Cellphone Pew
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# -----------------------------------------------------------------------
# STEP 2: Full-dataset ARM (exploratory)
# Exclude only Wght (col 14); keep DrCell in transactions
# -----------------------------------------------------------------------
data3 <- as(data2[, -14], "transactions")
class(data3)## [1] "transactions"
## attr(,"package")
## [1] "arules"## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.8 0.1 1 none FALSE TRUE 5 0.1 1
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 541
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[77 item(s), 5410 transaction(s)] done [0.00s].
## sorting and recoding items ... [35 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4 5 6 7 done [0.01s].
## writing ... [2619 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## set of 2619 rules
##
## rule length distribution (lhs + rhs):sizes
## 1 2 3 4 5 6 7
## 3 89 540 1051 756 176 4
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.00 4.00 4.00 4.15 5.00 7.00
##
## summary of quality measures:
## support confidence coverage lift
## Min. :0.1000 Min. :0.8000 Min. :0.1022 Min. :0.9164
## 1st Qu.:0.1131 1st Qu.:0.8296 1st Qu.:0.1299 1st Qu.:1.0017
## Median :0.1342 Median :0.8709 Median :0.1542 Median :1.0340
## Mean :0.1598 Mean :0.8736 Mean :0.1838 Mean :1.0348
## 3rd Qu.:0.1750 3rd Qu.:0.9098 3rd Qu.:0.2018 3rd Qu.:1.0700
## Max. :0.8754 Max. :0.9880 Max. :1.0000 Max. :1.4973
## count
## Min. : 541.0
## 1st Qu.: 612.0
## Median : 726.0
## Mean : 864.5
## 3rd Qu.: 947.0
## Max. :4736.0
##
## mining info:
## data ntransactions support confidence call
## data3 5410 0.1 0.8 apriori(data = data3)## [1] 2619Including Plots
You can also embed plots, for example:
## lhs rhs support confidence coverage lift count
## [1] {Income=$100,000 or more,
## IntUse=Several times a day} => {Marr=Married} 0.10 0.81 0.13 1.5 555
## [2] {Land=Rural,
## Race=No Response,
## Politics=No Response} => {Born=U.S. } 0.12 0.96 0.12 1.2 639
## [3] {Land=Rural,
## Race=No Response,
## IntUse=Several times a day} => {Born=U.S. } 0.10 0.96 0.11 1.2 565
## [4] {Land=Rural,
## Race=No Response,
## DrCell=Major problem} => {Born=U.S. } 0.15 0.96 0.16 1.2 823
## [5] {Area=Non-metropolitan,
## Race=No Response} => {Born=U.S. } 0.11 0.95 0.12 1.1 599
## [6] {Land=Rural,
## Race=No Response} => {Born=U.S. } 0.20 0.95 0.21 1.1 1067
## [7] {Land=Rural,
## Gender=A woman,
## Race=No Response} => {Born=U.S. } 0.11 0.95 0.12 1.1 593
## [8] {Land=Rural,
## Race=No Response,
## Marr=Married} => {Born=U.S. } 0.12 0.95 0.13 1.1 660
## [9] {Edu=H.S. graduate or less,
## Race=No Response,
## Politics=No Response} => {Born=U.S. } 0.12 0.95 0.13 1.1 660
## [10] {Land=Rural,
## Politics=No Response} => {Born=U.S. } 0.12 0.94 0.13 1.1 670
## [11] {Age=65+,
## Born=U.S. ,
## IntUse=Several times a day} => {Race=No Response} 0.13 0.96 0.13 1.1 697
## [12] {Area=Metropolitan,
## Land=Rural,
## Race=No Response} => {Born=U.S. } 0.11 0.94 0.12 1.1 612
## [13] {Gender=A man,
## Edu=H.S. graduate or less,
## Race=No Response} => {Born=U.S. } 0.10 0.94 0.11 1.1 568
## [14] {Land=Rural,
## IntUse=Several times a day} => {Born=U.S. } 0.11 0.94 0.12 1.1 593
## [15] {Edu=H.S. graduate or less,
## Race=No Response,
## DrCell=Major problem} => {Born=U.S. } 0.16 0.94 0.17 1.1 849
## [16] {Age=65+,
## Born=U.S. ,
## Politics=No Response,
## DrCell=Major problem} => {Race=No Response} 0.11 0.96 0.12 1.1 615
## [17] {Age=65+,
## Born=U.S. ,
## Marr=Married,
## DrCell=Major problem} => {Race=No Response} 0.10 0.96 0.11 1.1 548
## [18] {Age=65+,
## Gender=A woman,
## Born=U.S. } => {Race=No Response} 0.11 0.96 0.12 1.1 606
## [19] {Area=Metropolitan,
## Age=65+,
## Born=U.S. ,
## IntUse=Several times a day} => {Race=No Response} 0.11 0.96 0.12 1.1 598
## [20] {Area=Non-metropolitan} => {Born=U.S. } 0.12 0.94 0.12 1.1 630
## [21] {Race=No Response,
## Ideology=Conservative,
## IntUse=Several times a day} => {Born=U.S. } 0.10 0.94 0.11 1.1 550
## [22] {Land=Urban,
## Edu=College graduate+} => {Area=Metropolitan} 0.11 0.99 0.11 1.1 577
## [23] {Land=Rural,
## Born=U.S. ,
## Politics=No Response} => {Race=No Response} 0.12 0.95 0.12 1.1 639
## [24] {Age=65+,
## Born=U.S. ,
## Politics=No Response} => {Race=No Response} 0.15 0.95 0.16 1.1 802
## [25] {Age=65+,
## Born=U.S. ,
## Marr=Married} => {Race=No Response} 0.13 0.95 0.14 1.1 714
## [26] {Edu=H.S. graduate or less,
## Race=No Response} => {Born=U.S. } 0.20 0.94 0.22 1.1 1109
## [27] {Land=Rural,
## Born=U.S. ,
## IntUse=Several times a day} => {Race=No Response} 0.10 0.95 0.11 1.1 565
## [28] {Age=65+,
## Born=U.S. ,
## DrCell=Major problem} => {Race=No Response} 0.17 0.95 0.18 1.1 902
## [29] {Age=65+,
## Born=U.S. } => {Race=No Response} 0.22 0.95 0.23 1.1 1180
## [30] {Land=Suburban,
## Edu=College graduate+,
## Born=U.S. ,
## Income=$100,000 or more} => {Area=Metropolitan} 0.11 0.98 0.11 1.1 588
## [31] {Area=Non-metropolitan,
## Born=U.S. } => {Race=No Response} 0.11 0.95 0.12 1.1 599
## [32] {Land=Suburban,
## Gender=A man,
## Income=$100,000 or more} => {Area=Metropolitan} 0.12 0.98 0.12 1.1 646
## [33] {Edu=Some College,
## Race=No Response,
## IntUse=Several times a day} => {Born=U.S. } 0.11 0.93 0.12 1.1 583
## [34] {Land=Suburban,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Area=Metropolitan} 0.14 0.98 0.14 1.1 759
## [35] {Gender=A woman,
## Race=No Response,
## Politics=No Response,
## IntUse=Several times a day} => {Born=U.S. } 0.10 0.93 0.11 1.1 555
## [36] {Area=Metropolitan,
## Age=65+,
## Born=U.S. ,
## Politics=No Response} => {Race=No Response} 0.12 0.95 0.13 1.1 664
## [37] {Land=Suburban,
## Gender=A man,
## Race=No Response,
## Income=$100,000 or more} => {Area=Metropolitan} 0.10 0.98 0.10 1.1 556
## [38] {Land=Rural,
## Born=U.S. ,
## Marr=Married} => {Race=No Response} 0.12 0.95 0.13 1.1 660
## [39] {Land=Suburban,
## Edu=College graduate+,
## Race=No Response,
## IntUse=Almost constantly} => {Area=Metropolitan} 0.12 0.98 0.12 1.1 658
## [40] {Land=Suburban,
## Edu=College graduate+,
## IntUse=Almost constantly,
## DrCell=Major problem} => {Area=Metropolitan} 0.11 0.98 0.11 1.1 595
## [41] {Regn=South,
## Race=No Response,
## IntUse=Several times a day,
## DrCell=Major problem} => {Born=U.S. } 0.10 0.93 0.11 1.1 559
## [42] {Race=No Response,
## Politics=No Response,
## IntUse=Several times a day,
## DrCell=Major problem} => {Born=U.S. } 0.16 0.93 0.17 1.1 858
## [43] {Land=Suburban,
## Politics=No Response,
## Income=$100,000 or more} => {Area=Metropolitan} 0.12 0.98 0.12 1.1 631
## [44] {Land=Suburban,
## Edu=College graduate+,
## Income=$100,000 or more} => {Area=Metropolitan} 0.14 0.98 0.15 1.1 777
## [45] {Age=65+,
## Gender=A man,
## Born=U.S. } => {Race=No Response} 0.10 0.95 0.11 1.1 568
## [46] {Land=Suburban,
## Born=U.S. ,
## Income=$100,000 or more} => {Area=Metropolitan} 0.16 0.98 0.16 1.1 858
## [47] {Land=Rural,
## DrCell=Major problem} => {Born=U.S. } 0.16 0.93 0.18 1.1 882
## [48] {Edu=College graduate+,
## Born=U.S. ,
## IntUse=Several times a day,
## DrCell=Major problem} => {Race=No Response} 0.11 0.95 0.11 1.1 581
## [49] {Land=Suburban,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Area=Metropolitan} 0.12 0.98 0.12 1.1 632
## [50] {Land=Suburban,
## Age=65+,
## Born=U.S. } => {Race=No Response} 0.12 0.95 0.12 1.1 629
## [51] {Land=Suburban,
## Income=$100,000 or more} => {Area=Metropolitan} 0.20 0.98 0.21 1.1 1094
## [52] {Land=Suburban,
## Race=No Response,
## Politics=No Response,
## Income=$100,000 or more} => {Area=Metropolitan} 0.11 0.98 0.11 1.1 569
## [53] {Area=Metropolitan,
## Age=65+,
## Born=U.S. } => {Race=No Response} 0.18 0.95 0.19 1.1 987
## [54] {Regn=Midwest,
## Politics=No Response} => {Race=No Response} 0.11 0.95 0.11 1.1 587
## [55] {Land=Suburban,
## Edu=College graduate+,
## Race=No Response,
## Income=$100,000 or more} => {Area=Metropolitan} 0.13 0.98 0.13 1.1 704
## [56] {Land=Suburban,
## Edu=College graduate+,
## Marr=Married,
## Income=$100,000 or more} => {Area=Metropolitan} 0.11 0.98 0.11 1.1 609
## [57] {Age=65+,
## Race=No Response,
## Politics=No Response,
## DrCell=Major problem} => {Born=U.S. } 0.11 0.93 0.12 1.1 615
## [58] {Race=No Response,
## Politics=No Response,
## IntUse=Several times a day} => {Born=U.S. } 0.20 0.93 0.21 1.1 1072
## [59] {Land=Suburban,
## Gender=A man,
## Edu=College graduate+} => {Area=Metropolitan} 0.13 0.98 0.13 1.1 698
## [60] {Area=Metropolitan,
## Land=Suburban,
## Age=65+,
## Born=U.S. } => {Race=No Response} 0.11 0.94 0.12 1.1 601
## [61] {Area=Metropolitan,
## Age=65+,
## Born=U.S. ,
## Marr=Married} => {Race=No Response} 0.11 0.94 0.11 1.1 583
## [62] {Area=Metropolitan,
## Edu=H.S. graduate or less,
## Race=No Response,
## DrCell=Major problem} => {Born=U.S. } 0.13 0.93 0.13 1.1 678
## [63] {Land=Rural} => {Born=U.S. } 0.21 0.93 0.23 1.1 1147
## [64] {Area=Metropolitan,
## Age=65+,
## Born=U.S. ,
## DrCell=Major problem} => {Race=No Response} 0.14 0.94 0.15 1.1 753
## [65] {Regn=South,
## Race=No Response,
## IntUse=Several times a day} => {Born=U.S. } 0.13 0.93 0.14 1.1 689
## [66] {Land=Suburban,
## Race=No Response,
## Born=U.S. ,
## Income=$100,000 or more} => {Area=Metropolitan} 0.14 0.98 0.15 1.1 776
## [67] {Age=65+,
## Gender=A woman} => {Race=No Response} 0.12 0.94 0.13 1.1 665
## [68] {Land=Suburban,
## Born=U.S. ,
## Income=$100,000 or more,
## DrCell=Major problem} => {Area=Metropolitan} 0.13 0.98 0.13 1.1 680
## [69] {Regn=South,
## Land=Suburban,
## IntUse=Almost constantly} => {Area=Metropolitan} 0.10 0.98 0.10 1.1 541
## [70] {Land=Suburban,
## Edu=College graduate+,
## Income=$100,000 or more,
## DrCell=Major problem} => {Area=Metropolitan} 0.11 0.98 0.12 1.1 613
## [71] {Born=U.S. ,
## Marr=Married,
## Politics=No Response,
## IntUse=Several times a day,
## DrCell=Major problem} => {Race=No Response} 0.10 0.94 0.11 1.1 553
## [72] {Race=No Response,
## Income=Less than $30,000} => {Born=U.S. } 0.11 0.93 0.12 1.1 601
## [73] {Land=Rural,
## Marr=Married,
## DrCell=Major problem} => {Born=U.S. } 0.10 0.93 0.11 1.1 549
## [74] {Land=Suburban,
## Edu=College graduate+,
## Race=No Response,
## Marr=Married,
## Income=$100,000 or more} => {Area=Metropolitan} 0.10 0.98 0.11 1.1 556
## [75] {Land=Suburban,
## Race=No Response,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Area=Metropolitan} 0.10 0.98 0.10 1.1 555
## [76] {Land=Suburban,
## Race=No Response,
## Income=$100,000 or more} => {Area=Metropolitan} 0.18 0.98 0.18 1.1 976
## [77] {Land=Suburban,
## Race=No Response,
## Politics=No Response,
## IntUse=Several times a day} => {Born=U.S. } 0.10 0.93 0.11 1.1 555
## [78] {Land=Suburban,
## Income=$100,000 or more,
## DrCell=Major problem} => {Area=Metropolitan} 0.16 0.98 0.16 1.1 866
## [79] {Age=65+,
## IntUse=Several times a day} => {Race=No Response} 0.14 0.94 0.15 1.1 754
## [80] {Land=Suburban,
## Race=No Response,
## Born=U.S. ,
## Income=$100,000 or more,
## DrCell=Major problem} => {Area=Metropolitan} 0.11 0.98 0.12 1.1 617
## [81] {Land=Suburban,
## Gender=A man,
## Edu=College graduate+,
## Race=No Response} => {Area=Metropolitan} 0.11 0.98 0.12 1.1 613
## [82] {Land=Suburban,
## Edu=College graduate+,
## Born=U.S. ,
## DrCell=Major problem} => {Area=Metropolitan} 0.15 0.98 0.15 1.1 814
## [83] {Area=Metropolitan,
## Regn=South,
## Race=No Response,
## IntUse=Several times a day} => {Born=U.S. } 0.10 0.93 0.11 1.1 564
## [84] {Age=65+,
## Race=No Response,
## Politics=No Response} => {Born=U.S. } 0.15 0.93 0.16 1.1 802
## [85] {Land=Suburban,
## Edu=College graduate+,
## Politics=No Response,
## DrCell=Major problem} => {Area=Metropolitan} 0.11 0.98 0.11 1.1 601
## [86] {Land=Suburban,
## Edu=College graduate+,
## Politics=No Response} => {Area=Metropolitan} 0.14 0.98 0.14 1.1 757
## [87] {Land=Suburban,
## Marr=Married,
## Income=$100,000 or more} => {Area=Metropolitan} 0.15 0.98 0.16 1.1 833
## [88] {Land=Suburban,
## Edu=College graduate+,
## Born=U.S. } => {Area=Metropolitan} 0.19 0.98 0.20 1.1 1031
## [89] {Land=Suburban,
## Edu=College graduate+,
## Race=No Response,
## Income=$100,000 or more,
## DrCell=Major problem} => {Area=Metropolitan} 0.10 0.98 0.10 1.1 554
## [90] {Regn=Midwest,
## Marr=Married} => {Race=No Response} 0.11 0.94 0.11 1.1 579
## [91] {Land=Suburban,
## Gender=A man,
## Born=U.S. ,
## IntUse=Almost constantly} => {Area=Metropolitan} 0.10 0.98 0.10 1.1 547
## [92] {Land=Urban,
## IntUse=Almost constantly,
## DrCell=Major problem} => {Area=Metropolitan} 0.11 0.97 0.11 1.1 582
## [93] {Area=Metropolitan,
## Edu=H.S. graduate or less,
## Race=No Response} => {Born=U.S. } 0.16 0.93 0.18 1.1 876
## [94] {Age=65+,
## IntUse=Several times a day,
## DrCell=Major problem} => {Race=No Response} 0.11 0.94 0.11 1.1 573
## [95] {Race=No Response,
## Marr=Married,
## Politics=No Response,
## IntUse=Several times a day,
## DrCell=Major problem} => {Born=U.S. } 0.10 0.92 0.11 1.1 553
## [96] {Land=Suburban,
## Born=U.S. ,
## Marr=Married,
## Income=$100,000 or more} => {Area=Metropolitan} 0.12 0.97 0.12 1.1 649
## [97] {Edu=College graduate+,
## Born=U.S. ,
## Marr=Married,
## Politics=No Response} => {Race=No Response} 0.11 0.94 0.12 1.1 619
## [98] {Land=Suburban,
## Gender=A man,
## IntUse=Almost constantly} => {Area=Metropolitan} 0.13 0.97 0.14 1.1 723
## [99] {Land=Suburban,
## Edu=College graduate+} => {Area=Metropolitan} 0.25 0.97 0.25 1.1 1331
## [100] {Age=65+,
## Race=No Response,
## IntUse=Several times a day} => {Born=U.S. } 0.13 0.92 0.14 1.1 697
## [1] "Area=Metropolitan"
## [2] "Area=No Response"
## [3] "Area=Non-metropolitan"
## [4] "Regn=Midwest"
## [5] "Regn=No Response"
## [6] "Regn=Northeast"
## [7] "Regn=South"
## [8] "Regn=West"
## [9] "Land=Refused"
## [10] "Land=Rural"
## [11] "Land=Suburban"
## [12] "Land=Urban"
## [13] "Age=18-29"
## [14] "Age=30-49"
## [15] "Age=50-64"
## [16] "Age=65+"
## [17] "Age=Refused"
## [18] "Gender=A man"
## [19] "Gender=A woman"
## [20] "Gender=In some other way"
## [21] "Gender=Refused"
## [22] "Edu=College graduate+"
## [23] "Edu=H.S. graduate or less"
## [24] "Edu=Refused"
## [25] "Edu=Some College"
## [26] "Race=Cuban"
## [27] "Race=Dominican"
## [28] "Race=Mexican"
## [29] "Race=No Response"
## [30] "Race=Other Central American"
## [31] "Race=Other country"
## [32] "Race=Other South American"
## [33] "Race=Puerto Rican"
## [34] "Race=Refused"
## [35] "Race=Salvadoran"
## [36] "Race=Spanish"
## [37] "Born=Foreign"
## [38] "Born=Refused"
## [39] "Born=U.S. "
## [40] "Marr=Divorced"
## [41] "Marr=Living with a partner"
## [42] "Marr=Married"
## [43] "Marr=Never been married"
## [44] "Marr=Refused"
## [45] "Marr=Separated"
## [46] "Marr=Widowed"
## [47] "Politics=No Response"
## [48] "Politics=Refused"
## [49] "Politics=The Democratic Party"
## [50] "Politics=The Republican Party"
## [51] "Income=$100,000 or more"
## [52] "Income=$30,000 to less than $40,000"
## [53] "Income=$40,000 to less than $50,000"
## [54] "Income=$50,000 to less than $60,000"
## [55] "Income=$60,000 to less than $70,000"
## [56] "Income=$70,000 to less than $80,000"
## [57] "Income=$80,000 to less than $90,000"
## [58] "Income=$90,000 to less than $100,000"
## [59] "Income=Less than $30,000"
## [60] "Income=Refused"
## [61] "Ideology=Conservative"
## [62] "Ideology=Liberal"
## [63] "Ideology=Moderate"
## [64] "Ideology=Refused"
## [65] "Ideology=Very conservative"
## [66] "Ideology=Very liberal"
## [67] "IntUse=About once a day"
## [68] "IntUse=Almost constantly"
## [69] "IntUse=Do not use the internet"
## [70] "IntUse=Less often"
## [71] "IntUse=Refused"
## [72] "IntUse=Several times a day"
## [73] "IntUse=Several times a week"
## [74] "DrCell=Major problem"
## [75] "DrCell=Minor problem"
## [76] "DrCell=No Response"
## [77] "DrCell=Not a problem"## Area=Metropolitan Race=No Response
## 4736 4572
## Born=U.S. DrCell=Major problem
## 4494 4253
## Politics=No Response Marr=Married
## 3045 2936
## Land=Suburban Gender=A man
## 2816 2689
## Gender=A woman IntUse=Almost constantly
## 2667 2629
## Edu=College graduate+ IntUse=Several times a day
## 2309 2236
## Ideology=Moderate Regn=South
## 2127 2076
## Age=30-49 Income=$100,000 or more
## 1883 1741
## Edu=Some College Edu=H.S. graduate or less
## 1630 1458
## Age=65+ Age=50-64
## 1395 1342## Area=Metropolitan Race=No Response
## 0.88 0.85
## Born=U.S. DrCell=Major problem
## 0.83 0.79
## Politics=No Response Marr=Married
## 0.56 0.54
## Land=Suburban Gender=A man
## 0.52 0.50
## Gender=A woman IntUse=Almost constantly
## 0.49 0.49
## Edu=College graduate+ IntUse=Several times a day
## 0.43 0.41
## Ideology=Moderate Regn=South
## 0.39 0.38
## Age=30-49 Income=$100,000 or more
## 0.35 0.32
## Edu=Some College Edu=H.S. graduate or less
## 0.30 0.27
## Age=65+ Age=50-64
## 0.26 0.25
## [1] 4253 15## [1] "transactions"
## attr(,"package")
## [1] "arules"## [1] "Area=Metropolitan"
## [2] "Area=No Response"
## [3] "Area=Non-metropolitan"
## [4] "Regn=Midwest"
## [5] "Regn=No Response"
## [6] "Regn=Northeast"
## [7] "Regn=South"
## [8] "Regn=West"
## [9] "Land=Refused"
## [10] "Land=Rural"
## [11] "Land=Suburban"
## [12] "Land=Urban"
## [13] "Age=18-29"
## [14] "Age=30-49"
## [15] "Age=50-64"
## [16] "Age=65+"
## [17] "Age=Refused"
## [18] "Gender=A man"
## [19] "Gender=A woman"
## [20] "Gender=In some other way"
## [21] "Gender=Refused"
## [22] "Edu=College graduate+"
## [23] "Edu=H.S. graduate or less"
## [24] "Edu=Refused"
## [25] "Edu=Some College"
## [26] "Race=Cuban"
## [27] "Race=Dominican"
## [28] "Race=Mexican"
## [29] "Race=No Response"
## [30] "Race=Other Central American"
## [31] "Race=Other country"
## [32] "Race=Other South American"
## [33] "Race=Puerto Rican"
## [34] "Race=Refused"
## [35] "Race=Salvadoran"
## [36] "Race=Spanish"
## [37] "Born=Foreign"
## [38] "Born=Refused"
## [39] "Born=U.S. "
## [40] "Marr=Divorced"
## [41] "Marr=Living with a partner"
## [42] "Marr=Married"
## [43] "Marr=Never been married"
## [44] "Marr=Refused"
## [45] "Marr=Separated"
## [46] "Marr=Widowed"
## [47] "Politics=No Response"
## [48] "Politics=Refused"
## [49] "Politics=The Democratic Party"
## [50] "Politics=The Republican Party"
## [51] "Income=$100,000 or more"
## [52] "Income=$30,000 to less than $40,000"
## [53] "Income=$40,000 to less than $50,000"
## [54] "Income=$50,000 to less than $60,000"
## [55] "Income=$60,000 to less than $70,000"
## [56] "Income=$70,000 to less than $80,000"
## [57] "Income=$80,000 to less than $90,000"
## [58] "Income=$90,000 to less than $100,000"
## [59] "Income=Less than $30,000"
## [60] "Income=Refused"
## [61] "Ideology=Conservative"
## [62] "Ideology=Liberal"
## [63] "Ideology=Moderate"
## [64] "Ideology=Refused"
## [65] "Ideology=Very conservative"
## [66] "Ideology=Very liberal"
## [67] "IntUse=About once a day"
## [68] "IntUse=Almost constantly"
## [69] "IntUse=Do not use the internet"
## [70] "IntUse=Less often"
## [71] "IntUse=Refused"
## [72] "IntUse=Several times a day"
## [73] "IntUse=Several times a week"## transactions as itemMatrix in sparse format with
## 4253 rows (elements/itemsets/transactions) and
## 73 columns (items) and a density of 0.18
##
## most frequent items:
## Area=Metropolitan Race=No Response Born=U.S.
## 3746 3570 3531
## Politics=No Response Marr=Married (Other)
## 2419 2365 39658
##
## element (itemset/transaction) length distribution:
## sizes
## 13
## 4253
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 13 13 13 13 13 13
##
## includes extended item information - examples:
## labels variables levels
## 1 Area=Metropolitan Area Metropolitan
## 2 Area=No Response Area No Response
## 3 Area=Non-metropolitan Area Non-metropolitan
##
## includes extended transaction information - examples:
## transactionID
## 1 1
## 2 3
## 3 4## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.3 0.1 1 none FALSE TRUE 5 0.05 2
## maxlen target ext
## 2 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 212
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[73 item(s), 4253 transaction(s)] done [0.00s].
## sorting and recoding items ... [45 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2## Warning in apriori(data5_major, parameter = list(minlen = 2, maxlen = 2, :
## Mining stopped (maxlen reached). Only patterns up to a length of 2 returned!## done [0.00s].
## writing ... [512 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Area=Non-metropolitan} => {Land=Rural} 0.090 0.75 0.119 3.4 381
## [2] {Land=Rural} => {Area=Non-metropolitan} 0.090 0.40 0.223 3.4 381
## [3] {Age=18-29} => {Marr=Never been married} 0.081 0.60 0.135 3.1 346
## [4] {Marr=Never been married} => {Age=18-29} 0.081 0.41 0.197 3.1 346
## [5] {Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.077 0.55 0.140 2.1 326
## [6] {Income=Less than $30,000} => {Marr=Never been married} 0.054 0.38 0.140 1.9 229
## [7] {Income=$100,000 or more} => {Edu=College graduate+} 0.222 0.67 0.329 1.6 943
## [8] {Edu=College graduate+} => {Income=$100,000 or more} 0.222 0.52 0.424 1.6 943
## [9] {Land=Urban} => {Marr=Never been married} 0.074 0.30 0.244 1.5 314
## [10] {Marr=Never been married} => {Land=Urban} 0.074 0.38 0.197 1.5 314
## [11] {Age=18-29} => {IntUse=Almost constantly} 0.102 0.75 0.135 1.5 433
## [12] {Land=Rural} => {Edu=H.S. graduate or less} 0.088 0.39 0.223 1.5 374
## [13] {Edu=H.S. graduate or less} => {Land=Rural} 0.088 0.34 0.262 1.5 374
## [14] {Born=Foreign} => {Land=Urban} 0.060 0.36 0.164 1.5 254
## [15] {Politics=The Democratic Party} => {Ideology=Moderate} 0.119 0.57 0.208 1.4 506
## [16] {Ideology=Conservative} => {Age=65+} 0.085 0.35 0.244 1.4 360
## [17] {Age=65+} => {Ideology=Conservative} 0.085 0.34 0.250 1.4 360
## [18] {Age=65+} => {IntUse=Several times a day} 0.143 0.57 0.250 1.4 609
## [19] {IntUse=Several times a day} => {Age=65+} 0.143 0.35 0.414 1.4 609
## [20] {Born=Foreign} => {IntUse=Almost constantly} 0.112 0.68 0.164 1.4 478
## [21] {Born=Foreign} => {Regn=West} 0.054 0.33 0.164 1.4 231
## [22] {Land=Rural} => {Ideology=Conservative} 0.074 0.33 0.223 1.4 316
## [23] {Ideology=Conservative} => {Land=Rural} 0.074 0.30 0.244 1.4 316
## [24] {Income=$100,000 or more} => {Marr=Married} 0.249 0.76 0.329 1.4 1060
## [25] {Marr=Married} => {Income=$100,000 or more} 0.249 0.45 0.556 1.4 1060
## [26] {Ideology=Liberal} => {Edu=College graduate+} 0.103 0.57 0.180 1.3 437
## [27] {Race=Mexican} => {IntUse=Almost constantly} 0.056 0.66 0.085 1.3 240
## [28] {Born=Foreign} => {Income=$100,000 or more} 0.071 0.43 0.164 1.3 302
## [29] {Age=30-49} => {IntUse=Almost constantly} 0.228 0.65 0.351 1.3 968
## [30] {IntUse=Almost constantly} => {Age=30-49} 0.228 0.46 0.495 1.3 968
## [31] {Born=Foreign} => {Edu=College graduate+} 0.091 0.55 0.164 1.3 387
## [32] {Politics=The Republican Party} => {Ideology=Conservative} 0.059 0.32 0.186 1.3 250
## [33] {Marr=Never been married} => {IntUse=Almost constantly} 0.125 0.63 0.197 1.3 531
## [34] {Politics=The Republican Party} => {Ideology=Moderate} 0.094 0.50 0.186 1.3 400
## [35] {Born=Foreign} => {Age=30-49} 0.073 0.44 0.164 1.3 309
## [36] {Marr=Living with a partner} => {IntUse=Almost constantly} 0.058 0.62 0.093 1.3 246
## [37] {Land=Rural} => {IntUse=Several times a day} 0.115 0.52 0.223 1.2 490
## [38] {Regn=West} => {Land=Urban} 0.073 0.30 0.242 1.2 312
## [39] {Land=Urban} => {Regn=West} 0.073 0.30 0.244 1.2 312
## [40] {Ideology=Very conservative} => {Politics=No Response} 0.058 0.71 0.083 1.2 248
## [41] {Income=Less than $30,000} => {Gender=A woman} 0.087 0.62 0.140 1.2 369
## [42] {Age=65+} => {Edu=H.S. graduate or less} 0.081 0.32 0.250 1.2 344
## [43] {Edu=H.S. graduate or less} => {Age=65+} 0.081 0.31 0.262 1.2 344
## [44] {Ideology=Conservative} => {Politics=No Response} 0.171 0.70 0.244 1.2 728
## [45] {Politics=No Response} => {Ideology=Conservative} 0.171 0.30 0.569 1.2 728
## [46] {Born=Foreign} => {Ideology=Moderate} 0.080 0.49 0.164 1.2 342
## [47] {Age=50-64} => {Income=$100,000 or more} 0.104 0.40 0.259 1.2 443
## [48] {Income=$100,000 or more} => {Age=50-64} 0.104 0.32 0.329 1.2 443
## [49] {Area=Non-metropolitan} => {IntUse=Several times a day} 0.060 0.50 0.119 1.2 254
## [50] {Income=$100,000 or more} => {Land=Suburban} 0.209 0.63 0.329 1.2 887
## [51] {Land=Suburban} => {Income=$100,000 or more} 0.209 0.40 0.523 1.2 887
## [52] {Ideology=Liberal} => {Income=$100,000 or more} 0.072 0.40 0.180 1.2 305
## [53] {Ideology=Conservative} => {IntUse=Several times a day} 0.122 0.50 0.244 1.2 518
## [54] {Regn=West} => {Income=$100,000 or more} 0.096 0.40 0.242 1.2 408
## [55] {Politics=The Democratic Party} => {IntUse=Almost constantly} 0.124 0.60 0.208 1.2 528
## [56] {Ideology=Conservative} => {Marr=Married} 0.163 0.67 0.244 1.2 693
## [57] {Ideology=Very conservative} => {Marr=Married} 0.055 0.67 0.083 1.2 234
## [58] {Income=$100,000 or more} => {Age=30-49} 0.137 0.42 0.329 1.2 583
## [59] {Age=30-49} => {Income=$100,000 or more} 0.137 0.39 0.351 1.2 583
## [60] {Age=65+} => {Politics=No Response} 0.168 0.67 0.250 1.2 714
## [61] {Ideology=Liberal} => {Politics=No Response} 0.121 0.67 0.180 1.2 513
## [62] {Gender=A man} => {Income=$100,000 or more} 0.190 0.39 0.491 1.2 808
## [63] {Income=$100,000 or more} => {Gender=A man} 0.190 0.58 0.329 1.2 808
## [64] {Politics=The Democratic Party} => {Age=30-49} 0.086 0.41 0.208 1.2 364
## [65] {Born=Foreign} => {Marr=Married} 0.107 0.65 0.164 1.2 456
## [66] {Ideology=Liberal} => {IntUse=Almost constantly} 0.104 0.58 0.180 1.2 444
## [67] {Politics=The Republican Party} => {Gender=A man} 0.107 0.57 0.186 1.2 454
## [68] {Marr=Divorced} => {Gender=A woman} 0.051 0.58 0.088 1.2 219
## [69] {Income=$100,000 or more} => {IntUse=Almost constantly} 0.190 0.58 0.329 1.2 806
## [70] {IntUse=Almost constantly} => {Income=$100,000 or more} 0.190 0.38 0.495 1.2 806
## [71] {Land=Urban} => {IntUse=Almost constantly} 0.140 0.58 0.244 1.2 597
## [72] {Age=50-64} => {Marr=Married} 0.168 0.65 0.259 1.2 713
## [73] {Marr=Married} => {Age=50-64} 0.168 0.30 0.556 1.2 713
## [74] {Area=Non-metropolitan} => {Gender=A woman} 0.069 0.58 0.119 1.2 293
## [75] {Ideology=Conservative} => {Gender=A man} 0.139 0.57 0.244 1.2 590
## [76] {Edu=College graduate+} => {IntUse=Almost constantly} 0.242 0.57 0.424 1.2 1028
## [77] {IntUse=Almost constantly} => {Edu=College graduate+} 0.242 0.49 0.495 1.2 1028
## [78] {Age=50-64} => {IntUse=Several times a day} 0.123 0.48 0.259 1.1 524
## [79] {Politics=The Republican Party} => {Age=30-49} 0.075 0.40 0.186 1.1 319
## [80] {Income=Less than $30,000} => {Ideology=Moderate} 0.064 0.46 0.140 1.1 273
## [81] {Land=Rural} => {Gender=A woman} 0.128 0.57 0.223 1.1 543
## [82] {Edu=College graduate+} => {Land=Suburban} 