=== Run information ===

Scheme:       weka.associations.Apriori -N 100 -T 1 -C 1.5 -D 0.05 -U 1.0 -M 0.1 -S -1.0
Relation:     bank-data-final
Instances:    600
Attributes:   11
              age
              sex
              region
              income
              married
              children
              car
              save_act
              current_act
              mortgage
              pep
=== Associator model (full training set) ===


Apriori
=======

Minimum support: 0.1
Minimum metric <lift>: 1.5
Number of cycles performed: 18

Generated sets of large itemsets:

Size of set of large itemsets L(1): 28

Size of set of large itemsets L(2): 232

Size of set of large itemsets L(3): 524

Size of set of large itemsets L(4): 277

Size of set of large itemsets L(5): 33

Best rules found:

  1. age=52_max save_act=YES current_act=YES 113 ==> income=43759_max 61    conf:(0.54) < lift:(4.05)> lev:(0.08) [45] conv:(665207.55)
  2. income=43759_max 80 ==> age=52_max save_act=YES current_act=YES 61    conf:(0.76) < lift:(4.05)> lev:(0.08) [45] conv:(1168800)
  3. income=43759_max current_act=YES 63 ==> age=52_max save_act=YES 61    conf:(0.97) < lift:(3.85)> lev:(0.08) [45] conv:(5657400)
  4. age=52_max save_act=YES 151 ==> income=43759_max current_act=YES 61    conf:(0.4) < lift:(3.85)> lev:(0.08) [45] conv:(534639.56)
  5. age=52_max save_act=YES 151 ==> income=43759_max 76    conf:(0.5) < lift:(3.77)> lev:(0.09) [55] conv:(619894.74)
  6. income=43759_max 80 ==> age=52_max save_act=YES 76    conf:(0.95) < lift:(3.77)> lev:(0.09) [55] conv:(4310400)
  7. age=52_max current_act=YES 144 ==> income=43759_max save_act=YES 61    conf:(0.42) < lift:(3.18)> lev:(0.07) [41] conv:(534857.14)
  8. income=43759_max save_act=YES 80 ==> age=52_max current_act=YES 61    conf:(0.76) < lift:(3.18)> lev:(0.07) [41] conv:(1094400)
  9. age=52_max current_act=YES 144 ==> income=43759_max 61    conf:(0.42) < lift:(3.18)> lev:(0.07) [41] conv:(534857.14)
 10. income=43759_max 80 ==> age=52_max current_act=YES 61    conf:(0.76) < lift:(3.18)> lev:(0.07) [41] conv:(1094400)
 11. income=43759_max save_act=YES current_act=YES 63 ==> age=52_max 61    conf:(0.97) < lift:(3.04)> lev:(0.07) [40] conv:(5153400)
 12. age=52_max 191 ==> income=43759_max save_act=YES current_act=YES 61    conf:(0.32) < lift:(3.04)> lev:(0.07) [40] conv:(469772.52)
 13. income=43759_max current_act=YES 63 ==> age=52_max 61    conf:(0.97) < lift:(3.04)> lev:(0.07) [40] conv:(5153400)
 14. age=52_max 191 ==> income=43759_max current_act=YES 61    conf:(0.32) < lift:(3.04)> lev:(0.07) [40] conv:(469772.52)
 15. income=43759_max save_act=YES 80 ==> age=52_max 76    conf:(0.95) < lift:(2.98)> lev:(0.08) [50] conv:(3926400)
