Data Latihan 1.xlsx

Gender male male female female male female female male female male male female male male female female male male female female female female male female female male female female female male female male male female male female female female male female female male female female male female male

Age

Payment Method 64 credit card 35 cheque 25 credit card 39 credit card 39 credit card 28 cheque 21 credit card 48 credit card 70 credit card 36 credit card 22 credit card 53 cash 27 cash 22 cash 49 credit card 24 cash 45 credit card 45 credit card 66 cash 82 cash 35 credit card 17 credit card 52 cash 49 credit card 33 credit card 40 credit card 53 credit card 64 credit card 42 credit card 66 cash 84 cash 34 cheque 46 credit card 71 credit card 68 cash 18 cash 49 cash 23 credit card 38 credit card 65 cash 22 credit card 21 credit card 37 credit card 70 credit card 81 cash 47 credit card 55 cash

Churn loyal churn loyal loyal churn loyal loyal churn loyal loyal loyal loyal churn churn loyal loyal churn churn loyal loyal loyal churn loyal churn churn churn loyal loyal loyal loyal loyal churn churn loyal loyal churn loyal loyal churn churn churn churn

LastTransaction 98 118 107 177 90 189 102 141 153 46 51 183 137 147 158 162 55 160 156 177 176 133 193 183 194 110 187 133 175 168 195 96 86 27 179 173 188 118 131 187 72 89 162 153 153 210 126

male male female male male male male male male male female female male male male male female female male male female female male male male male male male female female female male female male female male male female female male female female male male female female female male

42 credit card 38 credit card 60 credit card 68 credit card 22 credit card 63 cash 60 cash 25 credit card 84 credit card 53 credit card 47 cheque 54 cheque 52 credit card 25 credit card 52 credit card 47 cash 47 cash 33 credit card 74 credit card 35 credit card 35 credit card 52 cash 20 credit card 50 credit card 38 cheque 66 credit card 19 credit card 42 credit card 35 credit card 86 credit card 27 credit card 34 credit card 64 credit card 63 credit card 58 credit card 63 credit card 31 credit card 36 credit card 58 cash 21 cash 27 credit card 45 credit card 51 credit card 42 credit card 67 credit card 55 cash 23 credit card 36 credit card

loyal loyal loyal loyal loyal loyal loyal churn loyal loyal churn loyal loyal loyal loyal loyal loyal loyal loyal loyal loyal loyal loyal loyal loyal loyal loyal churn churn loyal churn churn

loyal loyal churn churn churn loyal loyal loyal churn loyal churn loyal

83 114 142 112 88 160 192 95 163 118 212 146 132 92 78 163 142 30 195 69 153 203 129 117 199 87 51 115 174 159 75 121 182 102 176 92 118 204 222 57 107 150 111 113 27 170 123 97

female male male female female male male female female female female male female male male female male female male male female male female female male female male male female female male male male female female male male female female male male female male male female female female male

89 cash 64 cash 72 credit card 33 credit card 50 credit card 71 cheque 79 credit card 51 cash 72 cash 61 cash 59 credit card 49 credit card 54 cheque 26 cash 18 cash 37 cash 40 credit card 42 cash 69 credit card 24 credit card 62 cash 39 credit card 37 credit card 22 credit card 38 cash 28 credit card 53 credit card 36 credit card 76 cheque 42 credit card 65 cash 65 cash 24 credit card 31 cash 46 cheque 68 credit card 42 cash 55 credit card 54 cash 81 credit card 46 credit card 63 credit card 73 credit card 17 credit card 53 cash 17 credit card 91 cheque 35 credit card

churn loyal loyal churn loyal loyal churn churn churn loyal loyal churn loyal loyal loyal churn loyal loyal churn loyal loyal loyal churn loyal loyal churn churn loyal churn loyal churn churn loyal loyal loyal churn churn loyal loyal loyal loyal churn loyal loyal loyal