0.252 0.59 0.424 1.1 1072
## [83] {Land=Suburban} => {Edu=College graduate+} 0.252 0.48 0.523 1.1 1072
## [84] {Area=Non-metropolitan} => {Born=U.S. } 0.112 0.94 0.119 1.1 476
## [85] {Age=30-49} => {Edu=College graduate+} 0.168 0.48 0.351 1.1 713
## [86] {Edu=College graduate+} => {Age=30-49} 0.168 0.40 0.424 1.1 713
## [87] {Marr=Living with a partner} => {Gender=A woman} 0.052 0.56 0.093 1.1 222
## [88] {Income=Less than $30,000} => {Regn=South} 0.062 0.44 0.140 1.1 263
## [89] {Area=Non-metropolitan} => {Race=No Response} 0.112 0.94 0.119 1.1 478
## [90] {Land=Rural} => {Regn=South} 0.098 0.44 0.223 1.1 417
## [91] {Land=Rural} => {Marr=Married} 0.139 0.62 0.223 1.1 592
## [92] {Politics=The Republican Party} => {IntUse=Several times a day} 0.087 0.46 0.186 1.1 368
## [93] {Land=Rural} => {Born=U.S. } 0.207 0.93 0.223 1.1 882
## [94] {Edu=College graduate+} => {Marr=Married} 0.264 0.62 0.424 1.1 1124
## [95] {Marr=Married} => {Edu=College graduate+} 0.264 0.48 0.556 1.1 1124
## [96] {Edu=H.S. graduate or less} => {Ideology=Moderate} 0.117 0.45 0.262 1.1 498
## [97] {Area=Non-metropolitan} => {Marr=Married} 0.074 0.62 0.119 1.1 314
## [98] {Politics=The Democratic Party} => {Edu=College graduate+} 0.099 0.47 0.208 1.1 419
## [99] {IntUse=Several times a day} => {Marr=Married} 0.256 0.62 0.414 1.1 1089
## [100] {Marr=Married} => {IntUse=Several times a day} 0.256 0.46 0.556 1.1 1089
## [101] {Regn=Northeast} => {Income=$100,000 or more} 0.060 0.37 0.165 1.1 257
## [102] {Age=50-64} => {Politics=No Response} 0.163 0.63 0.259 1.1 693
## [103] {Regn=Midwest} => {Race=No Response} 0.187 0.93 0.202 1.1 794
## [104] {Age=30-49} => {Ideology=Moderate} 0.154 0.44 0.351 1.1 655
## [105] {Ideology=Moderate} => {Age=30-49} 0.154 0.39 0.399 1.1 655
## [106] {Age=65+} => {Race=No Response} 0.231 0.92 0.250 1.1 982
## [107] {Ideology=Liberal} => {Land=Suburban} 0.104 0.58 0.180 1.1 441
## [108] {Age=65+} => {Marr=Married} 0.153 0.61 0.250 1.1 650
## [109] {Regn=Midwest} => {Edu=Some College} 0.069 0.34 0.202 1.1 293
## [110] {Age=18-29} => {Gender=A woman} 0.074 0.55 0.135 1.1 316
## [111] {Land=Urban} => {Area=Metropolitan} 0.236 0.97 0.244 1.1 1003
## [112] {Regn=Northeast} => {Edu=College graduate+} 0.077 0.47 0.165 1.1 327
## [113] {Politics=The Republican Party} => {Edu=Some College} 0.063 0.34 0.186 1.1 270
## [114] {Age=50-64} => {Gender=A man} 0.139 0.54 0.259 1.1 592
## [115] {Regn=Midwest} => {Born=U.S. } 0.183 0.91 0.202 1.1 777
## [116] {Born=Foreign} => {Area=Metropolitan} 0.158 0.96 0.164 1.1 672
## [117] {Land=Suburban} => {Area=Metropolitan} 0.503 0.96 0.523 1.1 2138
## [118] {Area=Metropolitan} => {Land=Suburban} 0.503 0.57 0.881 1.1 2138
## [119] {Land=Urban} => {Ideology=Moderate} 0.106 0.43 0.244 1.1 451
## [120] {Ideology=Conservative} => {Income=$100,000 or more} 0.087 0.36 0.244 1.1 372
## [121] {Regn=West} => {Edu=Some College} 0.082 0.34 0.242 1.1 348
## [122] {Land=Urban} => {Age=30-49} 0.093 0.38 0.244 1.1 395
## [123] {Land=Rural} => {Race=No Response} 0.202 0.91 0.223 1.1 861
## [124] {Regn=West} => {Age=30-49} 0.092 0.38 0.242 1.1 390
## [125] {Regn=West} => {IntUse=Almost constantly} 0.129 0.53 0.242 1.1 549
## [126] {Regn=West} => {Ideology=Moderate} 0.104 0.43 0.242 1.1 442
## [127] {Ideology=Conservative} => {Edu=Some College} 0.082 0.33 0.244 1.1 348
## [128] {Area=Non-metropolitan} => {Regn=South} 0.050 0.42 0.119 1.1 213
## [129] {Race=Mexican} => {Area=Metropolitan} 0.081 0.95 0.085 1.1 344
## [130] {Marr=Never been married} => {Edu=Some College} 0.066 0.33 0.197 1.1 280
## [131] {Age=65+} => {Born=U.S. } 0.223 0.89 0.250 1.1 947
## [132] {Marr=Divorced} => {Born=U.S. } 0.079 0.89 0.088 1.1 335
## [133] {Regn=Midwest} => {IntUse=Several times a day} 0.089 0.44 0.202 1.1 380
## [134] {Land=Urban} => {Gender=A man} 0.128 0.53 0.244 1.1 546
## [135] {Ideology=Very liberal} => {Born=U.S. } 0.066 0.89 0.075 1.1 282
## [136] {Ideology=Conservative} => {Regn=South} 0.102 0.42 0.244 1.1 435
## [137] {IntUse=Several times a day} => {Born=U.S. } 0.368 0.89 0.414 1.1 1563
## [138] {Born=U.S. } => {IntUse=Several times a day} 0.368 0.44 0.830 1.1 1563
## [139] {Marr=Divorced} => {Race=No Response} 0.079 0.90 0.088 1.1 337
## [140] {Ideology=Liberal} => {Gender=A woman} 0.096 0.53 0.180 1.1 409
## [141] {Land=Suburban} => {Marr=Married} 0.310 0.59 0.523 1.1 1320
## [142] {Marr=Married} => {Land=Suburban} 0.310 0.56 0.556 1.1 1320
## [143] {Marr=Never been married} => {Gender=A man} 0.103 0.52 0.197 1.1 438
## [144] {Regn=West} => {Edu=College graduate+} 0.109 0.45 0.242 1.1 465
## [145] {Ideology=Very conservative} => {Born=U.S. } 0.073 0.88 0.083 1.1 310
## [146] {Ideology=Very liberal} => {Area=Metropolitan} 0.070 0.94 0.075 1.1 297
## [147] {Gender=A man} => {Marr=Married} 0.290 0.59 0.491 1.1 1233
## [148] {Marr=Married} => {Gender=A man} 0.290 0.52 0.556 1.1 1233
## [149] {Marr=Living with a partner} => {Born=U.S. } 0.082 0.88 0.093 1.1 347
## [150] {Regn=West} => {Area=Metropolitan} 0.226 0.93 0.242 1.1 960
## [151] {Age=30-49} => {Marr=Married} 0.206 0.59 0.351 1.1 877
## [152] {Marr=Married} => {Age=30-49} 0.206 0.37 0.556 1.1 877
## [153] {Ideology=Moderate} => {IntUse=Almost constantly} 0.209 0.52 0.399 1.1 888
## [154] {IntUse=Almost constantly} => {Ideology=Moderate} 0.209 0.42 0.495 1.1 888
## [155] {Income=$70,000 to less than $80,000} => {Born=U.S. } 0.058 0.88 0.067 1.1 248
## [156] {Edu=College graduate+} => {Race=No Response} 0.376 0.89 0.424 1.1 1599
## [157] {Race=No Response} => {Edu=College graduate+} 0.376 0.45 0.839 1.1 1599
## [158] {IntUse=Several times a day} => {Race=No Response} 0.366 0.89 0.414 1.1 1558
## [159] {Race=No Response} => {IntUse=Several times a day} 0.366 0.44 0.839 1.1 1558
## [160] {Politics=The Republican Party} => {Regn=South} 0.077 0.41 0.186 1.1 327
## [161] {Edu=H.S. graduate or less} => {Born=U.S. } 0.230 0.88 0.262 1.1 977
## [162] {Income=$100,000 or more} => {Area=Metropolitan} 0.305 0.93 0.329 1.1 1299
## [163] {Area=Metropolitan} => {Income=$100,000 or more} 0.305 0.35 0.881 1.1 1299
## [164] {Edu=H.S. graduate or less} => {IntUse=Several times a day} 0.114 0.44 0.262 1.1 486
## [165] {Ideology=Conservative} => {Born=U.S. } 0.213 0.87 0.244 1.1 908
## [166] {Regn=Northeast} => {Race=No Response} 0.146 0.88 0.165 1.1 621
## [167] {Income=$100,000 or more} => {Politics=No Response} 0.197 0.60 0.329 1.1 837
## [168] {Politics=No Response} => {Income=$100,000 or more} 0.197 0.35 0.569 1.1 837
## [169] {Edu=College graduate+} => {Area=Metropolitan} 0.392 0.92 0.424 1.0 1669
## [170] {Area=Metropolitan} => {Edu=College graduate+} 0.392 0.45 0.881 1.0 1669
## [171] {Income=Less than $30,000} => {Born=U.S. } 0.122 0.87 0.140 1.0 520
## [172] {Gender=A woman} => {Ideology=Moderate} 0.209 0.42 0.500 1.0 889
## [173] {Ideology=Moderate} => {Gender=A woman} 0.209 0.52 0.399 1.0 889
## [174] {Ideology=Liberal} => {Area=Metropolitan} 0.166 0.92 0.180 1.0 707
## [175] {Income=$100,000 or more} => {Race=No Response} 0.289 0.88 0.329 1.0 1230
## [176] {Race=No Response} => {Income=$100,000 or more} 0.289 0.34 0.839 1.0 1230
## [177] {Marr=Never been married} => {Area=Metropolitan} 0.182 0.92 0.197 1.0 772
## [178] {Regn=Midwest} => {Marr=Married} 0.117 0.58 0.202 1.0 499
## [179] {Income=$40,000 to less than $50,000} => {Born=U.S. } 0.067 0.87 0.077 1.0 286
## [180] {Politics=The Democratic Party} => {Area=Metropolitan} 0.192 0.92 0.208 1.0 816
## [181] {Marr=Married} => {Politics=No Response} 0.331 0.59 0.556 1.0 1407
## [182] {Politics=No Response} => {Marr=Married} 0.331 0.58 0.569 1.0 1407
## [183] {Race=No Response} => {Born=U.S. } 0.729 0.87 0.839 1.0 3100
## [184] {Born=U.S. } => {Race=No Response} 0.729 0.88 0.830 1.0 3100
## [185] {Politics=The Democratic Party} => {Income=$100,000 or more} 0.071 0.34 0.208 1.0 304
## [186] {Income=$80,000 to less than $90,000} => {Race=No Response} 0.052 0.88 0.059 1.0 220
## [187] {Edu=Some College} => {IntUse=Several times a day} 0.134 0.43 0.311 1.0 571
## [188] {IntUse=Several times a day} => {Edu=Some College} 0.134 0.32 0.414 1.0 571
## [189] {Ideology=Conservative} => {Race=No Response} 0.214 0.88 0.244 1.0 910
## [190] {Age=50-64} => {Edu=Some College} 0.084 0.32 0.259 1.0 358
## [191] {Regn=Northeast} => {Area=Metropolitan} 0.152 0.92 0.165 1.0 645
## [192] {Age=18-29} => {Born=U.S. } 0.117 0.86 0.135 1.0 497
## [193] {Regn=Midwest} => {Gender=A man} 0.103 0.51 0.202 1.0 438
## [194] {Politics=The Republican Party} => {Land=Suburban} 0.101 0.54 0.186 1.0 431
## [195] {Regn=West} => {Land=Suburban} 0.131 0.54 0.242 1.0 559
## [196] {Age=30-49} => {Regn=South} 0.142 0.41 0.351 1.0 605
## [197] {Regn=South} => {Age=30-49} 0.142 0.36 0.391 1.0 605
## [198] {Politics=The Republican Party} => {Marr=Married} 0.107 0.58 0.186 1.0 457
## [199] {IntUse=Almost constantly} => {Land=Suburban} 0.268 0.54 0.495 1.0 1141
## [200] {Land=Suburban} => {IntUse=Almost constantly} 0.268 0.51 0.523 1.0 1141
## [201] {Income=$60,000 to less than $70,000} => {Born=U.S. } 0.059 0.86 0.069 1.0 251
## [202] {Born=U.S. } => {Edu=Some College} 0.267 0.32 0.830 1.0 1137
## [203] {Edu=Some College} => {Born=U.S. } 0.267 0.86 0.311 1.0 1137
## [204] {Gender=A woman} => {Politics=No Response} 0.294 0.59 0.500 1.0 1252
## [205] {Politics=No Response} => {Gender=A woman} 0.294 0.52 0.569 1.0 1252
## [206] {Land=Rural} => {Edu=Some College} 0.072 0.32 0.223 1.0 305
## [207] {Regn=West} => {Marr=Married} 0.139 0.57 0.242 1.0 591
## [208] {Income=$50,000 to less than $60,000} => {Born=U.S. } 0.062 0.86 0.072 1.0 264
## [209] {Area=Metropolitan} => {IntUse=Almost constantly} 0.450 0.51 0.881 1.0 1914
## [210] {IntUse=Almost constantly} => {Area=Metropolitan} 0.450 0.91 0.495 1.0 1914
## [211] {Age=65+} => {Land=Suburban} 0.135 0.54 0.250 1.0 573
## [212] {Income=$80,000 to less than $90,000} => {Born=U.S. } 0.051 0.86 0.059 1.0 215
## [213] {Politics=The Republican Party} => {Born=U.S. } 0.160 0.86 0.186 1.0 679
## [214] {Marr=Never been married} => {Born=U.S. } 0.168 0.86 0.197 1.0 716
## [215] {Age=50-64} => {Ideology=Moderate} 0.107 0.41 0.259 1.0 453
## [216] {Regn=Midwest} => {Politics=No Response} 0.118 0.59 0.202 1.0 502
## [217] {Land=Suburban} => {Gender=A man} 0.265 0.51 0.523 1.0 1125
## [218] {Gender=A man} => {Land=Suburban} 0.265 0.54 0.491 1.0 1125
## [219] {Land=Rural} => {Politics=No Response} 0.130 0.59 0.223 1.0 555
## [220] {Edu=H.S. graduate or less} => {Regn=South} 0.106 0.40 0.262 1.0 449
## [221] {Age=30-49} => {Gender=A woman} 0.180 0.51 0.351 1.0 767
## [222] {Gender=A woman} => {Age=30-49} 0.180 0.36 0.500 1.0 767
## [223] {Politics=The Democratic Party} => {Land=Suburban} 0.112 0.54 0.208 1.0 476
## [224] {Regn=Northeast} => {Land=Suburban} 0.089 0.54 0.165 1.0 378
## [225] {Politics=The Democratic Party} => {Edu=Some College} 0.067 0.32 0.208 1.0 283
## [226] {IntUse=Several times a day} => {Politics=No Response} 0.242 0.58 0.414 1.0 1028
## [227] {Politics=No Response} => {IntUse=Several times a day} 0.242 0.42 0.569 1.0 1028
## [228] {Ideology=Very conservative} => {Race=No Response} 0.071 0.86 0.083 1.0 302
## [229] {Age=18-29} => {Ideology=Moderate} 0.055 0.41 0.135 1.0 235
## [230] {Age=18-29} => {Area=Metropolitan} 0.122 0.90 0.135 1.0 519
## [231] {Politics=No Response} => {Race=No Response} 0.488 0.86 0.569 1.0 2077
## [232] {Race=No Response} => {Politics=No Response} 0.488 0.58 0.839 1.0 2077
## [233] {Regn=Northeast} => {Politics=No Response} 0.096 0.58 0.165 1.0 409
## [234] {Age=50-64} => {Race=No Response} 0.223 0.86 0.259 1.0 947
## [235] {Edu=College graduate+} => {Politics=No Response} 0.247 0.58 0.424 1.0 1050
## [236] {Politics=No Response} => {Edu=College graduate+} 0.247 0.43 0.569 1.0 1050
## [237] {Politics=No Response} => {Born=U.S. } 0.483 0.85 0.569 1.0 2053
## [238] {Born=U.S. } => {Politics=No Response} 0.483 0.58 0.830 1.0 2053
## [239] {Gender=A man} => {Area=Metropolitan} 0.442 0.90 0.491 1.0 1880
## [240] {Area=Metropolitan} => {Gender=A man} 0.442 0.50 0.881 1.0 1880
## [241] {Marr=Married} => {Race=No Response} 0.477 0.86 0.556 1.0 2028
## [242] {Race=No Response} => {Marr=Married} 0.477 0.57 0.839 1.0 2028
## [243] {Born=Foreign} => {Land=Suburban} 0.088 0.53 0.164 1.0 373
## [244] {Land=Urban} => {Edu=College graduate+} 0.106 0.43 0.244 1.0 449
## [245] {Regn=Northeast} => {Gender=A woman} 0.084 0.51 0.165 1.0 358
## [246] {Area=Non-metropolitan} => {Politics=No Response} 0.069 0.58 0.119 1.0 293
## [247] {Land=Suburban} => {Race=No Response} 0.446 0.85 0.523 1.0 1898
## [248] {Race=No Response} => {Land=Suburban} 0.446 0.53 0.839 1.0 1898
## [249] {Area=Metropolitan} => {Age=30-49} 0.314 0.36 0.881 1.0 1335
## [250] {Age=30-49} => {Area=Metropolitan} 0.314 0.90 0.351 1.0 1335
## [251] {Born=Foreign} => {Gender=A man} 0.082 0.50 0.164 1.0 349
## [252] {Regn=South} => {IntUse=Almost constantly} 0.197 0.50 0.391 1.0 837
## [253] {IntUse=Almost constantly} => {Regn=South} 0.197 0.40 0.495 1.0 837
## [254] {Age=65+} => {Gender=A man} 0.125 0.50 0.250 1.0 530
## [255] {Gender=A woman} => {Race=No Response} 0.426 0.85 0.500 1.0 1813
## [256] {Race=No Response} => {Gender=A woman} 0.426 0.51 0.839 1.0 1813
## [257] {Regn=South} => {Gender=A woman} 0.198 0.51 0.391 1.0 844
## [258] {Gender=A woman} => {Regn=South} 0.198 0.40 0.500 1.0 844
## [259] {Marr=Never been married} => {Ideology=Moderate} 0.079 0.40 0.197 1.0 338
## [260] {Income=$60,000 to less than $70,000} => {Area=Metropolitan} 0.061 0.89 0.069 1.0 260
## [261] {Land=Suburban} => {Age=30-49} 0.185 0.35 0.523 1.0 788
## [262] {Age=30-49} => {Land=Suburban} 0.185 0.53 0.351 1.0 788
## [263] {Ideology=Moderate} => {Area=Metropolitan} 0.355 0.89 0.399 1.0 1508
## [264] {Area=Metropolitan} => {Ideology=Moderate} 0.355 0.40 0.881 1.0 1508
## [265] {IntUse=Several times a day} => {Gender=A man} 0.205 0.50 0.414 1.0 872
## [266] {Gender=A man} => {IntUse=Several times a day} 0.205 0.42 0.491 1.0 872
## [267] {Ideology=Liberal} => {Age=30-49} 0.064 0.35 0.180 1.0 271
## [268] {Ideology=Moderate} => {Land=Suburban} 0.210 0.53 0.399 1.0 895
## [269] {Land=Suburban} => {Ideology=Moderate} 0.210 0.40 0.523 1.0 895
## [270] {Ideology=Moderate} => {Edu=Some College} 0.125 0.31 0.399 1.0 532
## [271] {Edu=Some College} => {Ideology=Moderate} 0.125 0.40 0.311 1.0 532
## [272] {Edu=H.S. graduate or less} => {Gender=A woman} 0.132 0.50 0.262 1.0 562
## [273] {Regn=South} => {Born=U.S. } 0.326 0.83 0.391 1.0 1388
## [274] {Born=U.S. } => {Regn=South} 0.326 0.39 0.830 1.0 1388
## [275] {Regn=West} => {Gender=A man} 0.119 0.49 0.242 1.0 508
## [276] {Regn=Northeast} => {IntUse=Several times a day} 0.069 0.42 0.165 1.0 292
## [277] {Politics=The Republican Party} => {Race=No Response} 0.157 0.84 0.186 1.0 668
## [278] {Gender=A man} => {Edu=College graduate+} 0.209 0.43 0.491 1.0 889
## [279] {Edu=College graduate+} => {Gender=A man} 0.209 0.49 0.424 1.0 889
## [280] {Income=$50,000 to less than $60,000} => {Area=Metropolitan} 0.064 0.88 0.072 1.0 272
## [281] {Income=$90,000 to less than $100,000} => {Area=Metropolitan} 0.051 0.88 0.058 1.0 218
## [282] {Edu=H.S. graduate or less} => {Politics=No Response} 0.150 0.57 0.262 1.0 636
## [283] {Income=$70,000 to less than $80,000} => {Race=No Response} 0.056 0.84 0.067 1.0 238
## [284] {Gender=A woman} => {Born=U.S. } 0.416 0.83 0.500 1.0 1769
## [285] {Born=U.S. } => {Gender=A woman} 0.416 0.50 0.830 1.0 1769
## [286] {Marr=Divorced} => {Politics=No Response} 0.050 0.57 0.088 1.0 214
## [287] {Gender=A man} => {IntUse=Almost constantly} 0.243 0.50 0.491 1.0 1035
## [288] {IntUse=Almost constantly} => {Gender=A man} 0.243 0.49 0.495 1.0 1035
## [289] {Edu=Some College} => {Gender=A woman} 0.156 0.50 0.311 1.0 662
## [290] {Gender=A woman} => {Edu=Some College} 0.156 0.31 0.500 1.0 662
## Warning: Too many rules supplied. Only plotting the best 100 using 'lift'
## (change control parameter max if needed).
## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.3 0.1 1 none FALSE TRUE 5 0.05 3
## maxlen target ext
## 3 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 212
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[73 item(s), 4253 transaction(s)] done [0.00s].
## sorting and recoding items ... [45 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3## Warning in apriori(data5_major, parameter = list(minlen = 3, maxlen = 3, :
## Mining stopped (maxlen reached). Only patterns up to a length of 3 returned!## done [0.00s].
## writing ... [3271 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Marr=Never been married,
## IntUse=Almost constantly} => {Age=18-29} 0.065 0.52 0.125 3.9 278
## [2] {Land=Rural,
## Race=No Response} => {Area=Non-metropolitan} 0.085 0.42 0.202 3.5 362
## [3] {Area=Non-metropolitan,
## Marr=Married} => {Land=Rural} 0.058 0.78 0.074 3.5 246
## [4] {Land=Rural,
## Marr=Married} => {Area=Non-metropolitan} 0.058 0.42 0.139 3.5 246
## [5] {Area=Non-metropolitan,
## Politics=No Response} => {Land=Rural} 0.053 0.77 0.069 3.5 226
## [6] {Land=Rural,
## Born=U.S. } => {Area=Non-metropolitan} 0.085 0.41 0.207 3.4 362
## [7] {Land=Rural,
## Gender=A woman} => {Area=Non-metropolitan} 0.052 0.41 0.128 3.4 222
## [8] {Land=Rural,
## Politics=No Response} => {Area=Non-metropolitan} 0.053 0.41 0.130 3.4 226
## [9] {Area=Non-metropolitan,
## Born=U.S. } => {Land=Rural} 0.085 0.76 0.112 3.4 362
## [10] {Area=Non-metropolitan,
## Gender=A woman} => {Land=Rural} 0.052 0.76 0.069 3.4 222
## [11] {Area=Non-metropolitan,
## Race=No Response} => {Land=Rural} 0.085 0.76 0.112 3.4 362
## [12] {Age=18-29,
## IntUse=Almost constantly} => {Marr=Never been married} 0.065 0.64 0.102 3.3 278
## [13] {Area=Metropolitan,
## Age=18-29} => {Marr=Never been married} 0.077 0.63 0.122 3.2 326
## [14] {Area=Metropolitan,
## Marr=Never been married} => {Age=18-29} 0.077 0.42 0.182 3.1 326
## [15] {Born=U.S. ,
## Marr=Never been married} => {Age=18-29} 0.068 0.41 0.168 3.0 291
## [16] {Age=18-29,
## Born=U.S. } => {Marr=Never been married} 0.068 0.59 0.117 3.0 291
## [17] {Age=18-29,
## Race=No Response} => {Marr=Never been married} 0.059 0.58 0.102 3.0 252
## [18] {Race=No Response,
## Marr=Never been married} => {Age=18-29} 0.059 0.38 0.157 2.8 252
## [19] {Born=U.S. ,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.068 0.56 0.122 2.1 289
## [20] {Area=Metropolitan,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.062 0.54 0.116 2.0 264
## [21] {Race=No Response,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.059 0.53 0.111 2.0 253
## [22] {Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.168 0.64 0.264 1.9 716
## [23] {Age=50-64,
## Edu=College graduate+} => {Income=$100,000 or more} 0.063 0.62 0.103 1.9 270
## [24] {Edu=College graduate+,
## Born=Foreign} => {Income=$100,000 or more} 0.055 0.61 0.091 1.8 235
## [25] {Born=Foreign,
## Income=$100,000 or more} => {Edu=College graduate+} 0.055 0.78 0.071 1.8 235
## [26] {Age=30-49,
## Edu=College graduate+} => {Income=$100,000 or more} 0.101 0.60 0.168 1.8 430
## [27] {Income=$100,000 or more,
## Ideology=Liberal} => {Edu=College graduate+} 0.056 0.78 0.072 1.8 237
## [28] {Regn=West,
## Edu=College graduate+} => {Income=$100,000 or more} 0.066 0.60 0.109 1.8 280
## [29] {Land=Suburban,
## Edu=College graduate+} => {Income=$100,000 or more} 0.147 0.58 0.252 1.8 627
## [30] {Edu=H.S. graduate or less,
## Marr=Married} => {Land=Rural} 0.051 0.40 0.128 1.8 216
## [31] {Edu=College graduate+,
## Ideology=Moderate} => {Politics=The Democratic Party} 0.057 0.37 0.156 1.8 243
## [32] {Gender=A man,
## Edu=College graduate+} => {Income=$100,000 or more} 0.121 0.58 0.209 1.8 513
## [33] {Politics=The Democratic Party,
## Income=$100,000 or more} => {Edu=College graduate+} 0.053 0.74 0.071 1.7 225
## [34] {Age=30-49,
## Income=$100,000 or more} => {Edu=College graduate+} 0.101 0.74 0.137 1.7 430
## [35] {Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.137 0.57 0.242 1.7 584
## [36] {Gender=A woman,
## Income=$100,000 or more} => {Edu=College graduate+} 0.100 0.73 0.137 1.7 424
## [37] {Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.137 0.72 0.190 1.7 584
## [38] {Land=Urban,
## Born=U.S. } => {Marr=Never been married} 0.061 0.33 0.182 1.7 259
## [39] {Land=Urban,
## Income=$100,000 or more} => {Edu=College graduate+} 0.050 0.72 0.070 1.7 214
## [40] {Land=Suburban,
## Income=$100,000 or more} => {Edu=College graduate+} 0.147 0.71 0.209 1.7 627
## [41] {Land=Rural,
## Politics=No Response} => {Ideology=Conservative} 0.053 0.41 0.130 1.7 225
## [42] {Edu=H.S. graduate or less,
## Race=No Response} => {Land=Rural} 0.078 0.37 0.212 1.7 333
## [43] {Edu=College graduate+,
## Ideology=Liberal} => {Income=$100,000 or more} 0.056 0.54 0.103 1.6 237
## [44] {Edu=College graduate+,
## Ideology=Conservative} => {Income=$100,000 or more} 0.051 0.54 0.095 1.6 219
## [45] {Regn=South,
## Income=$100,000 or more} => {Edu=College graduate+} 0.081 0.70 0.117 1.6 345
## [46] {Area=Metropolitan,
## Edu=College graduate+} => {Income=$100,000 or more} 0.211 0.54 0.392 1.6 898
## [47] {Edu=College graduate+,
## Ideology=Moderate} => {Income=$100,000 or more} 0.084 0.54 0.156 1.6 356
## [48] {Race=No Response,
## Income=$100,000 or more} => {Edu=College graduate+} 0.201 0.69 0.289 1.6 853
## [49] {Edu=College graduate+,
## Politics=The Democratic Party} => {Income=$100,000 or more} 0.053 0.54 0.099 1.6 225
## [50] {Area=Metropolitan,
## Income=$100,000 or more} => {Edu=College graduate+} 0.211 0.69 0.305 1.6 898
## [51] {Age=18-29,
## Marr=Never been married} => {IntUse=Almost constantly} 0.065 0.80 0.081 1.6 278
## [52] {Edu=College graduate+,
## Race=No Response} => {Income=$100,000 or more} 0.201 0.53 0.376 1.6 853
## [53] {Regn=West,
## Income=$100,000 or more} => {Edu=College graduate+} 0.066 0.69 0.096 1.6 280
## [54] {Area=Metropolitan,
## Marr=Never been married} => {Land=Urban} 0.071 0.39 0.182 1.6 304
## [55] {Edu=College graduate+,
## Politics=No Response} => {Income=$100,000 or more} 0.131 0.53 0.247 1.6 557
## [56] {Age=50-64,
## Marr=Married} => {Income=$100,000 or more} 0.089 0.53 0.168 1.6 378
## [57] {Land=Rural,
## Marr=Married} => {Ideology=Conservative} 0.055 0.39 0.139 1.6 232
## [58] {Income=$100,000 or more,
## Ideology=Moderate} => {Edu=College graduate+} 0.084 0.68 0.123 1.6 356
## [59] {Edu=H.S. graduate or less,
## Born=U.S. } => {Land=Rural} 0.082 0.36 0.230 1.6 349
## [60] {Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.137 0.53 0.261 1.6 583
## [61] {Land=Suburban,
## Marr=Married} => {Income=$100,000 or more} 0.163 0.52 0.310 1.6 693
## [62] {Land=Urban,
## Race=No Response} => {Marr=Never been married} 0.057 0.31 0.182 1.6 242
## [63] {Marr=Married,
## Income=$100,000 or more} => {Edu=College graduate+} 0.168 0.68 0.249 1.6 716
## [64] {Race=No Response,
## Born=Foreign} => {Income=$100,000 or more} 0.056 0.52 0.107 1.6 239
## [65] {Born=Foreign,
## Marr=Married} => {Income=$100,000 or more} 0.056 0.52 0.107 1.6 238
## [66] {Area=Metropolitan,
## Land=Rural} => {Edu=H.S. graduate or less} 0.055 0.42 0.133 1.6 235
## [67] {Age=30-49,
## Born=Foreign} => {IntUse=Almost constantly} 0.057 0.78 0.073 1.6 241
## [68] {Born=Foreign,
## Income=$100,000 or more} => {IntUse=Almost constantly} 0.055 0.78 0.071 1.6 235
## [69] {Politics=No Response,
## Income=$100,000 or more} => {Edu=College graduate+} 0.131 0.67 0.197 1.6 557
## [70] {Race=No Response,
## Born=Foreign} => {Edu=College graduate+} 0.071 0.67 0.107 1.6 304
## [71] {Age=65+,
## Edu=College graduate+} => {IntUse=Several times a day} 0.060 0.65 0.093 1.6 255
## [72] {Age=30-49,
## Marr=Married} => {Income=$100,000 or more} 0.106 0.51 0.206 1.6 451
## [73] {Land=Suburban,
## Age=18-29} => {IntUse=Almost constantly} 0.050 0.77 0.065 1.6 214
## [74] {Regn=West,
## Marr=Married} => {Income=$100,000 or more} 0.071 0.51 0.139 1.6 303
## [75] {Marr=Married,
## Politics=The Democratic Party} => {Ideology=Moderate} 0.062 0.62 0.100 1.5 262
## [76] {Area=Metropolitan,
## Born=Foreign} => {Land=Urban} 0.059 0.38 0.158 1.5 253
## [77] {Marr=Married,
## Ideology=Liberal} => {Edu=College graduate+} 0.058 0.66 0.089 1.5 247
## [78] {Age=65+,
## Marr=Married} => {Ideology=Conservative} 0.058 0.38 0.153 1.5 245
## [79] {Area=Metropolitan,
## Age=18-29} => {IntUse=Almost constantly} 0.093 0.76 0.122 1.5 396
## [80] {Area=Metropolitan,
## Land=Urban} => {Marr=Never been married} 0.071 0.30 0.236 1.5 304
## [81] {Politics=No Response,
## IntUse=Several times a day} => {Age=65+} 0.093 0.38 0.242 1.5 394
## [82] {Age=50-64,
## Income=$100,000 or more} => {Marr=Married} 0.089 0.85 0.104 1.5 378
## [83] {Edu=College graduate+,
## Born=Foreign} => {IntUse=Almost constantly} 0.069 0.76 0.091 1.5 294
## [84] {Age=65+,
## Politics=No Response} => {Ideology=Conservative} 0.063 0.37 0.168 1.5 267
## [85] {Gender=A man,
## Ideology=Moderate} => {Politics=The Democratic Party} 0.060 0.32 0.188 1.5 254
## [86] {Gender=A man,
## Marr=Married} => {Income=$100,000 or more} 0.145 0.50 0.290 1.5 618
## [87] {Income=$100,000 or more,
## IntUse=Almost constantly} => {Age=30-49} 0.101 0.53 0.190 1.5 430
## [88] {Born=U.S. ,
## Income=$100,000 or more} => {Edu=College graduate+} 0.166 0.65 0.257 1.5 705
## [89] {Ideology=Moderate,
## IntUse=Almost constantly} => {Politics=The Democratic Party} 0.066 0.32 0.209 1.5 281
## [90] {Edu=College graduate+,
## Born=U.S. } => {Income=$100,000 or more} 0.166 0.50 0.332 1.5 705
## [91] {Edu=H.S. graduate or less,
## Politics=No Response} => {Land=Rural} 0.051 0.34 0.150 1.5 215
## [92] {Land=Rural,
## Born=U.S. } => {Edu=H.S. graduate or less} 0.082 0.40 0.207 1.5 349
## [93] {Regn=South,
## Edu=College graduate+} => {Income=$100,000 or more} 0.081 0.50 0.164 1.5 345
## [94] {Land=Suburban,
## Ideology=Moderate} => {Politics=The Democratic Party} 0.066 0.31 0.210 1.5 280
## [95] {Marr=Married,
## Ideology=Conservative} => {Land=Rural} 0.055 0.33 0.163 1.5 232
## [96] {Edu=H.S. graduate or less,
## Politics=No Response} => {Age=65+} 0.056 0.37 0.150 1.5 238
## [97] {Income=$100,000 or more,
## IntUse=Several times a day} => {Age=50-64} 0.051 0.39 0.131 1.5 217
## [98] {Gender=A man,
## Income=$100,000 or more} => {Edu=College graduate+} 0.121 0.63 0.190 1.5 513
## [99] {Born=Foreign,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.055 0.49 0.112 1.5 235
## [100] {Age=30-49,
## Politics=The Democratic Party} => {IntUse=Almost constantly} 0.063 0.74 0.086 1.5 269## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.3 0.1 1 none FALSE TRUE 5 0.05 4
## maxlen target ext
## 4 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 212
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[73 item(s), 4253 transaction(s)] done [0.00s].