 16. age=52_max 191 ==> income=43759_max save_act=YES 76    conf:(0.4) < lift:(2.98)> lev:(0.08) [50] conv:(513724.14)
 17. income=43759_max 80 ==> age=52_max 76    conf:(0.95) < lift:(2.98)> lev:(0.08) [50] conv:(3926400)
 18. age=52_max 191 ==> income=43759_max 76    conf:(0.4) < lift:(2.98)> lev:(0.08) [50] conv:(513724.14)
 19. income=0_24386 current_act=YES pep=NO 132 ==> age=0_34 save_act=YES 60    conf:(0.45) < lift:(2.29)> lev:(0.06) [33] conv:(521852.05)
 20. age=0_34 save_act=YES 119 ==> income=0_24386 current_act=YES pep=NO 60    conf:(0.5) < lift:(2.29)> lev:(0.06) [33] conv:(556920)
 21. age=0_34 current_act=YES pep=NO 95 ==> income=0_24386 save_act=YES 60    conf:(0.63) < lift:(2.22)> lev:(0.05) [32] conv:(679250)
 22. income=0_24386 save_act=YES 171 ==> age=0_34 current_act=YES pep=NO 60    conf:(0.35) < lift:(2.22)> lev:(0.05) [32] conv:(462616.07)
 23. age=0_34 pep=NO 124 ==> income=0_24386 save_act=YES current_act=YES 60    conf:(0.48) < lift:(2.2)> lev:(0.05) [32] conv:(535680)
 24. income=0_24386 save_act=YES current_act=YES 132 ==> age=0_34 pep=NO 60    conf:(0.45) < lift:(2.2)> lev:(0.05) [32] conv:(516427.4)
 25. income=0_24386 current_act=YES pep=NO 132 ==> age=0_34 married=YES 61    conf:(0.46) < lift:(2.17)> lev:(0.05) [32] conv:(519200)
 26. age=0_34 married=YES 128 ==> income=0_24386 current_act=YES pep=NO 61    conf:(0.48) < lift:(2.17)> lev:(0.05) [32] conv:(528564.71)
 27. income=0_24386 pep=NO 176 ==> age=0_34 save_act=YES current_act=YES 60    conf:(0.34) < lift:(2.15)> lev:(0.05) [32] conv:(455794.87)
 28. age=0_34 save_act=YES current_act=YES 95 ==> income=0_24386 pep=NO 60    conf:(0.63) < lift:(2.15)> lev:(0.05) [32] conv:(671333.33)
 29. income=0_24386 pep=NO 176 ==> age=0_34 save_act=YES 75    conf:(0.43) < lift:(2.15)> lev:(0.07) [40] conv:(497976.47)
 30. age=0_34 save_act=YES 119 ==> income=0_24386 pep=NO 75    conf:(0.63) < lift:(2.15)> lev:(0.07) [40] conv:(672746.67)
 31. married=YES pep=YES 154 ==> children=1 74    conf:(0.48) < lift:(2.14)> lev:(0.07) [39] conv:(530444.44)
 32. children=1 135 ==> married=YES pep=YES 74    conf:(0.55) < lift:(2.14)> lev:(0.07) [39] conv:(582677.42)
 33. age=0_34 pep=NO 124 ==> income=0_24386 save_act=YES 75    conf:(0.6) < lift:(2.12)> lev:(0.07) [39] conv:(638352)
 34. income=0_24386 save_act=YES 171 ==> age=0_34 pep=NO 75    conf:(0.44) < lift:(2.12)> lev:(0.07) [39] conv:(503480.41)
 35. income=0_24386 pep=NO 176 ==> age=0_34 married=YES current_act=YES 61    conf:(0.35) < lift:(2.12)> lev:(0.05) [32] conv:(456993.1)
 36. age=0_34 married=YES current_act=YES 98 ==> income=0_24386 pep=NO 61    conf:(0.62) < lift:(2.12)> lev:(0.05) [32] conv:(656084.21)
 37. income=0_24386 pep=NO 176 ==> age=0_34 married=YES 79    conf:(0.45) < lift:(2.1)> lev:(0.07) [41] conv:(508604.08)