63 156 98 144 173 157 187 185 223 117 153 148 136 112 81 178 82 152 82 154 121 126 139 73 187 136 138 91 167 165 60 143 78 153 70 37 160 154 130 178 118 140 195 130 183 51 194 87

female female female male female female female female female male male female male male male female male male male female female male male male female female female male male female female male female male female female female female male male female female male male female female male female

80 cash 35 credit card 67 credit card 46 credit card 50 credit card 50 cheque 72 credit card 25 cash 38 credit card 30 cash 27 credit card 32 cash 56 credit card 29 credit card 58 credit card 37 credit card 49 cash 19 credit card 57 credit card 27 credit card 78 cash 29 credit card 59 cash 62 credit card 57 credit card 29 credit card 28 credit card 51 credit card 45 credit card 85 cash 51 cash 34 credit card 66 cash 30 credit card 89 cash 33 credit card 17 cash 50 credit card 42 cheque 34 credit card 55 cash 73 cash 59 credit card 47 cash 78 cash 69 credit card 38 cash 17 credit card

churn churn loyal loyal churn churn churn churn loyal loyal churn loyal loyal loyal churn loyal loyal loyal churn churn loyal loyal loyal churn loyal loyal loyal churn churn churn loyal loyal churn churn churn loyal churn loyal loyal churn loyal loyal churn churn loyal churn

64 177 117 112 177 176 158 148 158 117 122 134 142 118 88 165 200 96 108 107 215 73 178 106 157 112 139 112 132 194 198 98 199 128 170 11 214 146 142 100 160 168 146 208 169 159 189 82

male female female male female female male female female male male male male female male male female male male female female male male female female male male male female male female male male female female female male female male male male female male male female female male female

22 credit card 52 cheque 30 credit card 36 cheque 60 cash 23 cash 40 credit card 27 credit card 52 credit card 75 credit card 40 credit card 30 credit card 42 cash 43 cash 61 cash 56 credit card 51 credit card 37 credit card 17 cheque 30 credit card 35 cash 25 cash 26 credit card 33 credit card 43 credit card 21 cash 29 credit card 34 cash 33 credit card 17 credit card 79 credit card 79 credit card 52 credit card 62 cheque 30 credit card 35 credit card 31 credit card 47 cash 35 credit card 61 credit card 62 credit card 55 credit card 48 cheque 89 cash 33 credit card 50 credit card 63 cheque 64 credit card

loyal loyal churn loyal churn churn loyal loyal churn loyal loyal loyal loyal loyal churn loyal churn loyal loyal churn churn loyal churn churn loyal loyal loyal churn loyal churn loyal loyal churn churn loyal churn loyal loyal loyal loyal loyal loyal churn loyal churn churn

102 150 130 193 170 176 103 73 207 172 74 77 149 72 140 46 179 109 138 111 120 152 107 191 184 103 75 118 162 103 141 160 115 136 137 141 55 163 107 94 82 155 143 132 172 194 196 61

male male male male female female male male female female male female female female female male male male male male female male male male female male female female female female male male female male female male female male female male male male female female male female male female

74 credit card 33 credit card 55 cheque 81 credit card 81 credit card 50 cash 53 cash 56 cheque 50 credit card 38 credit card 71 credit card 18 credit card 27 credit card 27 cheque 86 credit card 82 cash 24 cash 29 credit card 45 credit card 35 credit card 18 credit card 90 credit card 51 credit card 27 cash 24 credit card 28 cash 43 cheque 21 credit card 75 credit card 51 credit card 39 credit card 46 credit card 34 credit card 40 credit card 38 cash 45 credit card 48 cash 55 credit card 17 cheque 68 credit card 28 credit card 26 credit card 73 cash 54 cheque 70 credit card 58 cash 40 credit card 63 credit card

loyal loyal loyal loyal churn loyal loyal churn churn loyal loyal loyal churn churn loyal loyal loyal loyal loyal loyal loyal loyal loyal churn churn

loyal churn loyal churn loyal churn churn churn loyal churn churn loyal churn loyal loyal