## sorting and recoding items ... [45 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4## Warning in apriori(data5_major, parameter = list(minlen = 4, maxlen = 4, :
## Mining stopped (maxlen reached). Only patterns up to a length of 4 returned!## done [0.01s].
## writing ... [7081 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Area=Metropolitan,
## Marr=Never been married,
## IntUse=Almost constantly} => {Age=18-29} 0.061 0.52 0.117 3.9 259
## [2] {Born=U.S. ,
## Marr=Never been married,
## IntUse=Almost constantly} => {Age=18-29} 0.054 0.52 0.103 3.8 229
## [3] {Land=Rural,
## Race=No Response,
## Marr=Married} => {Area=Non-metropolitan} 0.056 0.43 0.128 3.6 237
## [4] {Land=Rural,
## Race=No Response,
## Born=U.S. } => {Area=Non-metropolitan} 0.082 0.42 0.194 3.6 349
## [5] {Area=Non-metropolitan,
## Born=U.S. ,
## Marr=Married} => {Land=Rural} 0.055 0.79 0.069 3.6 232
## [6] {Land=Rural,
## Born=U.S. ,
## Marr=Married} => {Area=Non-metropolitan} 0.055 0.42 0.129 3.6 232
## [7] {Area=Non-metropolitan,
## Race=No Response,
## Marr=Married} => {Land=Rural} 0.056 0.79 0.071 3.5 237
## [8] {Land=Rural,
## Race=No Response,
## Politics=No Response} => {Area=Non-metropolitan} 0.051 0.42 0.122 3.5 218
## [9] {Land=Rural,
## Born=U.S. ,
## Politics=No Response} => {Area=Non-metropolitan} 0.051 0.41 0.124 3.5 218
## [10] {Area=Non-metropolitan,
## Race=No Response,
## Politics=No Response} => {Land=Rural} 0.051 0.77 0.066 3.5 218
## [11] {Area=Non-metropolitan,
## Born=U.S. ,
## Politics=No Response} => {Land=Rural} 0.051 0.77 0.067 3.5 218
## [12] {Area=Non-metropolitan,
## Race=No Response,
## Born=U.S. } => {Land=Rural} 0.082 0.77 0.107 3.4 349
## [13] {Area=Metropolitan,
## Age=18-29,
## IntUse=Almost constantly} => {Marr=Never been married} 0.061 0.65 0.093 3.3 259
## [14] {Age=18-29,
## Born=U.S. ,
## IntUse=Almost constantly} => {Marr=Never been married} 0.054 0.63 0.086 3.2 229
## [15] {Area=Metropolitan,
## Age=18-29,
## Born=U.S. } => {Marr=Never been married} 0.064 0.62 0.104 3.1 273
## [16] {Area=Metropolitan,
## Age=18-29,
## Race=No Response} => {Marr=Never been married} 0.055 0.61 0.091 3.1 236
## [17] {Area=Metropolitan,
## Born=U.S. ,
## Marr=Never been married} => {Age=18-29} 0.064 0.41 0.155 3.1 273
## [18] {Area=Metropolitan,
## Race=No Response,
## Marr=Never been married} => {Age=18-29} 0.055 0.39 0.144 2.9 236
## [19] {Age=50-64,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.053 0.73 0.074 2.2 227
## [20] {Edu=College graduate+,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.102 0.71 0.143 2.2 433
## [21] {Land=Suburban,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.118 0.69 0.170 2.1 503
## [22] {Age=30-49,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.079 0.69 0.114 2.1 335
## [23] {Race=No Response,
## Born=U.S. ,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.057 0.55 0.103 2.1 241
## [24] {Area=Metropolitan,
## Born=U.S. ,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.054 0.55 0.099 2.1 229
## [25] {Gender=A man,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.091 0.67 0.136 2.0 386
## [26] {Area=Metropolitan,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.160 0.66 0.241 2.0 679
## [27] {Age=30-49,
## Gender=A man,
## Edu=College graduate+} => {Income=$100,000 or more} 0.055 0.66 0.083 2.0 233
## [28] {Edu=College graduate+,
## Marr=Married,
## Ideology=Moderate} => {Income=$100,000 or more} 0.064 0.66 0.097 2.0 272
## [29] {Land=Suburban,
## Age=30-49,
## Edu=College graduate+} => {Income=$100,000 or more} 0.068 0.66 0.104 2.0 290
## [30] {Edu=College graduate+,
## Marr=Married,
## Politics=No Response} => {Income=$100,000 or more} 0.102 0.64 0.158 2.0 432
## [31] {Age=30-49,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.077 0.64 0.120 2.0 329
## [32] {Edu=College graduate+,
## Race=No Response,
## Marr=Married} => {Income=$100,000 or more} 0.153 0.64 0.238 2.0 649
## [33] {Age=50-64,
## Edu=College graduate+,
## Race=No Response} => {Income=$100,000 or more} 0.058 0.63 0.092 1.9 247
## [34] {Area=Metropolitan,
## Age=50-64,
## Edu=College graduate+} => {Income=$100,000 or more} 0.059 0.63 0.093 1.9 250
## [35] {Land=Suburban,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.089 0.62 0.142 1.9 378
## [36] {Age=30-49,
## Edu=College graduate+,
## Politics=No Response} => {Income=$100,000 or more} 0.056 0.62 0.090 1.9 237
## [37] {Land=Suburban,
## Gender=A man,
## Edu=College graduate+} => {Income=$100,000 or more} 0.080 0.62 0.128 1.9 339
## [38] {Edu=College graduate+,
## Born=U.S. ,
## Marr=Married} => {Income=$100,000 or more} 0.123 0.62 0.198 1.9 523
## [39] {Age=30-49,
## Gender=A man,
## Marr=Married} => {Income=$100,000 or more} 0.063 0.62 0.101 1.9 267
## [40] {Gender=A man,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.078 0.62 0.126 1.9 331
## [41] {Area=Metropolitan,
## Age=30-49,
## Edu=College graduate+} => {Income=$100,000 or more} 0.098 0.62 0.158 1.9 415
## [42] {Regn=West,
## Edu=College graduate+,
## Race=No Response} => {Income=$100,000 or more} 0.057 0.62 0.092 1.9 243
## [43] {Land=Suburban,
## Edu=College graduate+,
## Ideology=Moderate} => {Income=$100,000 or more} 0.059 0.62 0.096 1.9 251
## [44] {Land=Suburban,
## Age=50-64,
## Marr=Married} => {Income=$100,000 or more} 0.055 0.62 0.090 1.9 236
## [45] {Area=Metropolitan,
## Regn=West,
## Edu=College graduate+} => {Income=$100,000 or more} 0.063 0.61 0.102 1.9 267
## [46] {Race=No Response,
## Income=$100,000 or more,
## Ideology=Liberal} => {Edu=College graduate+} 0.051 0.79 0.065 1.9 219
## [47] {Age=30-49,
## Edu=College graduate+,
## Race=No Response} => {Income=$100,000 or more} 0.091 0.61 0.148 1.9 385
## [48] {Gender=A man,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.081 0.61 0.132 1.9 344
## [49] {Regn=South,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.063 0.61 0.103 1.8 267
## [50] {Area=Metropolitan,
## Edu=College graduate+,
## Born=Foreign} => {Income=$100,000 or more} 0.053 0.60 0.088 1.8 226
## [51] {Area=Metropolitan,
## Income=$100,000 or more,
## Ideology=Liberal} => {Edu=College graduate+} 0.053 0.78 0.068 1.8 226
## [52] {Gender=A woman,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.077 0.60 0.127 1.8 327
## [53] {Land=Suburban,
## Age=30-49,
## Income=$100,000 or more} => {Edu=College graduate+} 0.068 0.78 0.088 1.8 290
## [54] {Area=Metropolitan,
## Born=Foreign,
## Income=$100,000 or more} => {Edu=College graduate+} 0.053 0.78 0.068 1.8 226
## [55] {Land=Suburban,
## Age=30-49,
## Marr=Married} => {Income=$100,000 or more} 0.071 0.60 0.118 1.8 300
## [56] {Age=30-49,
## Race=No Response,
## Income=$100,000 or more} => {Edu=College graduate+} 0.091 0.77 0.118 1.8 385
## [57] {Land=Suburban,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.092 0.59 0.155 1.8 392
## [58] {Age=30-49,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.077 0.77 0.101 1.8 329
## [59] {Age=50-64,
## Gender=A man,
## Marr=Married} => {Income=$100,000 or more} 0.054 0.59 0.091 1.8 230
## [60] {Gender=A woman,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.058 0.76 0.076 1.8 247
## [61] {Edu=College graduate+,
## Race=No Response,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.122 0.59 0.206 1.8 517
## [62] {Area=Metropolitan,
## Edu=College graduate+,
## Ideology=Moderate} => {Politics=The Democratic Party} 0.054 0.37 0.145 1.8 229
## [63] {Land=Suburban,
## Edu=College graduate+,
## Race=No Response} => {Income=$100,000 or more} 0.134 0.59 0.227 1.8 568
## [64] {Area=Metropolitan,
## Land=Suburban,
## Edu=College graduate+} => {Income=$100,000 or more} 0.144 0.59 0.245 1.8 613
## [65] {Land=Suburban,
## Gender=A woman,
## Income=$100,000 or more} => {Edu=College graduate+} 0.067 0.76 0.088 1.8 283
## [66] {Gender=A man,
## Edu=College graduate+,
## Race=No Response} => {Income=$100,000 or more} 0.105 0.59 0.178 1.8 445
## [67] {Area=Metropolitan,
## Gender=A man,
## Edu=College graduate+} => {Income=$100,000 or more} 0.115 0.58 0.197 1.8 490
## [68] {Age=30-49,
## Edu=College graduate+,
## Born=U.S. } => {Income=$100,000 or more} 0.072 0.58 0.124 1.8 307
## [69] {Area=Metropolitan,
## Age=30-49,
## Income=$100,000 or more} => {Edu=College graduate+} 0.098 0.75 0.130 1.8 415
## [70] {Race=No Response,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.122 0.75 0.162 1.8 517
## [71] {Regn=South,
## Land=Suburban,
## Edu=College graduate+} => {Income=$100,000 or more} 0.057 0.58 0.098 1.8 242
## [72] {Gender=A woman,
## Marr=Married,
## Income=$100,000 or more} => {Edu=College graduate+} 0.077 0.75 0.103 1.8 327
## [73] {Area=Metropolitan,
## Gender=A woman,
## Income=$100,000 or more} => {Edu=College graduate+} 0.095 0.75 0.127 1.8 402
## [74] {Area=Metropolitan,
## Politics=The Democratic Party,
## Income=$100,000 or more} => {Edu=College graduate+} 0.051 0.74 0.068 1.8 216
## [75] {Edu=College graduate+,
## Ideology=Moderate,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.055 0.58 0.095 1.8 233
## [76] {Edu=College graduate+,
## Politics=No Response,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.079 0.58 0.138 1.8 337
## [77] {Age=30-49,
## Marr=Married,
## Income=$100,000 or more} => {Edu=College graduate+} 0.079 0.74 0.106 1.8 335
## [78] {Marr=Married,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.102 0.74 0.137 1.7 433
## [79] {Area=Metropolitan,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.131 0.58 0.228 1.7 557
## [80] {Land=Suburban,
## Edu=College graduate+,
## Politics=No Response} => {Income=$100,000 or more} 0.083 0.57 0.145 1.7 354
## [81] {Land=Suburban,
## Gender=A man,
## Marr=Married} => {Income=$100,000 or more} 0.094 0.57 0.164 1.7 401
## [82] {Age=30-49,
## Politics=No Response,
## Income=$100,000 or more} => {Edu=College graduate+} 0.056 0.74 0.075 1.7 237
## [83] {Land=Suburban,
## Edu=College graduate+,
## IntUse=Several times a day} => {Income=$100,000 or more} 0.056 0.57 0.098 1.7 239
## [84] {Age=30-49,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.077 0.57 0.134 1.7 326
## [85] {Edu=College graduate+,
## Marr=Married,
## IntUse=Several times a day} => {Income=$100,000 or more} 0.064 0.57 0.111 1.7 271
## [86] {Gender=A woman,
## Race=No Response,
## Income=$100,000 or more} => {Edu=College graduate+} 0.095 0.74 0.128 1.7 402
## [87] {Land=Suburban,
## Edu=College graduate+,
## Born=U.S. } => {Income=$100,000 or more} 0.111 0.57 0.196 1.7 473
## [88] {Land=Suburban,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.089 0.73 0.122 1.7 378
## [89] {Area=Metropolitan,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.131 0.73 0.179 1.7 557
## [90] {Edu=H.S. graduate or less,
## Race=No Response,
## Born=U.S. } => {Land=Rural} 0.076 0.38 0.200 1.7 325
## [91] {Regn=South,
## Race=No Response,
## Income=$100,000 or more} => {Edu=College graduate+} 0.074 0.73 0.101 1.7 314
## [92] {Edu=College graduate+,
## Race=No Response,
## Ideology=Liberal} => {Income=$100,000 or more} 0.051 0.56 0.091 1.7 219
## [93] {Race=No Response,
## Born=Foreign,
## Marr=Married} => {Edu=College graduate+} 0.052 0.73 0.072 1.7 222
## [94] {Gender=A man,
## Edu=College graduate+,
## Politics=No Response} => {Income=$100,000 or more} 0.063 0.56 0.112 1.7 269
## [95] {Land=Suburban,
## Marr=Married,
## Income=$100,000 or more} => {Edu=College graduate+} 0.118 0.73 0.163 1.7 503
## [96] {Race=No Response,
## Born=Foreign,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.054 0.73 0.075 1.7 230
## [97] {Land=Rural,
## Race=No Response,
## Politics=No Response} => {Ideology=Conservative} 0.051 0.42 0.122 1.7 217
## [98] {Area=Metropolitan,
## Land=Urban,
## Born=U.S. } => {Marr=Never been married} 0.059 0.34 0.174 1.7 249
## [99] {Area=Metropolitan,
## Land=Urban,
## Income=$100,000 or more} => {Edu=College graduate+} 0.050 0.72 0.069 1.7 213
## [100] {Regn=South,
## Land=Suburban,
## Income=$100,000 or more} => {Edu=College graduate+} 0.057 0.72 0.079 1.7 242## [1] 996 15## [1] "transactions"
## attr(,"package")
## [1] "arules"## [1] "Area=Metropolitan"
## [2] "Area=No Response"
## [3] "Area=Non-metropolitan"
## [4] "Regn=Midwest"
## [5] "Regn=No Response"
## [6] "Regn=Northeast"
## [7] "Regn=South"
## [8] "Regn=West"
## [9] "Land=Refused"
## [10] "Land=Rural"
## [11] "Land=Suburban"
## [12] "Land=Urban"
## [13] "Age=18-29"
## [14] "Age=30-49"
## [15] "Age=50-64"
## [16] "Age=65+"
## [17] "Age=Refused"
## [18] "Gender=A man"
## [19] "Gender=A woman"
## [20] "Gender=In some other way"
## [21] "Gender=Refused"
## [22] "Edu=College graduate+"
## [23] "Edu=H.S. graduate or less"
## [24] "Edu=Refused"
## [25] "Edu=Some College"
## [26] "Race=Cuban"
## [27] "Race=Dominican"
## [28] "Race=Mexican"
## [29] "Race=No Response"
## [30] "Race=Other Central American"
## [31] "Race=Other country"
## [32] "Race=Other South American"
## [33] "Race=Puerto Rican"
## [34] "Race=Refused"
## [35] "Race=Salvadoran"
## [36] "Race=Spanish"
## [37] "Born=Foreign"
## [38] "Born=Refused"
## [39] "Born=U.S. "
## [40] "Marr=Divorced"
## [41] "Marr=Living with a partner"
## [42] "Marr=Married"
## [43] "Marr=Never been married"
## [44] "Marr=Refused"
## [45] "Marr=Separated"
## [46] "Marr=Widowed"
## [47] "Politics=No Response"
## [48] "Politics=Refused"
## [49] "Politics=The Democratic Party"
## [50] "Politics=The Republican Party"
## [51] "Income=$100,000 or more"
## [52] "Income=$30,000 to less than $40,000"
## [53] "Income=$40,000 to less than $50,000"
## [54] "Income=$50,000 to less than $60,000"
## [55] "Income=$60,000 to less than $70,000"
## [56] "Income=$70,000 to less than $80,000"
## [57] "Income=$80,000 to less than $90,000"
## [58] "Income=$90,000 to less than $100,000"
## [59] "Income=Less than $30,000"
## [60] "Income=Refused"
## [61] "Ideology=Conservative"
## [62] "Ideology=Liberal"
## [63] "Ideology=Moderate"
## [64] "Ideology=Refused"
## [65] "Ideology=Very conservative"
## [66] "Ideology=Very liberal"
## [67] "IntUse=About once a day"
## [68] "IntUse=Almost constantly"
## [69] "IntUse=Do not use the internet"
## [70] "IntUse=Less often"
## [71] "IntUse=Refused"
## [72] "IntUse=Several times a day"
## [73] "IntUse=Several times a week"## transactions as itemMatrix in sparse format with
## 996 rows (elements/itemsets/transactions) and
## 73 columns (items) and a density of 0.18
##
## most frequent items:
## Race=No Response Area=Metropolitan Born=U.S.
## 877 855 832
## Politics=No Response Land=Suburban (Other)
## 550 527 9307
##
## element (itemset/transaction) length distribution:
## sizes
## 13
## 996
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 13 13 13 13 13 13
##
## includes extended item information - examples:
## labels variables levels
## 1 Area=Metropolitan Area Metropolitan
## 2 Area=No Response Area No Response
## 3 Area=Non-metropolitan Area Non-metropolitan
##
## includes extended transaction information - examples:
## transactionID
## 1 2
## 2 7
## 3 11## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.3 0.1 1 none FALSE TRUE 5 0.05 2
## maxlen target ext
## 2 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 49
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[73 item(s), 996 transaction(s)] done [0.00s].
## sorting and recoding items ... [46 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2## Warning in apriori(data5_minor, parameter = list(minlen = 2, maxlen = 2, :
## Mining stopped (maxlen reached). Only patterns up to a length of 2 returned!## done [0.00s].
## writing ... [505 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Area=Non-metropolitan} => {Land=Rural} 0.097 0.70 0.140 2.9 97