 38. age=0_34 married=YES 128 ==> income=0_24386 pep=NO 79    conf:(0.62) < lift:(2.1)> lev:(0.07) [41] conv:(651264)
 39. save_act=YES pep=YES 179 ==> children=1 current_act=YES 63    conf:(0.35) < lift:(2.09)> lev:(0.05) [32] conv:(458056.41)
 40. children=1 current_act=YES 101 ==> save_act=YES pep=YES 63    conf:(0.62) < lift:(2.09)> lev:(0.05) [32] conv:(654169.23)
 41. income=0_24386 current_act=YES 215 ==> age=0_34 car=NO 80    conf:(0.37) < lift:(2.09)> lev:(0.07) [41] conv:(467625)
 42. age=0_34 car=NO 107 ==> income=0_24386 current_act=YES 80    conf:(0.75) < lift:(2.09)> lev:(0.07) [41] conv:(882750)
 43. region=INNER_CITY income=0_24386 current_act=YES 101 ==> age=0_34 68    conf:(0.67) < lift:(2.07)> lev:(0.06) [35] conv:(721852.94)
 44. age=0_34 195 ==> region=INNER_CITY income=0_24386 current_act=YES 68    conf:(0.35) < lift:(2.07)> lev:(0.06) [35] conv:(456117.19)
 45. age=0_34 married=YES 128 ==> region=INNER_CITY income=0_24386 60    conf:(0.47) < lift:(2.07)> lev:(0.05) [30] conv:(516452.17)
 46. region=INNER_CITY income=0_24386 136 ==> age=0_34 married=YES 60    conf:(0.44) < lift:(2.07)> lev:(0.05) [30] conv:(500197.4)
 47. age=0_34 mortgage=NO 125 ==> income=0_24386 married=YES current_act=YES 62    conf:(0.5) < lift:(2.07)> lev:(0.05) [31] conv:(534375)
 48. income=0_24386 married=YES current_act=YES 144 ==> age=0_34 mortgage=NO 62    conf:(0.43) < lift:(2.07)> lev:(0.05) [31] conv:(494457.83)
 49. sex=FEMALE income=0_24386 current_act=YES 102 ==> age=0_34 68    conf:(0.67) < lift:(2.05)> lev:(0.06) [34] conv:(708171.43)
 50. age=0_34 195 ==> sex=FEMALE income=0_24386 current_act=YES 68    conf:(0.35) < lift:(2.05)> lev:(0.06) [34] conv:(455203.13)
 51. income=0_24386 save_act=YES current_act=YES pep=NO 90 ==> age=0_34 60    conf:(0.67) < lift:(2.05)> lev:(0.05) [30] conv:(705483.87)
 52. age=0_34 195 ==> income=0_24386 save_act=YES current_act=YES pep=NO 60    conf:(0.31) < lift:(2.05)> lev:(0.05) [30] conv:(438750)
 53. income=0_24386 married=NO 90 ==> age=0_34 60    conf:(0.67) < lift:(2.05)> lev:(0.05) [30] conv:(705483.87)
 54. age=0_34 195 ==> income=0_24386 married=NO 60    conf:(0.31) < lift:(2.05)> lev:(0.05) [30] conv:(438750)
 55. age=0_34 pep=NO 124 ==> income=0_24386 married=YES current_act=YES 61    conf:(0.49) < lift:(2.05)> lev:(0.05) [31] conv:(530100)
 56. income=0_24386 married=YES current_act=YES 144 ==> age=0_34 pep=NO 61    conf:(0.42) < lift:(2.05)> lev:(0.05) [31] conv:(489600)
 57. age=0_34 save_act=YES pep=NO 82 ==> income=0_24386 current_act=YES 60    conf:(0.73) < lift:(2.04)> lev:(0.05) [30] conv:(823565.22)
 58. income=0_24386 current_act=YES 215 ==> age=0_34 save_act=YES pep=NO 60    conf:(0.28) < lift:(2.04)> lev:(0.05) [30] conv:(428346.15)
