1377 education=HS-grad + marital-status=Married-civ-spouse + capital-loss=None
1378 education=HS-grad + relationship=Husband + sex=Male
1379 education=HS-grad + relationship=Husband + race=White
1380 education=HS-grad + relationship=Husband + sex=Male
1381 education=HS-grad + relationship=Husband + native-country=United-States
1382 education=HS-grad + relationship=Husband + sex=Male
1383 education=HS-grad + relationship=Husband + capital-gain=None
1384 education=HS-grad + relationship=Husband + sex=Male
1385 education=HS-grad + relationship=Husband + capital-loss=None
1386 education=HS-grad + relationship=Husband + race=White
1387 education=HS-grad + relationship=Husband + native-country=United-States
1388 education=HS-grad + relationship=Husband + race=White
1389 education=HS-grad + relationship=Husband + capital-gain=None
1390 education=HS-grad + relationship=Husband + race=White
1391 education=HS-grad + relationship=Husband + capital-loss=None
1392 education=HS-grad + relationship=Husband + native-country=United-States
1393 education=HS-grad + relationship=Husband + capital-gain=None
1394 education=HS-grad + relationship=Husband + native-country=United-States
1395 education=HS-grad + relationship=Husband + capital-loss=None
1396 education=HS-grad + relationship=Husband + capital-gain=None
1397 education=HS-grad + relationship=Husband + capital-loss=None
1398 education=HS-grad + marital-status=Married-civ-spouse + sex=Male
1399 education=HS-grad + marital-status=Married-civ-spouse + race=White
1400 education=HS-grad + marital-status=Married-civ-spouse + sex=Male
1401 education=HS-grad + marital-status=Married-civ-spouse + native-country=United-States
1402 education=HS-grad + marital-status=Married-civ-spouse + sex=Male
1403 education=HS-grad + marital-status=Married-civ-spouse + capital-gain=None
1404 education=HS-grad + marital-status=Married-civ-spouse + sex=Male
1405 education=HS-grad + marital-status=Married-civ-spouse + capital-loss=None
1406 education=HS-grad + marital-status=Married-civ-spouse + race=White
1407 education=HS-grad + marital-status=Married-civ-spouse + native-country=United-States
1408 education=HS-grad + marital-status=Married-civ-spouse + race=White
1409 education=HS-grad + marital-status=Married-civ-spouse + capital-gain=None
1410 education=HS-grad + marital-status=Married-civ-spouse + race=White
1411 education=HS-grad + marital-status=Married-civ-spouse + capital-loss=None
1412 education=HS-grad + marital-status=Married-civ-spouse + native-country=United-States
1413 education=HS-grad + marital-status=Married-civ-spouse + capital-gain=None
1414 education=HS-grad + marital-status=Married-civ-spouse + native-country=United-States
1415 education=HS-grad + marital-status=Married-civ-spouse + capital-loss=None
1416 education=HS-grad + marital-status=Married-civ-spouse + capital-gain=None
1417 education=HS-grad + marital-status=Married-civ-spouse + capital-loss=None
1418 age=Middle-aged + education=HS-grad + hours-per-week=Full-time
1419 age=Middle-aged + education=HS-grad + hours-per-week=Full-time
1420 age=Middle-aged + education=HS-grad + sex=Male
1421 age=Middle-aged + education=HS-grad + sex=Male
1422 age=Middle-aged + education=HS-grad + sex=Male
1423 age=Middle-aged + education=HS-grad + sex=Male
1424 age=Middle-aged + workclass=Private + education=HS-grad
1425 age=Middle-aged + workclass=Private + education=HS-grad
1426 age=Middle-aged + workclass=Private + education=HS-grad
1427 age=Middle-aged + workclass=Private + education=HS-grad
1428 age=Middle-aged + education=HS-grad + race=White
1429 age=Middle-aged + education=HS-grad + native-country=United-States
1430 age=Middle-aged + education=HS-grad + race=White
1431 age=Middle-aged + education=HS-grad + capital-gain=None
1432 age=Middle-aged + education=HS-grad + race=White
1433 age=Middle-aged + education=HS-grad + capital-loss=None
1434 age=Middle-aged + education=HS-grad + native-country=United-States
1435 age=Middle-aged + education=HS-grad + capital-gain=None
1436 age=Middle-aged + education=HS-grad + native-country=United-States
1437 age=Middle-aged + education=HS-grad + capital-loss=None
1438 age=Middle-aged + education=HS-grad + capital-gain=None
1439 age=Middle-aged + education=HS-grad + capital-loss=None
1440 education=HS-grad + hours-per-week=Full-time + income=small
1441 education=HS-grad + hours-per-week=Full-time + income=small
1442 education=HS-grad + hours-per-week=Full-time + income=small
1443 education=HS-grad + sex=Male + income=small
1444 education=HS-grad + sex=Male + income=small
1445 education=HS-grad + sex=Male + income=small
1446 education=HS-grad + sex=Male + income=small
1447 workclass=Private + education=HS-grad + income=small
1448 workclass=Private + education=HS-grad + income=small
1449 workclass=Private + education=HS-grad + income=small
1450 workclass=Private + education=HS-grad + income=small
1451 education=HS-grad + race=White + income=small
1452 education=HS-grad + native-country=United-States + income=small
1453 education=HS-grad + race=White + income=small
1454 education=HS-grad + capital-gain=None + income=small
1455 education=HS-grad + race=White + income=small
1456 education=HS-grad + capital-loss=None + income=small
1457 education=HS-grad + native-country=United-States + income=small
1458 education=HS-grad + capital-gain=None + income=small
1459 education=HS-grad + native-country=United-States + income=small
1460 education=HS-grad + capital-loss=None + income=small
1461 education=HS-grad + capital-gain=None + income=small
1462 education=HS-grad + capital-loss=None + income=small
1463 education=HS-grad + sex=Male + hours-per-week=Full-time
1464 education=HS-grad + sex=Male + hours-per-week=Full-time
1465 education=HS-grad + sex=Male + hours-per-week=Full-time
1466 education=HS-grad + sex=Male + hours-per-week=Full-time
1467 workclass=Private + education=HS-grad + hours-per-week=Full-time
1468 workclass=Private + education=HS-grad + hours-per-week=Full-time
1469 workclass=Private + education=HS-grad + hours-per-week=Full-time
1470 workclass=Private + education=HS-grad + hours-per-week=Full-time
1471 education=HS-grad + race=White + hours-per-week=Full-time
1472 education=HS-grad + hours-per-week=Full-time + native-country=United-States
1473 education=HS-grad + race=White + hours-per-week=Full-time
1474 education=HS-grad + capital-gain=None + hours-per-week=Full-time
1475 education=HS-grad + race=White + hours-per-week=Full-time
1476 education=HS-grad + capital-loss=None + hours-per-week=Full-time
1477 education=HS-grad + hours-per-week=Full-time + native-country=United-States
1478 education=HS-grad + capital-gain=None + hours-per-week=Full-time
1479 education=HS-grad + hours-per-week=Full-time + native-country=United-States
1480 education=HS-grad + capital-loss=None + hours-per-week=Full-time
1481 education=HS-grad + capital-gain=None + hours-per-week=Full-time
1482 education=HS-grad + capital-loss=None + hours-per-week=Full-time
1483 workclass=Private + education=HS-grad + sex=Male
1484 workclass=Private + education=HS-grad + sex=Male
1485 workclass=Private + education=HS-grad + sex=Male
1486 workclass=Private + education=HS-grad + sex=Male
1487 education=HS-grad + race=White + sex=Male
1488 education=HS-grad + sex=Male + native-country=United-States
1489 education=HS-grad + race=White + sex=Male
1490 education=HS-grad + sex=Male + capital-gain=None
1491 education=HS-grad + race=White + sex=Male
1492 education=HS-grad + sex=Male + capital-loss=None
1493 education=HS-grad + sex=Male + native-country=United-States
1494 education=HS-grad + sex=Male + capital-gain=None
1495 education=HS-grad + sex=Male + native-country=United-States