## [2] {Land=Rural} => {Area=Non-metropolitan} 0.097 0.41 0.238 2.9 97
## [3] {Age=18-29} => {Marr=Never been married} 0.089 0.59 0.153 2.7 89
## [4] {Marr=Never been married} => {Age=18-29} 0.089 0.41 0.220 2.7 89
## [5] {Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.085 0.52 0.166 1.9 85
## [6] {Edu=H.S. graduate or less} => {Income=Less than $30,000} 0.085 0.31 0.272 1.9 85
## [7] {Area=Non-metropolitan} => {Regn=Midwest} 0.052 0.37 0.140 1.9 52
## [8] {Income=Less than $30,000} => {Marr=Never been married} 0.062 0.38 0.166 1.7 62
## [9] {Age=18-29} => {Politics=The Democratic Party} 0.053 0.35 0.153 1.6 53
## [10] {Income=Less than $30,000} => {Land=Urban} 0.059 0.36 0.166 1.6 59
## [11] {Area=Non-metropolitan} => {Edu=H.S. graduate or less} 0.060 0.43 0.140 1.6 60
## [12] {Born=Foreign} => {Land=Urban} 0.055 0.35 0.157 1.6 55
## [13] {Land=Rural} => {Edu=H.S. graduate or less} 0.102 0.43 0.238 1.6 102
## [14] {Edu=H.S. graduate or less} => {Land=Rural} 0.102 0.38 0.272 1.6 102
## [15] {Politics=The Democratic Party} => {Ideology=Moderate} 0.122 0.56 0.217 1.6 122
## [16] {Ideology=Moderate} => {Politics=The Democratic Party} 0.122 0.34 0.359 1.6 122
## [17] {Income=$100,000 or more} => {Edu=College graduate+} 0.228 0.71 0.321 1.5 227
## [18] {Edu=College graduate+} => {Income=$100,000 or more} 0.228 0.50 0.460 1.5 227
## [19] {Born=Foreign} => {Edu=College graduate+} 0.109 0.70 0.157 1.5 109
## [20] {Ideology=Very liberal} => {IntUse=Almost constantly} 0.059 0.69 0.085 1.5 59
## [21] {Age=18-29} => {IntUse=Almost constantly} 0.105 0.69 0.153 1.5 105
## [22] {Ideology=Liberal} => {Marr=Never been married} 0.064 0.33 0.197 1.5 64
## [23] {Born=Foreign} => {Regn=West} 0.057 0.37 0.157 1.5 57
## [24] {Born=Foreign} => {IntUse=Almost constantly} 0.103 0.66 0.157 1.4 103
## [25] {Politics=The Republican Party} => {Ideology=Conservative} 0.069 0.35 0.199 1.4 69
## [26] {Marr=Never been married} => {Land=Urban} 0.069 0.32 0.220 1.4 69
## [27] {Land=Urban} => {Marr=Never been married} 0.069 0.31 0.223 1.4 69
## [28] {Born=Foreign} => {Income=$100,000 or more} 0.070 0.45 0.157 1.4 70
## [29] {IntUse=Almost constantly} => {Age=30-49} 0.211 0.46 0.460 1.4 210
## [30] {Age=30-49} => {IntUse=Almost constantly} 0.211 0.64 0.331 1.4 210
## [31] {Age=65+} => {IntUse=Several times a day} 0.176 0.58 0.304 1.4 175
## [32] {IntUse=Several times a day} => {Age=65+} 0.176 0.42 0.421 1.4 175
## [33] {Income=$100,000 or more} => {Marr=Married} 0.227 0.71 0.321 1.4 226
## [34] {Marr=Married} => {Income=$100,000 or more} 0.227 0.44 0.515 1.4 226
## [35] {Land=Rural} => {Ideology=Conservative} 0.079 0.33 0.238 1.4 79
## [36] {Ideology=Conservative} => {Land=Rural} 0.079 0.32 0.246 1.4 79
## [37] {Born=Foreign} => {Ideology=Moderate} 0.075 0.48 0.157 1.3 75
## [38] {Marr=Living with a partner} => {IntUse=Almost constantly} 0.051 0.61 0.083 1.3 51
## [39] {Marr=Never been married} => {IntUse=Almost constantly} 0.135 0.61 0.220 1.3 134
## [40] {Ideology=Very conservative} => {Marr=Married} 0.065 0.68 0.095 1.3 65
## [41] {Ideology=Liberal} => {Politics=No Response} 0.144 0.73 0.197 1.3 143
## [42] {Area=Non-metropolitan} => {IntUse=Several times a day} 0.077 0.55 0.140 1.3 77
## [43] {Income=$90,000 to less than $100,000} => {Marr=Married} 0.052 0.68 0.077 1.3 52
## [44] {Born=Foreign} => {Marr=Married} 0.104 0.67 0.157 1.3 104
## [45] {Ideology=Liberal} => {Regn=West} 0.063 0.32 0.197 1.3 63
## [46] {Income=$100,000 or more} => {Land=Suburban} 0.219 0.68 0.321 1.3 218
## [47] {Land=Suburban} => {Income=$100,000 or more} 0.219 0.41 0.529 1.3 218
## [48] {Income=Less than $30,000} => {Gender=A woman} 0.097 0.59 0.166 1.3 97
## [49] {Ideology=Very conservative} => {IntUse=Several times a day} 0.051 0.54 0.095 1.3 51
## [50] {Ideology=Liberal} => {Income=$100,000 or more} 0.080 0.41 0.197 1.3 80
## [51] {Politics=The Republican Party} => {Ideology=Moderate} 0.089 0.45 0.199 1.3 89
## [52] {IntUse=Almost constantly} => {Income=$100,000 or more} 0.185 0.40 0.460 1.3 184
## [53] {Income=$100,000 or more} => {IntUse=Almost constantly} 0.185 0.57 0.321 1.3 184
## [54] {Marr=Divorced} => {Gender=A woman} 0.058 0.57 0.102 1.2 58
## [55] {Income=$90,000 to less than $100,000} => {Gender=A man} 0.050 0.65 0.077 1.2 50
## [56] {Ideology=Liberal} => {Edu=College graduate+} 0.110 0.56 0.197 1.2 110
## [57] {Age=65+} => {Marr=Married} 0.191 0.63 0.304 1.2 190
## [58] {Marr=Married} => {Age=65+} 0.191 0.37 0.515 1.2 190
## [59] {Land=Rural} => {IntUse=Several times a day} 0.121 0.51 0.238 1.2 121
## [60] {Area=Non-metropolitan} => {Gender=A woman} 0.077 0.55 0.140 1.2 77
## [61] {Ideology=Conservative} => {Politics=No Response} 0.164 0.67 0.246 1.2 163
## [62] {Politics=The Democratic Party} => {Age=30-49} 0.086 0.40 0.217 1.2 86
## [63] {Ideology=Very conservative} => {Politics=No Response} 0.063 0.66 0.095 1.2 63
## [64] {Age=50-64} => {IntUse=Several times a day} 0.105 0.50 0.209 1.2 105
## [65] {Born=Foreign} => {Age=30-49} 0.062 0.40 0.157 1.2 62
## [66] {Marr=Never been married} => {Age=30-49} 0.087 0.40 0.220 1.2 87
## [67] {IntUse=Almost constantly} => {Edu=College graduate+} 0.253 0.55 0.460 1.2 252
## [68] {Edu=College graduate+} => {IntUse=Almost constantly} 0.253 0.55 0.460 1.2 252
## [69] {Land=Urban} => {IntUse=Almost constantly} 0.122 0.55 0.223 1.2 122
## [70] {Politics=The Republican Party} => {Age=30-49} 0.078 0.39 0.199 1.2 78
## [71] {Regn=Midwest} => {Edu=H.S. graduate or less} 0.064 0.32 0.199 1.2 64
## [72] {Regn=West} => {Income=$100,000 or more} 0.094 0.38 0.249 1.2 94
## [73] {Land=Rural} => {Edu=Some College} 0.074 0.31 0.238 1.2 74
## [74] {Ideology=Liberal} => {IntUse=Almost constantly} 0.106 0.54 0.197 1.2 106
## [75] {Edu=College graduate+} => {Marr=Married} 0.278 0.60 0.460 1.2 277
## [76] {Marr=Married} => {Edu=College graduate+} 0.278 0.54 0.515 1.2 277
## [77] {Age=30-49} => {Edu=College graduate+} 0.179 0.54 0.331 1.2 178
## [78] {Edu=College graduate+} => {Age=30-49} 0.179 0.39 0.460 1.2 178
## [79] {Ideology=Conservative} => {Edu=H.S. graduate or less} 0.078 0.32 0.246 1.2 78
## [80] {Ideology=Conservative} => {Age=65+} 0.087 0.36 0.246 1.2 87
## [81] {Land=Urban} => {Edu=College graduate+} 0.119 0.54 0.223 1.2 119
## [82] {Age=65+} => {Politics=No Response} 0.196 0.64 0.304 1.2 195
## [83] {Politics=No Response} => {Age=65+} 0.196 0.35 0.552 1.2 195
## [84] {Edu=H.S. graduate or less} => {Age=65+} 0.096 0.35 0.272 1.2 96
## [85] {Age=65+} => {Edu=H.S. graduate or less} 0.096 0.32 0.304 1.2 96
## [86] {Regn=Northeast} => {Income=$100,000 or more} 0.072 0.37 0.194 1.2 72
## [87] {Income=$100,000 or more} => {Gender=A man} 0.197 0.61 0.321 1.2 196
## [88] {Gender=A man} => {Income=$100,000 or more} 0.197 0.37 0.529 1.2 196
## [89] {Ideology=Liberal} => {Gender=A woman} 0.104 0.53 0.197 1.2 104
## [90] {Income=Less than $30,000} => {Regn=South} 0.068 0.41 0.166 1.2 68
## [91] {Ideology=Conservative} => {IntUse=Several times a day} 0.119 0.49 0.246 1.2 119
## [92] {IntUse=Several times a day} => {Marr=Married} 0.250 0.59 0.421 1.2 249
## [93] {Marr=Married} => {IntUse=Several times a day} 0.250 0.49 0.515 1.2 249
## [94] {Gender=A woman} => {Age=65+} 0.161 0.35 0.459 1.2 160
## [95] {Age=65+} => {Gender=A woman} 0.161 0.53 0.304 1.2 160
## [96] {Income=$100,000 or more} => {Age=30-49} 0.122 0.38 0.321 1.2 122
## [97] {Age=30-49} => {Income=$100,000 or more} 0.122 0.37 0.331 1.2 122
## [98] {Ideology=Conservative} => {Gender=A man} 0.150 0.61 0.246 1.1 149
## [99] {Marr=Never been married} => {Gender=A man} 0.134 0.61 0.220 1.1 133
## [100] {Ideology=Conservative} => {Regn=South} 0.100 0.41 0.246 1.1 100
## [101] {Income=Less than $30,000} => {Edu=Some College} 0.050 0.30 0.166 1.1 50
## [102] {Land=Rural} => {Age=65+} 0.082 0.35 0.238 1.1 82
## [103] {Age=50-64} => {Income=$100,000 or more} 0.076 0.37 0.209 1.1 76
## [104] {Edu=Some College} => {IntUse=Several times a day} 0.127 0.48 0.265 1.1 126
## [105] {IntUse=Several times a day} => {Edu=Some College} 0.127 0.30 0.421 1.1 126
## [106] {Age=50-64} => {Edu=H.S. graduate or less} 0.064 0.31 0.209 1.1 64
## [107] {Land=Suburban} => {Edu=College graduate+} 0.275 0.52 0.529 1.1 274
## [108] {Edu=College graduate+} => {Land=Suburban} 0.275 0.60 0.460 1.1 274
## [109] {Ideology=Conservative} => {Income=$100,000 or more} 0.089 0.36 0.246 1.1 89
## [110] {Land=Rural} => {Marr=Married} 0.139 0.58 0.238 1.1 138
## [111] {Edu=Some College} => {Regn=South} 0.106 0.40 0.265 1.1 106
## [112] {Age=30-49} => {Ideology=Moderate} 0.134 0.40 0.331 1.1 133
## [113] {Ideology=Moderate} => {Age=30-49} 0.134 0.37 0.359 1.1 133
## [114] {Area=Non-metropolitan} => {Born=U.S. } 0.131 0.94 0.140 1.1 130
## [115] {Politics=The Republican Party} => {Gender=A man} 0.117 0.59 0.199 1.1 117
## [116] {Land=Suburban} => {Ideology=Moderate} 0.212 0.40 0.529 1.1 211
## [117] {Ideology=Moderate} => {Land=Suburban} 0.212 0.59 0.359 1.1 211
## [118] {Marr=Widowed} => {Race=No Response} 0.051 0.98 0.052 1.1 51
## [119] {Regn=West} => {Edu=College graduate+} 0.128 0.51 0.249 1.1 127
## [120] {Edu=H.S. graduate or less} => {Born=U.S. } 0.253 0.93 0.272 1.1 252
## [121] {Born=U.S. } => {Edu=H.S. graduate or less} 0.253 0.30 0.835 1.1 252
## [122] {Land=Rural} => {Regn=South} 0.094 0.40 0.238 1.1 94
## [123] {Land=Rural} => {Born=U.S. } 0.221 0.93 0.238 1.1 220
## [124] {Marr=Living with a partner} => {Born=U.S. } 0.077 0.93 0.083 1.1 77
## [125] {Age=50-64} => {Politics=No Response} 0.128 0.61 0.209 1.1 127
## [126] {Regn=South} => {Ideology=Moderate} 0.142 0.40 0.356 1.1 141
## [127] {Ideology=Moderate} => {Regn=South} 0.142 0.39 0.359 1.1 141
## [128] {Politics=The Republican Party} => {IntUse=Several times a day} 0.092 0.46 0.199 1.1 92
## [129] {Land=Suburban} => {Area=Metropolitan} 0.501 0.95 0.529 1.1 499
## [130] {Area=Metropolitan} => {Land=Suburban} 0.501 0.58 0.858 1.1 499
## [131] {Regn=West} => {Politics=No Response} 0.152 0.61 0.249 1.1 151
## [132] {Born=Foreign} => {Gender=A man} 0.091 0.58 0.157 1.1 91
## [133] {Income=$60,000 to less than $70,000} => {Born=U.S. } 0.058 0.92 0.063 1.1 58
## [134] {Age=50-64} => {Marr=Married} 0.118 0.57 0.209 1.1 118
## [135] {Marr=Divorced} => {Politics=No Response} 0.062 0.61 0.102 1.1 62
## [136] {Politics=The Republican Party} => {Income=$100,000 or more} 0.070 0.35 0.199 1.1 70
## [137] {Regn=Northeast} => {Area=Metropolitan} 0.183 0.94 0.194 1.1 182
## [138] {Born=Foreign} => {Area=Metropolitan} 0.148 0.94 0.157 1.1 147
## [139] {Politics=The Democratic Party} => {Edu=College graduate+} 0.109 0.50 0.217 1.1 109
## [140] {Regn=Northeast} => {Gender=A man} 0.112 0.58 0.194 1.1 112
## [141] {Income=Less than $30,000} => {Age=65+} 0.055 0.33 0.166 1.1 55
## [142] {Edu=Some College} => {Age=65+} 0.088 0.33 0.265 1.1 88
## [143] {Regn=Northeast} => {Age=30-49} 0.070 0.36 0.194 1.1 70
## [144] {Ideology=Conservative} => {Marr=Married} 0.139 0.56 0.246 1.1 138
## [145] {Income=$100,000 or more} => {Area=Metropolitan} 0.301 0.94 0.321 1.1 300
## [146] {Area=Metropolitan} => {Income=$100,000 or more} 0.301 0.35 0.858 1.1 300
## [147] {Land=Urban} => {Area=Metropolitan} 0.209 0.94 0.223 1.1 208
## [148] {Age=50-64} => {Gender=A man} 0.120 0.58 0.209 1.1 120
## [149] {Age=18-29} => {Edu=College graduate+} 0.076 0.50 0.153 1.1 76
## [150] {Land=Rural} => {Gender=A woman} 0.118 0.50 0.238 1.1 118
## [151] {Age=18-29} => {Land=Suburban} 0.087 0.57 0.153 1.1 87
## [152] {Politics=The Democratic Party} => {IntUse=Almost constantly} 0.107 0.50 0.217 1.1 107
## [153] {Politics=The Republican Party} => {Regn=South} 0.076 0.38 0.199 1.1 76
## [154] {Income=$40,000 to less than $50,000} => {Born=U.S. } 0.062 0.90 0.069 1.1 62
## [155] {Income=$50,000 to less than $60,000} => {Born=U.S. } 0.053 0.90 0.059 1.1 53
## [156] {Regn=West} => {Land=Suburban} 0.142 0.57 0.249 1.1 141
## [157] {IntUse=Several times a day} => {Born=U.S. } 0.378 0.90 0.421 1.1 376
## [158] {Born=U.S. } => {IntUse=Several times a day} 0.378 0.45 0.835 1.1 376
## [159] {Regn=West} => {Age=65+} 0.081 0.33 0.249 1.1 81
## [160] {Edu=College graduate+} => {Area=Metropolitan} 0.424 0.92 0.460 1.1 422
## [161] {Area=Metropolitan} => {Edu=College graduate+} 0.424 0.49 0.858 1.1 422
## [162] {Politics=No Response} => {Marr=Married} 0.305 0.55 0.552 1.1 304
## [163] {Marr=Married} => {Politics=No Response} 0.305 0.59 0.515 1.1 304
## [164] {Ideology=Very conservative} => {Born=U.S. } 0.085 0.89 0.095 1.1 85
## [165] {Gender=A man} => {Age=30-49} 0.188 0.35 0.529 1.1 187
## [166] {Age=30-49} => {Gender=A man} 0.188 0.57 0.331 1.1 187
## [167] {Regn=Northeast} => {Edu=College graduate+} 0.095 0.49 0.194 1.1 95
## [168] {Regn=Midwest} => {IntUse=Several times a day} 0.089 0.45 0.199 1.1 89
## [169] {Age=65+} => {Race=No Response} 0.286 0.94 0.304 1.1 285
## [170] {Race=No Response} => {Age=65+} 0.286 0.32 0.881 1.1 285
## [171] {Regn=Midwest} => {Gender=A woman} 0.097 0.49 0.199 1.1 97
## [172] {Politics=The Democratic Party} => {Gender=A man} 0.122 0.56 0.217 1.1 122
## [173] {Regn=Midwest} => {Race=No Response} 0.187 0.94 0.199 1.1 186
## [174] {Edu=Some College} => {Land=Suburban} 0.150 0.56 0.265 1.1 149
## [175] {Income=Less than $30,000} => {Born=U.S. } 0.148 0.89 0.166 1.1 147
## [176] {Edu=Some College} => {Born=U.S. } 0.236 0.89 0.265 1.1 235
## [177] {Age=18-29} => {Born=U.S. } 0.136 0.89 0.153 1.1 135
## [178] {Gender=A woman} => {Politics=No Response} 0.269 0.59 0.459 1.1 268
## [179] {Politics=No Response} => {Gender=A woman} 0.269 0.49 0.552 1.1 268
## [180] {Race=Mexican} => {Area=Metropolitan} 0.051 0.91 0.056 1.1 51
## [181] {Ideology=Liberal} => {Land=Suburban} 0.110 0.56 0.197 1.1 110
## [182] {Ideology=Conservative} => {Born=U.S. } 0.218 0.89 0.246 1.1 217
## [183] {Income=$100,000 or more} => {Politics=No Response} 0.188 0.58 0.321 1.1 187
## [184] {Politics=No Response} => {Income=$100,000 or more} 0.188 0.34 0.552 1.1 187
## [185] {Regn=Midwest} => {Born=U.S. } 0.176 0.88 0.199 1.1 175
## [186] {Ideology=Very liberal} => {Area=Metropolitan} 0.077 0.91 0.085 1.1 77
## [187] {Regn=Northeast} => {Race=No Response} 0.180 0.93 0.194 1.1 179
## [188] {Regn=West} => {IntUse=Almost constantly} 0.120 0.48 0.249 1.1 120
## [189] {Ideology=Very conservative} => {Race=No Response} 0.088 0.93 0.095 1.1 88
## [190] {IntUse=Almost constantly} => {Area=Metropolitan} 0.415 0.90 0.460 1.1 413
## [191] {Area=Metropolitan} => {IntUse=Almost constantly} 0.415 0.48 0.858 1.1 413
## [192] {Marr=Never been married} => {Born=U.S. } 0.193 0.88 0.220 1.0 192
## [193] {Regn=Midwest} => {Marr=Married} 0.107 0.54 0.199 1.0 107
## [194] {Edu=H.S. graduate or less} => {Politics=No Response} 0.158 0.58 0.272 1.0 157
## [195] {Income=$90,000 to less than $100,000} => {Race=No Response} 0.071 0.92 0.077 1.0 71
## [196] {Age=65+} => {Born=U.S. } 0.266 0.87 0.304 1.0 265
## [197] {Born=U.S. } => {Age=65+} 0.266 0.32 0.835 1.0 265
## [198] {Land=Urban} => {Age=30-49} 0.077 0.35 0.223 1.0 77
## [199] {Marr=Married} => {Gender=A man} 0.285 0.55 0.515 1.0 284
## [200] {Gender=A man} => {Marr=Married} 0.285 0.54 0.529 1.0 284
## [201] {Ideology=Liberal} => {Area=Metropolitan} 0.177 0.90 0.197 1.0 176
## [202] {Age=30-49} => {Regn=South} 0.123 0.37 0.331 1.0 123
## [203] {Regn=South} => {Age=30-49} 0.123 0.35 0.356 1.0 123
## [204] {Income=$30,000 to less than $40,000} => {Born=U.S. } 0.069 0.87 0.079 1.0 69
## [205] {Age=18-29} => {Income=$100,000 or more} 0.051 0.34 0.153 1.0 51
## [206] {Marr=Married} => {Land=Suburban} 0.284 0.55 0.515 1.0 283
## [207] {Land=Suburban} => {Marr=Married} 0.284 0.54 0.529 1.0 283
## [208] {Age=18-29} => {Area=Metropolitan} 0.137 0.89 0.153 1.0 136
## [209] {Born=U.S. } => {Regn=South} 0.310 0.37 0.835 1.0 309
## [210] {Regn=South} => {Born=U.S. } 0.310 0.87 0.356 1.0 309
## [211] {Area=Non-metropolitan} => {Race=No Response} 0.128 0.91 0.140 1.0 127
## [212] {Income=$70,000 to less than $80,000} => {Born=U.S. } 0.065 0.87 0.075 1.0 65
## [213] {Regn=South} => {Age=65+} 0.112 0.32 0.356 1.0 112
## [214] {Age=65+} => {Regn=South} 0.112 0.37 0.304 1.0 112
## [215] {Ideology=Moderate} => {Marr=Married} 0.192 0.53 0.359 1.0 191
## [216] {Marr=Married} => {Ideology=Moderate} 0.192 0.37 0.515 1.0 191
## [217] {IntUse=Almost constantly} => {Gender=A man} 0.252 0.55 0.460 1.0 251
## [218] {Gender=A man} => {IntUse=Almost constantly} 0.252 0.48 0.529 1.0 251
## [219] {Edu=H.S. graduate or less} => {Regn=South} 0.100 0.37 0.272 1.0 100
## [220] {Land=Rural} => {Race=No Response} 0.217 0.91 0.238 1.0 216
## [221] {Regn=South} => {Land=Suburban} 0.195 0.55 0.356 1.0 194
## [222] {Land=Suburban} => {Regn=South} 0.195 0.37 0.529 1.0 194
## [223] {Ideology=Moderate} => {Edu=College graduate+} 0.171 0.47 0.359 1.0 170
## [224] {Edu=College graduate+} => {Ideology=Moderate} 0.171 0.37 0.460 1.0 170
## [225] {Gender=A man} => {Land=Suburban} 0.288 0.54 0.529 1.0 287
## [226] {Land=Suburban} => {Gender=A man} 0.288 0.54 0.529 1.0 287
## [227] {Income=$100,000 or more} => {Race=No Response} 0.291 0.91 0.321 1.0 290
## [228] {Race=No Response} => {Income=$100,000 or more} 0.291 0.33 0.881 1.0 290
## [229] {Ideology=Moderate} => {IntUse=Several times a day} 0.156 0.43 0.359 1.0 155
## [230] {IntUse=Several times a day} => {Ideology=Moderate} 0.156 0.37 0.421 1.0 155
## [231] {Regn=West} => {Area=Metropolitan} 0.220 0.88 0.249 1.0 219
## [232] {Ideology=Moderate} => {Area=Metropolitan} 0.317 0.88 0.359 1.0 316
## [233] {Area=Metropolitan} => {Ideology=Moderate} 0.317 0.37 0.858 1.0 316
## [234] {Income=$60,000 to less than $70,000} => {Race=No Response} 0.057 0.90 0.063 1.0 57
## [235] {Politics=No Response} => {Born=U.S. } 0.474 0.86 0.552 1.0 472
## [236] {Born=U.S. } => {Politics=No Response} 0.474 0.57 0.835 1.0 472
## [237] {Race=No Response} => {Marr=Married} 0.466 0.53 0.881 1.0 464
## [238] {Marr=Married} => {Race=No Response} 0.466 0.90 0.515 1.0 464
## [239] {Age=50-64} => {Race=No Response} 0.189 0.90 0.209 1.0 188
## [240] {Politics=No Response} => {Race=No Response} 0.499 0.90 0.552 1.0 497
## [241] {Race=No Response} => {Politics=No Response} 0.499 0.57 0.881 1.0 497
## [242] {Gender=A man} => {Area=Metropolitan} 0.466 0.88 0.529 1.0 464
## [243] {Area=Metropolitan} => {Gender=A man} 0.466 0.54 0.858 1.0 464
## [244] {Politics=The Democratic Party} => {Land=Suburban} 0.117 0.54 0.217 1.0 117
## [245] {Edu=Some College} => {Gender=A woman} 0.124 0.47 0.265 1.0 124
## [246] {Regn=South} => {Marr=Married} 0.188 0.53 0.356 1.0 187
## [247] {Marr=Married} => {Regn=South} 0.188 0.36 0.515 1.0 187
## [248] {IntUse=Several times a day} => {Race=No Response} 0.379 0.90 0.421 1.0 377
## [249] {Race=No Response} => {IntUse=Several times a day} 0.379 0.43 0.881 1.0 377
## [250] {Income=$50,000 to less than $60,000} => {Race=No Response} 0.053 0.90 0.059 1.0 53
## [251] {Ideology=Liberal} => {Race=No Response} 0.177 0.90 0.197 1.0 176
## [252] {Edu=Some College} => {Race=No Response} 0.238 0.90 0.265 1.0 237
## [253] {Politics=The Democratic Party} => {Area=Metropolitan} 0.190 0.88 0.217 1.0 189
## [254] {Edu=College graduate+} => {Gender=A man} 0.248 0.54 0.460 1.0 247
## [255] {Gender=A man} => {Edu=College graduate+} 0.248 0.47 0.529 1.0 247
## [256] {Edu=College graduate+} => {Race=No Response} 0.413 0.90 0.460 1.0 411
## [257] {Race=No Response} => {Edu=College graduate+} 0.413 0.47 0.881 1.0 411
## [258] {Land=Rural} => {Age=30-49} 0.080 0.34 0.238 1.0 80
## [259] {Regn=South} => {IntUse=Almost constantly} 0.167 0.47 0.356 1.0 166
## [260] {IntUse=Almost constantly} => {Regn=South} 0.167 0.36 0.460 1.0 166
## [261] {Gender=A woman} => {Born=U.S. } 0.390 0.85 0.459 1.0 388
## [262] {Born=U.S. } => {Gender=A woman} 0.390 0.47 0.835 1.0 388
## [263] {Ideology=Liberal} => {Age=30-49} 0.066 0.34 0.197 1.0 66
## [264] {Income=$70,000 to less than $80,000} => {Race=No Response} 0.067 0.89 0.075 1.0 67
## [265] {Gender=A woman} => {Race=No Response} 0.410 0.89 0.459 1.0 408
## [266] {Race=No Response} => {Gender=A woman} 0.410 0.47 0.881 1.0 408
## [267] {Ideology=Liberal} => {Born=U.S. } 0.167 0.85 0.197 1.0 166
## [268] {Regn=Northeast} => {Politics=No Response} 0.108 0.56 0.194 1.0 108
## [269] {Edu=H.S. graduate or less} => {Gender=A woman} 0.127 0.46 0.272 1.0 126
## [270] {Politics=The Democratic Party} => {Regn=South} 0.078 0.36 0.217 1.0 78
## [271] {Land=Urban} => {Gender=A man} 0.119 0.54 0.223 1.0 119
## [272] {Regn=South} => {Gender=A woman} 0.166 0.46 0.356 1.0 165
## [273] {Gender=A woman} => {Regn=South} 0.166 0.36 0.459 1.0 165
## [274] {Age=30-49} => {Marr=Married} 0.173 0.52 0.331 1.0 172
## [275] {Marr=Married} => {Age=30-49} 0.173 0.34 0.515 1.0 172
## [276] {Age=50-64} => {Regn=South} 0.075 0.36 0.209 1.0 75
## [277] {Area=Metropolitan} => {Regn=South} 0.309 0.36 0.858 1.0 308
## [278] {Regn=South} => {Area=Metropolitan} 0.309 0.87 0.356 1.0 308
## [279] {Regn=West} => {Gender=A woman} 0.115 0.46 0.249 1.0 115
## [280] {Marr=Divorced} => {Born=U.S. } 0.086 0.84 0.102 1.0 86
## [281] {Land=Rural} => {Politics=No Response} 0.133 0.56 0.238 1.0 132
## [282] {Land=Suburban} => {IntUse=Almost constantly} 0.245 0.46 0.529 1.0 244
## [283] {IntUse=Almost constantly} => {Land=Suburban} 0.245 0.53 0.460 1.0 244
## [284] {Land=Suburban} => {Politics=No Response} 0.294 0.56 0.529 1.0 293
## [285] {Politics=No Response} => {Land=Suburban} 0.294 0.53 0.552 1.0 293
## [286] {Regn=West} => {IntUse=Several times a day} 0.105 0.42 0.249 1.0 105
## [287] {Politics=No Response} => {Area=Metropolitan} 0.477 0.86 0.552 1.0 475
## [288] {Area=Metropolitan} => {Politics=No Response} 0.477 0.56 0.858 1.0 475
## [289] {Regn=Northeast} => {Marr=Married} 0.100 0.52 0.194 1.0 100
## [290] {IntUse=Several times a day} => {Land=Suburban} 0.224 0.53 0.421 1.0 223
## [291] {Land=Suburban} => {IntUse=Several times a day} 0.224 0.42 0.529 1.0 223
## [292] {Area=Non-metropolitan} => {Marr=Married} 0.072 0.52 0.140 1.0 72
## [293] {Marr=Never been married} => {Area=Metropolitan} 0.190 0.86 0.220 1.0 189
## [294] {Ideology=Moderate} => {Gender=A woman} 0.166 0.46 0.359 1.0 165
## [295] {Gender=A woman} => {Ideology=Moderate} 0.166 0.36 0.459 1.0 165
## [296] {Land=Suburban} => {Born=U.S. } 0.444 0.84 0.529 1.0 442
## [297] {Born=U.S. } => {Land=Suburban} 0.444 0.53 0.835 1.0 442
## [298] {IntUse=Several times a day} => {Gender=A woman} 0.194 0.46 0.421 1.0 193
## [299] {Gender=A woman} => {IntUse=Several times a day} 0.194 0.42 0.459 1.0 193
## [300] {Area=Metropolitan} => {Age=65+} 0.262 0.31 0.858 1.0 261
## [301] {Age=65+} => {Area=Metropolitan} 0.262 0.86 0.304 1.0 261
## [302] {Born=U.S. } => {Race=No Response} 0.738 0.88 0.835 1.0 735
## [303] {Race=No Response} => {Born=U.S. } 0.738 0.84 0.881 1.0 735
## [304] {Age=50-64} => {Ideology=Moderate} 0.075 0.36 0.209 1.0 75
## [305] {Regn=Northeast} => {IntUse=Almost constantly} 0.089 0.46 0.194 1.0 89
## [306] {Marr=Divorced} => {Race=No Response} 0.090 0.88 0.102 1.0 90
## [307] {IntUse=Several times a day} => {Gender=A man} 0.223 0.53 0.421 1.0 222
## [308] {Gender=A man} => {IntUse=Several times a day} 0.223 0.42 0.529 1.0 222
## [309] {Ideology=Conservative} => {Race=No Response} 0.217 0.88 0.246 1.0 216
## [310] {Edu=Some College} => {Ideology=Moderate} 0.095 0.36 0.265 1.0 95
## Warning: Too many rules supplied. Only plotting the best 100 using 'lift'
## (change control parameter max if needed).
## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.3 0.1 1 none FALSE TRUE 5 0.05 3
## maxlen target ext
## 3 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 49
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[73 item(s), 996 transaction(s)] done [0.00s].
## sorting and recoding items ... [46 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3## Warning in apriori(data5_minor, parameter = list(minlen = 3, maxlen = 3, :
## Mining stopped (maxlen reached). Only patterns up to a length of 3 returned!## done [0.00s].
## writing ... [3267 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Land=Suburban,
## Marr=Never been married} => {Age=18-29} 0.056 0.51 0.110 3.3 56
## [2] {Marr=Never been married,
## IntUse=Almost constantly} => {Age=18-29} 0.067 0.50 0.135 3.3 67
## [3] {Area=Non-metropolitan,
## Marr=Married} => {Land=Rural} 0.054 0.75 0.072 3.2 54
## [4] {Age=18-29,
## Gender=A man} => {Marr=Never been married} 0.051 0.67 0.076 3.1 51
## [5] {Land=Rural,
## IntUse=Several times a day} => {Area=Non-metropolitan} 0.051 0.42 0.121 3.0 51
## [6] {Land=Rural,
## Race=No Response} => {Area=Non-metropolitan} 0.091 0.42 0.217 3.0 91
## [7] {Area=Non-metropolitan,
## Race=No Response} => {Land=Rural} 0.091 0.72 0.128 3.0 91
## [8] {Land=Rural,
## Born=U.S. } => {Area=Non-metropolitan} 0.091 0.41 0.221 3.0 91
## [9] {Area=Non-metropolitan,
## Born=U.S. } => {Land=Rural} 0.091 0.70 0.131 2.9 91
## [10] {Land=Suburban,
## Age=18-29} => {Marr=Never been married} 0.056 0.64 0.087 2.9 56
## [11] {Area=Non-metropolitan,
## Politics=No Response} => {Land=Rural} 0.052 0.69 0.075 2.9 52
## [12] {Age=18-29,
## IntUse=Almost constantly} => {Marr=Never been married} 0.067 0.64 0.105 2.9 67
## [13] {Area=Metropolitan,
## Marr=Never been married} => {Age=18-29} 0.082 0.43 0.190 2.8 82
## [14] {Land=Rural,
## Politics=No Response} => {Area=Non-metropolitan} 0.052 0.39 0.133 2.8 52
## [15] {Land=Rural,
## Marr=Married} => {Area=Non-metropolitan} 0.054 0.39 0.139 2.8 54
## [16] {Area=Non-metropolitan,
## IntUse=Several times a day} => {Land=Rural} 0.051 0.66 0.077 2.8 51
## [17] {Area=Metropolitan,
## Age=18-29} => {Marr=Never been married} 0.082 0.60 0.137 2.7 82
## [18] {Age=18-29,
## Race=No Response} => {Marr=Never been married} 0.072 0.60 0.121 2.7 72
## [19] {Born=U.S. ,
## Marr=Never been married} => {Age=18-29} 0.077 0.40 0.193 2.6 77
## [20] {Race=No Response,
## Marr=Never been married} => {Age=18-29} 0.072 0.40 0.182 2.6 72
## [21] {Age=18-29,
## Born=U.S. } => {Marr=Never been married} 0.077 0.57 0.136 2.6 77
## [22] {Gender=A man,
## Marr=Never been married} => {Age=18-29} 0.051 0.38 0.134 2.5 51
## [23] {Edu=College graduate+,
## Ideology=Moderate} => {Born=Foreign} 0.056 0.33 0.171 2.1 56
## [24] {Politics=No Response,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.051 0.56 0.091 2.1 51
## [25] {Marr=Married,
## IntUse=Almost constantly} => {Born=Foreign} 0.068 0.32 0.216 2.0 68
## [26] {Area=Non-metropolitan,
## Race=No Response} => {Regn=Midwest} 0.050 0.39 0.128 2.0 50
## [27] {Politics=The Democratic Party,
## IntUse=Several times a day} => {Ideology=Moderate} 0.059 0.71 0.083 2.0 59
## [28] {Edu=H.S. graduate or less,
## Politics=No Response} => {Income=Less than $30,000} 0.051 0.32 0.158 2.0 51
## [29] {Born=U.S. ,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.078 0.53 0.148 2.0 78
## [30] {Area=Non-metropolitan,
## Born=U.S. } => {Regn=Midwest} 0.050 0.38 0.131 1.9 50
## [31] {Edu=H.S. graduate or less,
## Marr=Married} => {Land=Rural} 0.052 0.46 0.113 1.9 52
## [32] {Edu=College graduate+,
## IntUse=Almost constantly} => {Born=Foreign} 0.076 0.30 0.253 1.9 76
## [33] {Edu=College graduate+,
## Ideology=Liberal} => {Income=$100,000 or more} 0.067 0.61 0.110 1.9 67
## [34] {Area=Metropolitan,
## Edu=H.S. graduate or less} => {Income=Less than $30,000} 0.066 0.31 0.212 1.9 66
## [35] {Race=No Response,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.070 0.51 0.138 1.9 70
## [36] {Edu=H.S. graduate or less,
## Race=No Response} => {Income=Less than $30,000} 0.070 0.31 0.227 1.9 70
## [37] {Edu=H.S. graduate or less,
## Born=U.S. } => {Income=Less than $30,000} 0.078 0.31 0.253 1.9 78
## [38] {Area=Metropolitan,
## Income=Less than $30,000} => {Land=Urban} 0.055 0.41 0.134 1.9 55
## [39] {Land=Urban,
## Income=$100,000 or more} => {Edu=College graduate+} 0.052 0.85 0.061 1.9 52
## [40] {Marr=Married,
## Ideology=Liberal} => {Income=$100,000 or more} 0.053 0.60 0.089 1.9 53
## [41] {Land=Rural,
## Gender=A man} => {Edu=H.S. graduate or less} 0.059 0.50 0.117 1.9 59
## [42] {Politics=The Democratic Party,
## Income=$100,000 or more} => {Edu=College graduate+} 0.051 0.85 0.060 1.8 51
## [43] {Land=Urban,
## Born=U.S. } => {Income=Less than $30,000} 0.050 0.30 0.165 1.8 50
## [44] {Area=Metropolitan,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.066 0.50 0.134 1.8 66
## [45] {Income=$100,000 or more,
## Ideology=Liberal} => {Edu=College graduate+} 0.067 0.84 0.080 1.8 67
## [46] {Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.161 0.58 0.278 1.8 160
## [47] {Age=30-49,
## Born=Foreign} => {Edu=College graduate+} 0.051 0.82 0.062 1.8 51
## [48] {Marr=Married,
## Politics=The Democratic Party} => {Ideology=Moderate} 0.063 0.64 0.098 1.8 63
## [49] {Regn=South,
## Politics=The Democratic Party} => {Ideology=Moderate} 0.050 0.64 0.078 1.8 50
## [50] {Land=Suburban,
## Edu=College graduate+} => {Income=$100,000 or more} 0.157 0.57 0.275 1.8 156
## [51] {Gender=A man,
## Ideology=Moderate} => {Politics=The Democratic Party} 0.072 0.38 0.189 1.8 72
## [52] {Born=U.S. ,
## Income=Less than $30,000} => {Marr=Never been married} 0.057 0.39 0.148 1.8 57
## [53] {Race=No Response,
## Income=Less than $30,000} => {Marr=Never been married} 0.053 0.39 0.138 1.8 53
## [54] {Gender=A man,
## Edu=H.S. graduate or less} => {Land=Rural} 0.059 0.42 0.142 1.8 59
## [55] {Ideology=Moderate,
## IntUse=Several times a day} => {Politics=The Democratic Party} 0.059 0.38 0.156 1.8 59
## [56] {Age=30-49,
## Born=Foreign} => {IntUse=Almost constantly} 0.050 0.81 0.062 1.8 50
## [57] {Born=Foreign,
## Income=$100,000 or more} => {Edu=College graduate+} 0.056 0.80 0.070 1.7 56
## [58] {Regn=Northeast,
## Edu=College graduate+} => {Income=$100,000 or more} 0.053 0.56 0.095 1.7 53
## [59] {Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.141 0.56 0.253 1.7 140
## [60] {Land=Urban,
## Age=30-49} => {IntUse=Almost constantly} 0.061 0.79 0.077 1.7 61
## [61] {Edu=College graduate+,
## Ideology=Conservative} => {Income=$100,000 or more} 0.053 0.55 0.096 1.7 53
## [62] {Land=Suburban,
## Politics=The Democratic Party} => {Ideology=Moderate} 0.072 0.62 0.117 1.7 72
## [63] {Area=Metropolitan,
## Income=Less than $30,000} => {Marr=Never been married} 0.050 0.38 0.134 1.7 50
## [64] {Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.117 0.54 0.216 1.7 117
## [65] {Edu=H.S. graduate or less,
## Race=No Response} => {Land=Rural} 0.091 0.40 0.227 1.7 91
## [66] {Gender=A woman,
## Income=$100,000 or more} => {Edu=College graduate+} 0.094 0.78 0.121 1.7 94
## [67] {Income=$100,000 or more,
## Ideology=Moderate} => {Edu=College graduate+} 0.076 0.78 0.098 1.7 76
## [68] {Age=30-49,
## Marr=Married} => {Income=$100,000 or more} 0.093 0.54 0.173 1.7 93
## [69] {Age=18-29,
## Politics=No Response} => {IntUse=Almost constantly} 0.054 0.77 0.070 1.7 54
## [70] {Age=30-49,
## Income=$100,000 or more} => {Edu=College graduate+} 0.094 0.77 0.122 1.7 94
## [71] {Marr=Married,
## Ideology=Conservative} => {Land=Rural} 0.055 0.40 0.139 1.7 55
## [72] {Land=Suburban,
## Marr=Married} => {Income=$100,000 or more} 0.153 0.54 0.284 1.7 152
## [73] {Race=No Response,
## Income=Less than $30,000} => {Land=Urban} 0.051 0.37 0.138 1.7 51
## [74] {Land=Urban,
## Born=U.S. } => {Marr=Never been married} 0.060 0.37 0.165 1.7 60
## [75] {Land=Rural,
## Politics=No Response} => {Ideology=Conservative} 0.054 0.41 0.133 1.7 54
## [76] {Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.141 0.76 0.185 1.7 140
## [77] {Gender=A man,
## Edu=College graduate+} => {Income=$100,000 or more} 0.132 0.53 0.248 1.7 131
## [78] {Born=Foreign,
## Income=$100,000 or more} => {IntUse=Almost constantly} 0.053 0.76 0.070 1.6 53
## [79] {Born=U.S. ,
## Ideology=Liberal} => {Marr=Never been married} 0.060 0.36 0.167 1.6 60
## [80] {Age=30-49,
## Edu=College graduate+} => {Income=$100,000 or more} 0.094 0.53 0.179 1.6 94
## [81] {Race=No Response,
## Born=Foreign} => {Edu=College graduate+} 0.102 0.76 0.136 1.6 102
## [82] {Land=Rural,
## Politics=No Response} => {Edu=H.S. graduate or less} 0.059 0.45 0.133 1.6 59
## [83] {Gender=A man,
## Politics=The Democratic Party} => {Ideology=Moderate} 0.072 0.59 0.122 1.6 72
## [84] {Edu=College graduate+,
## Politics=No Response} => {Ideology=Liberal} 0.081 0.32 0.252 1.6 81
## [85] {Age=18-29,
## Marr=Never been married} => {IntUse=Almost constantly} 0.067 0.75 0.089 1.6 67
## [86] {Regn=South,
## Ideology=Moderate} => {Politics=The Democratic Party} 0.050 0.35 0.142 1.6 50
## [87] {Marr=Married,
## Politics=The Republican Party} => {Income=$100,000 or more} 0.052 0.53 0.099 1.6 52
## [88] {Age=18-29,
## Edu=College graduate+} => {IntUse=Almost constantly} 0.057 0.75 0.076 1.6 57
## [89] {Born=Foreign,
## Ideology=Moderate} => {Edu=College graduate+} 0.056 0.75 0.075 1.6 56
## [90] {Land=Rural,
## Marr=Married} => {Ideology=Conservative} 0.055 0.40 0.139 1.6 55
## [91] {Area=Metropolitan,
## Born=Foreign} => {Land=Urban} 0.053 0.36 0.148 1.6 53
## [92] {Area=Metropolitan,
## Edu=College graduate+} => {Income=$100,000 or more} 0.219 0.52 0.424 1.6 218
## [93] {Income=$100,000 or more,
## IntUse=Several times a day} => {Marr=Married} 0.101 0.83 0.122 1.6 101
## [94] {Born=Foreign,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.076 0.74 0.103 1.6 76
## [95] {Politics=No Response,
## Income=$100,000 or more} => {Ideology=Liberal} 0.059 0.32 0.188 1.6 59
## [96] {Born=Foreign,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.053 0.51 0.103 1.6 53
## [97] {Regn=Northeast,
## Income=$100,000 or more} => {Edu=College graduate+} 0.053 0.74 0.072 1.6 53
## [98] {Edu=College graduate+,
## Born=Foreign} => {Income=$100,000 or more} 0.056 0.51 0.109 1.6 56
## [99] {Born=U.S. ,
## Ideology=Moderate} => {Politics=The Democratic Party} 0.096 0.35 0.279 1.6 96
## [100] {Area=Metropolitan,
## Marr=Never been married} => {Land=Urban} 0.067 0.35 0.190 1.6 67## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.3 0.1 1 none FALSE TRUE 5 0.05 4
## maxlen target ext
## 4 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 49
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[73 item(s), 996 transaction(s)] done [0.00s].
## sorting and recoding items ... [46 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4## Warning in apriori(data5_minor, parameter = list(minlen = 4, maxlen = 4, :
## Mining stopped (maxlen reached). Only patterns up to a length of 4 returned!## done [0.00s].
## writing ... [6780 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Area=Metropolitan,
## Land=Suburban,
## Marr=Never been married} => {Age=18-29} 0.053 0.52 0.101 3.4 53
## [2] {Area=Metropolitan,
## Marr=Never been married,
## IntUse=Almost constantly} => {Age=18-29} 0.064 0.52 0.123 3.4 64
## [3] {Race=No Response,
## Marr=Never been married,
## IntUse=Almost constantly} => {Age=18-29} 0.057 0.51 0.112 3.3 57
## [4] {Area=Non-metropolitan,
## Race=No Response,
## Marr=Married} => {Land=Rural} 0.051 0.78 0.065 3.3 51
## [5] {Born=U.S. ,
## Marr=Never been married,
## IntUse=Almost constantly} => {Age=18-29} 0.056 0.48 0.116 3.2 56
## [6] {Land=Rural,
## Race=No Response,
## Born=U.S. } => {Area=Non-metropolitan} 0.086 0.42 0.204 3.0 86
## [7] {Age=18-29,
## Race=No Response,
## IntUse=Almost constantly} => {Marr=Never been married} 0.057 0.66 0.086 3.0 57
## [8] {Area=Non-metropolitan,
## Race=No Response,
## Born=U.S. } => {Land=Rural} 0.086 0.71 0.121 3.0 86
## [9] {Area=Metropolitan,
## Age=18-29,
## IntUse=Almost constantly} => {Marr=Never been married} 0.064 0.65 0.098 3.0 64
## [10] {Area=Non-metropolitan,
## Race=No Response,
## Politics=No Response} => {Land=Rural} 0.050 0.70 0.071 3.0 50
## [11] {Area=Metropolitan,
## Land=Suburban,
## Age=18-29} => {Marr=Never been married} 0.053 0.64 0.083 2.9 53
## [12] {Land=Rural,
## Race=No Response,
## Politics=No Response} => {Area=Non-metropolitan} 0.050 0.40 0.124 2.9 50
## [13] {Land=Rural,
## Race=No Response,
## Marr=Married} => {Area=Non-metropolitan} 0.051 0.40 0.128 2.9 51
## [14] {Area=Metropolitan,
## Born=U.S. ,
## Marr=Never been married} => {Age=18-29} 0.070 0.43 0.164 2.8 70
## [15] {Area=Metropolitan,
## Race=No Response,
## Marr=Never been married} => {Age=18-29} 0.066 0.43 0.155 2.8 66
## [16] {Area=Metropolitan,
## Age=18-29,
## Race=No Response} => {Marr=Never been married} 0.066 0.62 0.107 2.8 66
## [17] {Age=18-29,
## Born=U.S. ,
## IntUse=Almost constantly} => {Marr=Never been married} 0.056 0.62 0.091 2.8 56
## [18] {Area=Metropolitan,
## Age=18-29,
## Born=U.S. } => {Marr=Never been married} 0.070 0.59 0.119 2.7 70
## [19] {Age=18-29,
## Race=No Response,
## Born=U.S. } => {Marr=Never been married} 0.061 0.58 0.106 2.6 61
## [20] {Race=No Response,
## Born=U.S. ,
## Marr=Never been married} => {Age=18-29} 0.061 0.39 0.159 2.5 61
## [21] {Edu=College graduate+,
## Marr=Married,
## IntUse=Almost constantly} => {Born=Foreign} 0.051 0.38 0.137 2.4 51
## [22] {Area=Metropolitan,
## Edu=College graduate+,
## Ideology=Moderate} => {Born=Foreign} 0.055 0.35 0.159 2.2 55
## [23] {Edu=College graduate+,
## Race=No Response,
## Ideology=Moderate} => {Born=Foreign} 0.051 0.34 0.151 2.2 51
## [24] {Area=Metropolitan,
## Marr=Married,
## IntUse=Almost constantly} => {Born=Foreign} 0.064 0.33 0.194 2.1 64
## [25] {Area=Metropolitan,
## Politics=The Democratic Party,
## IntUse=Several times a day} => {Ideology=Moderate} 0.050 0.76 0.066 2.1 50
## [26] {Edu=College graduate+,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.090 0.66 0.137 2.1 90
## [27] {Race=No Response,
## Marr=Married,
## IntUse=Almost constantly} => {Born=Foreign} 0.061 0.32 0.193 2.0 61
## [28] {Edu=College graduate+,
## Race=No Response,
## IntUse=Almost constantly} => {Born=Foreign} 0.071 0.32 0.226 2.0 71
## [29] {Area=Metropolitan,
## Marr=Married,
## Ideology=Liberal} => {Income=$100,000 or more} 0.053 0.65 0.082 2.0 53
## [30] {Born=U.S. ,
## Politics=The Democratic Party,
## IntUse=Several times a day} => {Ideology=Moderate} 0.051 0.72 0.071 2.0 51
## [31] {Area=Metropolitan,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Born=Foreign} 0.076 0.31 0.244 2.0 76
## [32] {Area=Metropolitan,
## Edu=College graduate+,
## Ideology=Liberal} => {Income=$100,000 or more} 0.066 0.64 0.103 2.0 66
## [33] {Land=Suburban,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.112 0.64 0.176 2.0 112
## [34] {Land=Suburban,
## Gender=A man,
## Edu=College graduate+} => {Income=$100,000 or more} 0.098 0.64 0.155 2.0 98
## [35] {Age=30-49,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.071 0.63 0.113 2.0 71
## [36] {Land=Suburban,
## Gender=A man,
## Marr=Married} => {Income=$100,000 or more} 0.104 0.63 0.167 1.9 104
## [37] {Race=No Response,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Born=Foreign} 0.051 0.31 0.168 1.9 51
## [38] {Land=Suburban,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.073 0.62 0.117 1.9 73
## [39] {Race=No Response,
## Born=U.S. ,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.067 0.53 0.128 1.9 67
## [40] {Age=30-49,
## Marr=Married,
## Politics=No Response} => {Income=$100,000 or more} 0.054 0.62 0.087 1.9 54
## [41] {Land=Suburban,
## Age=30-49,
## Marr=Married} => {Income=$100,000 or more} 0.062 0.62 0.100 1.9 62
## [42] {Gender=A man,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.094 0.62 0.153 1.9 94
## [43] {Land=Suburban,
## Age=30-49,
## Edu=College graduate+} => {Income=$100,000 or more} 0.061 0.62 0.099 1.9 61
## [44] {Age=30-49,
## Gender=A man,
## Marr=Married} => {Income=$100,000 or more} 0.059 0.61 0.096 1.9 59
## [45] {Area=Metropolitan,
## Age=30-49,
## Born=Foreign} => {Edu=College graduate+} 0.050 0.88 0.057 1.9 50
## [46] {Land=Rural,
## Gender=A man,
## Born=U.S. } => {Edu=H.S. graduate or less} 0.056 0.52 0.108 1.9 56
## [47] {Land=Suburban,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.093 0.61 0.154 1.9 93
## [48] {Age=30-49,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.068 0.61 0.112 1.9 68
## [49] {Area=Metropolitan,
## Edu=H.S. graduate or less,
## Race=No Response} => {Income=Less than $30,000} 0.054 0.31 0.174 1.9 54
## [50] {Edu=H.S. graduate or less,
## Race=No Response,
## Born=U.S. } => {Income=Less than $30,000} 0.067 0.31 0.216 1.9 67
## [51] {Regn=South,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.061 0.60 0.101 1.9 61
## [52] {Area=Metropolitan,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.154 0.60 0.255 1.9 153
## [53] {Gender=A man,
## Edu=H.S. graduate or less,
## Race=No Response} => {Land=Rural} 0.053 0.45 0.119 1.9 53
## [54] {Area=Metropolitan,
## Born=U.S. ,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.060 0.51 0.118 1.9 60
## [55] {Land=Rural,
## Gender=A man,
## Race=No Response} => {Edu=H.S. graduate or less} 0.053 0.50 0.105 1.9 53
## [56] {Area=Metropolitan,
## Land=Urban,
## Income=$100,000 or more} => {Edu=College graduate+} 0.052 0.85 0.061 1.9 52
## [57] {Edu=College graduate+,
## Born=U.S. ,
## Ideology=Liberal} => {Income=$100,000 or more} 0.050 0.60 0.084 1.9 50
## [58] {Gender=A man,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.075 0.60 0.127 1.9 75
## [59] {Edu=College graduate+,
## Race=No Response,
## Ideology=Liberal} => {Income=$100,000 or more} 0.060 0.59 0.101 1.8 60
## [60] {Area=Metropolitan,
## Edu=H.S. graduate or less,
## Born=U.S. } => {Income=Less than $30,000} 0.060 0.31 0.197 1.8 60
## [61] {Race=No Response,
## Marr=Married,
## Ideology=Liberal} => {Income=$100,000 or more} 0.051 0.59 0.086 1.8 51
## [62] {Area=Metropolitan,
## Politics=The Democratic Party,
## Income=$100,000 or more} => {Edu=College graduate+} 0.050 0.85 0.059 1.8 50
## [63] {Gender=A man,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.084 0.59 0.143 1.8 84
## [64] {Age=30-49,
## Edu=College graduate+,
## Politics=No Response} => {Income=$100,000 or more} 0.052 0.59 0.088 1.8 52
## [65] {Area=Metropolitan,
## Income=$100,000 or more,
## Ideology=Liberal} => {Edu=College graduate+} 0.066 0.84 0.079 1.8 66
## [66] {Edu=College graduate+,
## Marr=Married,
## Politics=No Response} => {Income=$100,000 or more} 0.091 0.58 0.157 1.8 91
## [67] {Land=Suburban,
## Edu=College graduate+,
## Politics=No Response} => {Income=$100,000 or more} 0.088 0.58 0.152 1.8 88
## [68] {Race=No Response,
## Born=Foreign,
## Income=$100,000 or more} => {Edu=College graduate+} 0.055 0.83 0.066 1.8 55
## [69] {Race=No Response,
## Income=$100,000 or more,
## Ideology=Liberal} => {Edu=College graduate+} 0.060 0.83 0.072 1.8 60
## [70] {Area=Metropolitan,
## Marr=Married,
## Politics=The Democratic Party} => {Ideology=Moderate} 0.056 0.65 0.086 1.8 56
## [71] {Edu=College graduate+,
## Born=U.S. ,
## Marr=Married} => {Income=$100,000 or more} 0.116 0.58 0.201 1.8 116
## [72] {Edu=College graduate+,
## Race=No Response,
## Marr=Married} => {Income=$100,000 or more} 0.150 0.58 0.258 1.8 149
## [73] {Area=Metropolitan,
## Race=No Response,
## Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.054 0.49 0.110 1.8 54
## [74] {Gender=A woman,
## Politics=No Response,
## IntUse=Several times a day} => {Age=65+} 0.062 0.55 0.113 1.8 62
## [75] {Land=Suburban,
## Edu=College graduate+,
## Race=No Response} => {Income=$100,000 or more} 0.144 0.58 0.248 1.8 143
## [76] {Age=30-49,
## Gender=A man,
## Edu=College graduate+} => {Income=$100,000 or more} 0.059 0.58 0.102 1.8 59
## [77] {Area=Metropolitan,
## Land=Suburban,
## Edu=College graduate+} => {Income=$100,000 or more} 0.156 0.58 0.269 1.8 155
## [78] {Gender=A man,
## Edu=H.S. graduate or less,
## Born=U.S. } => {Land=Rural} 0.056 0.43 0.132 1.8 56
## [79] {Born=U.S. ,
## Ideology=Moderate,
## IntUse=Several times a day} => {Politics=The Democratic Party} 0.051 0.39 0.132 1.8 51
## [80] {Race=No Response,
## Born=Foreign,
## Ideology=Moderate} => {Edu=College graduate+} 0.051 0.82 0.062 1.8 51
## [81] {Area=Metropolitan,
## Edu=College graduate+,
## Ideology=Conservative} => {Income=$100,000 or more} 0.050 0.57 0.087 1.8 50
## [82] {Land=Suburban,
## Gender=A woman,
## IntUse=Several times a day} => {Age=65+} 0.056 0.54 0.103 1.8 56
## [83] {Born=U.S. ,
## Income=$100,000 or more,
## Ideology=Liberal} => {Edu=College graduate+} 0.050 0.82 0.061 1.8 50
## [84] {Age=30-49,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.070 0.57 0.123 1.8 70
## [85] {Land=Suburban,
## Edu=College graduate+,
## Born=U.S. } => {Income=$100,000 or more} 0.120 0.57 0.212 1.8 120
## [86] {Marr=Married,
## Politics=No Response,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.071 0.57 0.126 1.8 71
## [87] {Area=Metropolitan,
## Born=Foreign,
## Income=$100,000 or more} => {Edu=College graduate+} 0.056 0.81 0.069 1.8 56
## [88] {Area=Metropolitan,
## Regn=Northeast,
## Edu=College graduate+} => {Income=$100,000 or more} 0.052 0.57 0.092 1.8 52
## [89] {Edu=College graduate+,
## Race=No Response,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.128 0.56 0.226 1.8 127
## [90] {Race=No Response,
## Marr=Married,
## Politics=The Democratic Party} => {Ideology=Moderate} 0.053 0.63 0.084 1.8 53
## [91] {Edu=College graduate+,
## Born=U.S. ,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.097 0.56 0.173 1.8 97
## [92] {Area=Metropolitan,
## Age=50-64,
## Marr=Married} => {Income=$100,000 or more} 0.053 0.56 0.094 1.8 53
## [93] {Race=No Response,
## Income=$100,000 or more,
## Ideology=Moderate} => {Edu=College graduate+} 0.071 0.81 0.088 1.8 71
## [94] {Land=Urban,
## Race=No Response,
## Born=U.S. } => {Marr=Never been married} 0.054 0.39 0.141 1.8 54
## [95] {Marr=Married,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Age=30-49} 0.068 0.58 0.117 1.8 68
## [96] {Age=30-49,
## Race=No Response,
## Marr=Married} => {Income=$100,000 or more} 0.085 0.56 0.152 1.8 85
## [97] {Area=Metropolitan,
## Land=Urban,
## Age=30-49} => {IntUse=Almost constantly} 0.058 0.81 0.072 1.8 58
## [98] {Area=Metropolitan,
## Age=30-49,
## Income=$100,000 or more} => {Edu=College graduate+} 0.091 0.81 0.113 1.8 91
## [99] {Race=No Response,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.108 0.56 0.193 1.8 108
## [100] {Land=Suburban,
## Race=No Response,
## Politics=The Democratic Party} => {Ideology=Moderate} 0.061 0.63 0.097 1.7 61## [1] 148 15## [1] "transactions"
## attr(,"package")
## [1] "arules"## [1] "Area=Metropolitan"
## [2] "Area=No Response"
## [3] "Area=Non-metropolitan"
## [4] "Regn=Midwest"
## [5] "Regn=No Response"
## [6] "Regn=Northeast"
## [7] "Regn=South"
## [8] "Regn=West"
## [9] "Land=Refused"
## [10] "Land=Rural"
## [11] "Land=Suburban"
## [12] "Land=Urban"
## [13] "Age=18-29"
## [14] "Age=30-49"
## [15] "Age=50-64"
## [16] "Age=65+"
## [17] "Age=Refused"
## [18] "Gender=A man"
## [19] "Gender=A woman"
## [20] "Gender=In some other way"
## [21] "Gender=Refused"
## [22] "Edu=College graduate+"
## [23] "Edu=H.S. graduate or less"
## [24] "Edu=Refused"
## [25] "Edu=Some College"
## [26] "Race=Cuban"
## [27] "Race=Dominican"
## [28] "Race=Mexican"
## [29] "Race=No Response"
## [30] "Race=Other Central American"
## [31] "Race=Other country"
## [32] "Race=Other South American"
## [33] "Race=Puerto Rican"
## [34] "Race=Refused"
## [35] "Race=Salvadoran"
## [36] "Race=Spanish"
## [37] "Born=Foreign"
## [38] "Born=Refused"
## [39] "Born=U.S. "
## [40] "Marr=Divorced"
## [41] "Marr=Living with a partner"
## [42] "Marr=Married"
## [43] "Marr=Never been married"
## [44] "Marr=Refused"
## [45] "Marr=Separated"
## [46] "Marr=Widowed"
## [47] "Politics=No Response"
## [48] "Politics=Refused"
## [49] "Politics=The Democratic Party"
## [50] "Politics=The Republican Party"
## [51] "Income=$100,000 or more"
## [52] "Income=$30,000 to less than $40,000"
## [53] "Income=$40,000 to less than $50,000"
## [54] "Income=$50,000 to less than $60,000"
## [55] "Income=$60,000 to less than $70,000"
## [56] "Income=$70,000 to less than $80,000"
## [57] "Income=$80,000 to less than $90,000"
## [58] "Income=$90,000 to less than $100,000"
## [59] "Income=Less than $30,000"
## [60] "Income=Refused"
## [61] "Ideology=Conservative"
## [62] "Ideology=Liberal"
## [63] "Ideology=Moderate"
## [64] "Ideology=Refused"
## [65] "Ideology=Very conservative"
## [66] "Ideology=Very liberal"
## [67] "IntUse=About once a day"
## [68] "IntUse=Almost constantly"
## [69] "IntUse=Do not use the internet"
## [70] "IntUse=Less often"
## [71] "IntUse=Refused"
## [72] "IntUse=Several times a day"
## [73] "IntUse=Several times a week"## transactions as itemMatrix in sparse format with
## 148 rows (elements/itemsets/transactions) and
## 73 columns (items) and a density of 0.18
##
## most frequent items:
## Area=Metropolitan Born=U.S. Race=No Response Gender=A woman
## 123 122 115 77
## Ideology=Moderate (Other)
## 70 1417
##
## element (itemset/transaction) length distribution:
## sizes
## 13
## 148
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 13 13 13 13 13 13
##
## includes extended item information - examples:
## labels variables levels
## 1 Area=Metropolitan Area Metropolitan
## 2 Area=No Response Area No Response
## 3 Area=Non-metropolitan Area Non-metropolitan
##
## includes extended transaction information - examples:
## transactionID
## 1 63
## 2 67
## 3 90## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.3 0.1 1 none FALSE TRUE 5 0.05 2
## maxlen target ext
## 2 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 7
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[68 item(s), 148 transaction(s)] done [0.00s].