 59. income=0_24386 current_act=YES 215 ==> age=0_34 sex=FEMALE 68    conf:(0.32) < lift:(2.04)> lev:(0.06) [34] conv:(441912.16)
 60. age=0_34 sex=FEMALE 93 ==> income=0_24386 current_act=YES 68    conf:(0.73) < lift:(2.04)> lev:(0.06) [34] conv:(826269.23)
 61. income=0_24386 current_act=YES mortgage=NO 143 ==> age=0_34 married=YES 62    conf:(0.43) < lift:(2.03)> lev:(0.05) [31] conv:(493873.17)
 62. age=0_34 married=YES 128 ==> income=0_24386 current_act=YES mortgage=NO 62    conf:(0.48) < lift:(2.03)> lev:(0.05) [31] conv:(523844.78)
 63. income=0_24386 current_act=YES pep=NO 132 ==> age=0_34 87    conf:(0.66) < lift:(2.03)> lev:(0.07) [44] conv:(697304.35)
 64. age=0_34 195 ==> income=0_24386 current_act=YES pep=NO 87    conf:(0.45) < lift:(2.03)> lev:(0.07) [44] conv:(502348.62)
 65. age=0_34 mortgage=NO 125 ==> income=0_24386 save_act=YES 72    conf:(0.58) < lift:(2.02)> lev:(0.06) [36] conv:(595833.33)
 66. income=0_24386 save_act=YES 171 ==> age=0_34 mortgage=NO 72    conf:(0.42) < lift:(2.02)> lev:(0.06) [36] conv:(487350)
 67. income=0_24386 mortgage=NO 188 ==> age=0_34 married=YES current_act=YES 62    conf:(0.33) < lift:(2.02)> lev:(0.05) [31] conv:(445870.87)
 68. age=0_34 married=YES current_act=YES 98 ==> income=0_24386 mortgage=NO 62    conf:(0.63) < lift:(2.02)> lev:(0.05) [31] conv:(654745.95)
 69. income=0_24386 car=NO current_act=YES 122 ==> age=0_34 80    conf:(0.66) < lift:(2.02)> lev:(0.07) [40] conv:(689441.86)
 70. age=0_34 195 ==> income=0_24386 car=NO current_act=YES 80    conf:(0.41) < lift:(2.02)> lev:(0.07) [40] conv:(482120.69)
 71. income=0_24386 current_act=YES 215 ==> age=0_34 save_act=YES 86    conf:(0.4) < lift:(2.02)> lev:(0.07) [43] conv:(477300)
 72. age=0_34 save_act=YES 119 ==> income=0_24386 current_act=YES 86    conf:(0.72) < lift:(2.02)> lev:(0.07) [43] conv:(808500)
 73. age=0_34 married=YES car=NO 69 ==> income=0_24386 66    conf:(0.96) < lift:(2.01)> lev:(0.06) [33] conv:(3260250)
 74. income=0_24386 285 ==> age=0_34 married=YES car=NO 66    conf:(0.23) < lift:(2.01)> lev:(0.06) [33] conv:(412731.82)
 75. age=0_34 current_act=YES mortgage=NO 95 ==> income=0_24386 married=YES 62    conf:(0.65) < lift:(2.01)> lev:(0.05) [31] conv:(678970.59)
 76. income=0_24386 married=YES 195 ==> age=0_34 current_act=YES mortgage=NO 62    conf:(0.32) < lift:(2.01)> lev:(0.05) [31] conv:(440932.84)
 77. income=0_24386 save_act=YES current_act=YES 132 ==> age=0_34 86    conf:(0.65) < lift:(2)> lev:(0.07) [43] conv:(682468.09)
 78. age=0_34 195 ==> income=0_24386 save_act=YES current_act=YES 86    conf:(0.44) < lift:(2)> lev:(0.07) [43] conv:(497781.82)