1496 education=HS-grad + sex=Male + capital-loss=None
1497 education=HS-grad + sex=Male + capital-gain=None
1498 education=HS-grad + sex=Male + capital-loss=None
1499 workclass=Private + education=HS-grad + race=White
1500 workclass=Private + education=HS-grad + native-country=United-States
1501 workclass=Private + education=HS-grad + race=White
1502 workclass=Private + education=HS-grad + capital-gain=None
1503 workclass=Private + education=HS-grad + race=White
1504 workclass=Private + education=HS-grad + capital-loss=None
1505 workclass=Private + education=HS-grad + native-country=United-States
1506 workclass=Private + education=HS-grad + capital-gain=None
1507 workclass=Private + education=HS-grad + native-country=United-States
1508 workclass=Private + education=HS-grad + capital-loss=None
1509 workclass=Private + education=HS-grad + capital-gain=None
1510 workclass=Private + education=HS-grad + capital-loss=None
1511 education=HS-grad + race=White + native-country=United-States
1512 education=HS-grad + race=White + capital-gain=None
1513 education=HS-grad + capital-gain=None + native-country=United-States
1514 education=HS-grad + race=White + native-country=United-States
1515 education=HS-grad + race=White + capital-loss=None
1516 education=HS-grad + capital-loss=None + native-country=United-States
1517 education=HS-grad + race=White + capital-gain=None
1518 education=HS-grad + race=White + capital-loss=None
1519 education=HS-grad + capital-gain=None + capital-loss=None
1520 education=HS-grad + capital-gain=None + native-country=United-States
1521 education=HS-grad + capital-loss=None + native-country=United-States
1522 education=HS-grad + capital-gain=None + capital-loss=None
1523 workclass=Private + marital-status=Never-married + sex=Female
1524 workclass=Private + marital-status=Never-married + sex=Female
1525 workclass=Private + marital-status=Never-married + sex=Female
1526 marital-status=Never-married + race=White + sex=Female
1527 marital-status=Never-married + sex=Female + native-country=United-States
1528 marital-status=Never-married + race=White + sex=Female
1529 marital-status=Never-married + race=White + sex=Female
1530 marital-status=Never-married + sex=Female + native-country=United-States
1531 marital-status=Never-married + sex=Female + capital-gain=None
1532 marital-status=Never-married + sex=Female + native-country=United-States
1533 marital-status=Never-married + sex=Female + capital-loss=None
1534 marital-status=Never-married + sex=Female + capital-gain=None
1535 marital-status=Never-married + sex=Female + capital-loss=None
1536 age=Middle-aged + workclass=Private + marital-status=Never-married
1537 age=Middle-aged + workclass=Private + marital-status=Never-married
1538 age=Middle-aged + marital-status=Never-married + race=White
1539 age=Middle-aged + marital-status=Never-married + race=White
1540 age=Middle-aged + marital-status=Never-married + native-country=United-States
1541 age=Middle-aged + marital-status=Never-married + capital-gain=None
1542 age=Middle-aged + marital-status=Never-married + native-country=United-States
1543 age=Middle-aged + marital-status=Never-married + capital-loss=None
1544 age=Middle-aged + marital-status=Never-married + capital-gain=None
1545 age=Middle-aged + marital-status=Never-married + capital-loss=None
1546 marital-status=Never-married + hours-per-week=Full-time + income=small
1547 marital-status=Never-married + hours-per-week=Full-time + income=small
1548 marital-status=Never-married + hours-per-week=Full-time + income=small
1549 marital-status=Never-married + sex=Male + income=small
1550 marital-status=Never-married + sex=Male + income=small
1551 marital-status=Never-married + sex=Male + income=small
1552 workclass=Private + marital-status=Never-married + income=small
1553 workclass=Private + marital-status=Never-married + income=small
1554 workclass=Private + marital-status=Never-married + income=small
1555 workclass=Private + marital-status=Never-married + income=small
1556 marital-status=Never-married + race=White + income=small
1557 marital-status=Never-married + native-country=United-States + income=small
1558 marital-status=Never-married + race=White + income=small
1559 marital-status=Never-married + capital-gain=None + income=small
1560 marital-status=Never-married + race=White + income=small
1561 marital-status=Never-married + capital-loss=None + income=small
1562 marital-status=Never-married + native-country=United-States + income=small
1563 marital-status=Never-married + capital-gain=None + income=small
1564 marital-status=Never-married + native-country=United-States + income=small
1565 marital-status=Never-married + capital-loss=None + income=small
1566 marital-status=Never-married + capital-gain=None + income=small
1567 marital-status=Never-married + capital-loss=None + income=small
1568 marital-status=Never-married + sex=Male + hours-per-week=Full-time
1569 marital-status=Never-married + sex=Male + hours-per-week=Full-time
1570 workclass=Private + marital-status=Never-married + hours-per-week=Full-time
1571 workclass=Private + marital-status=Never-married + hours-per-week=Full-time
1572 workclass=Private + marital-status=Never-married + hours-per-week=Full-time
1573 workclass=Private + marital-status=Never-married + hours-per-week=Full-time
1574 marital-status=Never-married + race=White + hours-per-week=Full-time
1575 marital-status=Never-married + hours-per-week=Full-time + native-country=United-States
1576 marital-status=Never-married + race=White + hours-per-week=Full-time
1577 marital-status=Never-married + race=White + hours-per-week=Full-time
1578 marital-status=Never-married + hours-per-week=Full-time + native-country=United-States
1579 marital-status=Never-married + capital-gain=None + hours-per-week=Full-time
1580 marital-status=Never-married + hours-per-week=Full-time + native-country=United-States
1581 marital-status=Never-married + capital-loss=None + hours-per-week=Full-time
1582 marital-status=Never-married + capital-gain=None + hours-per-week=Full-time
1583 marital-status=Never-married + capital-loss=None + hours-per-week=Full-time
1584 workclass=Private + marital-status=Never-married + sex=Male
1585 workclass=Private + marital-status=Never-married + sex=Male
1586 workclass=Private + marital-status=Never-married + sex=Male
1587 workclass=Private + marital-status=Never-married + sex=Male
1588 marital-status=Never-married + race=White + sex=Male
1589 marital-status=Never-married + sex=Male + native-country=United-States
1590 marital-status=Never-married + race=White + sex=Male
1591 marital-status=Never-married + sex=Male + capital-gain=None
1592 marital-status=Never-married + race=White + sex=Male
1593 marital-status=Never-married + sex=Male + capital-loss=None
1594 marital-status=Never-married + sex=Male + native-country=United-States
1595 marital-status=Never-married + sex=Male + capital-gain=None
1596 marital-status=Never-married + sex=Male + native-country=United-States
1597 marital-status=Never-married + sex=Male + capital-loss=None
1598 marital-status=Never-married + sex=Male + capital-gain=None
1599 marital-status=Never-married + sex=Male + capital-loss=None
1600 workclass=Private + marital-status=Never-married + race=White
1601 workclass=Private + marital-status=Never-married + native-country=United-States
1602 workclass=Private + marital-status=Never-married + race=White
1603 workclass=Private + marital-status=Never-married + capital-gain=None
1604 workclass=Private + marital-status=Never-married + race=White
1605 workclass=Private + marital-status=Never-married + capital-loss=None