## sorting and recoding items ... [45 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2## Warning in apriori(data5_not, parameter = list(minlen = 2, maxlen = 2, supp =
## 0.05, : Mining stopped (maxlen reached). Only patterns up to a length of 2
## returned!## done [0.00s].
## writing ... [591 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Ideology=Very liberal} => {Age=18-29} 0.054 0.62 0.088 2.8 8
## [2] {Born=Foreign} => {Income=$100,000 or more} 0.054 0.35 0.155 2.7 8
## [3] {Income=$100,000 or more} => {Born=Foreign} 0.054 0.42 0.128 2.7 8
## [4] {Edu=College graduate+} => {Income=$100,000 or more} 0.095 0.34 0.277 2.7 14
## [5] {Income=$100,000 or more} => {Edu=College graduate+} 0.095 0.74 0.128 2.7 14
## [6] {Area=Non-metropolitan} => {Land=Rural} 0.128 0.76 0.169 2.4 19
## [7] {Land=Rural} => {Area=Non-metropolitan} 0.128 0.40 0.318 2.4 19
## [8] {IntUse=About once a day} => {Ideology=Conservative} 0.054 0.38 0.142 2.1 8
## [9] {Born=Foreign} => {Age=50-64} 0.061 0.39 0.155 2.1 9
## [10] {Age=50-64} => {Born=Foreign} 0.061 0.32 0.189 2.1 9
## [11] {Income=$100,000 or more} => {Regn=Northeast} 0.061 0.47 0.128 2.1 9
## [12] {Marr=Living with a partner} => {Age=18-29} 0.061 0.43 0.142 2.0 9
## [13] {Income=$80,000 to less than $90,000} => {Politics=No Response} 0.054 0.89 0.061 2.0 8
## [14] {Income=$100,000 or more} => {Marr=Married} 0.088 0.68 0.128 1.9 13
## [15] {Born=Foreign} => {Marr=Married} 0.101 0.65 0.155 1.9 15
## [16] {Income=$40,000 to less than $50,000} => {IntUse=Several times a day} 0.074 0.69 0.108 1.8 11
## [17] {Age=18-29} => {Marr=Never been married} 0.128 0.59 0.216 1.8 19
## [18] {Marr=Never been married} => {Age=18-29} 0.128 0.38 0.338 1.8 19
## [19] {Area=Non-metropolitan} => {Ideology=Conservative} 0.054 0.32 0.169 1.8 8
## [20] {Born=Foreign} => {Edu=College graduate+} 0.074 0.48 0.155 1.7 11
## [21] {Income=$100,000 or more} => {IntUse=Almost constantly} 0.088 0.68 0.128 1.7 13
## [22] {Age=18-29} => {Politics=The Democratic Party} 0.115 0.53 0.216 1.7 17
## [23] {Politics=The Democratic Party} => {Age=18-29} 0.115 0.37 0.311 1.7 17
## [24] {Area=Non-metropolitan} => {Marr=Married} 0.101 0.60 0.169 1.7 15
## [25] {Area=Non-metropolitan} => {Age=50-64} 0.054 0.32 0.169 1.7 8
## [26] {Area=Non-metropolitan} => {Politics=The Republican Party} 0.054 0.32 0.169 1.7 8
## [27] {Race=Mexican} => {Regn=South} 0.054 0.62 0.088 1.7 8
## [28] {Ideology=Liberal} => {Land=Rural} 0.068 0.53 0.128 1.7 10
## [29] {Income=$70,000 to less than $80,000} => {Politics=No Response} 0.061 0.75 0.081 1.7 9
## [30] {Age=65+} => {Politics=No Response} 0.142 0.75 0.189 1.7 21
## [31] {Politics=No Response} => {Age=65+} 0.142 0.31 0.453 1.7 21
## [32] {Regn=Midwest} => {Age=18-29} 0.074 0.35 0.209 1.6 11
## [33] {Age=18-29} => {Regn=Midwest} 0.074 0.34 0.216 1.6 11
## [34] {Age=50-64} => {Marr=Married} 0.108 0.57 0.189 1.6 16
## [35] {Marr=Married} => {Age=50-64} 0.108 0.31 0.351 1.6 16
## [36] {Income=$30,000 to less than $40,000} => {Regn=South} 0.068 0.59 0.115 1.6 10
## [37] {Area=Non-metropolitan} => {Edu=Some College} 0.074 0.44 0.169 1.6 11
## [38] {Age=50-64} => {Land=Rural} 0.095 0.50 0.189 1.6 14
## [39] {Regn=Midwest} => {IntUse=Several times a day} 0.122 0.58 0.209 1.6 18
## [40] {IntUse=Several times a day} => {Regn=Midwest} 0.122 0.33 0.372 1.6 18
## [41] {Ideology=Very liberal} => {Edu=H.S. graduate or less} 0.061 0.69 0.088 1.6 9
## [42] {Marr=Living with a partner} => {Edu=Some College} 0.061 0.43 0.142 1.5 9
## [43] {Politics=The Republican Party} => {Edu=Some College} 0.081 0.43 0.189 1.5 12
## [44] {Race=Mexican} => {IntUse=Almost constantly} 0.054 0.62 0.088 1.5 8
## [45] {Ideology=Very liberal} => {IntUse=Almost constantly} 0.054 0.62 0.088 1.5 8
## [46] {Income=$40,000 to less than $50,000} => {Edu=H.S. graduate or less} 0.074 0.69 0.108 1.5 11
## [47] {Income=Less than $30,000} => {Politics=The Democratic Party} 0.149 0.48 0.311 1.5 22
## [48] {Politics=The Democratic Party} => {Income=Less than $30,000} 0.149 0.48 0.311 1.5 22
## [49] {Politics=The Republican Party} => {Regn=Midwest} 0.061 0.32 0.189 1.5 9
## [50] {Area=Non-metropolitan} => {Regn=Midwest} 0.054 0.32 0.169 1.5 8
## [51] {Age=65+} => {Marr=Married} 0.101 0.54 0.189 1.5 15
## [52] {Ideology=Liberal} => {Edu=College graduate+} 0.054 0.42 0.128 1.5 8
## [53] {Area=Non-metropolitan} => {IntUse=Several times a day} 0.095 0.56 0.169 1.5 14
## [54] {Marr=Divorced} => {Edu=H.S. graduate or less} 0.068 0.67 0.101 1.5 10
## [55] {Regn=West} => {Edu=College graduate+} 0.081 0.41 0.196 1.5 12
## [56] {Income=$100,000 or more} => {Gender=A man} 0.088 0.68 0.128 1.5 13
## [57] {Land=Urban} => {Regn=Northeast} 0.088 0.34 0.257 1.5 13
## [58] {Regn=Northeast} => {Land=Urban} 0.088 0.38 0.230 1.5 13
## [59] {Politics=The Democratic Party} => {Marr=Never been married} 0.155 0.50 0.311 1.5 23
## [60] {Marr=Never been married} => {Politics=The Democratic Party} 0.155 0.46 0.338 1.5 23
## [61] {Ideology=Conservative} => {Marr=Married} 0.095 0.52 0.182 1.5 14
## [62] {Regn=Northeast} => {IntUse=Almost constantly} 0.135 0.59 0.230 1.5 20
## [63] {IntUse=Almost constantly} => {Regn=Northeast} 0.135 0.34 0.399 1.5 20
## [64] {IntUse=Almost constantly} => {Edu=College graduate+} 0.162 0.41 0.399 1.5 24
## [65] {Edu=College graduate+} => {IntUse=Almost constantly} 0.162 0.59 0.277 1.5 24
## [66] {Age=65+} => {Land=Rural} 0.088 0.46 0.189 1.5 13
## [67] {Age=18-29} => {Land=Urban} 0.081 0.38 0.216 1.5 12
## [68] {Land=Urban} => {Age=18-29} 0.081 0.32 0.257 1.5 12
## [69] {Income=$100,000 or more} => {Age=30-49} 0.074 0.58 0.128 1.5 11
## [70] {Regn=West} => {Politics=The Democratic Party} 0.088 0.45 0.196 1.4 13
## [71] {Age=65+} => {IntUse=Several times a day} 0.101 0.54 0.189 1.4 15
## [72] {Marr=Divorced} => {IntUse=Several times a day} 0.054 0.53 0.101 1.4 8
## [73] {Income=$100,000 or more} => {Land=Suburban} 0.074 0.58 0.128 1.4 11
## [74] {Politics=The Republican Party} => {Marr=Married} 0.095 0.50 0.189 1.4 14
## [75] {Born=Foreign} => {Gender=A man} 0.101 0.65 0.155 1.4 15
## [76] {Age=65+} => {Edu=Some College} 0.074 0.39 0.189 1.4 11
## [77] {Income=$60,000 to less than $70,000} => {Land=Suburban} 0.054 0.57 0.095 1.4 8
## [78] {Age=30-49} => {IntUse=Almost constantly} 0.223 0.56 0.399 1.4 33
## [79] {IntUse=Almost constantly} => {Age=30-49} 0.223 0.56 0.399 1.4 33
## [80] {Land=Urban} => {Marr=Never been married} 0.122 0.47 0.257 1.4 18
## [81] {Marr=Never been married} => {Land=Urban} 0.122 0.36 0.338 1.4 18
## [82] {Born=Foreign} => {Land=Suburban} 0.088 0.57 0.155 1.4 13
## [83] {Income=$30,000 to less than $40,000} => {Marr=Never been married} 0.054 0.47 0.115 1.4 8
## [84] {Land=Rural} => {Marr=Married} 0.155 0.49 0.318 1.4 23
## [85] {Marr=Married} => {Land=Rural} 0.155 0.44 0.351 1.4 23
## [86] {IntUse=About once a day} => {Edu=H.S. graduate or less} 0.088 0.62 0.142 1.4 13
## [87] {Land=Urban} => {Age=30-49} 0.142 0.55 0.257 1.4 21
## [88] {Age=30-49} => {Land=Urban} 0.142 0.36 0.399 1.4 21
## [89] {Edu=College graduate+} => {Regn=Northeast} 0.088 0.32 0.277 1.4 13
## [90] {Regn=Northeast} => {Edu=College graduate+} 0.088 0.38 0.230 1.4 13
## [91] {Marr=Living with a partner} => {Income=Less than $30,000} 0.061 0.43 0.142 1.4 9
## [92] {Marr=Living with a partner} => {Gender=A woman} 0.101 0.71 0.142 1.4 15
## [93] {Income=$40,000 to less than $50,000} => {Regn=South} 0.054 0.50 0.108 1.4 8
## [94] {Politics=The Democratic Party} => {Edu=H.S. graduate or less} 0.189 0.61 0.311 1.4 28
## [95] {Edu=H.S. graduate or less} => {Politics=The Democratic Party} 0.189 0.42 0.446 1.4 28
## [96] {Politics=The Democratic Party} => {Land=Urban} 0.108 0.35 0.311 1.4 16
## [97] {Land=Urban} => {Politics=The Democratic Party} 0.108 0.42 0.257 1.4 16
## [98] {IntUse=About once a day} => {Land=Rural} 0.061 0.43 0.142 1.3 9
## [99] {Age=50-64} => {IntUse=Several times a day} 0.095 0.50 0.189 1.3 14
## [100] {Edu=College graduate+} => {Land=Urban} 0.095 0.34 0.277 1.3 14
## [101] {Land=Urban} => {Edu=College graduate+} 0.095 0.37 0.257 1.3 14
## [102] {Income=$30,000 to less than $40,000} => {IntUse=Almost constantly} 0.061 0.53 0.115 1.3 9
## [103] {Regn=Midwest} => {Land=Rural} 0.088 0.42 0.209 1.3 13
## [104] {Land=Urban} => {IntUse=Almost constantly} 0.135 0.53 0.257 1.3 20
## [105] {IntUse=Almost constantly} => {Land=Urban} 0.135 0.34 0.399 1.3 20
## [106] {Edu=College graduate+} => {Marr=Married} 0.128 0.46 0.277 1.3 19
## [107] {Marr=Married} => {Edu=College graduate+} 0.128 0.37 0.351 1.3 19
## [108] {Area=Non-metropolitan} => {Regn=South} 0.081 0.48 0.169 1.3 12
## [109] {Marr=Living with a partner} => {IntUse=Almost constantly} 0.074 0.52 0.142 1.3 11
## [110] {Born=Foreign} => {IntUse=Almost constantly} 0.081 0.52 0.155 1.3 12
## [111] {Age=18-29} => {Income=Less than $30,000} 0.088 0.41 0.216 1.3 13
## [112] {Age=50-64} => {Edu=College graduate+} 0.068 0.36 0.189 1.3 10
## [113] {Marr=Never been married} => {Income=Less than $30,000} 0.135 0.40 0.338 1.3 20
## [114] {Income=Less than $30,000} => {Marr=Never been married} 0.135 0.43 0.311 1.3 20
## [115] {Ideology=Conservative} => {Land=Rural} 0.074 0.41 0.182 1.3 11
## [116] {Land=Suburban} => {Gender=A man} 0.236 0.58 0.405 1.3 35
## [117] {Gender=A man} => {Land=Suburban} 0.236 0.51 0.459 1.3 35
## [118] {Income=Less than $30,000} => {Edu=H.S. graduate or less} 0.176 0.57 0.311 1.3 26
## [119] {Edu=H.S. graduate or less} => {Income=Less than $30,000} 0.176 0.39 0.446 1.3 26
## [120] {Edu=Some College} => {Income=Less than $30,000} 0.108 0.39 0.277 1.3 16
## [121] {Income=Less than $30,000} => {Edu=Some College} 0.108 0.35 0.311 1.3 16
## [122] {Marr=Never been married} => {IntUse=Almost constantly} 0.169 0.50 0.338 1.3 25
## [123] {IntUse=Almost constantly} => {Marr=Never been married} 0.169 0.42 0.399 1.3 25
## [124] {Income=$60,000 to less than $70,000} => {Gender=A man} 0.054 0.57 0.095 1.2 8
## [125] {Income=$30,000 to less than $40,000} => {Ideology=Moderate} 0.068 0.59 0.115 1.2 10
## [126] {Income=$30,000 to less than $40,000} => {Gender=A woman} 0.074 0.65 0.115 1.2 11
## [127] {Ideology=Very conservative} => {Politics=No Response} 0.061 0.56 0.108 1.2 9
## [128] {Marr=Married} => {IntUse=Several times a day} 0.162 0.46 0.351 1.2 24
## [129] {IntUse=Several times a day} => {Marr=Married} 0.162 0.44 0.372 1.2 24
## [130] {Regn=Midwest} => {Marr=Never been married} 0.088 0.42 0.209 1.2 13
## [131] {Age=65+} => {Race=No Response} 0.182 0.96 0.189 1.2 27
## [132] {Politics=The Republican Party} => {Land=Rural} 0.074 0.39 0.189 1.2 11
## [133] {Income=Less than $30,000} => {Land=Rural} 0.122 0.39 0.311 1.2 18
## [134] {Land=Rural} => {Income=Less than $30,000} 0.122 0.38 0.318 1.2 18
## [135] {Marr=Married} => {Politics=No Response} 0.196 0.56 0.351 1.2 29
## [136] {Politics=No Response} => {Marr=Married} 0.196 0.43 0.453 1.2 29
## [137] {Ideology=Very conservative} => {Gender=A man} 0.061 0.56 0.108 1.2 9
## [138] {Land=Urban} => {Ideology=Moderate} 0.149 0.58 0.257 1.2 22
## [139] {Ideology=Moderate} => {Land=Urban} 0.149 0.31 0.473 1.2 22
## [140] {Regn=West} => {Income=Less than $30,000} 0.074 0.38 0.196 1.2 11
## [141] {Age=30-49} => {Ideology=Moderate} 0.230 0.58 0.399 1.2 34
## [142] {Ideology=Moderate} => {Age=30-49} 0.230 0.49 0.473 1.2 34
## [143] {Regn=West} => {Land=Urban} 0.061 0.31 0.196 1.2 9
## [144] {Race=No Response} => {Land=Rural} 0.297 0.38 0.777 1.2 44
## [145] {Land=Rural} => {Race=No Response} 0.297 0.94 0.318 1.2 44
## [146] {Regn=South} => {Edu=H.S. graduate or less} 0.196 0.54 0.365 1.2 29
## [147] {Edu=H.S. graduate or less} => {Regn=South} 0.196 0.44 0.446 1.2 29
## [148] {Regn=Midwest} => {Race=No Response} 0.196 0.94 0.209 1.2 29
## [149] {Income=$80,000 to less than $90,000} => {Area=Metropolitan} 0.061 1.00 0.061 1.2 9
## [150] {Race=Mexican} => {Area=Metropolitan} 0.088 1.00 0.088 1.2 13
## [151] {Income=$100,000 or more} => {Area=Metropolitan} 0.128 1.00 0.128 1.2 19
## [152] {Age=18-29} => {Gender=A woman} 0.135 0.62 0.216 1.2 20
## [153] {Born=Foreign} => {Age=30-49} 0.074 0.48 0.155 1.2 11
## [154] {Ideology=Liberal} => {Marr=Married} 0.054 0.42 0.128 1.2 8
## [155] {Born=Foreign} => {Regn=South} 0.068 0.43 0.155 1.2 10
## [156] {Age=18-29} => {Edu=H.S. graduate or less} 0.115 0.53 0.216 1.2 17
## [157] {Income=$40,000 to less than $50,000} => {Ideology=Moderate} 0.061 0.56 0.108 1.2 9
## [158] {Gender=A woman} => {Land=Rural} 0.196 0.38 0.520 1.2 29
## [159] {Land=Rural} => {Gender=A woman} 0.196 0.62 0.318 1.2 29
## [160] {Income=Less than $30,000} => {Land=Urban} 0.095 0.30 0.311 1.2 14
## [161] {Land=Urban} => {Income=Less than $30,000} 0.095 0.37 0.257 1.2 14
## [162] {Edu=College graduate+} => {Politics=No Response} 0.149 0.54 0.277 1.2 22
## [163] {Politics=No Response} => {Edu=College graduate+} 0.149 0.33 0.453 1.2 22
## [164] {Area=Non-metropolitan} => {Race=No Response} 0.155 0.92 0.169 1.2 23
## [165] {Marr=Living with a partner} => {Land=Suburban} 0.068 0.48 0.142 1.2 10
## [166] {Age=50-64} => {Regn=South} 0.081 0.43 0.189 1.2 12
## [167] {Income=Less than $30,000} => {Gender=A woman} 0.189 0.61 0.311 1.2 28
## [168] {Gender=A woman} => {Income=Less than $30,000} 0.189 0.36 0.520 1.2 28
## [169] {Age=65+} => {Born=U.S. } 0.182 0.96 0.189 1.2 27
## [170] {Regn=Northeast} => {Area=Metropolitan} 0.223 0.97 0.230 1.2 33
## [171] {Land=Rural} => {Regn=South} 0.135 0.43 0.318 1.2 20
## [172] {Regn=South} => {Land=Rural} 0.135 0.37 0.365 1.2 20
## [173] {Marr=Never been married} => {Edu=H.S. graduate or less} 0.176 0.52 0.338 1.2 26
## [174] {Edu=H.S. graduate or less} => {Marr=Never been married} 0.176 0.39 0.446 1.2 26
## [175] {Age=50-64} => {Gender=A man} 0.101 0.54 0.189 1.2 15
## [176] {Regn=Midwest} => {Edu=Some College} 0.068 0.32 0.209 1.2 10
## [177] {Ideology=Liberal} => {Politics=No Response} 0.068 0.53 0.128 1.2 10
## [178] {Born=U.S. } => {Income=Less than $30,000} 0.297 0.36 0.824 1.2 44
## [179] {Income=Less than $30,000} => {Born=U.S. } 0.297 0.96 0.311 1.2 44
## [180] {Politics=The Republican Party} => {Edu=College graduate+} 0.061 0.32 0.189 1.2 9
## [181] {IntUse=About once a day} => {Politics=No Response} 0.074 0.52 0.142 1.2 11
## [182] {Marr=Living with a partner} => {Born=U.S. } 0.135 0.95 0.142 1.2 20
## [183] {Born=U.S. } => {Edu=Some College} 0.264 0.32 0.824 1.2 39
## [184] {Edu=Some College} => {Born=U.S. } 0.264 0.95 0.277 1.2 39
## [185] {Area=Non-metropolitan} => {Gender=A woman} 0.101 0.60 0.169 1.2 15
## [186] {Edu=Some College} => {Land=Rural} 0.101 0.37 0.277 1.2 15
## [187] {Land=Rural} => {Edu=Some College} 0.101 0.32 0.318 1.2 15
## [188] {Income=$100,000 or more} => {Race=No Response} 0.115 0.89 0.128 1.2 17
## [189] {Age=50-64} => {Income=Less than $30,000} 0.068 0.36 0.189 1.1 10
## [190] {Ideology=Conservative} => {Politics=No Response} 0.095 0.52 0.182 1.1 14
## [191] {Edu=H.S. graduate or less} => {Land=Rural} 0.162 0.36 0.446 1.1 24
## [192] {Land=Rural} => {Edu=H.S. graduate or less} 0.162 0.51 0.318 1.1 24
## [193] {Income=$50,000 to less than $60,000} => {Race=No Response} 0.054 0.89 0.061 1.1 8
## [194] {Income=$80,000 to less than $90,000} => {Race=No Response} 0.054 0.89 0.061 1.1 8
## [195] {Area=Metropolitan} => {Land=Suburban} 0.385 0.46 0.831 1.1 57
## [196] {Land=Suburban} => {Area=Metropolitan} 0.385 0.95 0.405 1.1 57
## [197] {Regn=Midwest} => {Income=Less than $30,000} 0.074 0.35 0.209 1.1 11
## [198] {Land=Urban} => {Area=Metropolitan} 0.243 0.95 0.257 1.1 36
## [199] {Ideology=Conservative} => {Gender=A woman} 0.108 0.59 0.182 1.1 16
## [200] {Edu=Some College} => {Ideology=Moderate} 0.149 0.54 0.277 1.1 22
## [201] {Ideology=Moderate} => {Edu=Some College} 0.149 0.31 0.473 1.1 22
## [202] {Ideology=Liberal} => {IntUse=Several times a day} 0.054 0.42 0.128 1.1 8
## [203] {Politics=The Republican Party} => {Ideology=Moderate} 0.101 0.54 0.189 1.1 15
## [204] {Marr=Divorced} => {Born=U.S. } 0.095 0.93 0.101 1.1 14
## [205] {Marr=Never been married} => {Area=Metropolitan} 0.318 0.94 0.338 1.1 47
## [206] {Area=Metropolitan} => {Marr=Never been married} 0.318 0.38 0.831 1.1 47
## [207] {Marr=Married} => {Gender=A man} 0.182 0.52 0.351 1.1 27
## [208] {Gender=A man} => {Marr=Married} 0.182 0.40 0.459 1.1 27
## [209] {Politics=The Democratic Party} => {Gender=A woman} 0.182 0.59 0.311 1.1 27
## [210] {Gender=A woman} => {Politics=The Democratic Party} 0.182 0.35 0.520 1.1 27
## [211] {Marr=Divorced} => {Ideology=Moderate} 0.054 0.53 0.101 1.1 8
## [212] {Ideology=Very conservative} => {Race=No Response} 0.095 0.88 0.108 1.1 14
## [213] {Regn=West} => {Gender=A man} 0.101 0.52 0.196 1.1 15
## [214] {Edu=Some College} => {Gender=A woman} 0.162 0.59 0.277 1.1 24
## [215] {Gender=A woman} => {Edu=Some College} 0.162 0.31 0.520 1.1 24
## [216] {Ideology=Very conservative} => {Edu=H.S. graduate or less} 0.054 0.50 0.108 1.1 8
## [217] {Race=Mexican} => {Born=U.S. } 0.081 0.92 0.088 1.1 12
## [218] {Area=Non-metropolitan} => {Born=U.S. } 0.155 0.92 0.169 1.1 23
## [219] {Edu=College graduate+} => {Gender=A man} 0.142 0.51 0.277 1.1 21
## [220] {Gender=A man} => {Edu=College graduate+} 0.142 0.31 0.459 1.1 21
## [221] {Marr=Married} => {Race=No Response} 0.304 0.87 0.351 1.1 45
## [222] {Race=No Response} => {Marr=Married} 0.304 0.39 0.777 1.1 45
## [223] {Regn=West} => {IntUse=Several times a day} 0.081 0.41 0.196 1.1 12
## [224] {Ideology=Liberal} => {Gender=A woman} 0.074 0.58 0.128 1.1 11
## [225] {Income=$100,000 or more} => {Ideology=Moderate} 0.068 0.53 0.128 1.1 10
## [226] {Ideology=Very liberal} => {Area=Metropolitan} 0.081 0.92 0.088 1.1 12
## [227] {Marr=Living with a partner} => {Ideology=Moderate} 0.074 0.52 0.142 1.1 11
## [228] {Marr=Married} => {Regn=South} 0.142 0.40 0.351 1.1 21
## [229] {Regn=South} => {Marr=Married} 0.142 0.39 0.365 1.1 21
## [230] {Regn=Northeast} => {Age=30-49} 0.101 0.44 0.230 1.1 15
## [231] {Income=$40,000 to less than $50,000} => {Politics=No Response} 0.054 0.50 0.108 1.1 8
## [232] {Regn=South} => {Politics=No Response} 0.182 0.50 0.365 1.1 27
## [233] {Politics=No Response} => {Regn=South} 0.182 0.40 0.453 1.1 27
## [234] {Politics=No Response} => {Gender=A man} 0.230 0.51 0.453 1.1 34
## [235] {Gender=A man} => {Politics=No Response} 0.230 0.50 0.459 1.1 34
## [236] {Marr=Never been married} => {Age=30-49} 0.149 0.44 0.338 1.1 22
## [237] {Age=30-49} => {Marr=Never been married} 0.149 0.37 0.399 1.1 22
## [238] {Regn=South} => {Gender=A woman} 0.209 0.57 0.365 1.1 31
## [239] {Gender=A woman} => {Regn=South} 0.209 0.40 0.520 1.1 31
## [240] {Born=Foreign} => {Ideology=Moderate} 0.081 0.52 0.155 1.1 12
## [241] {Income=$70,000 to less than $80,000} => {Area=Metropolitan} 0.074 0.92 0.081 1.1 11
## [242] {IntUse=Almost constantly} => {Area=Metropolitan} 0.365 0.92 0.399 1.1 54
## [243] {Area=Metropolitan} => {IntUse=Almost constantly} 0.365 0.44 0.831 1.1 54
## [244] {IntUse=Several times a day} => {Edu=H.S. graduate or less} 0.182 0.49 0.372 1.1 27
## [245] {Edu=H.S. graduate or less} => {IntUse=Several times a day} 0.182 0.41 0.446 1.1 27
## [246] {Age=18-29} => {Born=U.S. } 0.196 0.91 0.216 1.1 29
## [247] {Born=Foreign} => {Area=Metropolitan} 0.142 0.91 0.155 1.1 21
## [248] {Politics=The Republican Party} => {Gender=A woman} 0.108 0.57 0.189 1.1 16
## [249] {Ideology=Conservative} => {Race=No Response} 0.155 0.85 0.182 1.1 23
## [250] {Land=Suburban} => {Regn=South} 0.162 0.40 0.405 1.1 24
## [251] {Ideology=Moderate} => {Regn=South} 0.189 0.40 0.473 1.1 28
## [252] {Regn=South} => {Land=Suburban} 0.162 0.44 0.365 1.1 24
## [253] {Regn=South} => {Ideology=Moderate} 0.189 0.52 0.365 1.1 28
## [254] {IntUse=About once a day} => {Area=Metropolitan} 0.128 0.90 0.142 1.1 19
## [255] {Regn=Northeast} => {Land=Suburban} 0.101 0.44 0.230 1.1 15
## [256] {Regn=Northeast} => {Marr=Married} 0.088 0.38 0.230 1.1 13
## [257] {Edu=College graduate+} => {Area=Metropolitan} 0.250 0.90 0.277 1.1 37
## [258] {Area=Metropolitan} => {Edu=College graduate+} 0.250 0.30 0.831 1.1 37
## [259] {Regn=Midwest} => {Edu=H.S. graduate or less} 0.101 0.48 0.209 1.1 15
## [260] {Land=Rural} => {Born=U.S. } 0.284 0.89 0.318 1.1 42
## [261] {Born=U.S. } => {Land=Rural} 0.284 0.34 0.824 1.1 42
## [262] {Land=Suburban} => {Edu=Some College} 0.122 0.30 0.405 1.1 18
## [263] {Land=Suburban} => {Edu=College graduate+} 0.122 0.30 0.405 1.1 18
## [264] {Edu=Some College} => {Land=Suburban} 0.122 0.44 0.277 1.1 18
## [265] {Edu=College graduate+} => {Land=Suburban} 0.122 0.44 0.277 1.1 18
## [266] {Income=$40,000 to less than $50,000} => {Gender=A woman} 0.061 0.56 0.108 1.1 9
## [267] {Age=30-49} => {Area=Metropolitan} 0.358 0.90 0.399 1.1 53
## [268] {Area=Metropolitan} => {Age=30-49} 0.358 0.43 0.831 1.1 53
## [269] {Regn=West} => {Marr=Married} 0.074 0.38 0.196 1.1 11
## [270] {Age=65+} => {Regn=South} 0.074 0.39 0.189 1.1 11
## [271] {IntUse=Several times a day} => {Ideology=Moderate} 0.189 0.51 0.372 1.1 28
## [272] {Ideology=Moderate} => {IntUse=Several times a day} 0.189 0.40 0.473 1.1 28
## [273] {Race=No Response} => {IntUse=Several times a day} 0.311 0.40 0.777 1.1 46
## [274] {IntUse=Several times a day} => {Race=No Response} 0.311 0.84 0.372 1.1 46
## [275] {Politics=No Response} => {Race=No Response} 0.378 0.84 0.453 1.1 56
## [276] {Race=No Response} => {Politics=No Response} 0.378 0.49 0.777 1.1 56
## [277] {Politics=The Republican Party} => {Age=30-49} 0.081 0.43 0.189 1.1 12
## [278] {Gender=A woman} => {Born=U.S. } 0.459 0.88 0.520 1.1 68
## [279] {Born=U.S. } => {Gender=A woman} 0.459 0.56 0.824 1.1 68
## [280] {Income=$30,000 to less than $40,000} => {Born=U.S. } 0.101 0.88 0.115 1.1 15
## [281] {IntUse=Several times a day} => {Gender=A man} 0.182 0.49 0.372 1.1 27
## [282] {Gender=A man} => {IntUse=Several times a day} 0.182 0.40 0.459 1.1 27
## [283] {Marr=Never been married} => {Born=U.S. } 0.297 0.88 0.338 1.1 44
## [284] {Born=U.S. } => {Marr=Never been married} 0.297 0.36 0.824 1.1 44
## [285] {Ideology=Moderate} => {Area=Metropolitan} 0.419 0.89 0.473 1.1 62
## [286] {Area=Metropolitan} => {Ideology=Moderate} 0.419 0.50 0.831 1.1 62
## [287] {Born=Foreign} => {Race=No Response} 0.128 0.83 0.155 1.1 19
## [288] {Land=Urban} => {Gender=A woman} 0.142 0.55 0.257 1.1 21
## [289] {Land=Urban} => {Edu=H.S. graduate or less} 0.122 0.47 0.257 1.1 18
## [290] {Income=$40,000 to less than $50,000} => {Born=U.S. } 0.095 0.88 0.108 1.1 14
## [291] {Ideology=Very conservative} => {Born=U.S. } 0.095 0.88 0.108 1.1 14
## [292] {Age=65+} => {Land=Suburban} 0.081 0.43 0.189 1.1 12
## [293] {Age=50-64} => {Land=Suburban} 0.081 0.43 0.189 1.1 12
## [294] {Age=50-64} => {Race=No Response} 0.155 0.82 0.189 1.1 23
## [295] {Politics=The Republican Party} => {IntUse=Several times a day} 0.074 0.39 0.189 1.1 11
## [296] {Politics=The Republican Party} => {Land=Suburban} 0.081 0.43 0.189 1.1 12
## [297] {Politics=The Republican Party} => {Race=No Response} 0.155 0.82 0.189 1.1 23
## [298] {Regn=Northeast} => {Ideology=Moderate} 0.115 0.50 0.230 1.1 17
## [299] {Income=Less than $30,000} => {Ideology=Moderate} 0.155 0.50 0.311 1.1 23
## [300] {Ideology=Moderate} => {Income=Less than $30,000} 0.155 0.33 0.473 1.1 23
## [301] {Land=Suburban} => {Ideology=Moderate} 0.203 0.50 0.405 1.1 30
## [302] {Ideology=Moderate} => {Land=Suburban} 0.203 0.43 0.473 1.1 30
## [303] {Regn=Midwest} => {Born=U.S. } 0.182 0.87 0.209 1.1 27
## [304] {Income=$30,000 to less than $40,000} => {Edu=H.S. graduate or less} 0.054 0.47 0.115 1.1 8
## [305] {Regn=Midwest} => {Gender=A man} 0.101 0.48 0.209 1.1 15
## [306] {Gender=A woman} => {Race=No Response} 0.426 0.82 0.520 1.1 63
## [307] {Race=No Response} => {Gender=A woman} 0.426 0.55 0.777 1.1 63
## [308] {Age=18-29} => {Area=Metropolitan} 0.189 0.88 0.216 1.1 28
## [309] {Edu=Some College} => {IntUse=Several times a day} 0.108 0.39 0.277 1.1 16
## [310] {Income=$100,000 or more} => {Politics=No Response} 0.061 0.47 0.128 1.0 9
## [311] {Land=Urban} => {Politics=No Response} 0.122 0.47 0.257 1.0 18
## [312] {Regn=West} => {Born=U.S. } 0.169 0.86 0.196 1.0 25
## [313] {IntUse=Several times a day} => {Politics=No Response} 0.176 0.47 0.372 1.0 26
## [314] {Politics=No Response} => {IntUse=Several times a day} 0.176 0.39 0.453 1.0 26
## [315] {IntUse=About once a day} => {Regn=South} 0.054 0.38 0.142 1.0 8
## [316] {IntUse=Almost constantly} => {Gender=A woman} 0.216 0.54 0.399 1.0 32
## [317] {Gender=A woman} => {IntUse=Almost constantly} 0.216 0.42 0.520 1.0 32
## [318] {IntUse=Almost constantly} => {Ideology=Moderate} 0.196 0.49 0.399 1.0 29
## [319] {Ideology=Moderate} => {IntUse=Almost constantly} 0.196 0.41 0.473 1.0 29
## [320] {Regn=West} => {Age=30-49} 0.081 0.41 0.196 1.0 12
## [321] {Regn=West} => {Area=Metropolitan} 0.169 0.86 0.196 1.0 25
## [322] {IntUse=About once a day} => {Gender=A man} 0.068 0.48 0.142 1.0 10
## [323] {Politics=The Democratic Party} => {IntUse=Almost constantly} 0.128 0.41 0.311 1.0 19
## [324] {IntUse=Almost constantly} => {Politics=The Democratic Party} 0.128 0.32 0.399 1.0 19
## [325] {Age=30-49} => {Gender=A man} 0.189 0.47 0.399 1.0 28
## [326] {Gender=A man} => {Age=30-49} 0.189 0.41 0.459 1.0 28
## [327] {Politics=No Response} => {Born=U.S. } 0.385 0.85 0.453 1.0 57
## [328] {Born=U.S. } => {Politics=No Response} 0.385 0.47 0.824 1.0 57
## [329] {Income=$60,000 to less than $70,000} => {Area=Metropolitan} 0.081 0.86 0.095 1.0 12
## [330] {Politics=No Response} => {Land=Suburban} 0.189 0.42 0.453 1.0 28
## [331] {Land=Suburban} => {Politics=No Response} 0.189 0.47 0.405 1.0 28
## [332] {Land=Rural} => {IntUse=Several times a day} 0.122 0.38 0.318 1.0 18
## [333] {IntUse=Several times a day} => {Land=Rural} 0.122 0.33 0.372 1.0 18
## [334] {Area=Non-metropolitan} => {Income=Less than $30,000} 0.054 0.32 0.169 1.0 8
## [335] {Ideology=Very liberal} => {Born=U.S. } 0.074 0.85 0.088 1.0 11
## [336] {Gender=A man} => {Area=Metropolitan} 0.392 0.85 0.459 1.0 58
## [337] {Area=Metropolitan} => {Gender=A man} 0.392 0.47 0.831 1.0 58
## [338] {Age=30-49} => {Edu=H.S. graduate or less} 0.182 0.46 0.399 1.0 27
## [339] {Edu=H.S. graduate or less} => {Age=30-49} 0.182 0.41 0.446 1.0 27
## [340] {Age=50-64} => {Politics=No Response} 0.088 0.46 0.189 1.0 13
## [341] {Marr=Divorced} => {Gender=A woman} 0.054 0.53 0.101 1.0 8
## [342] {Regn=Northeast} => {Gender=A man} 0.108 0.47 0.230 1.0 16
## [343] {Politics=No Response} => {Area=Metropolitan} 0.385 0.85 0.453 1.0 57
## [344] {Area=Metropolitan} => {Politics=No Response} 0.385 0.46 0.831 1.0 57
## [345] {Edu=H.S. graduate or less} => {Gender=A man} 0.209 0.47 0.446 1.0 31
## [346] {Gender=A man} => {Edu=H.S. graduate or less} 0.209 0.46 0.459 1.0 31
## [347] {Regn=South} => {IntUse=Almost constantly} 0.149 0.41 0.365 1.0 22
## [348] {IntUse=Almost constantly} => {Regn=South} 0.149 0.37 0.399 1.0 22
## [349] {Edu=H.S. graduate or less} => {Area=Metropolitan} 0.378 0.85 0.446 1.0 56
## [350] {Area=Metropolitan} => {Edu=H.S. graduate or less} 0.378 0.46 0.831 1.0 56
## [351] {Politics=The Democratic Party} => {Area=Metropolitan} 0.264 0.85 0.311 1.0 39
## [352] {Area=Metropolitan} => {Politics=The Democratic Party} 0.264 0.32 0.831 1.0 39
## [353] {Age=18-29} => {IntUse=Almost constantly} 0.088 0.41 0.216 1.0 13
## [354] {Ideology=Liberal} => {Race=No Response} 0.101 0.79 0.128 1.0 15
## [355] {Ideology=Moderate} => {Gender=A woman} 0.250 0.53 0.473 1.0 37
## [356] {Gender=A woman} => {Ideology=Moderate} 0.250 0.48 0.520 1.0 37
## [357] {Ideology=Conservative} => {Regn=South} 0.068 0.37 0.182 1.0 10
## [358] {Ideology=Moderate} => {Marr=Never been married} 0.162 0.34 0.473 1.0 24
## [359] {Marr=Never been married} => {Ideology=Moderate} 0.162 0.48 0.338 1.0 24
## [360] {IntUse=Several times a day} => {Born=U.S. } 0.311 0.84 0.372 1.0 46
## [361] {Born=U.S. } => {IntUse=Several times a day} 0.311 0.38 0.824 1.0 46
## [362] {Edu=H.S. graduate or less} => {Race=No Response} 0.351 0.79 0.446 1.0 52
## [363] {Race=No Response} => {Edu=H.S. graduate or less} 0.351 0.45 0.777 1.0 52
## [364] {Ideology=Liberal} => {Area=Metropolitan} 0.108 0.84 0.128 1.0 16
## [365] {Regn=South} => {Politics=The Democratic Party} 0.115 0.31 0.365 1.0 17
## [366] {Politics=The Democratic Party} => {Regn=South} 0.115 0.37 0.311 1.0 17
## [367] {Politics=The Democratic Party} => {Ideology=Moderate} 0.149 0.48 0.311 1.0 22
## [368] {Ideology=Moderate} => {Politics=The Democratic Party} 0.149 0.31 0.473 1.0 22
## [369] {Income=$70,000 to less than $80,000} => {Born=U.S. } 0.068 0.83 0.081 1.0 10
## [370] {Age=30-49} => {Politics=No Response} 0.182 0.46 0.399 1.0 27
## [371] {Politics=No Response} => {Age=30-49} 0.182 0.40 0.453 1.0 27
## [372] {Age=65+} => {Gender=A man} 0.088 0.46 0.189 1.0 13
## [373] {Income=Less than $30,000} => {Race=No Response} 0.243 0.78 0.311 1.0 36
## [374] {Race=No Response} => {Income=Less than $30,000} 0.243 0.31 0.777 1.0 36
## [375] {IntUse=About once a day} => {Gender=A woman} 0.074 0.52 0.142 1.0 11
## [376] {Ideology=Moderate} => {Born=U.S. } 0.392 0.83 0.473 1.0 58
## [377] {Born=U.S. } => {Ideology=Moderate} 0.392 0.48 0.824 1.0 58
## [378] {Edu=Some College} => {Race=No Response} 0.216 0.78 0.277 1.0 32
## [379] {IntUse=Almost constantly} => {Land=Suburban} 0.162 0.41 0.399 1.0 24
## [380] {Land=Suburban} => {IntUse=Almost constantly} 0.162 0.40 0.405 1.0 24
## [381] {Edu=Some College} => {Regn=South} 0.101 0.37 0.277 1.0 15
## [382] {Politics=The Democratic Party} => {Born=U.S. } 0.257 0.83 0.311 1.0 38
## [383] {Born=U.S. } => {Politics=The Democratic Party} 0.257 0.31 0.824 1.0 38
## [384] {Marr=Never been married} => {Gender=A man} 0.155 0.46 0.338 1.0 23
## [385] {Gender=A man} => {Marr=Never been married} 0.155 0.34 0.459 1.0 23
## Warning: Too many rules supplied. Only plotting the best 100 using 'lift'
## (change control parameter max if needed).
## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.3 0.1 1 none FALSE TRUE 5 0.05 3