190 111 128 149 143 129 126 179 151 140 131 60 119 182 97 159 73 126 67 131 117 138 106 130 115 94 167 106 207 142 122 50 160 87 190 77 133 68 189 103 94 89 184 157 98 108 138 169

female female male male male male male male male female female female female female female male male male male male male female female male male female female male female female female male male female female male female female female male male female female male male male male male

75 cash 39 credit card 31 cash 90 credit card 28 credit card 43 credit card 34 credit card 56 credit card 40 credit card 39 credit card 40 cash 39 credit card 36 credit card 34 credit card 86 credit card 52 cash 20 credit card 46 credit card 42 cash 54 credit card 46 credit card 76 credit card 20 credit card 51 credit card 54 cash 65 cheque 55 credit card 17 cash 18 credit card 21 credit card 64 cash 71 credit card 43 cash 18 cheque 39 credit card 26 cash 17 credit card 77 credit card 45 credit card 90 credit card 55 cash 37 credit card 30 credit card 41 credit card 46 cash 48 credit card 34 credit card 52 cash

loyal churn loyal loyal loyal loyal loyal loyal churn churn loyal churn loyal loyal loyal loyal loyal loyal loyal churn loyal loyal loyal churn loyal loyal churn loyal churn loyal loyal churn churn loyal loyal churn churn loyal loyal loyal loyal loyal churn loyal loyal loyal

192 177 99 156 43 44 66 110 102 118 134 173 173 182 159 138 116 88 152 80 86 134 76 94 134 139 172 73 130 78 142 80 168 175 157 20 85 145 116 31 163 134 89 117 192 114 110 170

female female male male female female female male male male male male male female female male male male female female male male male female female male male male male male male male male male female male female male male male female female male male female male male female

18 credit card 46 credit card 53 credit card 64 credit card 30 credit card 52 credit card 75 cash 65 credit card 34 credit card 27 credit card 42 credit card 33 credit card 24 credit card 49 credit card 76 credit card 41 credit card 71 credit card 43 credit card 44 cash 20 credit card 18 credit card 53 cash 46 credit card 82 credit card 23 credit card 19 cheque 68 cash 42 credit card 39 credit card 73 cheque 50 credit card 22 cash 20 credit card 47 cheque 40 credit card 23 credit card 21 credit card 64 credit card 39 cash 80 credit card 38 cash 47 credit card 85 cash 26 cheque 69 credit card 18 credit card 18 credit card 40 credit card

loyal churn loyal

churn loyal churn churn loyal loyal churn churn loyal loyal churn loyal loyal churn loyal churn loyal loyal churn loyal loyal loyal loyal loyal loyal loyal churn loyal loyal loyal loyal loyal churn churn churn loyal loyal churn

70 72 85 28 76 161 199 111 129 142 69 121 73 165 160 109 92 86 118 43 96 90 92 161 73 108 142 96 83 85 101 91 109 167 161 115 56 69 180 102 163 180 166 108 113 58 95 133

male female female male female male male female male male male male female female male female male male male female female male male male male male female male female female male male male male female male male female female male male male female female male male male male

90 credit card 22 cash 36 cash 57 credit card 51 credit card 63 cash 22 cash 33 cash 24 credit card 44 cash 55 credit card 60 credit card 21 credit card 56 credit card 51 credit card 33 cash 56 cash 61 credit card 91 credit card 44 credit card 54 credit card 55 cash 20 cash 41 credit card 30 credit card 22 cheque 17 credit card 66 credit card 74 credit card 49 credit card 43 cash 75 cash 52 cash 76 credit card 80 credit card 41 cash 65 cash 51 credit card 28 credit card 76 credit card 58 credit card 53 credit card 28 credit card 19 credit card 36 credit card 69 cash 31 credit card 78 credit card

loyal churn churn churn churn loyal churn loyal loyal loyal loyal loyal churn loyal churn loyal loyal churn churn loyal loyal loyal loyal loyal churn loyal churn churn loyal loyal loyal loyal loyal loyal loyal churn loyal loyal loyal loyal loyal loyal churn loyal loyal