1606 workclass=Private + marital-status=Never-married + native-country=United-States
1607 workclass=Private + marital-status=Never-married + capital-gain=None
1608 workclass=Private + marital-status=Never-married + native-country=United-States
1609 workclass=Private + marital-status=Never-married + capital-loss=None
1610 workclass=Private + marital-status=Never-married + capital-gain=None
1611 workclass=Private + marital-status=Never-married + capital-loss=None
1612 marital-status=Never-married + race=White + native-country=United-States
1613 marital-status=Never-married + race=White + capital-gain=None
1614 marital-status=Never-married + capital-gain=None + native-country=United-States
1615 marital-status=Never-married + race=White + native-country=United-States
1616 marital-status=Never-married + race=White + capital-loss=None
1617 marital-status=Never-married + capital-loss=None + native-country=United-States
1618 marital-status=Never-married + race=White + capital-gain=None
1619 marital-status=Never-married + race=White + capital-loss=None
1620 marital-status=Never-married + capital-gain=None + capital-loss=None
1621 marital-status=Never-married + capital-gain=None + native-country=United-States
1622 marital-status=Never-married + capital-loss=None + native-country=United-States
1623 marital-status=Never-married + capital-gain=None + capital-loss=None
1624 age=Middle-aged + sex=Female + hours-per-week=Full-time
1625 age=Middle-aged + sex=Female + hours-per-week=Full-time
1626 age=Middle-aged + workclass=Private + sex=Female
1627 age=Middle-aged + workclass=Private + sex=Female
1628 age=Middle-aged + workclass=Private + sex=Female
1629 age=Middle-aged + race=White + sex=Female
1630 age=Middle-aged + race=White + sex=Female
1631 age=Middle-aged + race=White + sex=Female
1632 age=Middle-aged + sex=Female + native-country=United-States
1633 age=Middle-aged + sex=Female + capital-gain=None
1634 age=Middle-aged + sex=Female + native-country=United-States
1635 age=Middle-aged + sex=Female + capital-loss=None
1636 age=Middle-aged + sex=Female + capital-gain=None
1637 age=Middle-aged + sex=Female + capital-loss=None
1638 sex=Female + hours-per-week=Full-time + income=small
1639 sex=Female + hours-per-week=Full-time + income=small
1640 sex=Female + hours-per-week=Full-time + income=small
1641 workclass=Private + sex=Female + income=small
1642 workclass=Private + sex=Female + income=small
1643 workclass=Private + sex=Female + income=small
1644 workclass=Private + sex=Female + income=small
1645 race=White + sex=Female + income=small
1646 sex=Female + native-country=United-States + income=small
1647 race=White + sex=Female + income=small
1648 race=White + sex=Female + income=small
1649 sex=Female + native-country=United-States + income=small
1650 sex=Female + capital-gain=None + income=small
1651 sex=Female + native-country=United-States + income=small
1652 sex=Female + capital-loss=None + income=small
1653 sex=Female + capital-gain=None + income=small
1654 sex=Female + capital-loss=None + income=small
1655 workclass=Private + sex=Female + hours-per-week=Full-time
1656 workclass=Private + sex=Female + hours-per-week=Full-time
1657 workclass=Private + sex=Female + hours-per-week=Full-time
1658 race=White + sex=Female + hours-per-week=Full-time
1659 race=White + sex=Female + hours-per-week=Full-time
1660 race=White + sex=Female + hours-per-week=Full-time
1661 sex=Female + hours-per-week=Full-time + native-country=United-States
1662 sex=Female + capital-gain=None + hours-per-week=Full-time
1663 sex=Female + hours-per-week=Full-time + native-country=United-States
1664 sex=Female + capital-loss=None + hours-per-week=Full-time
1665 sex=Female + capital-gain=None + hours-per-week=Full-time
1666 sex=Female + capital-loss=None + hours-per-week=Full-time
rhs support confidence
1 ----> race=White 0.8550428 0.8550428
2 ----> native-country=United-States 0.8974243 0.8974243
3 ----> capital-gain=None 0.9173867 0.9173867
4 ----> capital-loss=None 0.9532779 0.9532779
5 ----> capital-loss=None 0.1019819 0.9719024
6 ----> race=White 0.1005282 0.8920785
7 ----> native-country=United-States 0.1039679 0.9226017
8 ----> capital-gain=None 0.1030670 0.9146076
9 ----> capital-loss=None 0.1068343 0.9480378
10 ----> native-country=United-States 0.1052373 0.9160577
11 ----> capital-gain=None 0.1078580 0.9388701
12 ----> capital-loss=None 0.1108882 0.9652468
13 ----> race=White 0.1041726 0.8604769
14 ----> native-country=United-States 0.1101920 0.9101979
15 ----> capital-gain=None 0.1150444 0.9502790
16 ----> capital-loss=None 0.1176856 0.9720954
17 ----> race=White 0.1120757 0.8994413
18 ----> native-country=United-States 0.1147783 0.9211305
19 ----> capital-gain=None 0.1080218 0.8669077
20 ----> capital-loss=None 0.1154744 0.9267171
21 ----> sex=Male 0.1185250 0.9471531
22 ----> race=White 0.1126899 0.9005236
23 ----> native-country=United-States 0.1126694 0.9003599
24 ----> capital-gain=None 0.1153515 0.9217932
25 ----> capital-loss=None 0.1196716 0.9563154
26 ----> race=White 0.1109496 0.8779974
27 ----> native-country=United-States 0.1127308 0.8920933
28 ----> capital-gain=None 0.1093321 0.8651977
29 ----> capital-loss=None 0.1174604 0.9295204
30 ----> race=White 0.1163753 0.8569275
31 ----> native-country=United-States 0.1271037 0.9359264
32 ----> capital-gain=None 0.1269195 0.9345696
33 ----> capital-loss=None 0.1305639 0.9614051
34 ----> marital-status=Never-married 0.1382007 0.8903839
35 ----> race=White 0.1304001 0.8401266
36 ----> native-country=United-States 0.1439744 0.9275821
37 ----> capital-gain=None 0.1506490 0.9705844
38 ----> capital-loss=None 0.1515499 0.9763883
39 ----> race=White 0.1440154 0.8765109
40 ----> native-country=United-States 0.1470865 0.8952025
41 ----> capital-gain=None 0.1451824 0.8836137
42 ----> capital-loss=None 0.1534335 0.9338318
43 ----> marital-status=Married-civ-spouse 0.1370132 0.8534626
44 ----> sex=Male 0.1363990 0.8496365
45 ----> race=White 0.1457148 0.9076648
46 ----> native-country=United-States 0.1468204 0.9145517
47 ----> capital-loss=None 0.1447115 0.9014156
48 ----> marital-status=Never-married 0.1684820 0.8547834
49 ----> race=White 0.1691782 0.8583152
50 ----> native-country=United-States 0.1789853 0.9080711
51 ----> capital-gain=None 0.1913927 0.9710190
52 ----> capital-loss=None 0.1925597 0.9769399
53 ----> race=White 0.1901847 0.8539254
54 ----> native-country=United-States 0.2066664 0.9279279
55 ----> capital-gain=None 0.2084067 0.9357419
56 ----> capital-loss=None 0.2137095 0.9595514
57 ----> race=White 0.2212235 0.8586982
58 ----> native-country=United-States 0.2337333 0.9072558
59 ----> capital-gain=None 0.2405716 0.9337996
60 ----> capital-loss=None 0.2470210 0.9588333
61 ----> sex=Male 0.2111912 0.8137425
62 ----> race=White 0.2373981 0.9147207
63 ----> native-country=United-States 0.2384423 0.9187441
64 ----> capital-gain=None 0.2284509 0.8802461
65 ----> capital-loss=None 0.2429466 0.9360997
66 ----> race=White 0.2271815 0.8708893
67 ----> native-country=United-States 0.2354531 0.9025979
68 ----> capital-gain=None 0.2319725 0.8892552
69 ----> capital-loss=None 0.2458745 0.9425477
70 ----> race=White 0.2740879 0.8481374
71 ----> native-country=United-States 0.2983088 0.9230867
72 ----> capital-gain=None 0.3020966 0.9348074
73 ----> capital-loss=None 0.3111052 0.9626837
74 ----> race=White 0.2706277 0.8201278
75 ----> native-country=United-States 0.2964866 0.8984923
76 ----> capital-gain=None 0.3161214 0.9579947
77 ----> capital-loss=None 0.3199910 0.9697214
78 ----> race=White 0.2667172 0.8045331
79 ----> native-country=United-States 0.2991073 0.9022357
80 ----> capital-gain=None 0.3123132 0.9420702