## maxlen target ext
## 3 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 7
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[68 item(s), 148 transaction(s)] done [0.00s].
## sorting and recoding items ... [45 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3## Warning in apriori(data5_not, parameter = list(minlen = 3, maxlen = 3, supp =
## 0.05, : Mining stopped (maxlen reached). Only patterns up to a length of 3
## returned!## done [0.00s].
## writing ... [3420 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Regn=Northeast,
## Edu=College graduate+} => {Income=$100,000 or more} 0.054 0.62 0.088 4.8 8
## [2] {Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.068 0.53 0.128 4.1 10
## [3] {Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.068 0.53 0.128 4.1 10
## [4] {Age=30-49,
## Edu=College graduate+} => {Income=$100,000 or more} 0.054 0.50 0.108 3.9 8
## [5] {Land=Suburban,
## Marr=Married} => {Born=Foreign} 0.074 0.58 0.128 3.7 11
## [6] {Land=Rural,
## IntUse=Several times a day} => {Area=Non-metropolitan} 0.074 0.61 0.122 3.6 11
## [7] {Land=Suburban,
## Edu=College graduate+} => {Income=$100,000 or more} 0.054 0.44 0.122 3.5 8
## [8] {Edu=College graduate+,
## Ideology=Moderate} => {Income=$100,000 or more} 0.054 0.44 0.122 3.5 8
## [9] {Race=No Response,
## Born=Foreign} => {Income=$100,000 or more} 0.054 0.42 0.128 3.3 8
## [10] {Land=Suburban,
## Marr=Married} => {Income=$100,000 or more} 0.054 0.42 0.128 3.3 8
## [11] {Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.068 0.42 0.162 3.2 10
## [12] {Regn=Northeast,
## Income=$100,000 or more} => {Edu=College graduate+} 0.054 0.89 0.061 3.2 8
## [13] {Area=Non-metropolitan,
## Edu=H.S. graduate or less} => {Land=Rural} 0.068 1.00 0.068 3.1 10
## [14] {Regn=Northeast,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.054 0.40 0.135 3.1 8
## [15] {Age=30-49,
## Marr=Married} => {Income=$100,000 or more} 0.054 0.40 0.135 3.1 8
## [16] {Land=Rural,
## Marr=Married} => {Area=Non-metropolitan} 0.081 0.52 0.155 3.1 12
## [17] {Area=Metropolitan,
## Ideology=Very liberal} => {Age=18-29} 0.054 0.67 0.081 3.1 8
## [18] {Edu=H.S. graduate or less,
## IntUse=Several times a day} => {Income=$40,000 to less than $50,000} 0.061 0.33 0.182 3.1 9
## [19] {Race=No Response,
## Income=$100,000 or more} => {Born=Foreign} 0.054 0.47 0.115 3.0 8
## [20] {Marr=Married,
## Politics=The Republican Party} => {Age=50-64} 0.054 0.57 0.095 3.0 8
## [21] {Edu=College graduate+,
## Race=No Response} => {Income=$100,000 or more} 0.081 0.39 0.209 3.0 12
## [22] {Area=Metropolitan,
## Born=Foreign} => {Income=$100,000 or more} 0.054 0.38 0.142 3.0 8
## [23] {Gender=A man,
## Edu=College graduate+} => {Income=$100,000 or more} 0.054 0.38 0.142 3.0 8
## [24] {Area=Metropolitan,
## Edu=College graduate+} => {Income=$100,000 or more} 0.095 0.38 0.250 2.9 14
## [25] {Edu=Some College,
## Politics=No Response} => {Age=65+} 0.068 0.56 0.122 2.9 10
## [26] {Income=$100,000 or more,
## Ideology=Moderate} => {Edu=College graduate+} 0.054 0.80 0.068 2.9 8
## [27] {Born=U.S. ,
## Income=$100,000 or more} => {Edu=College graduate+} 0.054 0.80 0.068 2.9 8
## [28] {Age=50-64,
## Politics=The Republican Party} => {Marr=Married} 0.054 1.00 0.054 2.8 8
## [29] {Marr=Married,
## Income=$100,000 or more} => {Edu=College graduate+} 0.068 0.77 0.088 2.8 10
## [30] {Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.068 0.77 0.088 2.8 10
## [31] {Area=Metropolitan,
## Marr=Married} => {Income=$100,000 or more} 0.088 0.35 0.250 2.7 13
## [32] {Area=Metropolitan,
## Income=$100,000 or more} => {Born=Foreign} 0.054 0.42 0.128 2.7 8
## [33] {Marr=Married,
## IntUse=Almost constantly} => {Born=Foreign} 0.054 0.42 0.128 2.7 8
## [34] {Born=Foreign,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.061 0.75 0.081 2.7 9
## [35] {Income=$100,000 or more,
## IntUse=Almost constantly} => {Regn=Northeast} 0.054 0.62 0.088 2.7 8
## [36] {Regn=South,
## Land=Rural} => {Area=Non-metropolitan} 0.061 0.45 0.135 2.7 9
## [37] {Area=Metropolitan,
## Income=$100,000 or more} => {Edu=College graduate+} 0.095 0.74 0.128 2.7 14
## [38] {Age=50-64,
## Marr=Married} => {Politics=The Republican Party} 0.054 0.50 0.108 2.6 8
## [39] {Age=30-49,
## Income=$100,000 or more} => {Edu=College graduate+} 0.054 0.73 0.074 2.6 8
## [40] {Land=Suburban,
## Income=$100,000 or more} => {Edu=College graduate+} 0.054 0.73 0.074 2.6 8
## [41] {Age=30-49,
## Marr=Married} => {Born=Foreign} 0.054 0.40 0.135 2.6 8
## [42] {Race=No Response,
## Income=$100,000 or more} => {Edu=College graduate+} 0.081 0.71 0.115 2.5 12
## [43] {Land=Rural,
## Born=U.S. } => {Area=Non-metropolitan} 0.122 0.43 0.284 2.5 18
## [44] {Area=Non-metropolitan,
## Marr=Married} => {Land=Rural} 0.081 0.80 0.101 2.5 12
## [45] {Area=Non-metropolitan,
## Politics=No Response} => {Land=Rural} 0.054 0.80 0.068 2.5 8
## [46] {Area=Non-metropolitan,
## Gender=A woman} => {Land=Rural} 0.081 0.80 0.101 2.5 12
## [47] {Age=18-29,
## Race=No Response} => {Regn=Midwest} 0.068 0.53 0.128 2.5 10
## [48] {Regn=Northeast,
## Marr=Married} => {Edu=College graduate+} 0.061 0.69 0.088 2.5 9
## [49] {Edu=College graduate+,
## Income=$100,000 or more} => {Regn=Northeast} 0.054 0.57 0.095 2.5 8
## [50] {Area=Non-metropolitan,
## IntUse=Several times a day} => {Land=Rural} 0.074 0.79 0.095 2.5 11
## [51] {Land=Rural,
## Edu=H.S. graduate or less} => {Area=Non-metropolitan} 0.068 0.42 0.162 2.5 10
## [52] {Area=Non-metropolitan,
## Race=No Response} => {Land=Rural} 0.122 0.78 0.155 2.5 18
## [53] {Area=Non-metropolitan,
## Born=U.S. } => {Land=Rural} 0.122 0.78 0.155 2.5 18
## [54] {Marr=Married,
## Ideology=Moderate} => {Born=Foreign} 0.054 0.38 0.142 2.5 8
## [55] {Land=Rural,
## Gender=A woman} => {Area=Non-metropolitan} 0.081 0.41 0.196 2.4 12
## [56] {Area=Metropolitan,
## Marr=Married} => {Born=Foreign} 0.095 0.38 0.250 2.4 14
## [57] {Land=Rural,
## Race=No Response} => {Area=Non-metropolitan} 0.122 0.41 0.297 2.4 18
## [58] {Edu=College graduate+,
## IntUse=Almost constantly} => {Born=Foreign} 0.061 0.38 0.162 2.4 9
## [59] {Land=Suburban,
## Born=Foreign} => {Marr=Married} 0.074 0.85 0.088 2.4 11
## [60] {Gender=A woman,
## Marr=Never been married} => {Age=18-29} 0.088 0.52 0.169 2.4 13
## [61] {Regn=Northeast,
## Race=No Response} => {Income=$100,000 or more} 0.054 0.31 0.176 2.4 8
## [62] {Gender=A man,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.054 0.31 0.176 2.4 8
## [63] {Land=Rural,
## IntUse=Several times a day} => {Regn=Midwest} 0.061 0.50 0.122 2.4 9
## [64] {Gender=A man,
## Marr=Married} => {Born=Foreign} 0.068 0.37 0.182 2.4 10
## [65] {Land=Rural,
## Politics=No Response} => {Age=65+} 0.061 0.45 0.135 2.4 9
## [66] {Marr=Married,
## Politics=No Response} => {Age=65+} 0.088 0.45 0.196 2.4 13
## [67] {Land=Rural,
## Politics=No Response} => {Area=Non-metropolitan} 0.054 0.40 0.135 2.4 8
## [68] {Area=Non-metropolitan,
## Regn=South} => {Land=Rural} 0.061 0.75 0.081 2.4 9
## [69] {Gender=A woman,
## Edu=Some College} => {Marr=Living with a partner} 0.054 0.33 0.162 2.3 8
## [70] {Regn=South,
## Age=18-29} => {Politics=The Democratic Party} 0.054 0.73 0.074 2.3 8
## [71] {Land=Urban,
## Politics=The Democratic Party} => {Age=18-29} 0.054 0.50 0.108 2.3 8
## [72] {Land=Urban,
## Marr=Never been married} => {Age=18-29} 0.061 0.50 0.122 2.3 9
## [73] {Edu=H.S. graduate or less,
## Marr=Never been married} => {Age=18-29} 0.088 0.50 0.176 2.3 13
## [74] {Age=18-29,
## IntUse=Almost constantly} => {Marr=Never been married} 0.068 0.77 0.088 2.3 10
## [75] {Born=Foreign,
## Politics=No Response} => {Marr=Married} 0.054 0.80 0.068 2.3 8
## [76] {Age=30-49,
## Politics=The Democratic Party} => {Regn=West} 0.054 0.44 0.122 2.3 8
## [77] {Age=18-29,
## Edu=H.S. graduate or less} => {Marr=Never been married} 0.088 0.76 0.115 2.3 13
## [78] {Born=U.S. ,
## Politics=The Republican Party} => {Area=Non-metropolitan} 0.054 0.38 0.142 2.3 8
## [79] {Regn=South,
## Marr=Married} => {Area=Non-metropolitan} 0.054 0.38 0.142 2.3 8
## [80] {Born=U.S. ,
## Marr=Married} => {Area=Non-metropolitan} 0.095 0.38 0.250 2.2 14
## [81] {Regn=Northeast,
## Income=$100,000 or more} => {IntUse=Almost constantly} 0.054 0.89 0.061 2.2 8
## [82] {Age=18-29,
## IntUse=Almost constantly} => {Politics=The Democratic Party} 0.061 0.69 0.088 2.2 9
## [83] {Gender=A man,
## Income=$100,000 or more} => {Edu=College graduate+} 0.054 0.62 0.088 2.2 8
## [84] {Marr=Married,
## IntUse=Several times a day} => {Area=Non-metropolitan} 0.061 0.38 0.162 2.2 9
## [85] {Land=Urban,
## Age=18-29} => {Marr=Never been married} 0.061 0.75 0.081 2.2 9
## [86] {Marr=Never been married,
## Politics=The Democratic Party} => {Age=18-29} 0.074 0.48 0.155 2.2 11
## [87] {Edu=H.S. graduate or less,
## Income=$40,000 to less than $50,000} => {IntUse=Several times a day} 0.061 0.82 0.074 2.2 9
## [88] {Politics=The Democratic Party,
## IntUse=Almost constantly} => {Age=18-29} 0.061 0.47 0.128 2.2 9
## [89] {Age=30-49,
## Edu=College graduate+} => {Land=Urban} 0.061 0.56 0.108 2.2 9
## [90] {Income=$100,000 or more,
## IntUse=Almost constantly} => {Marr=Married} 0.068 0.77 0.088 2.2 10
## [91] {Age=18-29,
## Born=U.S. } => {Marr=Living with a partner} 0.061 0.31 0.196 2.2 9
## [92] {Regn=South,
## Politics=The Democratic Party} => {Age=18-29} 0.054 0.47 0.115 2.2 8
## [93] {Area=Non-metropolitan,
## Gender=A man} => {IntUse=Several times a day} 0.054 0.80 0.068 2.2 8
## [94] {Regn=West,
## Age=30-49} => {Politics=The Democratic Party} 0.054 0.67 0.081 2.1 8
## [95] {Land=Urban,
## Age=18-29} => {Politics=The Democratic Party} 0.054 0.67 0.081 2.1 8
## [96] {Land=Rural,
## Politics=The Democratic Party} => {Income=Less than $30,000} 0.054 0.67 0.081 2.1 8
## [97] {Regn=South,
## Land=Rural} => {Age=50-64} 0.054 0.40 0.135 2.1 8
## [98] {Edu=H.S. graduate or less,
## Income=Less than $30,000} => {Politics=The Democratic Party} 0.115 0.65 0.176 2.1 17
## [99] {Race=No Response,
## Ideology=Liberal} => {Land=Rural} 0.068 0.67 0.101 2.1 10
## [100] {Regn=South,
## Age=50-64} => {Land=Rural} 0.054 0.67 0.081 2.1 8## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.3 0.1 1 none FALSE TRUE 5 0.05 4
## maxlen target ext
## 4 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 7
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[68 item(s), 148 transaction(s)] done [0.00s].
## sorting and recoding items ... [45 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4## Warning in apriori(data5_not, parameter = list(minlen = 4, maxlen = 4, supp =
## 0.05, : Mining stopped (maxlen reached). Only patterns up to a length of 4
## returned!## done [0.00s].
## writing ... [5756 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Edu=College graduate+,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.054 0.73 0.074 5.7 8
## [2] {Area=Metropolitan,
## Edu=College graduate+,
## Marr=Married} => {Income=$100,000 or more} 0.068 0.62 0.108 4.9 10
## [3] {Area=Metropolitan,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.068 0.62 0.108 4.9 10
## [4] {Area=Metropolitan,
## Regn=Northeast,
## Edu=College graduate+} => {Income=$100,000 or more} 0.054 0.62 0.088 4.8 8
## [5] {Age=30-49,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.054 0.62 0.088 4.8 8
## [6] {Land=Suburban,
## Race=No Response,
## Marr=Married} => {Born=Foreign} 0.068 0.67 0.101 4.3 10
## [7] {Edu=College graduate+,
## Race=No Response,
## Marr=Married} => {Income=$100,000 or more} 0.054 0.53 0.101 4.2 8
## [8] {Area=Metropolitan,
## Age=30-49,
## Edu=College graduate+} => {Income=$100,000 or more} 0.054 0.53 0.101 4.2 8
## [9] {Area=Metropolitan,
## Edu=College graduate+,
## Ideology=Moderate} => {Income=$100,000 or more} 0.054 0.50 0.108 3.9 8
## [10] {Area=Metropolitan,
## Age=30-49,
## Marr=Married} => {Income=$100,000 or more} 0.054 0.50 0.108 3.9 8
## [11] {Race=No Response,
## Marr=Married,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.054 0.50 0.108 3.9 8
## [12] {Land=Rural,
## Race=No Response,
## IntUse=Several times a day} => {Area=Non-metropolitan} 0.068 0.62 0.108 3.7 10
## [13] {Land=Rural,
## Born=U.S. ,
## IntUse=Several times a day} => {Area=Non-metropolitan} 0.068 0.62 0.108 3.7 10
## [14] {Area=Metropolitan,
## Race=No Response,
## Born=Foreign} => {Income=$100,000 or more} 0.054 0.47 0.115 3.7 8
## [15] {Edu=College graduate+,
## Race=No Response,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.054 0.47 0.115 3.7 8
## [16] {Area=Metropolitan,
## Land=Suburban,
## Edu=College graduate+} => {Income=$100,000 or more} 0.054 0.47 0.115 3.7 8
## [17] {Area=Metropolitan,
## Land=Suburban,
## Marr=Married} => {Born=Foreign} 0.068 0.56 0.122 3.6 10
## [18] {Area=Metropolitan,
## Gender=A man,
## Edu=College graduate+} => {Income=$100,000 or more} 0.054 0.44 0.122 3.5 8
## [19] {Area=Metropolitan,
## Land=Suburban,
## Marr=Married} => {Income=$100,000 or more} 0.054 0.44 0.122 3.5 8
## [20] {Edu=Some College,
## Race=No Response,
## Politics=No Response} => {Age=65+} 0.061 0.64 0.095 3.4 9
## [21] {Area=Metropolitan,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.068 0.43 0.155 3.4 10
## [22] {Area=Metropolitan,
## Edu=College graduate+,
## Race=No Response} => {Income=$100,000 or more} 0.081 0.43 0.189 3.3 12
## [23] {Area=Metropolitan,
## Regn=Northeast,
## IntUse=Almost constantly} => {Income=$100,000 or more} 0.054 0.42 0.128 3.3 8
## [24] {Land=Rural,
## Born=U.S. ,
## Marr=Married} => {Area=Non-metropolitan} 0.081 0.55 0.149 3.2 12
## [25] {Area=Metropolitan,
## Age=30-49,
## Marr=Married} => {Born=Foreign} 0.054 0.50 0.108 3.2 8
## [26] {Area=Metropolitan,
## Marr=Married,
## IntUse=Almost constantly} => {Born=Foreign} 0.054 0.50 0.108 3.2 8
## [27] {Area=Metropolitan,
## Marr=Married,
## Ideology=Moderate} => {Born=Foreign} 0.054 0.50 0.108 3.2 8
## [28] {Area=Metropolitan,
## Regn=Northeast,
## Income=$100,000 or more} => {Edu=College graduate+} 0.054 0.89 0.061 3.2 8
## [29] {Age=30-49,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.054 0.89 0.061 3.2 8
## [30] {Area=Non-metropolitan,
## Edu=H.S. graduate or less,
## Race=No Response} => {Land=Rural} 0.068 1.00 0.068 3.1 10
## [31] {Area=Non-metropolitan,
## Edu=H.S. graduate or less,
## Born=U.S. } => {Land=Rural} 0.068 1.00 0.068 3.1 10
## [32] {Area=Metropolitan,
## Gender=A man,
## Marr=Married} => {Income=$100,000 or more} 0.054 0.40 0.135 3.1 8
## [33] {Gender=A woman,
## Edu=H.S. graduate or less,
## Marr=Never been married} => {Age=18-29} 0.054 0.67 0.081 3.1 8
## [34] {Area=Metropolitan,
## Race=No Response,
## Income=$100,000 or more} => {Born=Foreign} 0.054 0.47 0.115 3.0 8
## [35] {Edu=College graduate+,
## Race=No Response,
## IntUse=Almost constantly} => {Born=Foreign} 0.054 0.47 0.115 3.0 8
## [36] {Born=U.S. ,
## Marr=Married,
## Politics=No Response} => {Age=65+} 0.081 0.57 0.142 3.0 12
## [37] {Land=Rural,
## Race=No Response,
## Marr=Married} => {Area=Non-metropolitan} 0.074 0.50 0.149 3.0 11
## [38] {Edu=Some College,
## Born=U.S. ,
## Politics=No Response} => {Age=65+} 0.068 0.56 0.122 2.9 10
## [39] {Area=Metropolitan,
## Gender=A man,
## Marr=Married} => {Born=Foreign} 0.061 0.45 0.135 2.9 9
## [40] {Marr=Married,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.054 0.80 0.068 2.9 8
## [41] {Area=Metropolitan,
## Income=$100,000 or more,
## Ideology=Moderate} => {Edu=College graduate+} 0.054 0.80 0.068 2.9 8
## [42] {Area=Metropolitan,
## Born=U.S. ,
## Income=$100,000 or more} => {Edu=College graduate+} 0.054 0.80 0.068 2.9 8
## [43] {Race=No Response,
## Born=Foreign,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.054 0.80 0.068 2.9 8
## [44] {Land=Urban,
## Race=No Response,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.054 0.80 0.068 2.9 8
## [45] {Gender=A woman,
## Marr=Never been married,
## Politics=The Democratic Party} => {Age=18-29} 0.054 0.62 0.088 2.8 8
## [46] {Age=30-49,
## Edu=College graduate+,
## Ideology=Moderate} => {Land=Urban} 0.054 0.73 0.074 2.8 8
## [47] {Land=Rural,
## Edu=H.S. graduate or less,
## Born=U.S. } => {Area=Non-metropolitan} 0.068 0.48 0.142 2.8 10
## [48] {Regn=South,
## Land=Rural,
## Race=No Response} => {Area=Non-metropolitan} 0.061 0.47 0.128 2.8 9
## [49] {Regn=South,
## Age=50-64,
## Born=U.S. } => {Land=Rural} 0.054 0.89 0.061 2.8 8
## [50] {Area=Metropolitan,
## Marr=Married,
## Income=$100,000 or more} => {Edu=College graduate+} 0.068 0.77 0.088 2.8 10
## [51] {Area=Metropolitan,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.068 0.77 0.088 2.8 10
## [52] {Area=Metropolitan,
## Race=No Response,
## Marr=Married} => {Income=$100,000 or more} 0.074 0.35 0.209 2.8 11
## [53] {Area=Metropolitan,
## Age=30-49,
## Politics=The Democratic Party} => {Regn=West} 0.054 0.53 0.101 2.7 8
## [54] {Area=Metropolitan,
## Born=Foreign,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.061 0.75 0.081 2.7 9
## [55] {Area=Non-metropolitan,
## Born=U.S. ,
## Marr=Married} => {Land=Rural} 0.081 0.86 0.095 2.7 12
## [56] {Area=Non-metropolitan,
## Gender=A woman,
## Race=No Response} => {Land=Rural} 0.081 0.86 0.095 2.7 12
## [57] {Land=Rural,
## Race=No Response,
## IntUse=Several times a day} => {Regn=Midwest} 0.061 0.56 0.108 2.7 9
## [58] {Area=Metropolitan,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Regn=Northeast} 0.054 0.62 0.088 2.7 8
## [59] {Regn=South,
## Land=Rural,
## Born=U.S. } => {Area=Non-metropolitan} 0.061 0.45 0.135 2.7 9
## [60] {Regn=South,
## Race=No Response,
## Marr=Married} => {Area=Non-metropolitan} 0.054 0.44 0.122 2.6 8
## [61] {Race=No Response,
## Marr=Married,
## Income=$100,000 or more} => {Edu=College graduate+} 0.054 0.73 0.074 2.6 8
## [62] {Area=Metropolitan,
## Age=30-49,
## Income=$100,000 or more} => {Edu=College graduate+} 0.054 0.73 0.074 2.6 8
## [63] {Race=No Response,
## Income=$100,000 or more,
## IntUse=Almost constantly} => {Edu=College graduate+} 0.054 0.73 0.074 2.6 8
## [64] {Area=Metropolitan,
## Land=Suburban,
## Income=$100,000 or more} => {Edu=College graduate+} 0.054 0.73 0.074 2.6 8
## [65] {Area=Non-metropolitan,
## Born=U.S. ,
## IntUse=Several times a day} => {Land=Rural} 0.068 0.83 0.081 2.6 10
## [66] {Edu=H.S. graduate or less,
## Born=U.S. ,
## Marr=Married} => {Land=Rural} 0.068 0.83 0.081 2.6 10
## [67] {Land=Suburban,
## Race=No Response,
## Born=Foreign} => {Marr=Married} 0.068 0.91 0.074 2.6 10
## [68] {Land=Rural,
## Race=No Response,
## Born=U.S. } => {Area=Non-metropolitan} 0.115 0.44 0.264 2.6 17
## [69] {Area=Non-metropolitan,
## Regn=South,
## Race=No Response} => {Land=Rural} 0.061 0.82 0.074 2.6 9
## [70] {Area=Non-metropolitan,
## Regn=South,
## Born=U.S. } => {Land=Rural} 0.061 0.82 0.074 2.6 9
## [71] {Regn=South,
## Gender=A woman,
## Marr=Married} => {Land=Rural} 0.061 0.82 0.074 2.6 9
## [72] {Gender=A man,
## Race=No Response,
## Marr=Married} => {Born=Foreign} 0.054 0.40 0.135 2.6 8
## [73] {Land=Rural,
## Edu=H.S. graduate or less,
## Race=No Response} => {Area=Non-metropolitan} 0.068 0.43 0.155 2.6 10
## [74] {Regn=South,
## Born=U.S. ,
## Marr=Married} => {Land=Rural} 0.088 0.81 0.108 2.6 13
## [75] {Area=Non-metropolitan,
## Race=No Response,
## Born=U.S. } => {Land=Rural} 0.115 0.81 0.142 2.5 17
## [76] {Area=Metropolitan,
## Race=No Response,
## Income=$100,000 or more} => {Edu=College graduate+} 0.081 0.71 0.115 2.5 12
## [77] {Land=Rural,
## Gender=A woman,
## Race=No Response} => {Area=Non-metropolitan} 0.081 0.43 0.189 2.5 12
## [78] {Land=Rural,
## Gender=A woman,
## Born=U.S. } => {Area=Non-metropolitan} 0.081 0.43 0.189 2.5 12
## [79] {Age=18-29,
## Race=No Response,
## Born=U.S. } => {Regn=Midwest} 0.061 0.53 0.115 2.5 9
## [80] {Area=Non-metropolitan,
## Race=No Response,
## Politics=No Response} => {Land=Rural} 0.054 0.80 0.068 2.5 8
## [81] {Area=Non-metropolitan,
## Gender=A woman,
## Born=U.S. } => {Land=Rural} 0.081 0.80 0.101 2.5 12
## [82] {Age=50-64,
## Edu=H.S. graduate or less,
## Race=No Response} => {Land=Rural} 0.054 0.80 0.068 2.5 8
## [83] {Age=50-64,
## Gender=A woman,
## Born=U.S. } => {Land=Rural} 0.054 0.80 0.068 2.5 8
## [84] {Area=Metropolitan,
## Edu=College graduate+,
## IntUse=Almost constantly} => {Born=Foreign} 0.061 0.39 0.155 2.5 9
## [85] {Age=30-49,
## Edu=College graduate+,
## Income=$100,000 or more} => {IntUse=Almost constantly} 0.054 1.00 0.054 2.5 8
## [86] {Area=Metropolitan,
## Edu=College graduate+,
## Born=Foreign} => {IntUse=Almost constantly} 0.061 1.00 0.061 2.5 9
## [87] {Land=Urban,
## Edu=College graduate+,
## Ideology=Moderate} => {Age=30-49} 0.054 1.00 0.054 2.5 8
## [88] {Land=Rural,
## Born=U.S. ,
## Politics=No Response} => {Age=65+} 0.061 0.47 0.128 2.5 9
## [89] {Area=Metropolitan,
## Regn=Northeast,
## Marr=Married} => {Edu=College graduate+} 0.061 0.69 0.088 2.5 9
## [90] {Area=Metropolitan,
## Regn=Northeast,
## Race=No Response} => {Income=$100,000 or more} 0.054 0.32 0.169 2.5 8
## [91] {Born=U.S. ,
## Marr=Married,
## IntUse=Several times a day} => {Area=Non-metropolitan} 0.054 0.42 0.128 2.5 8
## [92] {Area=Metropolitan,
## Race=No Response,
## Marr=Married} => {Born=Foreign} 0.081 0.39 0.209 2.5 12
## [93] {Area=Metropolitan,
## Edu=College graduate+,
## Income=$100,000 or more} => {Regn=Northeast} 0.054 0.57 0.095 2.5 8
## [94] {Gender=A man,
## Marr=Married,
## Politics=No Response} => {Age=65+} 0.054 0.47 0.115 2.5 8
## [95] {Edu=H.S. graduate or less,
## Marr=Never been married,
## Income=Less than $30,000} => {Politics=The Democratic Party} 0.068 0.77 0.088 2.5 10
## [96] {Area=Non-metropolitan,
## Race=No Response,
## Marr=Married} => {Land=Rural} 0.074 0.79 0.095 2.5 11
## [97] {Born=U.S. ,
## Politics=The Democratic Party,
## IntUse=Almost constantly} => {Age=18-29} 0.054 0.53 0.101 2.5 8
## [98] {Gender=A woman,
## Edu=Some College,
## Born=U.S. } => {Marr=Living with a partner} 0.054 0.35 0.155 2.5 8
## [99] {Area=Metropolitan,
## Edu=College graduate+,
## Marr=Married} => {Regn=Northeast} 0.061 0.56 0.108 2.4 9
## [100] {Race=No Response,
## Marr=Married,
## Politics=No Response} => {Age=65+} 0.081 0.46 0.176 2.4 12## transactions as itemMatrix in sparse format with
## 5410 rows (elements/itemsets/transactions) and
## 77 columns (items) and a density of 0.18
##
## most frequent items:
## Area=Metropolitan Race=No Response Born=U.S.
## 4736 4572 4494
## DrCell=Major problem Politics=No Response (Other)
## 4253 3045 54640
##
## element (itemset/transaction) length distribution:
## sizes
## 14
## 5410
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 14 14 14 14 14 14
##
## includes extended item information - examples:
## labels variables levels
## 1 Area=Metropolitan Area Metropolitan
## 2 Area=No Response Area No Response
## 3 Area=Non-metropolitan Area Non-metropolitan
##
## includes extended transaction information - examples:
## transactionID
## 1 1
## 2 2
## 3 3## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.05 0.1 1 none FALSE TRUE 5 0.001 2
## maxlen target ext
## 2 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 5
##
## set item appearances ...[1 item(s)] done [0.00s].
## set transactions ...[77 item(s), 5410 transaction(s)] done [0.00s].
## sorting and recoding items ... [75 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2## Warning in apriori(data3_full, parameter = list(minlen = 2, maxlen = 2, :