133 135 107 96 153 152 50 190 108 193 98 126 83 176 70 142 164 108 158 129 59 121 160 80 70 140 115 106 175 166 122 195 139 165 48 159 155 38 63 127 68 94 61 85 107 169 86 128

male male female female male male female male female male female male male female female male male male male male male male female female male female female male female female male female male female female female male male female male female female male male male male female male

46 credit card 26 credit card 50 cash 21 credit card 56 credit card 76 credit card 39 cash 34 credit card 48 credit card 67 credit card 43 credit card 24 credit card 58 cash 34 credit card 67 credit card 18 credit card 61 credit card 49 credit card 54 credit card 37 credit card 43 cash 52 cheque 51 credit card 62 credit card 51 cash 66 credit card 54 credit card 70 cash 44 credit card 70 credit card 48 credit card 59 credit card 54 credit card 18 credit card 19 credit card 19 credit card 36 credit card 27 cheque 18 credit card 58 cash 18 credit card 36 credit card 47 credit card 52 credit card 56 cash 35 credit card 29 credit card 32 credit card

loyal loyal loyal loyal churn churn loyal loyal loyal churn loyal loyal loyal loyal loyal churn churn churn loyal churn churn churn churn

churn loyal churn loyal loyal loyal loyal loyal loyal churn loyal loyal loyal loyal loyal

95 104 141 61 43 162 139 64 67 85 140 56 136 167 47 64 55 67 21 91 140 166 177 82 127 169 178 129 162 162 87 49 59 3 70 68 69 93 95 43 99 13 69 77 150 44 83 94

male male male male male female female female female male female male female male female male male female female female female female female male male female female female female male female female male male male female male male male male male female male female female male female male

72 cash 71 credit card 49 credit card 77 credit card 21 cash 29 cash 47 credit card 19 credit card 63 cheque 24 credit card 66 credit card 23 credit card 45 credit card 30 credit card 72 cash 79 cash 46 credit card 69 cash 55 cheque 27 credit card 25 cash 38 credit card 39 credit card 76 credit card 34 cash 52 cash 57 credit card 23 credit card 71 credit card 58 credit card 17 credit card 47 cash 41 cash 59 credit card 19 credit card 18 credit card 53 credit card 44 credit card 33 credit card 28 cash 78 credit card 30 cash 51 credit card 39 credit card 80 credit card 40 credit card 53 cash 28 credit card

loyal loyal loyal loyal loyal churn loyal churn loyal churn loyal churn loyal churn churn loyal loyal churn loyal loyal churn churn loyal loyal churn loyal loyal churn churn churn loyal loyal loyal loyal loyal loyal churn churn loyal churn loyal churn loyal

127 122 77 180 119 109 210 65 192 100 125 103 87 110 156 96 92 116 146 37 170 119 109 155 103 194 117 76 148 50 59 131 130 29 141 90 59 91 52 99 157 128 103 128 179 108 170 78

female female female male male male female male male male female male male female female female male male male female male female male female male male female female female female female female male male male female female male male female female male female female female male male female

87 credit card 36 credit card 20 credit card 37 cash 55 cheque 72 cash 55 credit card 36 cash 34 credit card 41 credit card 17 credit card 30 credit card 17 credit card 83 credit card 46 cheque 59 credit card 18 cash 28 credit card 26 cash 33 credit card 21 credit card 55 cash 68 cash 29 credit card 32 credit card 57 cash 63 credit card 47 cash 31 credit card 27 cash 18 cash 51 credit card 17 credit card 48 credit card 25 credit card 42 cash 42 credit card 49 credit card 47 cash 45 cash 49 credit card 34 credit card 39 credit card 29 credit card 32 cash 25 cash 21 credit card 57 cash

churn churn loyal churn churn loyal loyal loyal loyal loyal loyal loyal churn

loyal loyal loyal churn loyal churn loyal loyal loyal churn churn churn churn churn churn churn loyal loyal loyal churn churn loyal churn loyal loyal churn churn loyal loyal loyal churn