81 ----> capital-loss=None 0.3201753 0.9657856
82 ----> marital-status=Married-civ-spouse 0.4034233 0.9993914
83 ----> relationship=Husband 0.4034233 0.8804683
84 ----> sex=Male 0.4036485 0.9999493
85 ----> race=White 0.3656279 0.9057618
86 ----> native-country=United-States 0.3630687 0.8994218
87 ----> capital-gain=None 0.3552271 0.8799959
88 ----> capital-loss=None 0.3778920 0.9361432
89 ----> sex=Male 0.4074157 0.8891818
90 ----> race=White 0.4105892 0.8961080
91 ----> native-country=United-States 0.4095451 0.8938290
92 ----> capital-gain=None 0.4032595 0.8801108
93 ----> capital-loss=None 0.4293026 0.9369498
94 ----> race=White 0.4253511 0.8420818
95 ----> native-country=United-States 0.4488760 0.8886547
96 ----> capital-gain=None 0.4632079 0.9170281
97 ----> capital-loss=None 0.4800786 0.9504276
98 ----> race=White 0.4237951 0.8373382
99 ----> native-country=United-States 0.4504115 0.8899272
100 ----> capital-gain=None 0.4849310 0.9581311
101 ----> capital-loss=None 0.4908480 0.9698220
102 ----> race=White 0.4824741 0.8246142
103 ----> native-country=United-States 0.5179559 0.8852574
104 ----> capital-gain=None 0.5435895 0.9290688
105 ----> capital-loss=None 0.5606650 0.9582531
106 ----> race=White 0.5883256 0.8800919
107 ----> native-country=United-States 0.5983170 0.8950383
108 ----> capital-gain=None 0.6050735 0.9051455
109 ----> capital-loss=None 0.6331027 0.9470750
110 ----> race=White 0.5942427 0.8560137
111 ----> native-country=United-States 0.6171942 0.8890757
112 ----> capital-gain=None 0.6413742 0.9239073
113 ----> capital-loss=None 0.6639982 0.9564974
114 ----> native-country=United-States 0.7881127 0.9217231
115 ----> race=White 0.7881127 0.8781940
116 ----> capital-gain=None 0.7817862 0.9143240
117 ----> race=White 0.7817862 0.8521883
118 ----> capital-loss=None 0.8136849 0.9516307
119 ----> race=White 0.8136849 0.8535653
120 ----> capital-gain=None 0.8219565 0.9159062
121 ----> native-country=United-States 0.8219565 0.8959761
122 ----> capital-loss=None 0.8548380 0.9525461
123 ----> native-country=United-States 0.8548380 0.8967354
124 ----> capital-loss=None 0.8706646 0.9490705
125 ----> capital-gain=None 0.8706646 0.9133376
126 ----> capital-loss=None 0.1016338 0.9657588
127 ----> native-country=United-States 0.1016338 0.9165436
128 ----> capital-loss=None 0.1038655 0.9629841
129 ----> capital-gain=None 0.1038655 0.9366691
130 ----> capital-loss=None 0.1011425 0.9709119
131 ----> race=White 0.1011425 0.8594294
132 ----> capital-gain=None 0.1047459 0.9505760
133 ----> native-country=United-States 0.1047459 0.9104823
134 ----> capital-loss=None 0.1070185 0.9712003
135 ----> native-country=United-States 0.1070185 0.9093598
136 ----> capital-loss=None 0.1116662 0.9706353
137 ----> capital-gain=None 0.1116662 0.9488518
138 ----> native-country=United-States 0.1059539 0.9453782
139 ----> race=White 0.1059539 0.9231181
140 ----> capital-loss=None 0.1036198 0.9245524
141 ----> race=White 0.1036198 0.8973404
142 ----> capital-loss=None 0.1063020 0.9261506
143 ----> native-country=United-States 0.1063020 0.9205674
144 ----> race=White 0.1076532 0.9082743
145 ----> sex=Male 0.1076532 0.9553052
146 ----> native-country=United-States 0.1068138 0.9011919
147 ----> sex=Male 0.1068138 0.9480283
148 ----> capital-gain=None 0.1091888 0.9212299
149 ----> sex=Male 0.1091888 0.9465744
150 ----> capital-loss=None 0.1133041 0.9559509
151 ----> sex=Male 0.1133041 0.9467921
152 ----> native-country=United-States 0.1035584 0.9189680
153 ----> race=White 0.1035584 0.9191350
154 ----> capital-gain=None 0.1037222 0.9204215
155 ----> race=White 0.1037222 0.8991835
156 ----> capital-loss=None 0.1076328 0.9551235
157 ----> race=White 0.1076328 0.8994012
158 ----> capital-gain=None 0.1036813 0.9202253
159 ----> native-country=United-States 0.1036813 0.8988285
160 ----> capital-loss=None 0.1076123 0.9551154
161 ----> native-country=United-States 0.1076123 0.8992301
162 ----> capital-loss=None 0.1098849 0.9526092
163 ----> capital-gain=None 0.1098849 0.9182207
164 ----> native-country=United-States 0.1032104 0.9302454
165 ----> race=White 0.1032104 0.9155467
166 ----> capital-loss=None 0.1028623 0.9271083
167 ----> race=White 0.1028623 0.8757190
168 ----> capital-loss=None 0.1046640 0.9284417
169 ----> native-country=United-States 0.1046640 0.8910580
170 ----> capital-loss=None 0.1004259 0.9185393
171 ----> capital-gain=None 0.1004259 0.8549765
172 ----> native-country=United-States 0.1103149 0.9479240
173 ----> race=White 0.1103149 0.8679124
174 ----> capital-gain=None 0.1086155 0.9333216
175 ----> race=White 0.1086155 0.8557832
176 ----> capital-loss=None 0.1117481 0.9602393
177 ----> race=White 0.1117481 0.8558883
178 ----> capital-gain=None 0.1186684 0.9336340
179 ----> native-country=United-States 0.1186684 0.9349895
180 ----> capital-loss=None 0.1221080 0.9606959
181 ----> native-country=United-States 0.1221080 0.9352360
182 ----> capital-loss=None 0.1216781 0.9587030
183 ----> capital-gain=None 0.1216781 0.9319429
184 ----> marital-status=Never-married 0.1038860 0.9701721
185 ----> capital-gain=None 0.1045412 0.9762906
186 ----> capital-loss=None 0.1045821 0.9766730
187 ----> marital-status=Never-married 0.1039679 0.8935421
188 ----> race=White 0.1168257 0.8453333
189 ----> marital-status=Never-married 0.1168257 0.8959020
190 ----> native-country=United-States 0.1284550 0.9294815
191 ----> marital-status=Never-married 0.1284550 0.8922071
192 ----> capital-gain=None 0.1344949 0.9731852
193 ----> marital-status=Never-married 0.1344949 0.8927698
194 ----> capital-loss=None 0.1350682 0.9773333
195 ----> marital-status=Never-married 0.1350682 0.8912456
196 ----> capital-loss=None 0.1000983 0.9776045
197 ----> native-country=United-States 0.1076328 0.9250396
198 ----> capital-gain=None 0.1127923 0.9693824
199 ----> capital-loss=None 0.1137955 0.9780046
200 ----> native-country=United-States 0.1232751 0.9453603
201 ----> race=White 0.1232751 0.8562287
202 ----> capital-gain=None 0.1265714 0.9706390
203 ----> race=White 0.1265714 0.8401740
204 ----> capital-loss=None 0.1273289 0.9764484
205 ----> race=White 0.1273289 0.8401783
206 ----> capital-gain=None 0.1396953 0.9702787
207 ----> native-country=United-States 0.1396953 0.9272900
208 ----> capital-loss=None 0.1405553 0.9762514
209 ----> native-country=United-States 0.1405553 0.9274520
210 ----> capital-loss=None 0.1469842 0.9756727
211 ----> capital-gain=None 0.1469842 0.9698730
212 ----> race=White 0.1020228 0.8981615
213 ----> native-country=United-States 0.1018591 0.8967195
214 ----> capital-loss=None 0.1050530 0.9248378
215 ----> capital-loss=None 0.1012448 0.9324910
216 ----> native-country=United-States 0.1348430 0.9363094
217 ----> race=White 0.1348430 0.9167595
218 ----> capital-gain=None 0.1270628 0.8822860
219 ----> race=White 0.1270628 0.8751939
220 ----> capital-loss=None 0.1342492 0.9321865
221 ----> race=White 0.1342492 0.8749666
222 ----> capital-gain=None 0.1296630 0.8815423
223 ----> native-country=United-States 0.1296630 0.8931039
224 ----> capital-loss=None 0.1372589 0.9331849
225 ----> native-country=United-States 0.1372589 0.8945823
226 ----> capital-loss=None 0.1343106 0.9251163
227 ----> capital-gain=None 0.1343106 0.8753670
228 ----> marital-status=Married-civ-spouse 0.1210843 0.9993241
229 ----> relationship=Husband 0.1210843 0.8837418
230 ----> sex=Male 0.1211662 1.0000000
231 ----> relationship=Husband 0.1211662 0.8883218
232 ----> race=White 0.1111339 0.9172018
233 ----> native-country=United-States 0.1110724 0.9166948
234 ----> capital-loss=None 0.1086155 0.8964177
235 ----> sex=Male 0.1215757 0.8873282
236 ----> marital-status=Married-civ-spouse 0.1215757 0.8913239