## Mining stopped (maxlen reached). Only patterns up to a length of 2 returned!## done [0.00s].
## writing ... [71 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Race=Cuban} => {DrCell=Major problem} 0.0083 0.87 0.0096 1.1 45
## [2] {Race=Other Central American} => {DrCell=Major problem} 0.0067 0.86 0.0078 1.1 36
## [3] {Race=Mexican} => {DrCell=Major problem} 0.0671 0.83 0.0804 1.1 363
## [4] {Income=$80,000 to less than $90,000} => {DrCell=Major problem} 0.0464 0.83 0.0562 1.1 251
## [5] {Race=Other South American} => {DrCell=Major problem} 0.0137 0.82 0.0166 1.0 74
## [6] {Age=50-64} => {DrCell=Major problem} 0.2039 0.82 0.2481 1.0 1103
## [7] {Race=Other country} => {DrCell=Major problem} 0.0033 0.82 0.0041 1.0 18
## [8] {Age=Refused} => {DrCell=Major problem} 0.0041 0.81 0.0050 1.0 22
## [9] {Income=$50,000 to less than $60,000} => {DrCell=Major problem} 0.0569 0.81 0.0699 1.0 308
## [10] {Edu=Some College} => {DrCell=Major problem} 0.2445 0.81 0.3013 1.0 1323
## [11] {Marr=Married} => {DrCell=Major problem} 0.4372 0.81 0.5427 1.0 2365
## [12] {Income=$100,000 or more} => {DrCell=Major problem} 0.2586 0.80 0.3218 1.0 1399
## [13] {IntUse=Almost constantly} => {DrCell=Major problem} 0.3893 0.80 0.4860 1.0 2106
## [14] {Regn=South} => {DrCell=Major problem} 0.3074 0.80 0.3837 1.0 1663
## [15] {Race=Salvadoran} => {DrCell=Major problem} 0.0037 0.80 0.0046 1.0 20
## [16] {Gender=A woman} => {DrCell=Major problem} 0.3932 0.80 0.4930 1.0 2127
## [17] {Ideology=Moderate} => {DrCell=Major problem} 0.3135 0.80 0.3932 1.0 1696
## [18] {Land=Urban} => {DrCell=Major problem} 0.1917 0.80 0.2407 1.0 1037
## [19] {Income=Refused} => {DrCell=Major problem} 0.0383 0.80 0.0481 1.0 207
## [20] {Politics=No Response} => {DrCell=Major problem} 0.4471 0.79 0.5628 1.0 2419
## [21] {Born=Foreign} => {DrCell=Major problem} 0.1292 0.79 0.1630 1.0 699
## [22] {Politics=Refused} => {DrCell=Major problem} 0.0288 0.79 0.0364 1.0 156
## [23] {Age=30-49} => {DrCell=Major problem} 0.2756 0.79 0.3481 1.0 1491
## [24] {Income=$60,000 to less than $70,000} => {DrCell=Major problem} 0.0540 0.79 0.0682 1.0 292
## [25] {Marr=Living with a partner} => {DrCell=Major problem} 0.0728 0.79 0.0921 1.0 394
## [26] {Area=Metropolitan} => {DrCell=Major problem} 0.6924 0.79 0.8754 1.0 3746
## [27] {Income=$40,000 to less than $50,000} => {DrCell=Major problem} 0.0608 0.79 0.0769 1.0 329
## [28] {Ideology=Conservative} => {DrCell=Major problem} 0.1921 0.79 0.2429 1.0 1039
## [29] {Land=Suburban} => {DrCell=Major problem} 0.4111 0.79 0.5205 1.0 2224
## [30] {Regn=West} => {DrCell=Major problem} 0.1902 0.79 0.2416 1.0 1029
## [31] {Regn=Midwest} => {DrCell=Major problem} 0.1584 0.79 0.2013 1.0 857
## [32] {IntUse=Several times a day} => {DrCell=Major problem} 0.3251 0.79 0.4133 1.0 1759
## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.1 0.1 1 none FALSE TRUE 5 0.001 3
## maxlen target ext
## 3 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 5
##
## set item appearances ...[1 item(s)] done [0.00s].
## set transactions ...[77 item(s), 5410 transaction(s)] done [0.00s].
## sorting and recoding items ... [75 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3## Warning in apriori(data3_full, parameter = list(minlen = 3, maxlen = 3, :
## Mining stopped (maxlen reached). Only patterns up to a length of 3 returned!## done [0.00s].
## writing ... [1584 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Race=Other country,
## Ideology=Conservative} => {DrCell=Major problem} 0.0013 1.00 0.0013 1.3 7
## [2] {Age=50-64,
## Race=Other country} => {DrCell=Major problem} 0.0018 1.00 0.0018 1.3 10
## [3] {Edu=College graduate+,
## Race=Other country} => {DrCell=Major problem} 0.0011 1.00 0.0011 1.3 6
## [4] {Race=Salvadoran,
## Politics=The Republican Party} => {DrCell=Major problem} 0.0011 1.00 0.0011 1.3 6
## [5] {Edu=Some College,
## Race=Salvadoran} => {DrCell=Major problem} 0.0020 1.00 0.0020 1.3 11
## [6] {Race=Salvadoran,
## Ideology=Moderate} => {DrCell=Major problem} 0.0018 1.00 0.0018 1.3 10
## [7] {Land=Urban,
## Age=Refused} => {DrCell=Major problem} 0.0013 1.00 0.0013 1.3 7
## [8] {Regn=South,
## Age=Refused} => {DrCell=Major problem} 0.0013 1.00 0.0013 1.3 7
## [9] {Age=Refused,
## IntUse=Several times a day} => {DrCell=Major problem} 0.0015 1.00 0.0015 1.3 8
## [10] {Race=Mexican,
## Born=Refused} => {DrCell=Major problem} 0.0015 1.00 0.0015 1.3 8
## [11] {Edu=Some College,
## Born=Refused} => {DrCell=Major problem} 0.0013 1.00 0.0013 1.3 7
## [12] {Race=Other Central American,
## Marr=Living with a partner} => {DrCell=Major problem} 0.0015 1.00 0.0015 1.3 8
## [13] {Race=Other Central American,
## Ideology=Liberal} => {DrCell=Major problem} 0.0015 1.00 0.0015 1.3 8
## [14] {Race=Other Central American,
## Income=$100,000 or more} => {DrCell=Major problem} 0.0017 1.00 0.0017 1.3 9
## [15] {Race=Other Central American,
## Politics=No Response} => {DrCell=Major problem} 0.0026 1.00 0.0026 1.3 14
## [16] {Race=Spanish,
## Ideology=Liberal} => {DrCell=Major problem} 0.0013 1.00 0.0013 1.3 7
## [17] {Race=Cuban,
## Ideology=Very conservative} => {DrCell=Major problem} 0.0011 1.00 0.0011 1.3 6
## [18] {Race=Cuban,
## Born=Foreign} => {DrCell=Major problem} 0.0044 1.00 0.0044 1.3 24
## [19] {Age=50-64,
## Race=Cuban} => {DrCell=Major problem} 0.0020 1.00 0.0020 1.3 11
## [20] {Race=Cuban,
## Income=$100,000 or more} => {DrCell=Major problem} 0.0024 1.00 0.0024 1.3 13
## [21] {Race=Puerto Rican,
## Income=$50,000 to less than $60,000} => {DrCell=Major problem} 0.0015 1.00 0.0015 1.3 8
## [22] {Income=$30,000 to less than $40,000,
## IntUse=Less often} => {DrCell=Major problem} 0.0015 1.00 0.0015 1.3 8
## [23] {Income=$50,000 to less than $60,000,
## Ideology=Refused} => {DrCell=Major problem} 0.0017 1.00 0.0017 1.3 9
## [24] {Income=$30,000 to less than $40,000,
## Ideology=Refused} => {DrCell=Major problem} 0.0018 1.00 0.0018 1.3 10
## [25] {Politics=Refused,
## Income=$60,000 to less than $70,000} => {DrCell=Major problem} 0.0011 1.00 0.0011 1.3 6
## [26] {Marr=Widowed,
## Ideology=Very liberal} => {DrCell=Major problem} 0.0015 1.00 0.0015 1.3 8
## [27] {Regn=Northeast,
## Race=Mexican} => {DrCell=Major problem} 0.0022 1.00 0.0022 1.3 12
## [28] {Race=Other South American,
## Ideology=Liberal} => {DrCell=Major problem} 0.0037 0.95 0.0039 1.2 20
## [29] {Land=Suburban,
## Race=Other Central American} => {DrCell=Major problem} 0.0035 0.95 0.0037 1.2 19
## [30] {Edu=Some College,
## Race=Other Central American} => {DrCell=Major problem} 0.0031 0.94 0.0033 1.2 17
## [31] {Regn=South,
## Race=Other Central American} => {DrCell=Major problem} 0.0031 0.94 0.0033 1.2 17
## [32] {Race=Mexican,
## Income=$60,000 to less than $70,000} => {DrCell=Major problem} 0.0061 0.94 0.0065 1.2 33
## [33] {Politics=The Democratic Party,
## Ideology=Refused} => {DrCell=Major problem} 0.0030 0.94 0.0031 1.2 16
## [34] {Marr=Divorced,
## Income=Refused} => {DrCell=Major problem} 0.0028 0.94 0.0030 1.2 15
## [35] {Race=Cuban,
## Ideology=Conservative} => {DrCell=Major problem} 0.0024 0.93 0.0026 1.2 13
## [36] {Race=Mexican,
## Marr=Separated} => {DrCell=Major problem} 0.0024 0.93 0.0026 1.2 13
## [37] {Born=Foreign,
## Income=Refused} => {DrCell=Major problem} 0.0048 0.93 0.0052 1.2 26
## [38] {Race=Cuban,
## Marr=Married} => {DrCell=Major problem} 0.0046 0.93 0.0050 1.2 25
## [39] {Land=Suburban,
## Race=Other country} => {DrCell=Major problem} 0.0022 0.92 0.0024 1.2 12
## [40] {Regn=South,
## Race=Cuban} => {DrCell=Major problem} 0.0067 0.92 0.0072 1.2 36
## [41] {Land=Urban,
## Race=Other South American} => {DrCell=Major problem} 0.0085 0.92 0.0092 1.2 46
## [42] {Age=65+,
## Race=Cuban} => {DrCell=Major problem} 0.0020 0.92 0.0022 1.2 11
## [43] {Edu=College graduate+,
## Race=Cuban} => {DrCell=Major problem} 0.0041 0.92 0.0044 1.2 22
## [44] {Land=Refused,
## Age=65+} => {DrCell=Major problem} 0.0020 0.92 0.0022 1.2 11
## [45] {Race=Puerto Rican,
## Income=$30,000 to less than $40,000} => {DrCell=Major problem} 0.0020 0.92 0.0022 1.2 11
## [46] {Race=Mexican,
## Born=Foreign} => {DrCell=Major problem} 0.0196 0.91 0.0214 1.2 106
## [47] {Age=30-49,
## Race=Other Central American} => {DrCell=Major problem} 0.0039 0.91 0.0043 1.2 21
## [48] {Gender=A man,
## Race=Cuban} => {DrCell=Major problem} 0.0057 0.91 0.0063 1.2 31
## [49] {Land=Suburban,
## IntUse=Refused} => {DrCell=Major problem} 0.0018 0.91 0.0020 1.2 10
## [50] {Gender=A woman,
## Race=Salvadoran} => {DrCell=Major problem} 0.0018 0.91 0.0020 1.2 10
## [51] {Race=Cuban,
## Politics=The Republican Party} => {DrCell=Major problem} 0.0018 0.91 0.0020 1.2 10
## [52] {Age=65+,
## Race=Other South American} => {DrCell=Major problem} 0.0018 0.91 0.0020 1.2 10
## [53] {Income=$40,000 to less than $50,000,
## IntUse=Several times a week} => {DrCell=Major problem} 0.0018 0.91 0.0020 1.2 10
## [54] {Politics=Refused,
## IntUse=About once a day} => {DrCell=Major problem} 0.0018 0.91 0.0020 1.2 10
## [55] {Politics=Refused,
## Income=$50,000 to less than $60,000} => {DrCell=Major problem} 0.0018 0.91 0.0020 1.2 10
## [56] {Income=$90,000 to less than $100,000,
## Ideology=Very liberal} => {DrCell=Major problem} 0.0035 0.90 0.0039 1.2 19
## [57] {Race=Mexican,
## Income=$90,000 to less than $100,000} => {DrCell=Major problem} 0.0035 0.90 0.0039 1.2 19
## [58] {Age=18-29,
## Income=$50,000 to less than $60,000} => {DrCell=Major problem} 0.0120 0.90 0.0133 1.1 65
## [59] {Regn=West,
## Income=Refused} => {DrCell=Major problem} 0.0085 0.90 0.0094 1.1 46
## [60] {Race=Other country,
## Marr=Married} => {DrCell=Major problem} 0.0017 0.90 0.0018 1.1 9
## [61] {Area=Metropolitan,
## Race=Other country} => {DrCell=Major problem} 0.0033 0.90 0.0037 1.1 18
## [62] {Race=Cuban,
## Marr=Living with a partner} => {DrCell=Major problem} 0.0017 0.90 0.0018 1.1 9
## [63] {Land=Rural,
## IntUse=Do not use the internet} => {DrCell=Major problem} 0.0050 0.90 0.0055 1.1 27
## [64] {Gender=A woman,
## Race=Other South American} => {DrCell=Major problem} 0.0050 0.90 0.0055 1.1 27
## [65] {Marr=Separated,
## Income=$50,000 to less than $60,000} => {DrCell=Major problem} 0.0017 0.90 0.0018 1.1 9
## [66] {Marr=Divorced,
## Income=$70,000 to less than $80,000} => {DrCell=Major problem} 0.0033 0.90 0.0037 1.1 18
## [67] {Age=50-64,
## Income=$80,000 to less than $90,000} => {DrCell=Major problem} 0.0098 0.90 0.0109 1.1 53
## [68] {Race=Cuban,
## IntUse=Almost constantly} => {DrCell=Major problem} 0.0048 0.90 0.0054 1.1 26
## [69] {Edu=Some College,
## Race=Mexican} => {DrCell=Major problem} 0.0253 0.90 0.0283 1.1 137
## [70] {Edu=Some College,
## Race=Cuban} => {DrCell=Major problem} 0.0031 0.89 0.0035 1.1 17
## [71] {Race=Other South American,
## Born=Foreign} => {DrCell=Major problem} 0.0094 0.89 0.0105 1.1 51
## [72] {Politics=Refused,
## Income=$30,000 to less than $40,000} => {DrCell=Major problem} 0.0031 0.89 0.0035 1.1 17
## [73] {Race=Mexican,
## Income=$50,000 to less than $60,000} => {DrCell=Major problem} 0.0063 0.89 0.0070 1.1 34
## [74] {Politics=The Republican Party,
## Income=$80,000 to less than $90,000} => {DrCell=Major problem} 0.0109 0.89 0.0122 1.1 59
## [75] {Race=Other South American,
## Politics=No Response} => {DrCell=Major problem} 0.0078 0.89 0.0087 1.1 42
## [76] {Regn=West,
## Race=Salvadoran} => {DrCell=Major problem} 0.0015 0.89 0.0017 1.1 8
## [77] {Age=Refused,
## Gender=A woman} => {DrCell=Major problem} 0.0015 0.89 0.0017 1.1 8
## [78] {Gender=In some other way,
## Ideology=Liberal} => {DrCell=Major problem} 0.0015 0.89 0.0017 1.1 8
## [79] {Age=50-64,
## Born=Refused} => {DrCell=Major problem} 0.0015 0.89 0.0017 1.1 8
## [80] {Race=Other Central American,
## IntUse=Almost constantly} => {DrCell=Major problem} 0.0044 0.89 0.0050 1.1 24
## [81] {Land=Refused,
## Marr=Living with a partner} => {DrCell=Major problem} 0.0015 0.89 0.0017 1.1 8
## [82] {Land=Refused,
## Income=$100,000 or more} => {DrCell=Major problem} 0.0015 0.89 0.0017 1.1 8
## [83] {Marr=Never been married,
## IntUse=Less often} => {DrCell=Major problem} 0.0030 0.89 0.0033 1.1 16
## [84] {Marr=Married,
## Ideology=Refused} => {DrCell=Major problem} 0.0074 0.89 0.0083 1.1 40
## [85] {Income=$90,000 to less than $100,000,
## IntUse=About once a day} => {DrCell=Major problem} 0.0015 0.89 0.0017 1.1 8
## [86] {Age=50-64,
## Income=$60,000 to less than $70,000} => {DrCell=Major problem} 0.0133 0.89 0.0150 1.1 72
## [87] {Area=Non-metropolitan,
## Income=$80,000 to less than $90,000} => {DrCell=Major problem} 0.0055 0.88 0.0063 1.1 30
## [88] {Area=Metropolitan,
## Race=Cuban} => {DrCell=Major problem} 0.0081 0.88 0.0092 1.1 44
## [89] {Edu=Some College,
## Race=Puerto Rican} => {DrCell=Major problem} 0.0041 0.88 0.0046 1.1 22
## [90] {Marr=Divorced,
## Income=$80,000 to less than $90,000} => {DrCell=Major problem} 0.0041 0.88 0.0046 1.1 22
## [91] {Marr=Living with a partner,
## Income=$40,000 to less than $50,000} => {DrCell=Major problem} 0.0081 0.88 0.0092 1.1 44
## [92] {Land=Urban,
## Race=Mexican} => {DrCell=Major problem} 0.0255 0.88 0.0290 1.1 138
## [93] {Politics=The Republican Party,
## Ideology=Liberal} => {DrCell=Major problem} 0.0079 0.88 0.0091 1.1 43
## [94] {Edu=Some College,
## Income=Refused} => {DrCell=Major problem} 0.0118 0.88 0.0135 1.1 64
## [95] {Regn=West,
## Race=Other country} => {DrCell=Major problem} 0.0013 0.88 0.0015 1.1 7
## [96] {Gender=Refused,
## Edu=Some College} => {DrCell=Major problem} 0.0013 0.88 0.0015 1.1 7
## [97] {Ideology=Moderate,
## IntUse=Refused} => {DrCell=Major problem} 0.0013 0.88 0.0015 1.1 7
## [98] {Race=Salvadoran,
## Born=Foreign} => {DrCell=Major problem} 0.0026 0.88 0.0030 1.1 14
## [99] {Regn=West,
## Age=Refused} => {DrCell=Major problem} 0.0013 0.88 0.0015 1.1 7
## [100] {Age=Refused,
## Born=U.S. } => {DrCell=Major problem} 0.0026 0.88 0.0030 1.1 14## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.1 0.1 1 none FALSE TRUE 5 0.001 4
## maxlen target ext
## 4 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 5
##
## set item appearances ...[1 item(s)] done [0.00s].
## set transactions ...[77 item(s), 5410 transaction(s)] done [0.00s].
## sorting and recoding items ... [75 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4## Warning in apriori(data3_full, parameter = list(minlen = 4, maxlen = 4, :
## Mining stopped (maxlen reached). Only patterns up to a length of 4 returned!## done [0.02s].
## writing ... [14837 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Age=50-64,
## Race=Other country,
## Income=Less than $30,000} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [2] {Area=Metropolitan,
## Race=Other country,
## Politics=The Democratic Party} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [3] {Regn=West,
## Age=50-64,
## Race=Other country} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [4] {Area=Metropolitan,
## Regn=West,
## Race=Other country} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [5] {Age=50-64,
## Race=Other country,
## Ideology=Conservative} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [6] {Land=Suburban,
## Race=Other country,
## Ideology=Conservative} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [7] {Race=Other country,
## Born=U.S. ,
## Ideology=Conservative} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [8] {Area=Metropolitan,
## Race=Other country,
## Ideology=Conservative} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [9] {Age=50-64,
## Race=Other country,
## IntUse=Almost constantly} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [10] {Age=50-64,
## Gender=A man,
## Race=Other country} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [11] {Land=Suburban,
## Age=50-64,
## Race=Other country} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [12] {Age=50-64,
## Race=Other country,
## Politics=No Response} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [13] {Age=50-64,
## Race=Other country,
## Born=U.S. } => {DrCell=Major problem} 0.0017 1 0.0017 1.3 9
## [14] {Area=Metropolitan,
## Age=50-64,
## Race=Other country} => {DrCell=Major problem} 0.0018 1 0.0018 1.3 10
## [15] {Edu=College graduate+,
## Race=Other country,
## IntUse=Almost constantly} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [16] {Area=Metropolitan,
## Edu=College graduate+,
## Race=Other country} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [17] {Area=Metropolitan,
## Gender=A woman,
## Race=Other country} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [18] {Land=Suburban,
## Race=Other country,
## Marr=Married} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [19] {Area=Metropolitan,
## Race=Other country,
## Marr=Married} => {DrCell=Major problem} 0.0017 1 0.0017 1.3 9
## [20] {Gender=Refused,
## Race=No Response,
## IntUse=Almost constantly} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [21] {Area=Metropolitan,
## Age=30-49,
## IntUse=Refused} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [22] {Regn=South,
## Land=Suburban,
## IntUse=Refused} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [23] {Race=No Response,
## Ideology=Moderate,
## IntUse=Refused} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [24] {Land=Suburban,
## Gender=A woman,
## IntUse=Refused} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [25] {Regn=West,
## Race=Salvadoran,
## Born=Foreign} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [26] {Edu=Some College,
## Race=Salvadoran,
## Born=Foreign} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [27] {Age=30-49,
## Race=Salvadoran,
## Born=Foreign} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [28] {Race=Salvadoran,
## Born=Foreign,
## Ideology=Moderate} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [29] {Gender=A woman,
## Race=Salvadoran,
## Born=Foreign} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [30] {Race=Salvadoran,
## Born=Foreign,
## Marr=Married} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [31] {Area=Metropolitan,
## Race=Salvadoran,
## Politics=The Republican Party} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [32] {Age=30-49,
## Edu=Some College,
## Race=Salvadoran} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [33] {Regn=South,
## Edu=Some College,
## Race=Salvadoran} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [34] {Edu=Some College,
## Race=Salvadoran,
## IntUse=Almost constantly} => {DrCell=Major problem} 0.0017 1 0.0017 1.3 9
## [35] {Gender=A man,
## Edu=Some College,
## Race=Salvadoran} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [36] {Land=Suburban,
## Edu=Some College,
## Race=Salvadoran} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [37] {Edu=Some College,
## Race=Salvadoran,
## Marr=Married} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [38] {Area=Metropolitan,
## Edu=Some College,
## Race=Salvadoran} => {DrCell=Major problem} 0.0020 1 0.0020 1.3 11
## [39] {Regn=South,
## Race=Salvadoran,
## Ideology=Moderate} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [40] {Regn=South,
## Gender=A woman,
## Race=Salvadoran} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [41] {Race=Salvadoran,
## Ideology=Moderate,
## IntUse=Almost constantly} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [42] {Gender=A woman,
## Race=Salvadoran,
## Ideology=Moderate} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [43] {Land=Suburban,
## Race=Salvadoran,
## Ideology=Moderate} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [44] {Area=Metropolitan,
## Race=Salvadoran,
## Ideology=Moderate} => {DrCell=Major problem} 0.0018 1 0.0018 1.3 10
## [45] {Gender=A woman,
## Race=Salvadoran,
## IntUse=Almost constantly} => {DrCell=Major problem} 0.0017 1 0.0017 1.3 9
## [46] {Land=Urban,
## Age=Refused,
## Edu=College graduate+} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [47] {Land=Urban,
## Age=Refused,
## Gender=A man} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [48] {Land=Urban,
## Age=Refused,
## Race=No Response} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [49] {Area=Metropolitan,
## Land=Urban,
## Age=Refused} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [50] {Regn=South,
## Age=Refused,
## Born=U.S. } => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [51] {Regn=South,
## Age=Refused,
## Race=No Response} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [52] {Area=Metropolitan,
## Regn=South,
## Age=Refused} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [53] {Age=Refused,
## Born=U.S. ,
## Ideology=Moderate} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [54] {Age=Refused,
## Gender=A man,
## IntUse=Several times a day} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [55] {Age=Refused,
## Race=No Response,
## IntUse=Several times a day} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [56] {Area=Metropolitan,
## Age=Refused,
## IntUse=Several times a day} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [57] {Marr=Refused,
## Politics=No Response,
## Income=Refused} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [58] {Age=65+,
## Marr=Refused,
## Politics=No Response} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [59] {Regn=Northeast,
## Race=Dominican,
## Born=Foreign} => {DrCell=Major problem} 0.0017 1 0.0017 1.3 9
## [60] {Edu=Some College,
## Race=Dominican,
## Born=Foreign} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [61] {Regn=Northeast,
## Age=30-49,
## Race=Dominican} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [62] {Race=Dominican,
## Marr=Married,
## Politics=No Response} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [63] {Regn=Northeast,
## Gender=In some other way,
## Race=No Response} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [64] {Gender=In some other way,
## Marr=Married,
## Ideology=Liberal} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [65] {Gender=In some other way,
## Race=No Response,
## Ideology=Liberal} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [66] {Area=Metropolitan,
## Born=Refused,
## Ideology=Refused} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [67] {Age=50-64,
## Born=Refused,
## Income=Refused} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [68] {Regn=West,
## Race=Mexican,
## Born=Refused} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [69] {Gender=A woman,
## Race=Mexican,
## Born=Refused} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [70] {Race=Mexican,
## Born=Refused,
## Marr=Married} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [71] {Area=Metropolitan,
## Race=Mexican,
## Born=Refused} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [72] {Land=Urban,
## Born=Refused,
## IntUse=Several times a day} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [73] {Edu=Some College,
## Race=Other Central American,
## Marr=Living with a partner} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [74] {Gender=A man,
## Race=Other Central American,
## Marr=Living with a partner} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [75] {Area=Metropolitan,
## Race=Other Central American,
## Marr=Living with a partner} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [76] {Race=Other Central American,
## Born=Foreign,
## Marr=Never been married} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [77] {Edu=Some College,
## Race=Other Central American,
## Born=Foreign} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [78] {Regn=South,
## Race=Other Central American,
## Born=Foreign} => {DrCell=Major problem} 0.0018 1 0.0018 1.3 10
## [79] {Race=Other Central American,
## Born=Foreign,
## IntUse=Several times a day} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [80] {Race=Other Central American,
## Born=Foreign,
## Politics=No Response} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [81] {Race=Other Central American,
## Marr=Never been married,
## Ideology=Liberal} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [82] {Regn=South,
## Race=Other Central American,
## Ideology=Liberal} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [83] {Land=Suburban,
## Race=Other Central American,
## Ideology=Liberal} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [84] {Area=Metropolitan,
## Race=Other Central American,
## Ideology=Liberal} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [85] {Regn=South,
## Race=Other Central American,
## Politics=The Republican Party} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [86] {Edu=H.S. graduate or less,
## Race=Other Central American,
## Marr=Never been married} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [87] {Land=Suburban,
## Race=Other Central American,
## Marr=Never been married} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [88] {Age=30-49,
## Race=Other Central American,
## Politics=The Democratic Party} => {DrCell=Major problem} 0.0017 1 0.0017 1.3 9
## [89] {Land=Urban,
## Edu=Some College,
## Race=Other Central American} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [90] {Land=Urban,
## Race=Other Central American,
## IntUse=Almost constantly} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [91] {Regn=West,
## Age=30-49,
## Race=Other Central American} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [92] {Regn=West,
## Race=Other Central American,
## IntUse=Almost constantly} => {DrCell=Major problem} 0.0013 1 0.0013 1.3 7
## [93] {Regn=West,
## Land=Suburban,
## Race=Other Central American} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [94] {Age=50-64,
## Race=Other Central American,
## Politics=No Response} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [95] {Edu=H.S. graduate or less,
## Race=Other Central American,
## Politics=No Response} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [96] {Age=30-49,
## Edu=Some College,
## Race=Other Central American} => {DrCell=Major problem} 0.0017 1 0.0017 1.3 9
## [97] {Edu=Some College,
## Race=Other Central American,
## Ideology=Moderate} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8
## [98] {Edu=Some College,
## Race=Other Central American,
## IntUse=Several times a day} => {DrCell=Major problem} 0.0011 1 0.0011 1.3 6
## [99] {Gender=A man,
## Edu=Some College,
## Race=Other Central American} => {DrCell=Major problem} 0.0020 1 0.0020 1.3 11
## [100] {Land=Suburban,
## Edu=Some College,
## Race=Other Central American} => {DrCell=Major problem} 0.0015 1 0.0015 1.3 8## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.05 0.1 1 none FALSE TRUE 5 0.001 2
## maxlen target ext
## 2 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 5
##
## set item appearances ...[1 item(s)] done [0.00s].
## set transactions ...[77 item(s), 5410 transaction(s)] done [0.00s].
## sorting and recoding items ... [75 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2## Warning in apriori(data3_full, parameter = list(minlen = 2, maxlen = 2, :
## Mining stopped (maxlen reached). Only patterns up to a length of 2 returned!## done [0.00s].
## writing ... [62 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0043 0.27 0.0155 1.5 23
## [2] {Marr=Refused} => {DrCell=Minor problem} 0.0013 0.24 0.0054 1.3 7
## [3] {Race=Dominican} => {DrCell=Minor problem} 0.0013 0.24 0.0054 1.3 7
## [4] {Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0142 0.24 0.0604 1.3 77
## [5] {Born=Refused} => {DrCell=Minor problem} 0.0015 0.24 0.0063 1.3 8
## [6] {Race=Spanish} => {DrCell=Minor problem} 0.0020 0.23 0.0087 1.3 11
## [7] {IntUse=About once a day} => {DrCell=Minor problem} 0.0098 0.23 0.0420 1.3 53
## [8] {Gender=In some other way} => {DrCell=Minor problem} 0.0013 0.23 0.0057 1.2 7
## [9] {Marr=Separated} => {DrCell=Minor problem} 0.0037 0.22 0.0170 1.2 20
## [10] {Age=65+} => {DrCell=Minor problem} 0.0560 0.22 0.2579 1.2 303
## [11] {Marr=Widowed} => {DrCell=Minor problem} 0.0096 0.21 0.0464 1.1 52
## [12] {Area=Non-metropolitan} => {DrCell=Minor problem} 0.0257 0.21 0.1240 1.1 139
## [13] {Marr=Divorced} => {DrCell=Minor problem} 0.0189 0.21 0.0913 1.1 102
## [14] {Regn=Northeast} => {DrCell=Minor problem} 0.0357 0.21 0.1728 1.1 193
## [15] {Ideology=Very liberal} => {DrCell=Minor problem} 0.0157 0.20 0.0767 1.1 85
## [16] {Ideology=Very conservative} => {DrCell=Minor problem} 0.0176 0.20 0.0858 1.1 95
## [17] {Income=Less than $30,000} => {DrCell=Minor problem} 0.0305 0.20 0.1495 1.1 165
## [18] {Income=$70,000 to less than $80,000} => {DrCell=Minor problem} 0.0139 0.20 0.0684 1.1 75
## [19] {IntUse=Several times a week} => {DrCell=Minor problem} 0.0044 0.20 0.0220 1.1 24
## [20] {Ideology=Liberal} => {DrCell=Minor problem} 0.0362 0.20 0.1815 1.1 196
## [21] {Age=18-29} => {DrCell=Minor problem} 0.0281 0.20 0.1410 1.1 152
## [22] {Edu=College graduate+} => {DrCell=Minor problem} 0.0847 0.20 0.4268 1.1 458
## [23] {Marr=Never been married} => {DrCell=Minor problem} 0.0405 0.20 0.2052 1.1 219
## [24] {Gender=A man} => {DrCell=Minor problem} 0.0974 0.20 0.4970 1.1 527
## [25] {Politics=The Republican Party} => {DrCell=Minor problem} 0.0366 0.19 0.1885 1.1 198
## [26] {Land=Rural} => {DrCell=Minor problem} 0.0438 0.19 0.2283 1.0 237
## [27] {Race=No Response} => {DrCell=Minor problem} 0.1621 0.19 0.8451 1.0 877
## [28] {Regn=West} => {DrCell=Minor problem} 0.0458 0.19 0.2416 1.0 248
## [29] {Politics=The Democratic Party} => {DrCell=Minor problem} 0.0399 0.19 0.2122 1.0 216
## [30] {IntUse=Several times a day} => {DrCell=Minor problem} 0.0774 0.19 0.4133 1.0 419
## [31] {Land=Suburban} => {DrCell=Minor problem} 0.0974 0.19 0.5205 1.0 527
## [32] {Ideology=Conservative} => {DrCell=Minor problem} 0.0453 0.19 0.2429 1.0 245
## [33] {Edu=H.S. graduate or less} => {DrCell=Minor problem} 0.0501 0.19 0.2695 1.0 271
## [34] {Born=U.S. } => {DrCell=Minor problem} 0.1538 0.19 0.8307 1.0 832
## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.1 0.1 1 none FALSE TRUE 5 0.001 3
## maxlen target ext
## 3 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 5
##
## set item appearances ...[1 item(s)] done [0.00s].
## set transactions ...[77 item(s), 5410 transaction(s)] done [0.00s].
## sorting and recoding items ... [75 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3## Warning in apriori(data3_full, parameter = list(minlen = 3, maxlen = 3, :