 79. save_act=YES current_act=YES pep=YES 140 ==> children=1 63    conf:(0.45) < lift:(2)> lev:(0.05) [31] conv:(500769.23)
 80. children=1 135 ==> save_act=YES current_act=YES pep=YES 63    conf:(0.47) < lift:(2)> lev:(0.05) [31] conv:(510410.96)
 81. income=0_24386 married=YES current_act=YES pep=NO 94 ==> age=0_34 61    conf:(0.65) < lift:(2)> lev:(0.05) [30] conv:(671823.53)
 82. age=0_34 195 ==> income=0_24386 married=YES current_act=YES pep=NO 61    conf:(0.31) < lift:(2)> lev:(0.05) [30] conv:(438533.33)
 83. income=0_24386 mortgage=NO 188 ==> age=0_34 married=YES 80    conf:(0.43) < lift:(1.99)> lev:(0.07) [39] conv:(488455.05)
 84. age=0_34 married=YES 128 ==> income=0_24386 mortgage=NO 80    conf:(0.63) < lift:(1.99)> lev:(0.07) [39] conv:(645746.94)
 85. save_act=YES pep=YES 179 ==> children=1 80    conf:(0.45) < lift:(1.99)> lev:(0.07) [39] conv:(499410)
 86. children=1 135 ==> save_act=YES pep=YES 80    conf:(0.59) < lift:(1.99)> lev:(0.07) [39] conv:(608946.43)
 87. age=0_34 car=NO mortgage=NO 68 ==> income=0_24386 64    conf:(0.94) < lift:(1.98)> lev:(0.05) [31] conv:(2570400)
 88. income=0_24386 285 ==> age=0_34 car=NO mortgage=NO 64    conf:(0.22) < lift:(1.98)> lev:(0.05) [31] conv:(409783.78)
 89. income=0_24386 save_act=YES pep=NO 119 ==> age=0_34 current_act=YES 60    conf:(0.5) < lift:(1.98)> lev:(0.05) [29] conv:(531930)
 90. age=0_34 current_act=YES 153 ==> income=0_24386 save_act=YES pep=NO 60    conf:(0.39) < lift:(1.98)> lev:(0.05) [29] conv:(469742.55)
 91. age=0_34 current_act=YES pep=NO 95 ==> income=0_24386 married=YES 61    conf:(0.64) < lift:(1.98)> lev:(0.05) [30] conv:(659571.43)
 92. income=0_24386 married=YES 195 ==> age=0_34 current_act=YES pep=NO 61    conf:(0.31) < lift:(1.98)> lev:(0.05) [30] conv:(437666.67)
 93. income=0_24386 current_act=YES 215 ==> age=0_34 138    conf:(0.64) < lift:(1.97)> lev:(0.11) [68] conv:(669807.69)
 94. age=0_34 195 ==> income=0_24386 current_act=YES 138    conf:(0.71) < lift:(1.97)> lev:(0.11) [68] conv:(776637.93)
 95. age=0_34 save_act=YES current_act=YES pep=NO 64 ==> income=0_24386 60    conf:(0.94) < lift:(1.97)> lev:(0.05) [29] conv:(2419200)
 96. income=0_24386 285 ==> age=0_34 save_act=YES current_act=YES pep=NO 60    conf:(0.21) < lift:(1.97)> lev:(0.05) [29] conv:(405557.52)
 97. age=0_34 car=NO save_act=YES 64 ==> income=0_24386 60    conf:(0.94) < lift:(1.97)> lev:(0.05) [29] conv:(2419200)
 98. income=0_24386 285 ==> age=0_34 car=NO save_act=YES 60    conf:(0.21) < lift:(1.97)> lev:(0.05) [29] conv:(405557.52)
 99. age=0_34 region=INNER_CITY married=YES 64 ==> income=0_24386 60    conf:(0.94) < lift:(1.97)> lev:(0.05) [29] conv:(2419200)
100. income=0_24386 285 ==> age=0_34 region=INNER_CITY married=YES 60    conf:(0.21) < lift:(1.97)> lev:(0.05) [29] conv:(405557.52)