237 ----> race=White 0.1249949 0.9122833
238 ----> marital-status=Married-civ-spouse 0.1249949 0.8578053
239 ----> native-country=United-States 0.1252406 0.9140765
240 ----> marital-status=Married-civ-spouse 0.1252406 0.8530191
241 ----> marital-status=Married-civ-spouse 0.1095164 0.8677807
242 ----> capital-loss=None 0.1230294 0.8979378
243 ----> marital-status=Married-civ-spouse 0.1230294 0.8501698
244 ----> race=White 0.1246673 0.9139898
245 ----> sex=Male 0.1246673 0.8555571
246 ----> native-country=United-States 0.1248720 0.9154908
247 ----> sex=Male 0.1248720 0.8505090
248 ----> sex=Male 0.1076942 0.8533420
249 ----> capital-loss=None 0.1226404 0.8991294
250 ----> sex=Male 0.1226404 0.8474816
251 ----> native-country=United-States 0.1372589 0.9419699
252 ----> race=White 0.1372589 0.9348766
253 ----> race=White 0.1147783 0.9094744
254 ----> capital-loss=None 0.1312600 0.9008009
255 ----> race=White 0.1312600 0.9070458
256 ----> native-country=United-States 0.1152901 0.9135302
257 ----> capital-loss=None 0.1323861 0.9016874
258 ----> native-country=United-States 0.1323861 0.9148274
259 ----> capital-loss=None 0.1103763 0.8745944
260 ----> marital-status=Never-married 0.1110315 0.8612037
261 ----> marital-status=Never-married 0.1311986 0.8479555
262 ----> race=White 0.1440154 0.8547819
263 ----> marital-status=Never-married 0.1440154 0.8512647
264 ----> native-country=United-States 0.1536792 0.9121400
265 ----> marital-status=Never-married 0.1536792 0.8586136
266 ----> capital-gain=None 0.1640801 0.9738729
267 ----> marital-status=Never-married 0.1640801 0.8572957
268 ----> capital-loss=None 0.1646943 0.9775185
269 ----> marital-status=Never-married 0.1646943 0.8552897
270 ----> race=White 0.1103558 0.8559632
271 ----> native-country=United-States 0.1164571 0.9032873
272 ----> capital-gain=None 0.1256910 0.9749087
273 ----> capital-loss=None 0.1261824 0.9787200
274 ----> native-country=United-States 0.1019410 0.8950207
275 ----> capital-gain=None 0.1107244 0.9721373
276 ----> capital-loss=None 0.1110929 0.9753730
277 ----> capital-gain=None 0.1060358 0.9694871
278 ----> capital-loss=None 0.1068343 0.9767877
279 ----> race=White 0.1337988 0.8647611
280 ----> native-country=United-States 0.1398182 0.9036655
281 ----> capital-gain=None 0.1500348 0.9696970
282 ----> capital-loss=None 0.1515499 0.9794892
283 ----> native-country=United-States 0.1568937 0.9273871
284 ----> race=White 0.1568937 0.8765729
285 ----> capital-gain=None 0.1643053 0.9711969
286 ----> race=White 0.1643053 0.8584724
287 ----> capital-loss=None 0.1652881 0.9770059
288 ----> race=White 0.1652881 0.8583732
289 ----> capital-gain=None 0.1736825 0.9703729
290 ----> native-country=United-States 0.1736825 0.9074668
291 ----> capital-loss=None 0.1747471 0.9763212
292 ----> native-country=United-States 0.1747471 0.9074960
293 ----> capital-loss=None 0.1868474 0.9762516
294 ----> capital-gain=None 0.1868474 0.9703349
295 ----> race=White 0.1013881 0.8387534
296 ----> native-country=United-States 0.1114205 0.9217480
297 ----> capital-gain=None 0.1164981 0.9637534
298 ----> capital-loss=None 0.1173785 0.9710366
299 ----> race=White 0.1054216 0.8225240
300 ----> native-country=United-States 0.1181975 0.9222045
301 ----> capital-gain=None 0.1207772 0.9423323
302 ----> capital-loss=None 0.1230294 0.9599042
303 ----> race=White 0.1205725 0.8789552
304 ----> native-country=United-States 0.1270218 0.9259701
305 ----> capital-gain=None 0.1266533 0.9232836
306 ----> capital-loss=None 0.1305229 0.9514925
307 ----> race=White 0.1324680 0.8586596
308 ----> native-country=United-States 0.1421932 0.9216987
309 ----> capital-gain=None 0.1444863 0.9365627
310 ----> capital-loss=None 0.1483969 0.9619111
311 ----> native-country=United-States 0.1804185 0.9486489
312 ----> race=White 0.1804185 0.8729939
313 ----> capital-gain=None 0.1774907 0.9332544
314 ----> race=White 0.1774907 0.8516554
315 ----> capital-loss=None 0.1822407 0.9582302
316 ----> race=White 0.1822407 0.8527496
317 ----> capital-gain=None 0.1930101 0.9339211
318 ----> native-country=United-States 0.1930101 0.9261224
319 ----> capital-loss=None 0.1983334 0.9596790
320 ----> native-country=United-States 0.1983334 0.9280514
321 ----> capital-loss=None 0.1993981 0.9567737
322 ----> capital-gain=None 0.1993981 0.9330331
323 ----> race=White 0.1241964 0.8526848
324 ----> native-country=United-States 0.1311371 0.9003374
325 ----> capital-gain=None 0.1370337 0.9408209
326 ----> capital-loss=None 0.1398591 0.9602193
327 ----> race=White 0.1034356 0.8606474
328 ----> native-country=United-States 0.1109701 0.9233390
329 ----> capital-gain=None 0.1130380 0.9405451
330 ----> capital-loss=None 0.1157406 0.9630324
331 ----> race=White 0.1151468 0.8467329
332 ----> native-country=United-States 0.1222718 0.8991268
333 ----> capital-gain=None 0.1267761 0.9322493
334 ----> capital-loss=None 0.1298677 0.9549834
335 ----> race=White 0.1301748 0.8535374
336 ----> native-country=United-States 0.1378936 0.9041482
337 ----> capital-gain=None 0.1464518 0.9602631
338 ----> capital-loss=None 0.1470046 0.9638878
339 ----> race=White 0.1301339 0.8368664
340 ----> native-country=United-States 0.1406372 0.9044108
341 ----> capital-gain=None 0.1470251 0.9454905
342 ----> capital-loss=None 0.1494001 0.9607637
343 ----> race=White 0.1177880 0.8569939
344 ----> native-country=United-States 0.1227632 0.8931923
345 ----> capital-gain=None 0.1275337 0.9279011
346 ----> capital-loss=None 0.1312805 0.9551616
347 ----> race=White 0.1617665 0.8668129
348 ----> native-country=United-States 0.1679497 0.8999451
349 ----> capital-gain=None 0.1749314 0.9373560
350 ----> capital-loss=None 0.1794153 0.9613823
351 ----> native-country=United-States 0.2053560 0.9282739
352 ----> race=White 0.2053560 0.8785915
353 ----> capital-gain=None 0.2063593 0.9328089
354 ----> race=White 0.2063593 0.8577872
355 ----> capital-loss=None 0.2118054 0.9574271
356 ----> race=White 0.2118054 0.8574389
357 ----> capital-gain=None 0.2178453 0.9320252
358 ----> native-country=United-States 0.2178453 0.9055319
359 ----> capital-loss=None 0.2238852 0.9578662
360 ----> native-country=United-States 0.2238852 0.9063407
361 ----> capital-loss=None 0.2299660 0.9559149
362 ----> capital-gain=None 0.2299660 0.9309573
363 ----> marital-status=Married-civ-spouse 0.1471275 0.9993047
364 ----> relationship=Husband 0.1471275 0.9418087
365 ----> sex=Male 0.1472298 1.0000000
366 ----> race=White 0.1387126 0.9421499
367 ----> native-country=United-States 0.1366447 0.9281046
368 ----> capital-gain=None 0.1268376 0.8614935
369 ----> capital-loss=None 0.1358052 0.9224030
370 ----> sex=Male 0.1479669 0.9471822
371 ----> race=White 0.1463495 0.9368283
372 ----> native-country=United-States 0.1444658 0.9247706
373 ----> capital-gain=None 0.1345154 0.8610747
374 ----> capital-loss=None 0.1442611 0.9234600
375 ----> sex=Male 0.1284141 0.8185852
376 ----> race=White 0.1426027 0.9090316
377 ----> native-country=United-States 0.1441382 0.9188202
378 ----> capital-gain=None 0.1393063 0.8880188
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884 ----> native-country=United-States 0.1124852 0.9142952
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1080 ----> capital-loss=None 0.1248720 0.9595658
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1177 ----> capital-loss=None 0.1225585 0.9111111
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1201 ----> capital-gain=None 0.1292945 0.8803848
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1247 ----> capital-gain=None 0.1932353 0.8712268
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1286 ----> native-country=United-States 0.1253429 0.9087131