## Mining stopped (maxlen reached). Only patterns up to a length of 3 returned!## done [0.00s].
## writing ... [1095 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Age=18-29,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0017 0.47 0.0035 2.6 9
## [2] {Edu=College graduate+,
## Born=Refused} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [3] {Marr=Divorced,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0017 0.43 0.0039 2.3 9
## [4] {Edu=Some College,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0013 0.41 0.0031 2.2 7
## [5] {Regn=Northeast,
## IntUse=Several times a week} => {DrCell=Minor problem} 0.0011 0.40 0.0028 2.2 6
## [6] {Land=Suburban,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0020 0.39 0.0052 2.1 11
## [7] {Ideology=Liberal,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0022 0.39 0.0057 2.1 12
## [8] {Marr=Widowed,
## Politics=The Republican Party} => {DrCell=Minor problem} 0.0018 0.37 0.0050 2.0 10
## [9] {Marr=Widowed,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0013 0.37 0.0035 2.0 7
## [10] {Area=Non-metropolitan,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0030 0.36 0.0083 1.9 16
## [11] {Age=18-29,
## Gender=In some other way} => {DrCell=Minor problem} 0.0011 0.35 0.0031 1.9 6
## [12] {Regn=South,
## Race=Spanish} => {DrCell=Minor problem} 0.0011 0.35 0.0031 1.9 6
## [13] {Edu=H.S. graduate or less,
## Marr=Separated} => {DrCell=Minor problem} 0.0024 0.35 0.0068 1.9 13
## [14] {Income=$40,000 to less than $50,000,
## IntUse=Less often} => {DrCell=Minor problem} 0.0013 0.35 0.0037 1.9 7
## [15] {Income=$100,000 or more,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0017 0.35 0.0048 1.9 9
## [16] {Ideology=Liberal,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0011 0.33 0.0033 1.8 6
## [17] {Land=Urban,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0015 0.33 0.0044 1.8 8
## [18] {Marr=Married,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0015 0.33 0.0044 1.8 8
## [19] {Politics=The Democratic Party,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0022 0.33 0.0067 1.8 12
## [20] {Income=$90,000 to less than $100,000,
## Ideology=Very conservative} => {DrCell=Minor problem} 0.0020 0.32 0.0063 1.8 11
## [21] {Gender=A man,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0018 0.32 0.0057 1.8 10
## [22] {Age=30-49,
## IntUse=Several times a week} => {DrCell=Minor problem} 0.0011 0.32 0.0035 1.7 6
## [23] {Ideology=Moderate,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0018 0.31 0.0059 1.7 10
## [24] {Land=Rural,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0044 0.31 0.0142 1.7 24
## [25] {Age=65+,
## Marr=Living with a partner} => {DrCell=Minor problem} 0.0026 0.31 0.0083 1.7 14
## [26] {Regn=South,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0017 0.31 0.0054 1.7 9
## [27] {Race=No Response,
## Born=Refused} => {DrCell=Minor problem} 0.0013 0.30 0.0043 1.7 7
## [28] {Age=65+,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0039 0.30 0.0128 1.7 21
## [29] {Marr=Widowed,
## IntUse=Several times a week} => {DrCell=Minor problem} 0.0013 0.30 0.0043 1.7 7
## [30] {Regn=West,
## Marr=Divorced} => {DrCell=Minor problem} 0.0065 0.30 0.0214 1.6 35
## [31] {Race=Spanish,
## Ideology=Moderate} => {DrCell=Minor problem} 0.0011 0.30 0.0037 1.6 6
## [32] {Marr=Separated,
## Income=Less than $30,000} => {DrCell=Minor problem} 0.0017 0.30 0.0055 1.6 9
## [33] {Edu=College graduate+,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0033 0.30 0.0111 1.6 18
## [34] {Politics=The Republican Party,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0033 0.30 0.0111 1.6 18
## [35] {Area=Non-metropolitan,
## Marr=Never been married} => {DrCell=Minor problem} 0.0054 0.30 0.0179 1.6 29
## [36] {Race=No Response,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0041 0.30 0.0137 1.6 22
## [37] {Income=$70,000 to less than $80,000,
## Ideology=Very liberal} => {DrCell=Minor problem} 0.0015 0.30 0.0050 1.6 8
## [38] {Age=18-29,
## Income=$100,000 or more} => {DrCell=Minor problem} 0.0094 0.29 0.0320 1.6 51
## [39] {Area=Metropolitan,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0037 0.29 0.0126 1.6 20
## [40] {Income=$40,000 to less than $50,000,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0018 0.29 0.0063 1.6 10
## [41] {Born=Foreign,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0013 0.29 0.0044 1.6 7
## [42] {Area=Non-metropolitan,
## Income=Refused} => {DrCell=Minor problem} 0.0013 0.29 0.0044 1.6 7
## [43] {Born=Foreign,
## Ideology=Very liberal} => {DrCell=Minor problem} 0.0026 0.29 0.0089 1.6 14
## [44] {Land=Suburban,
## Marr=Separated} => {DrCell=Minor problem} 0.0020 0.29 0.0070 1.6 11
## [45] {Edu=H.S. graduate or less,
## IntUse=Several times a week} => {DrCell=Minor problem} 0.0028 0.29 0.0096 1.6 15
## [46] {Marr=Living with a partner,
## Ideology=Very liberal} => {DrCell=Minor problem} 0.0035 0.29 0.0122 1.6 19
## [47] {Race=Spanish,
## IntUse=Almost constantly} => {DrCell=Minor problem} 0.0015 0.29 0.0052 1.6 8
## [48] {Area=Non-metropolitan,
## Regn=West} => {DrCell=Minor problem} 0.0054 0.28 0.0189 1.5 29
## [49] {Marr=Widowed,
## Politics=The Democratic Party} => {DrCell=Minor problem} 0.0024 0.28 0.0085 1.5 13
## [50] {Politics=The Democratic Party,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0030 0.28 0.0105 1.5 16
## [51] {Area=Non-metropolitan,
## Land=Urban} => {DrCell=Minor problem} 0.0026 0.28 0.0092 1.5 14
## [52] {Marr=Divorced,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0067 0.28 0.0238 1.5 36
## [53] {Gender=A man,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0092 0.28 0.0333 1.5 50
## [54] {Regn=Northeast,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0024 0.28 0.0087 1.5 13
## [55] {Age=30-49,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0015 0.28 0.0054 1.5 8
## [56] {Area=Non-metropolitan,
## Ideology=Very liberal} => {DrCell=Minor problem} 0.0015 0.28 0.0054 1.5 8
## [57] {Regn=Northeast,
## Income=$70,000 to less than $80,000} => {DrCell=Minor problem} 0.0035 0.28 0.0128 1.5 19
## [58] {Regn=Northeast,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0020 0.28 0.0074 1.5 11
## [59] {Income=$90,000 to less than $100,000,
## Ideology=Liberal} => {DrCell=Minor problem} 0.0026 0.27 0.0094 1.5 14
## [60] {Born=U.S. ,
## Marr=Refused} => {DrCell=Minor problem} 0.0011 0.27 0.0041 1.5 6
## [61] {Born=U.S. ,
## Marr=Separated} => {DrCell=Minor problem} 0.0033 0.27 0.0122 1.5 18
## [62] {Income=$80,000 to less than $90,000,
## Ideology=Very liberal} => {DrCell=Minor problem} 0.0011 0.27 0.0041 1.5 6
## [63] {Born=Foreign,
## Marr=Divorced} => {DrCell=Minor problem} 0.0028 0.27 0.0102 1.5 15
## [64] {Regn=West,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0043 0.27 0.0157 1.5 23
## [65] {Income=Less than $30,000,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0079 0.27 0.0294 1.5 43
## [66] {Born=U.S. ,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0039 0.27 0.0144 1.5 21
## [67] {Marr=Separated,
## Politics=The Democratic Party} => {DrCell=Minor problem} 0.0013 0.27 0.0048 1.5 7
## [68] {Marr=Never been married,
## Income=Refused} => {DrCell=Minor problem} 0.0026 0.27 0.0096 1.5 14
## [69] {Area=Non-metropolitan,
## Income=$50,000 to less than $60,000} => {DrCell=Minor problem} 0.0026 0.27 0.0096 1.5 14
## [70] {Age=18-29,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0054 0.27 0.0200 1.5 29
## [71] {Land=Urban,
## IntUse=Several times a week} => {DrCell=Minor problem} 0.0015 0.27 0.0055 1.4 8
## [72] {Marr=Divorced,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0017 0.26 0.0063 1.4 9
## [73] {Income=$70,000 to less than $80,000,
## Ideology=Liberal} => {DrCell=Minor problem} 0.0033 0.26 0.0126 1.4 18
## [74] {Edu=H.S. graduate or less,
## Income=$70,000 to less than $80,000} => {DrCell=Minor problem} 0.0041 0.26 0.0155 1.4 22
## [75] {Edu=H.S. graduate or less,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0031 0.26 0.0120 1.4 17
## [76] {Land=Refused,
## Ideology=Moderate} => {DrCell=Minor problem} 0.0011 0.26 0.0043 1.4 6
## [77] {Income=$60,000 to less than $70,000,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0011 0.26 0.0043 1.4 6
## [78] {Income=Less than $30,000,
## Ideology=Very liberal} => {DrCell=Minor problem} 0.0033 0.26 0.0128 1.4 18
## [79] {Regn=South,
## Income=Refused} => {DrCell=Minor problem} 0.0046 0.26 0.0177 1.4 25
## [80] {Regn=Midwest,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0024 0.26 0.0092 1.4 13
## [81] {Regn=Northeast,
## Marr=Living with a partner} => {DrCell=Minor problem} 0.0037 0.26 0.0142 1.4 20
## [82] {Politics=No Response,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0026 0.26 0.0100 1.4 14
## [83] {Age=50-64,
## Marr=Separated} => {DrCell=Minor problem} 0.0013 0.26 0.0050 1.4 7
## [84] {Born=Foreign,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0028 0.26 0.0107 1.4 15
## [85] {Regn=Northeast,
## Ideology=Very conservative} => {DrCell=Minor problem} 0.0030 0.26 0.0115 1.4 16
## [86] {Age=65+,
## Ideology=Very conservative} => {DrCell=Minor problem} 0.0079 0.26 0.0309 1.4 43
## [87] {Income=$90,000 to less than $100,000,
## IntUse=Almost constantly} => {DrCell=Minor problem} 0.0085 0.26 0.0331 1.4 46
## [88] {Edu=College graduate+,
## Income=Less than $30,000} => {DrCell=Minor problem} 0.0054 0.26 0.0209 1.4 29
## [89] {Race=Spanish,
## Born=U.S. } => {DrCell=Minor problem} 0.0018 0.26 0.0072 1.4 10
## [90] {Regn=West,
## Age=65+} => {DrCell=Minor problem} 0.0150 0.26 0.0584 1.4 81
## [91] {Marr=Never been married,
## Income=$100,000 or more} => {DrCell=Minor problem} 0.0094 0.26 0.0368 1.4 51
## [92] {Born=Foreign,
## Income=$80,000 to less than $90,000} => {DrCell=Minor problem} 0.0024 0.25 0.0094 1.4 13
## [93] {Marr=Divorced,
## Income=$30,000 to less than $40,000} => {DrCell=Minor problem} 0.0026 0.25 0.0102 1.4 14
## [94] {Edu=Some College,
## Marr=Widowed} => {DrCell=Minor problem} 0.0037 0.25 0.0146 1.4 20
## [95] {Edu=College graduate+,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0081 0.25 0.0322 1.4 44
## [96] {Gender=A woman,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0054 0.25 0.0213 1.4 29
## [97] {Area=Metropolitan,
## Marr=Refused} => {DrCell=Minor problem} 0.0013 0.25 0.0052 1.4 7
## [98] {Race=No Response,
## Marr=Separated} => {DrCell=Minor problem} 0.0030 0.25 0.0118 1.4 16
## [99] {Area=Non-metropolitan,
## Ideology=Refused} => {DrCell=Minor problem} 0.0011 0.25 0.0044 1.4 6
## [100] {Income=Less than $30,000,
## IntUse=Several times a week} => {DrCell=Minor problem} 0.0017 0.25 0.0067 1.4 9## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.1 0.1 1 none FALSE TRUE 5 0.001 4
## maxlen target ext
## 4 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 5
##
## set item appearances ...[1 item(s)] done [0.00s].
## set transactions ...[77 item(s), 5410 transaction(s)] done [0.00s].
## sorting and recoding items ... [75 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4## Warning in apriori(data3_full, parameter = list(minlen = 4, maxlen = 4, :
## Mining stopped (maxlen reached). Only patterns up to a length of 4 returned!## done [0.02s].
## writing ... [8213 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Marr=Divorced,
## Income=$90,000 to less than $100,000,
## IntUse=Almost constantly} => {DrCell=Minor problem} 0.0013 0.70 0.0018 3.8 7
## [2] {Edu=H.S. graduate or less,
## Marr=Widowed,
## IntUse=Several times a week} => {DrCell=Minor problem} 0.0011 0.55 0.0020 3.0 6
## [3] {Area=Non-metropolitan,
## Regn=South,
## Income=Refused} => {DrCell=Minor problem} 0.0011 0.55 0.0020 3.0 6
## [4] {Marr=Living with a partner,
## Income=Less than $30,000,
## Ideology=Very liberal} => {DrCell=Minor problem} 0.0011 0.55 0.0020 3.0 6
## [5] {Area=Non-metropolitan,
## Regn=West,
## Ideology=Very conservative} => {DrCell=Minor problem} 0.0011 0.55 0.0020 3.0 6
## [6] {Land=Suburban,
## Edu=H.S. graduate or less,
## Marr=Separated} => {DrCell=Minor problem} 0.0015 0.53 0.0028 2.9 8
## [7] {Area=Non-metropolitan,
## Edu=H.S. graduate or less,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0015 0.53 0.0028 2.9 8
## [8] {Area=Metropolitan,
## Marr=Widowed,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0013 0.50 0.0026 2.7 7
## [9] {Land=Suburban,
## Gender=A man,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0011 0.50 0.0022 2.7 6
## [10] {Land=Suburban,
## Age=18-29,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0011 0.50 0.0022 2.7 6
## [11] {Area=Metropolitan,
## Age=18-29,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0017 0.50 0.0033 2.7 9
## [12] {Edu=H.S. graduate or less,
## Ideology=Liberal,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0013 0.50 0.0026 2.7 7
## [13] {Gender=A woman,
## Ideology=Liberal,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0017 0.50 0.0033 2.7 9
## [14] {Marr=Married,
## Ideology=Liberal,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0011 0.50 0.0022 2.7 6
## [15] {Area=Non-metropolitan,
## Regn=Midwest,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0017 0.50 0.0033 2.7 9
## [16] {Age=65+,
## Income=$50,000 to less than $60,000,
## Ideology=Very conservative} => {DrCell=Minor problem} 0.0011 0.50 0.0022 2.7 6
## [17] {Area=Non-metropolitan,
## Marr=Never been married,
## Ideology=Liberal} => {DrCell=Minor problem} 0.0015 0.50 0.0030 2.7 8
## [18] {Land=Rural,
## Marr=Never been married,
## Ideology=Liberal} => {DrCell=Minor problem} 0.0017 0.50 0.0033 2.7 9
## [19] {Regn=West,
## Age=65+,
## Income=$40,000 to less than $50,000} => {DrCell=Minor problem} 0.0022 0.48 0.0046 2.6 12
## [20] {Land=Suburban,
## Politics=The Democratic Party,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0017 0.47 0.0035 2.6 9
## [21] {Race=No Response,
## Marr=Divorced,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0017 0.47 0.0035 2.6 9
## [22] {Area=Metropolitan,
## Edu=College graduate+,
## Born=Refused} => {DrCell=Minor problem} 0.0013 0.47 0.0028 2.5 7
## [23] {Edu=Some College,
## Born=U.S. ,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0013 0.47 0.0028 2.5 7
## [24] {Edu=Some College,
## Race=No Response,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0013 0.47 0.0028 2.5 7
## [25] {Land=Suburban,
## Ideology=Liberal,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0013 0.47 0.0028 2.5 7
## [26] {Age=65+,
## Ideology=Liberal,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0011 0.46 0.0024 2.5 6
## [27] {Regn=South,
## Politics=The Democratic Party,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0011 0.46 0.0024 2.5 6
## [28] {Regn=Northeast,
## Marr=Living with a partner,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0011 0.46 0.0024 2.5 6
## [29] {Age=18-29,
## Income=Less than $30,000,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0011 0.46 0.0024 2.5 6
## [30] {Politics=The Democratic Party,
## Income=Less than $30,000,
## Ideology=Very liberal} => {DrCell=Minor problem} 0.0020 0.46 0.0044 2.5 11
## [31] {Area=Non-metropolitan,
## Land=Urban,
## Marr=Married} => {DrCell=Minor problem} 0.0020 0.46 0.0044 2.5 11
## [32] {Age=30-49,
## Income=$90,000 to less than $100,000,
## Ideology=Liberal} => {DrCell=Minor problem} 0.0017 0.45 0.0037 2.4 9
## [33] {Age=30-49,
## Marr=Divorced,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0017 0.45 0.0037 2.4 9
## [34] {Gender=A man,
## Income=$90,000 to less than $100,000,
## Ideology=Very conservative} => {DrCell=Minor problem} 0.0015 0.44 0.0033 2.4 8
## [35] {Area=Non-metropolitan,
## Income=$90,000 to less than $100,000,
## IntUse=Almost constantly} => {DrCell=Minor problem} 0.0015 0.44 0.0033 2.4 8
## [36] {Land=Suburban,
## Race=No Response,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0020 0.44 0.0046 2.4 11
## [37] {Born=U.S. ,
## Marr=Separated,
## Politics=The Democratic Party} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [38] {Regn=South,
## Edu=Some College,
## Politics=Refused} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [39] {Age=18-29,
## Born=U.S. ,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [40] {Edu=Some College,
## Marr=Widowed,
## Politics=The Democratic Party} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [41] {Marr=Never been married,
## Politics=The Republican Party,
## Income=Refused} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [42] {Age=50-64,
## Income=$90,000 to less than $100,000,
## Ideology=Very conservative} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [43] {Land=Rural,
## Politics=The Republican Party,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [44] {Age=65+,
## Income=$70,000 to less than $80,000,
## Ideology=Liberal} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [45] {Area=Non-metropolitan,
## Regn=Midwest,
## Income=$50,000 to less than $60,000} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [46] {Area=Non-metropolitan,
## Gender=A man,
## Income=$50,000 to less than $60,000} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [47] {Area=Non-metropolitan,
## Regn=Midwest,
## Land=Urban} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [48] {Area=Non-metropolitan,
## Regn=West,
## Marr=Never been married} => {DrCell=Minor problem} 0.0013 0.44 0.0030 2.4 7
## [49] {Land=Suburban,
## Age=65+,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0018 0.43 0.0043 2.4 10
## [50] {Edu=College graduate+,
## Race=No Response,
## Born=Refused} => {DrCell=Minor problem} 0.0011 0.43 0.0026 2.3 6
## [51] {Land=Urban,
## Edu=H.S. graduate or less,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0011 0.43 0.0026 2.3 6
## [52] {Age=65+,
## Edu=Some College,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0011 0.43 0.0026 2.3 6
## [53] {Regn=South,
## Land=Suburban,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0011 0.43 0.0026 2.3 6
## [54] {Edu=H.S. graduate or less,
## Born=U.S. ,
## Marr=Separated} => {DrCell=Minor problem} 0.0022 0.43 0.0052 2.3 12
## [55] {Regn=Northeast,
## Land=Rural,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0011 0.43 0.0026 2.3 6
## [56] {Area=Non-metropolitan,
## Age=30-49,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0011 0.43 0.0026 2.3 6
## [57] {Regn=West,
## Born=Foreign,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0017 0.43 0.0039 2.3 9
## [58] {Age=50-64,
## Politics=The Republican Party,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0011 0.43 0.0026 2.3 6
## [59] {Regn=Midwest,
## Politics=The Democratic Party,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0011 0.43 0.0026 2.3 6
## [60] {Regn=Midwest,
## Edu=H.S. graduate or less,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0011 0.43 0.0026 2.3 6
## [61] {Land=Urban,
## Edu=H.S. graduate or less,
## Income=$70,000 to less than $80,000} => {DrCell=Minor problem} 0.0011 0.43 0.0026 2.3 6
## [62] {Regn=West,
## Born=Foreign,
## Marr=Divorced} => {DrCell=Minor problem} 0.0017 0.43 0.0039 2.3 9
## [63] {Regn=West,
## Marr=Divorced,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0022 0.43 0.0052 2.3 12
## [64] {Age=18-29,
## Edu=H.S. graduate or less,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0020 0.42 0.0048 2.3 11
## [65] {Land=Suburban,
## Edu=H.S. graduate or less,
## IntUse=Several times a week} => {DrCell=Minor problem} 0.0015 0.42 0.0035 2.3 8
## [66] {Area=Non-metropolitan,
## Regn=West,
## Income=Less than $30,000} => {DrCell=Minor problem} 0.0015 0.42 0.0035 2.3 8
## [67] {Area=Non-metropolitan,
## Age=65+,
## Politics=The Democratic Party} => {DrCell=Minor problem} 0.0015 0.42 0.0035 2.3 8
## [68] {Race=No Response,
## Ideology=Liberal,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0018 0.42 0.0044 2.3 10
## [69] {Age=65+,
## Marr=Widowed,
## Politics=The Republican Party} => {DrCell=Minor problem} 0.0018 0.42 0.0044 2.3 10
## [70] {Gender=A man,
## Politics=The Democratic Party,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0022 0.41 0.0054 2.2 12
## [71] {Edu=H.S. graduate or less,
## Marr=Separated,
## Income=Less than $30,000} => {DrCell=Minor problem} 0.0013 0.41 0.0031 2.2 7
## [72] {Edu=H.S. graduate or less,
## Income=$40,000 to less than $50,000,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0013 0.41 0.0031 2.2 7
## [73] {Area=Metropolitan,
## Marr=Divorced,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0013 0.41 0.0031 2.2 7
## [74] {Marr=Divorced,
## Income=$50,000 to less than $60,000,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0013 0.41 0.0031 2.2 7
## [75] {Age=50-64,
## Politics=The Democratic Party,
## Income=$30,000 to less than $40,000} => {DrCell=Minor problem} 0.0013 0.41 0.0031 2.2 7
## [76] {Edu=H.S. graduate or less,
## Marr=Divorced,
## Income=$30,000 to less than $40,000} => {DrCell=Minor problem} 0.0017 0.41 0.0041 2.2 9
## [77] {Land=Suburban,
## Born=U.S. ,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0020 0.41 0.0050 2.2 11
## [78] {Edu=H.S. graduate or less,
## Race=No Response,
## Marr=Separated} => {DrCell=Minor problem} 0.0020 0.41 0.0050 2.2 11
## [79] {Politics=The Republican Party,
## Income=$100,000 or more,
## Ideology=Very conservative} => {DrCell=Minor problem} 0.0020 0.41 0.0050 2.2 11
## [80] {Land=Suburban,
## Born=U.S. ,
## Marr=Separated} => {DrCell=Minor problem} 0.0018 0.40 0.0046 2.2 10
## [81] {Regn=Northeast,
## Race=No Response,
## IntUse=Several times a week} => {DrCell=Minor problem} 0.0011 0.40 0.0028 2.2 6
## [82] {Area=Metropolitan,
## Regn=Northeast,
## IntUse=Several times a week} => {DrCell=Minor problem} 0.0011 0.40 0.0028 2.2 6
## [83] {Gender=A woman,
## Marr=Widowed,
## Politics=The Republican Party} => {DrCell=Minor problem} 0.0011 0.40 0.0028 2.2 6
## [84] {Regn=South,
## Marr=Widowed,
## Politics=The Democratic Party} => {DrCell=Minor problem} 0.0011 0.40 0.0028 2.2 6
## [85] {Income=$90,000 to less than $100,000,
## Ideology=Very conservative,
## IntUse=Several times a day} => {DrCell=Minor problem} 0.0015 0.40 0.0037 2.2 8
## [86] {Area=Non-metropolitan,
## Age=50-64,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0011 0.40 0.0028 2.2 6
## [87] {Edu=Some College,
## Politics=The Republican Party,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0011 0.40 0.0028 2.2 6
## [88] {Regn=Midwest,
## Land=Rural,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0015 0.40 0.0037 2.2 8
## [89] {Land=Urban,
## Age=65+,
## Ideology=Very liberal} => {DrCell=Minor problem} 0.0011 0.40 0.0028 2.2 6
## [90] {Born=Foreign,
## Marr=Divorced,
## Income=$100,000 or more} => {DrCell=Minor problem} 0.0011 0.40 0.0028 2.2 6
## [91] {Area=Non-metropolitan,
## Age=18-29,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0011 0.40 0.0028 2.2 6
## [92] {Area=Non-metropolitan,
## Land=Suburban,
## Income=Less than $30,000} => {DrCell=Minor problem} 0.0018 0.40 0.0046 2.2 10
## [93] {Area=Non-metropolitan,
## Regn=West,
## Edu=H.S. graduate or less} => {DrCell=Minor problem} 0.0018 0.40 0.0046 2.2 10
## [94] {Land=Rural,
## Age=18-29,
## Ideology=Conservative} => {DrCell=Minor problem} 0.0015 0.40 0.0037 2.2 8
## [95] {Area=Non-metropolitan,
## Land=Rural,
## Income=$90,000 to less than $100,000} => {DrCell=Minor problem} 0.0028 0.39 0.0070 2.1 15
## [96] {Age=65+,
## Income=$100,000 or more,
## Ideology=Very conservative} => {DrCell=Minor problem} 0.0020 0.39 0.0052 2.1 11
## [97] {Regn=South,
## Age=65+,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0017 0.39 0.0043 2.1 9
## [98] {Age=65+,
## Gender=A man,
## IntUse=Do not use the internet} => {DrCell=Minor problem} 0.0017 0.39 0.0043 2.1 9
## [99] {Politics=No Response,
## Ideology=Liberal,
## IntUse=About once a day} => {DrCell=Minor problem} 0.0017 0.39 0.0043 2.1 9
## [100] {Area=Metropolitan,
## Marr=Widowed,
## Politics=The Republican Party} => {DrCell=Minor problem} 0.0017 0.39 0.0043 2.1 9## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.05 0.1 1 none FALSE TRUE 5 0.001 2
## maxlen target ext
## 2 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 5
##
## set item appearances ...[1 item(s)] done [0.00s].
## set transactions ...[77 item(s), 5410 transaction(s)] done [0.00s].
## sorting and recoding items ... [75 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2## Warning in apriori(data3_full, parameter = list(minlen = 2, maxlen = 2, :
## Mining stopped (maxlen reached). Only patterns up to a length of 2 returned!## done [0.01s].
## writing ... [5 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence
## [1] {IntUse=About once a day} => {DrCell=Not a problem} 0.0039 0.093
## [2] {Race=Puerto Rican} => {DrCell=Not a problem} 0.0013 0.089
## [3] {IntUse=Less often} => {DrCell=Not a problem} 0.0011 0.065
## [4] {Income=Less than $30,000} => {DrCell=Not a problem} 0.0085 0.057
## [5] {IntUse=Several times a week} => {DrCell=Not a problem} 0.0011 0.050
## coverage lift count
## [1] 0.042 3.4 21
## [2] 0.015 3.2 7
## [3] 0.017 2.4 6
## [4] 0.150 2.1 46
## [5] 0.022 1.8 6
## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.1 0.1 1 none FALSE TRUE 5 0.001 3
## maxlen target ext
## 3 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 5
##
## set item appearances ...[1 item(s)] done [0.00s].
## set transactions ...[77 item(s), 5410 transaction(s)] done [0.00s].
## sorting and recoding items ... [75 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3## Warning in apriori(data3_full, parameter = list(minlen = 3, maxlen = 3, :
## Mining stopped (maxlen reached). Only patterns up to a length of 3 returned!## done [0.00s].
## writing ... [14 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Age=30-49,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0015 0.28 0.0054 10.1 8
## [2] {Politics=The Democratic Party,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0013 0.19 0.0067 7.1 7
## [3] {Race=Puerto Rican,
## IntUse=Almost constantly} => {DrCell=Not a problem} 0.0011 0.14 0.0081 5.0 6
## [4] {Land=Rural,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0017 0.13 0.0131 4.6 9
## [5] {Edu=H.S. graduate or less,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0024 0.13 0.0190 4.6 13
## [6] {Edu=H.S. graduate or less,
## Ideology=Very liberal} => {DrCell=Not a problem} 0.0017 0.12 0.0135 4.5 9
## [7] {Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0041 0.12 0.0333 4.5 22
## [8] {Regn=West,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0011 0.12 0.0092 4.4 6
## [9] {Politics=The Democratic Party,
## Ideology=Conservative} => {DrCell=Not a problem} 0.0013 0.12 0.0109 4.3 7
## [10] {Income=Less than $30,000,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0011 0.12 0.0094 4.3 6
## [11] {Marr=Never been married,
## Ideology=Very conservative} => {DrCell=Not a problem} 0.0013 0.11 0.0118 4.0 7
## [12] {Marr=Living with a partner,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0017 0.11 0.0153 4.0 9
## [13] {Edu=H.S. graduate or less,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0052 0.11 0.0488 3.9 28
## [14] {Regn=South,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0015 0.10 0.0146 3.7 8## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.1 0.1 1 none FALSE TRUE 5 0.001 4
## maxlen target ext
## 4 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 5
##
## set item appearances ...[1 item(s)] done [0.00s].
## set transactions ...[77 item(s), 5410 transaction(s)] done [0.00s].
## sorting and recoding items ... [75 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4## Warning in apriori(data3_full, parameter = list(minlen = 4, maxlen = 4, :
## Mining stopped (maxlen reached). Only patterns up to a length of 4 returned!## done [0.02s].
## writing ... [96 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## lhs rhs support confidence coverage lift count
## [1] {Age=30-49,
## Edu=H.S. graduate or less,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0013 0.41 0.0031 15.1 7
## [2] {Area=Metropolitan,
## Age=30-49,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0015 0.30 0.0050 10.8 8
## [3] {Age=30-49,
## Born=U.S. ,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0011 0.24 0.0046 8.8 6
## [4] {Regn=Northeast,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0011 0.19 0.0057 7.1 6
## [5] {Regn=West,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0011 0.19 0.0057 7.1 6
## [6] {Gender=A woman,
## Politics=The Democratic Party,
## Ideology=Conservative} => {DrCell=Not a problem} 0.0011 0.19 0.0057 7.1 6
## [7] {Edu=H.S. graduate or less,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0031 0.19 0.0163 7.1 17
## [8] {Edu=H.S. graduate or less,
## Marr=Never been married,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0026 0.19 0.0135 7.0 14
## [9] {Area=Metropolitan,
## Politics=The Democratic Party,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0011 0.19 0.0059 6.9 6
## [10] {Edu=H.S. graduate or less,
## Marr=Divorced,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0011 0.19 0.0059 6.9 6
## [11] {Age=18-29,
## Marr=Living with a partner,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0011 0.19 0.0059 6.9 6
## [12] {Land=Rural,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0015 0.19 0.0079 6.8 8
## [13] {Area=Metropolitan,
## Land=Rural,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0015 0.17 0.0085 6.4 8
## [14] {Edu=H.S. graduate or less,
## Marr=Never been married,
## Ideology=Very liberal} => {DrCell=Not a problem} 0.0011 0.17 0.0065 6.3 6
## [15] {Age=18-29,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0013 0.17 0.0076 6.2 7
## [16] {Marr=Never been married,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0024 0.16 0.0152 5.8 13
## [17] {Age=18-29,
## Edu=H.S. graduate or less,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0017 0.16 0.0107 5.7 9
## [18] {Regn=South,
## Gender=A woman,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0011 0.15 0.0072 5.6 6
## [19] {Regn=Northeast,
## Edu=H.S. graduate or less,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0013 0.15 0.0085 5.6 7
## [20] {Land=Rural,
## Edu=H.S. graduate or less,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0011 0.15 0.0076 5.3 6
## [21] {Race=Puerto Rican,
## Born=U.S. ,
## IntUse=Almost constantly} => {DrCell=Not a problem} 0.0011 0.14 0.0078 5.2 6
## [22] {Area=Metropolitan,
## Race=Puerto Rican,
## IntUse=Almost constantly} => {DrCell=Not a problem} 0.0011 0.14 0.0079 5.1 6
## [23] {Area=Metropolitan,
## Edu=H.S. graduate or less,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0022 0.14 0.0163 5.0 12
## [24] {Area=Metropolitan,
## Income=Less than $30,000,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0011 0.13 0.0083 4.9 6
## [25] {Age=18-29,
## Edu=H.S. graduate or less,
## IntUse=Several times a day} => {DrCell=Not a problem} 0.0011 0.13 0.0083 4.9 6
## [26] {Born=U.S. ,
## Politics=The Democratic Party,
## Ideology=Conservative} => {DrCell=Not a problem} 0.0011 0.13 0.0083 4.9 6
## [27] {Born=U.S. ,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0037 0.13 0.0279 4.8 20
## [28] {Area=Metropolitan,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0037 0.13 0.0279 4.8 20
## [29] {Land=Rural,
## Edu=H.S. graduate or less,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0017 0.13 0.0126 4.8 9
## [30] {Edu=H.S. graduate or less,
## Politics=The Democratic Party,
## IntUse=Several times a day} => {DrCell=Not a problem} 0.0020 0.13 0.0155 4.8 11
## [31] {Born=U.S. ,
## Income=Less than $30,000,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0011 0.13 0.0085 4.8 6
## [32] {Edu=H.S. graduate or less,
## Income=$40,000 to less than $50,000,
## IntUse=Several times a day} => {DrCell=Not a problem} 0.0017 0.13 0.0128 4.8 9
## [33] {Gender=A woman,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0028 0.13 0.0213 4.8 15
## [34] {Age=18-29,
## Edu=H.S. graduate or less,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0013 0.13 0.0100 4.7 7
## [35] {Land=Urban,
## Age=18-29,
## Edu=H.S. graduate or less} => {DrCell=Not a problem} 0.0015 0.13 0.0115 4.7 8
## [36] {Regn=Midwest,
## Age=18-29,
## IntUse=Several times a day} => {DrCell=Not a problem} 0.0011 0.13 0.0087 4.7 6
## [37] {Regn=Northeast,
## Age=30-49,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0011 0.13 0.0087 4.7 6
## [38] {Gender=A man,
## Edu=H.S. graduate or less,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0013 0.13 0.0102 4.7 7
## [39] {Land=Rural,
## Race=No Response,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0017 0.13 0.0131 4.6 9
## [40] {Edu=H.S. graduate or less,
## Race=No Response,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0020 0.13 0.0161 4.6 11
## [41] {Race=No Response,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0030 0.13 0.0235 4.6 16
## [42] {Gender=A woman,
## Edu=H.S. graduate or less,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0011 0.12 0.0089 4.6 6
## [43] {Area=Metropolitan,
## Edu=H.S. graduate or less,
## Ideology=Very liberal} => {DrCell=Not a problem} 0.0015 0.12 0.0118 4.6 8
## [44] {Age=30-49,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0017 0.12 0.0133 4.6 9
## [45] {Born=U.S. ,
## Marr=Never been married,
## Ideology=Very conservative} => {DrCell=Not a problem} 0.0013 0.12 0.0105 4.5 7
## [46] {Age=18-29,
## Edu=H.S. graduate or less,
## Marr=Never been married} => {DrCell=Not a problem} 0.0024 0.12 0.0198 4.4 13
## [47] {Regn=South,
## Born=U.S. ,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0015 0.12 0.0122 4.4 8
## [48] {Area=Metropolitan,
## Marr=Never been married,
## Ideology=Very conservative} => {DrCell=Not a problem} 0.0013 0.12 0.0107 4.4 7
## [49] {Regn=Northeast,
## Income=Less than $30,000,
## IntUse=Almost constantly} => {DrCell=Not a problem} 0.0011 0.12 0.0092 4.4 6
## [50] {Politics=The Democratic Party,
## Income=Less than $30,000,
## IntUse=Several times a day} => {DrCell=Not a problem} 0.0013 0.12 0.0109 4.3 7
## [51] {Land=Rural,
## Age=50-64,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0013 0.12 0.0109 4.3 7
## [52] {Regn=Midwest,
## Edu=H.S. graduate or less,
## Marr=Never been married} => {DrCell=Not a problem} 0.0013 0.12 0.0109 4.3 7
## [53] {Born=U.S. ,
## Marr=Living with a partner,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0017 0.12 0.0142 4.3 9
## [54] {Race=No Response,
## Marr=Living with a partner,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0013 0.12 0.0111 4.3 7
## [55] {Edu=H.S. graduate or less,
## Race=No Response,
## Ideology=Very liberal} => {DrCell=Not a problem} 0.0011 0.12 0.0096 4.2 6
## [56] {Age=30-49,
## Edu=H.S. graduate or less,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0022 0.12 0.0192 4.2 12
## [57] {Land=Urban,
## Edu=H.S. graduate or less,
## Marr=Never been married} => {DrCell=Not a problem} 0.0022 0.11 0.0194 4.2 12
## [58] {Land=Urban,
## Edu=H.S. graduate or less,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0020 0.11 0.0179 4.1 11
## [59] {Race=No Response,
## Marr=Never been married,
## Ideology=Very conservative} => {DrCell=Not a problem} 0.0011 0.11 0.0098 4.1 6
## [60] {Age=18-29,
## Gender=A woman,
## Ideology=Conservative} => {DrCell=Not a problem} 0.0011 0.11 0.0098 4.1 6
## [61] {Regn=South,
## Edu=H.S. graduate or less,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0022 0.11 0.0196 4.1 12
## [62] {Gender=A woman,
## Edu=H.S. graduate or less,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0030 0.11 0.0262 4.1 16
## [63] {Politics=The Democratic Party,
## Income=Less than $30,000,
## Ideology=Moderate} => {DrCell=Not a problem} 0.0020 0.11 0.0181 4.1 11
## [64] {Edu=H.S. graduate or less,
## Race=No Response,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0037 0.11 0.0331 4.1 20
## [65] {Edu=H.S. graduate or less,
## Born=U.S. ,
## Ideology=Very liberal} => {DrCell=Not a problem} 0.0013 0.11 0.0116 4.1 7
## [66] {Edu=H.S. graduate or less,
## Marr=Divorced,
## IntUse=Several times a day} => {DrCell=Not a problem} 0.0013 0.11 0.0116 4.1 7
## [67] {Area=Metropolitan,
## Marr=Living with a partner,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0013 0.11 0.0116 4.1 7
## [68] {Land=Urban,
## Age=18-29,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0011 0.11 0.0100 4.1 6
## [69] {Politics=The Democratic Party,
## Income=Less than $30,000,
## IntUse=Almost constantly} => {DrCell=Not a problem} 0.0018 0.11 0.0166 4.1 10
## [70] {Edu=H.S. graduate or less,
## Born=U.S. ,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0044 0.11 0.0401 4.0 24
## [71] {Regn=Midwest,
## Income=Less than $30,000,
## IntUse=Several times a day} => {DrCell=Not a problem} 0.0013 0.11 0.0118 4.0 7
## [72] {Area=Metropolitan,
## Age=18-29,
## Edu=H.S. graduate or less} => {DrCell=Not a problem} 0.0031 0.11 0.0288 4.0 17
## [73] {Gender=A man,
## Edu=H.S. graduate or less,
## Born=Foreign} => {DrCell=Not a problem} 0.0015 0.11 0.0137 4.0 8
## [74] {Area=Non-metropolitan,
## Land=Rural,
## Income=$30,000 to less than $40,000} => {DrCell=Not a problem} 0.0011 0.11 0.0104 3.9 6
## [75] {Regn=South,
## Age=18-29,
## Edu=H.S. graduate or less} => {DrCell=Not a problem} 0.0015 0.11 0.0139 3.9 8
## [76] {Edu=H.S. graduate or less,
## Politics=No Response,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0011 0.11 0.0105 3.8 6
## [77] {Edu=H.S. graduate or less,
## Born=U.S. ,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0018 0.11 0.0176 3.8 10
## [78] {Age=18-29,
## Gender=A woman,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0017 0.10 0.0159 3.8 9
## [79] {Land=Rural,
## Born=U.S. ,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0013 0.10 0.0124 3.8 7
## [80] {Area=Metropolitan,
## Regn=South,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0013 0.10 0.0124 3.8 7
## [81] {Area=Metropolitan,
## Land=Rural,
## Marr=Never been married} => {DrCell=Not a problem} 0.0020 0.10 0.0196 3.8 11
## [82] {Area=Non-metropolitan,
## Income=Less than $30,000,
## IntUse=Several times a day} => {DrCell=Not a problem} 0.0011 0.10 0.0107 3.8 6
## [83] {Area=Metropolitan,
## Age=18-29,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0022 0.10 0.0214 3.8 12
## [84] {Gender=A woman,
## Marr=Never been married,
## Ideology=Conservative} => {DrCell=Not a problem} 0.0011 0.10 0.0107 3.8 6
## [85] {Area=Metropolitan,
## Edu=H.S. graduate or less,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0044 0.10 0.0429 3.8 24
## [86] {Age=18-29,
## Gender=A woman,
## Edu=H.S. graduate or less} => {DrCell=Not a problem} 0.0018 0.10 0.0179 3.8 10
## [87] {Land=Rural,
## Marr=Never been married,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0013 0.10 0.0126 3.8 7
## [88] {Land=Rural,
## Marr=Never been married,
## Ideology=Moderate} => {DrCell=Not a problem} 0.0013 0.10 0.0126 3.8 7
## [89] {Age=18-29,
## Born=U.S. ,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0022 0.10 0.0216 3.7 12
## [90] {Land=Urban,
## Politics=The Democratic Party,
## Income=Less than $30,000} => {DrCell=Not a problem} 0.0015 0.10 0.0144 3.7 8
## [91] {Regn=Midwest,
## Marr=Never been married,
## IntUse=Several times a day} => {DrCell=Not a problem} 0.0011 0.10 0.0109 3.7 6
## [92] {Area=Metropolitan,
## Gender=A man,
## IntUse=About once a day} => {DrCell=Not a problem} 0.0017 0.10 0.0165 3.7 9
## [93] {Area=Non-metropolitan,
## Gender=A woman,
## Politics=The Democratic Party} => {DrCell=Not a problem} 0.0011 0.10 0.0111 3.7 6
## [94] {Age=18-29,
## Income=Less than $30,000,
## Ideology=Moderate} => {DrCell=Not a problem} 0.0011 0.10 0.0111 3.7 6
## [95] {Edu=H.S. graduate or less,
## Race=No Response,
## Born=Foreign} => {DrCell=Not a problem} 0.0013 0.10 0.0129 3.7 7
## [96] {Age=30-49,
## Edu=H.S. graduate or less,
## Marr=Never been married} => {DrCell=Not a problem} 0.0020 0.10 0.0203 3.7 11