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1301 ----> race=White 0.1364399 0.9268428
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1303 ----> race=White 0.1267761 0.9023608
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1305 ----> race=White 0.1369313 0.9021988
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1309 ----> native-country=United-States 0.1373408 0.9048968
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1550 ----> capital-gain=None 0.1109905 0.9695940
1551 ----> capital-loss=None 0.1113796 0.9729923
1552 ----> race=White 0.1329593 0.8264189
1553 ----> native-country=United-States 0.1427460 0.8872487
1554 ----> capital-gain=None 0.1561975 0.9708577
1555 ----> capital-loss=None 0.1567913 0.9745482
1556 ----> native-country=United-States 0.1568322 0.9197887
1557 ----> race=White 0.1568322 0.8389004
1558 ----> capital-gain=None 0.1654928 0.9705812
1559 ----> race=White 0.1654928 0.8174555
1560 ----> capital-loss=None 0.1659842 0.9734630
1561 ----> race=White 0.1659842 0.8171555
1562 ----> capital-gain=None 0.1811760 0.9691162
1563 ----> native-country=United-States 0.1811760 0.8949231
1564 ----> capital-loss=None 0.1818722 0.9728398
1565 ----> native-country=United-States 0.1818722 0.8953735
1566 ----> capital-loss=None 0.1969002 0.9725930
1567 ----> capital-gain=None 0.1969002 0.9693579
1568 ----> capital-gain=None 0.1044183 0.9622642
1569 ----> capital-loss=None 0.1052578 0.9700000
1570 ----> race=White 0.1232341 0.8034975
1571 ----> native-country=United-States 0.1346382 0.8778534
1572 ----> capital-gain=None 0.1479464 0.9646242
1573 ----> capital-loss=None 0.1493182 0.9735683
1574 ----> native-country=United-States 0.1439335 0.9118029
1575 ----> race=White 0.1439335 0.8148835
1576 ----> capital-gain=None 0.1518161 0.9617380
1577 ----> capital-loss=None 0.1530650 0.9696498
1578 ----> capital-gain=None 0.1697514 0.9610525
1579 ----> native-country=United-States 0.1697514 0.8878775
1580 ----> capital-loss=None 0.1714303 0.9705576
1581 ----> native-country=United-States 0.1714303 0.8894200
1582 ----> capital-loss=None 0.1853323 0.9693725
1583 ----> capital-gain=None 0.1853323 0.9615466
1584 ----> race=White 0.1169076 0.8418104
1585 ----> native-country=United-States 0.1220057 0.8785198
1586 ----> capital-gain=None 0.1328774 0.9568038
1587 ----> capital-loss=None 0.1350477 0.9724311
1588 ----> native-country=United-States 0.1396544 0.9129969
1589 ----> race=White 0.1396544 0.8626533
1590 ----> capital-gain=None 0.1463495 0.9567662
1591 ----> race=White 0.1463495 0.8402492
1592 ----> capital-loss=None 0.1481102 0.9682773
1593 ----> race=White 0.1481102 0.8391138
1594 ----> capital-gain=None 0.1546005 0.9549766
1595 ----> native-country=United-States 0.1546005 0.8876220
1596 ----> capital-loss=None 0.1567094 0.9680030
1597 ----> native-country=United-States 0.1567094 0.8878320
1598 ----> capital-loss=None 0.1684820 0.9673210
1599 ----> capital-gain=None 0.1684820 0.9545296
1600 ----> native-country=United-States 0.1896319 0.9139530
1601 ----> race=White 0.1896319 0.8503489
1602 ----> capital-gain=None 0.1988862 0.9585554
1603 ----> race=White 0.1988862 0.8269345
1604 ----> capital-loss=None 0.2016297 0.9717782
1605 ----> race=White 0.2016297 0.8272155
1606 ----> capital-gain=None 0.2137300 0.9584098
1607 ----> native-country=United-States 0.2137300 0.8886524
1608 ----> capital-loss=None 0.2168011 0.9721814
1609 ----> native-country=United-States 0.2168011 0.8894582
1610 ----> capital-loss=None 0.2335899 0.9712267
1611 ----> capital-gain=None 0.2335899 0.9583368
1612 ----> capital-gain=None 0.2385447 0.9564111
1613 ----> native-country=United-States 0.2385447 0.9201548
1614 ----> race=White 0.2385447 0.8408025
1615 ----> capital-loss=None 0.2414725 0.9681497
1616 ----> native-country=United-States 0.2414725 0.9209026
1617 ----> race=White 0.2414725 0.8402679
1618 ----> capital-loss=None 0.2508292 0.9675407
1619 ----> capital-gain=None 0.2508292 0.9565862
1620 ----> race=White 0.2508292 0.8193553
1621 ----> capital-loss=None 0.2745997 0.9678863
1622 ----> capital-gain=None 0.2745997 0.9555429
1623 ----> native-country=United-States 0.2745997 0.8970037
1624 ----> capital-gain=None 0.1018795 0.9461875
1625 ----> capital-loss=None 0.1040498 0.9663434
1626 ----> native-country=United-States 0.1010401 0.8874303
1627 ----> capital-gain=None 0.1071823 0.9413775
1628 ----> capital-loss=None 0.1097416 0.9638554
1629 ----> native-country=United-States 0.1110315 0.9221221
1630 ----> capital-gain=None 0.1121576 0.9314742
1631 ----> capital-loss=None 0.1156587 0.9605509
1632 ----> capital-gain=None 0.1299496 0.9347570
1633 ----> native-country=United-States 0.1299496 0.8935661
1634 ----> capital-loss=None 0.1337374 0.9620029
1635 ----> native-country=United-States 0.1337374 0.8939373
1636 ----> capital-loss=None 0.1396953 0.9605800
1637 ----> capital-gain=None 0.1396953 0.9337621
1638 ----> native-country=United-States 0.1143688 0.8949055
1639 ----> capital-gain=None 0.1232751 0.9645947
1640 ----> capital-loss=None 0.1242988 0.9726049
1641 ----> race=White 0.1155153 0.8030174
1642 ----> native-country=United-States 0.1282503 0.8915457
1643 ----> capital-gain=None 0.1392040 0.9676914
1644 ----> capital-loss=None 0.1400434 0.9735269
1645 ----> native-country=United-States 0.1434012 0.9198844
1646 ----> race=White 0.1434012 0.8134727
1647 ----> capital-gain=None 0.1500962 0.9628316
1648 ----> capital-loss=None 0.1513861 0.9711059
1649 ----> capital-gain=None 0.1698333 0.9634146
1650 ----> native-country=United-States 0.1698333 0.8973388
1651 ----> capital-loss=None 0.1713280 0.9718931
1652 ----> native-country=United-States 0.1713280 0.8974689
1653 ----> capital-loss=None 0.1837763 0.9710082
1654 ----> capital-gain=None 0.1837763 0.9626770
1655 ----> native-country=United-States 0.1390402 0.8874804
1656 ----> capital-gain=None 0.1494820 0.9541296
1657 ----> capital-loss=None 0.1517956 0.9688970
1658 ----> native-country=United-States 0.1515089 0.9197117
1659 ----> capital-gain=None 0.1553581 0.9430773
1660 ----> capital-loss=None 0.1590434 0.9654487
1661 ----> capital-gain=None 0.1802342 0.9450349
1662 ----> native-country=United-States 0.1802342 0.8947047
1663 ----> capital-loss=None 0.1841243 0.9654321
1664 ----> native-country=United-States 0.1841243 0.8957171
1665 ----> capital-loss=None 0.1942795 0.9644273
1666 ----> capital-gain=None 0.1942795 0.9451195
lift
1 1.0000000
2 1.0000000
3 1.0000000
4 1.0000000
5 1.0195373
6 1.0433144
7 1.0280552
8 0.9969706
9 0.9945030
10 1.0207632
11 1.0234180
12 1.0125555
13 1.0063554
14 1.0142335
15 1.0358544
16 1.0197397
17 1.0519255
18 1.0264157
19 0.9449752
20 0.9721373
21 1.4168715
22 1.0531912
23 1.0032711
24 1.0048033
25 1.0031864
26 1.0268462
27 0.9940596
28 0.9431112
29 0.9750781
30 1.0022042
31 1.0429029
32 1.0187303
33 1.0085255
34 2.6982769
35 0.9825551
36 1.0336048
37 1.0579883
38 1.0242431
39 1.0251076
40 0.9975242
41 0.9631857
42 0.9796008
43 1.8626757
44 1.2709938
45 1.0615432
46 1.0190850
47 0.9455958
48 2.5903910
49 1.0038271
50 1.0118636
51 1.0584621
52 1.0248217
53 0.9986931
54 1.0339901
55 1.0200081
56 1.0065809
57 1.0042752
58 1.0109552
59 1.0178909
60 1.0058277
61 1.2172990
62 1.0697953
63 1.0237566
64 0.9595148
65 0.9819799
66 1.0185329
67 1.0057649
68 0.9693352
69 0.9887439
70 0.9919239
71 1.0285955
72 1.0189895
73 1.0098668
74 0.9591658
75 1.0011900
76 1.0442649
77 1.0172494
78 0.9409273
79 1.0053613
80 1.0269063
81 1.0131207
82 2.1811642
83 2.1811642
84 1.4958506
85 1.0593175
86 1.0022257
87 0.9592421
88 0.9820255
89 1.3301506
90 1.0480270
91 0.9959937
92 0.9593673
93 0.9828716
94 0.9848417
95 0.9902280
96 0.9996091
97 0.9970100
98 0.9792939
99 0.9916459
100 1.0444135
101 1.0173549
102 0.9644128
103 0.9864423
104 1.0127342
105 1.0052191
106 1.0292957
107 0.9973412
108 0.9866565
109 0.9934931
110 1.0011355
111 0.9906971
112 1.0071078
113 1.0033773
114 1.0270761
115 1.0270761
116 0.9966616
117 0.9966616
118 0.9982720
119 0.9982720
120 0.9983862
121 0.9983862
122 0.9992323
123 0.9992323
124 0.9955863
125 0.9955863
126 1.0130925
127 1.0213046
128 1.0101819
129 1.0210189
130 1.0184983
131 1.0051302
132 1.0361781
133 1.0145505
134 1.0188008
135 1.0132996
136 1.0182082
137 1.0342986
138 1.0534349
139 1.0796162
140 0.9698666
141 1.0494684
142 0.9715431
143 1.0257883
144 1.0622560
145 1.4290664
146 1.0041982
147 1.4181807
148 1.0041893
149 1.4160057
150 1.0028040
151 1.4163314
152 1.0240061
153 1.0749579
154 1.0033081
155 1.0516240
156 1.0019361
157 1.0518786
158 1.0030943
159 1.0015647
160 1.0019275
161 1.0020122
162 0.9992985
163 1.0009091
164 1.0365725
165 1.0707612
166 0.9725478
167 1.0241815
168 0.9739465
169 0.9929060
170 0.9635588
171 0.9319696
172 1.0562718
173 1.0150514
174 1.0173699
175 1.0008659
176 1.0073025
177 1.0009889
178 1.0177105
179 1.0418589
180 1.0077815
181 1.0421335
182 1.0056910
183 1.0158671
184 2.9400723
185 1.0642084
186 1.0245418
187 2.7078479
188 0.9886445
189 2.7149995
190 1.0357213
191 2.7038020
192 1.0608233
193 2.7055073
194 1.0252344
195 2.7008884
196 1.0255189
197 1.0307717
198 1.0566781
199 1.0259386
200 1.0534151
201 1.0013869
202 1.0580479
203 0.9826104
204 1.0243061
205 0.9826155
206 1.0576551
207 1.0332793
208 1.0240995
209 1.0334599
210 1.0234924
211 1.0572129
212 1.0504287
213 0.9992146
214 0.9701660
215 0.9781943
216 1.0433296
217 1.0721796
218 0.9617384
219 1.0235674
220 0.9778749
221 1.0233016
222 0.9609278
223 0.9951858
224 0.9789221
225 0.9968331
226 0.9704582
227 0.9541963
228 2.1810174
229 2.1892735
230 1.4959265
231 2.2006195
232 1.0726969
233 1.0214731
234 0.9403530
235 1.3273777
236 1.9453078
237 1.0669446
238 1.8721535
239 1.0185555
240 1.8617078
241 1.8939248
242 0.9419476
243 1.8554892
244 1.0689404
245 1.2798506
246 1.0201315
247 1.2722989
248 1.2765369
249 0.9431975
250 1.2677702
251 1.0496371
252 1.0933682
253 1.0636595
254 0.9449510
255 1.0608192
256 1.0179467
257 0.9458809
258 1.0193922
259 0.9174601
260 2.6098476
261 2.5696993
262 0.9996948
263 2.5797276
264 1.0163976
265 2.6019982
266 1.0615730
267 2.5980043
268 1.0254287
269 2.5919254
270 1.0010764
271 1.0065331
272 1.0627020
273 1.0266891
274 0.9973216
275 1.0596811
276 1.0231780
277 1.0567922
278 1.0246621
279 1.0113659
280 1.0069545
281 1.0570210
282 1.0274960
283 1.0333875
284 1.0251801
285 1.0586560
286 1.0040110
287 1.0248910
288 1.0038950
289 1.0577578
290 1.0111903
291 1.0241727
292 1.0112229
293 1.0240997
294 1.0577164
295 0.9809490
296 1.0271038
297 1.0505422
298 1.0186291
299 0.9619682
300 1.0276125
301 1.0271920
302 1.0069510
303 1.0279664
304 1.0318086
305 1.0064279
306 0.9981271
307 1.0042300
308 1.0270490
309 1.0209029
310 1.0090563
311 1.0570796
312 1.0209943
313 1.0172966
314 0.9960383
315 1.0051950
316 0.9973180
317 1.0180234
318 1.0319783
319 1.0067148
320 1.0341277
321 1.0036672
322 1.0170555
323 0.9972423
324 1.0032460
325 1.0255446
326 1.0072816
327 1.0065547
328 1.0288767
329 1.0252440
330 1.0102325
331 0.9902813
332 1.0018970
333 1.0162011
334 1.0017891
335 0.9982394
336 1.0074924
337 1.0467376
338 1.0111299
339 0.9787421
340 1.0077850
341 1.0306346
342 1.0078526
343 1.0022819
344 0.9952842
345 1.0114613
346 1.0019760
347 1.0137656
348 1.0028089
349 1.0217676
350 1.0085016
351 1.0343757
352 1.0275409
353 1.0168110
354 1.0032097
355 1.0043526
356 1.0028023
357 1.0159568
358 1.0090343
359 1.0048131
360 1.0099354
361 1.0027662
362 1.0147927
363 2.1809750
364 2.3331212
365 1.4959265
366 1.1018746
367 1.0341870
368 0.9390735
369 0.9676118
370 1.4169149
371 1.0956508
372 1.0304720
373 0.9386170
374 0.9687207
375 1.2245433
376 1.0631416
377 1.0238413
378 0.9679875
379 0.9820626
380 1.2115043
381 1.0832486
382 1.2326073
383 1.0261499
384 1.2201447
385 0.9546813
386 1.2111669
387 0.9767049
388 1.2107600
389 1.0711967
390 1.0221466
391 0.9651745
392 0.9844593
393 1.0462600
394 1.0933107
395 0.9589081
396 1.0691188
397 0.9800731
398 1.0677180
399 0.9593888
400 1.0236221
401 0.9817261
402 1.0234920
403 0.9728604
404 0.9506040
405 2.1821906
406 2.2536862
407 1.4959265
408 1.9853377
409 1.0632257
410 1.0130141
411 0.9424101
412 0.9777524
413 1.3652401
414 1.7544152
415 1.0560239
416 1.0085369
417 0.9415840
418 0.9788930
419 1.0390205
420 1.0118841
421 0.9817703
422 0.9954787
423 0.9851958
424 0.9964783
425 1.0490647
426 1.0113827
427 0.9505783
428 0.9819004
429 1.0145302
430 0.9926459
431 0.9793455
432 0.9914781
433 1.0295426
434 1.0426125
435 0.9657814
436 1.0147988
437 0.9863322
438 1.0160487
439 0.9680618
440 1.0044436
441 0.9878045
442 1.0048093
443 0.9812383
444 0.9619769
445 1.0187580
446 2.1804426
447 2.1827950
448 1.4956923
449 1.0605979
450 1.0361525
451 0.9912519
452 0.9984335
453 1.3313188
454 1.0493979
455 1.0298391
456 0.9895206
457 0.9993349
458 0.9760866
459 1.0233904
460 1.0222376
461 1.0096724
462 0.9755377
463 1.0250399
464 1.0431211
465 1.0177532
466 0.9618368
467 1.0204321
468 1.0243871
469 1.0133565
470 1.0244213
471 1.0309908
472 1.0095765
473 1.0056263
474 0.9918297
475 1.0239694
476 1.0244556
477 1.0125543
478 1.0482095
479 1.0108386
480 1.0152222
481 0.9882566
482 1.0085780
483 0.9906580
484 1.0184550
485 1.0280560
486 1.0089091
487 1.0276201
488 1.0071369
489 1.0162349
490 1.0148807
491 1.0470126
492 1.0184921
493 0.9833686
494 1.0295916
495 1.0105794
496 0.9556381
497 0.9983000
498 1.0575395
499 1.0211193
500 0.9910378
501 1.0493726
502 1.0180824
503 0.9818603
504 0.9900855
505 1.0420362
506 1.0162415
507 0.9680665
508 0.9913384
509 1.0458916
510 1.0200513
511 1.0269635
512 0.9838575
513 1.0442011
514 0.9591072
515 1.0163941
516 0.9583593
517 1.0430815
518 1.0000554
519 1.0167760
520 1.0007240
521 1.0158567
522 1.0428352
523 0.9972449
524 1.0205148
525 1.0102980
526 1.0002214
527 1.0505055
528 1.0197027
529 0.9990091
530 1.0322455
531 1.0136748
532 0.9500243
533 0.9983452
534 1.0341359
535 1.0153684
536 1.0301309
537 0.9641095
538 1.0236975
539 0.9379871
540 1.0118090
541 0.9397091
542 1.0253615
543 1.0038489
544 1.0125346
545 1.0047797
546 1.0109136
547 1.0246692
548 2.1802731
549 2.1524048
550 2.1809925
551 2.1740471
552 2.1814527
553 2.1290053
554 1.4958506
555 2.1811641
556 2.4528768
557 2.1811227
558 2.1803053
559 1.0593691
560 2.1812704
561 2.2047694
562 1.0021575
563 2.1810156
564 2.1946624
565 0.9592178
566 2.1811088
567 2.1808241
568 0.9819847
569 2.1810735
570 2.1791959
571 1.4957882
572 1.0528708
573 0.9926408
574 0.9725525
575 0.9834548
576 1.4957209
577 1.0468719
578 0.9857918
579 1.0292197
580 1.0139729
581 1.4957840
582 1.0271155
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585 0.9911389
586 1.4958091
587 1.0593119
588 1.4958427
589 1.0022201
590 1.4958421
591 0.9592355
592 1.4958403
593 0.9820221
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595 1.0575888
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599 1.0314982
600 1.0902574
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602 1.0577019
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604 1.0588330
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606 1.0007506
607 0.9812193
608 1.0014030
609 0.9728906
610 0.9503192
611 1.3143032
612 1.0395736
613 0.9863576
614 0.9712926
615 0.9829691
616 1.3328626
617 1.0313172
618 0.9753488
619 1.0274183
620 1.0141885
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622 1.0147890
623 0.9739855
624 0.9727959
625 0.9912588
626 1.3310676
627 1.0577451
628 1.3424847
629 0.9999526
630 1.3354377
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632 1.3305817
633 0.9824307
634 1.3295539
635 1.0457345
636 0.9858780
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638 0.9856640
639 1.0280632
640 1.0817719
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642 1.0459047
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644 1.0472689
645 0.9575223
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647 0.9818329
648 0.9949411
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650 0.9505731
651 0.9586739
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653 1.0438794
654 1.0154485
655 0.9418054
656 0.9760342
657 1.0144658
658 1.0044126
659 1.0196096
660 0.9871117
661 0.9903249
662 0.9911088
663 0.9897149
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665 1.0020430
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667 1.0223669
668 1.0168059
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670 0.9808996
671 0.9949330
672 0.9827900
673 0.9972761
674 0.9879168
675 0.9962361
676 0.9894593
677 0.9923049
678 0.9948918
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680 0.9800251
681 1.0466957
682 1.0178383
683 1.0115896
684 0.9862086
685 1.0405509
686 1.0158664
687 0.9808426
688 0.9798903
689 1.0472696
690 1.0189608
691 1.0183687
692 1.0056838
693 1.0427623
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695 1.0165772
696 0.9785453
697 1.0439217
698 0.9911790
699 1.0168727
700 0.9911758
701 1.0159716
702 1.0429934
703 0.9979639
704 0.9792631
705 1.0015876
706 1.0003884
707 0.9692919
708 0.9724408
709 1.0196894
710 1.0091562
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1642 0.9934494
1643 1.0548348
1644 1.0212414
1645 1.0250273
1646 0.9513825
1647 1.0495374
1648 1.0187017
1649 1.0501729
1650 0.9999047
1651 1.0195276
1652 1.0000496
1653 1.0185993
1654 1.0493688
1655 0.9889195
1656 1.0400518
1657 1.0163846
1658 1.0248348
1659 1.0280041
1660 1.0127673
1661 1.0301380
1662 0.9969695
1663 1.0127499
1664 0.9980976
1665 1.0116958
1666 1.0302303
[ reached getOption("max.print") -- omitted 4471 rows ]
lhs rhs support
1 ----> race=White 0.8550428
2 ----> native-country=United-States 0.8974243
3 ----> capital-gain=None 0.9173867
4 ----> capital-loss=None 0.9532779
5 relationship=Unmarried ----> capital-loss=None 0.1019819
6 occupation=Sales ----> race=White 0.1005282
confidence lift
1 0.8550428 1.000000
2 0.8974243 1.000000
3 0.9173867 1.000000
4 0.9532779 1.000000
5 0.9719024 1.019537
6 0.8920785 1.043314
itemInfo
> itemInfo(Adult) %>% head()
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
itemFrequency
Arguments
- x
- ...
- type...
relativeorabsolute - weighted
> itemFrequency(Adult, type = "relative")
age=Young
0.19710495066
age=Middle-aged
0.50511854551
age=Senior
0.26086155358
age=Old
0.03691495025
workclass=Federal-gov
0.02931902870
workclass=Local-gov
0.06420703493
workclass=Never-worked
0.00020474182
workclass=Private
0.69419761681
workclass=Self-emp-inc
0.03470373859
workclass=Self-emp-not-inc
0.07907129110
workclass=State-gov
0.04055935465
workclass=Without-pay
0.00042995782
education=Preschool
0.00169935711
education=1st-4th
0.00505712297
education=5th-6th
0.01042135867
education=7th-8th
0.01955284386
education=9th
0.01547848163
education=10th
0.02843863888
education=11th
0.03709921789
education=12th
0.01345153761
education=HS-grad
0.32316448958
education=Prof-school
0.01707546784
education=Assoc-acdm
0.03277916547
education=Assoc-voc
0.04219728922
education=Some-college
0.22271815241
education=Bachelors
0.16430531100
education=Masters
0.05439990172
education=Doctorate
0.01216166414
marital-status=Divorced
0.13580524958
marital-status=Married-AF-spouse
0.00075754474
marital-status=Married-civ-spouse
0.45819172024
marital-status=Married-spouse-absent
0.01285778633
marital-status=Never-married
0.32998239220
marital-status=Separated
0.03132549855
marital-status=Widowed
0.03107980836
occupation=Adm-clerical
0.11488063552
occupation=Armed-Forces
0.00030711273
occupation=Craft-repair
0.12513820073
occupation=Exec-managerial
0.12460587200
occupation=Farming-fishing
0.03050653126
occupation=Handlers-cleaners
0.04242250522
occupation=Machine-op-inspct
0.06187297817
occupation=Other-service
0.10079439826
occupation=Priv-house-serv
0.00495475206
occupation=Prof-specialty
0.12636665165
occupation=Protective-serv
0.02012612096
occupation=Sales
0.11268989804
occupation=Tech-support
0.02960566725
occupation=Transport-moving
0.04821669874
relationship=Husband
0.40366897342
relationship=Not-in-family
0.25762663282
relationship=Other-relative
0.03083411818
relationship=Own-child
0.15521477417
relationship=Unmarried
0.10493018304
relationship=Wife
0.04772531837
race=Amer-Indian-Eskimo
0.00962286557
race=Asian-Pac-Islander
0.03110028254
race=Black
0.09592154293
race=Other
0.00831251791
race=White
0.85504279104
sex=Female
0.33151795586
sex=Male
0.66848204414
capital-gain=None
0.91738667540
capital-gain=Low
0.04801195692
capital-gain=High
0.03460136768
capital-loss=None
0.95327791655
capital-loss=Low
0.02387289628
capital-loss=High
0.02284918717
hours-per-week=Part-time
0.12106383850
hours-per-week=Full-time
0.58509070063
hours-per-week=Over-time
0.25953073175
hours-per-week=Workaholic
0.03431472913
native-country=Cambodia
0.00057327710
native-country=Canada
0.00372630113
native-country=China
0.00249785021
native-country=Columbia
0.00174030547
native-country=Cuba
0.00282543712
native-country=Dominican-Republic
0.00210884075
native-country=Ecuador
0.00092133819
native-country=El-Salvador
0.00317349822
native-country=England
0.00260022112
native-country=France
0.00077801892
native-country=Germany
0.00421768150
native-country=Greece
0.00100323492
native-country=Guatemala
0.00180172802
native-country=Haiti
0.00153556365
native-country=Holand-Netherlands
0.00002047418
native-country=Honduras
0.00040948364
native-country=Hong
0.00061422546
native-country=Hungary
0.00038900946
native-country=India
0.00309160149
native-country=Iran
0.00120797674
native-country=Ireland
0.00075754474
native-country=Italy
0.00214978912
native-country=Jamaica
0.00217026330
native-country=Japan
0.00188362475
native-country=Laos
0.00047090619
native-country=Mexico
0.01947094714
native-country=Nicaragua
0.00100323492
native-country=Outlying-US(Guam-USVI-etc)
0.00047090619
native-country=Peru
0.00094181237
native-country=Philippines
0.00603988371
native-country=Poland
0.00178125384
native-country=Portugal
0.00137177020
native-country=Puerto-Rico
0.00376724950
native-country=Scotland
0.00042995782
native-country=South
0.00235453094
native-country=Taiwan
0.00133082183
native-country=Thailand
0.00061422546
native-country=Trinadad&Tobago
0.00055280292
native-country=United-States
0.89742434790
native-country=Vietnam
0.00176077966
native-country=Yugoslavia
0.00047090619
income=small
0.50612178043
income=large
0.16053806150
transactions / transactionInfo
> # リストクラスオブジェクトからの生成
> a_list <- list(
+ c("a","b","c"),
+ c("a","b"),
+ c("a","b","d"),
+ c("c","e"),
+ c("a","b","d","e")
+ )
> names(a_list) <- paste("Tr", c(1:5), sep = "")
> trans1 <- as(a_list, "transactions")
>
> class(trans1)
[1] "transactions"
attr(,"package")
[1] "arules"
> trans1
transactions in sparse format with
5 transactions (rows) and
5 items (columns)
> # データフレームからの生成
> a_df3 <- data.frame(TID = c(1, 1, 2, 2, 2, 3),
+ item = c("a", "b", "a", "b", "c", "b"))
> trans4 <- as(split(a_df3[,"item"], a_df3[,"TID"]), "transactions")
> trans4
transactions in sparse format with
3 transactions (rows) and
3 items (columns)
> LIST(trans4)
$`1`
[1] "a" "b"
$`2`
[1] "a" "b" "c"
$`3`
[1] "b"
> inspect(trans4)
items transactionID
1 {a,b} 1
2 {a,b,c} 2
3 {b} 3