144 187 96 122 134 127 114 114 106 96 83 95 106 132 105 169 88 43 87 172 105 126 163 70 131 136 104 165 132 54 73 137 57 122 83 133 139 27 90 130 161 78 17 87 171 88 45 168

female female male male male male female male male male female male female female male female female female female male male female male male female male female male male female male female male male female male female male male female female female male male male male male male

64 credit card 51 cash 24 credit card 60 credit card 35 credit card 54 credit card 55 cash 40 cash 43 cash 91 credit card 40 cash 51 cash 46 credit card 76 cash 54 cash 17 credit card 21 cheque 18 credit card 20 credit card 27 cash 28 credit card 44 credit card 21 credit card 32 cash 37 cash 18 cash 89 credit card 41 credit card 72 cash 29 cheque 46 credit card 61 cash 20 credit card 45 credit card 62 credit card 51 credit card 74 credit card 48 credit card 28 cash 46 credit card 32 credit card 53 cash 57 credit card 22 cash 49 credit card 63 credit card 90 credit card 57 cheque

churn churn loyal loyal loyal loyal churn loyal loyal loyal loyal churn churn loyal churn loyal loyal loyal loyal churn loyal churn churn loyal churn loyal loyal churn loyal churn loyal loyal loyal churn loyal churn churn churn loyal loyal loyal loyal loyal loyal

127 117 55 96 77 100 141 41 67 109 108 133 110 34 159 87 124 111 83 111 129 156 42 36 128 143 138 85 115 118 69 144 50 96 157 45 68 33 42 65 127 154 123 98 116 116 15 166

female female male male female female male female male male male female male female male female female male female male female female male female female female male male female female male female male male female female male male female male female male male female male male female male

28 credit card 17 cash 50 cash 51 credit card 74 credit card 73 credit card 52 cash 52 credit card 19 credit card 54 cash 26 credit card 25 cheque 42 credit card 78 cash 34 credit card 19 credit card 27 cash 81 credit card 32 cheque 70 cash 23 credit card 17 credit card 19 cash 42 credit card 27 credit card 57 credit card 57 credit card 67 cash 63 cheque 40 credit card 21 cash 58 credit card 23 cash 76 credit card 73 cash 40 cash 33 credit card 54 credit card 17 credit card 51 cash 48 credit card 43 credit card 36 credit card 22 credit card 62 credit card 43 credit card 42 credit card 22 cash

loyal loyal loyal loyal churn churn loyal churn loyal loyal loyal loyal loyal loyal churn churn loyal churn loyal churn loyal loyal loyal churn loyal loyal churn churn churn loyal churn loyal churn loyal loyal loyal loyal loyal loyal churn loyal loyal loyal loyal loyal

85 149 154 90 33 139 147 135 1 142 72 164 114 178 80 46 46 78 151 93 78 36 71 155 92 148 117 145 86 147 102 152 67 133 141 90 108 76 25 157 159 80 101 38 85 117 55 16

male male female female male male male female male male female male female female female female male male male female female female male male male male female male male male female female male female female male male male female female male male male female male male female male

64 credit card 34 cheque 42 credit card 19 cash 36 credit card 39 credit card 83 credit card 28 credit card 68 cash 48 credit card 60 credit card 76 credit card 50 cheque 21 credit card 46 credit card 35 credit card 27 cheque 39 credit card 61 credit card 20 credit card 22 credit card 53 credit card 20 cash 34 credit card 52 credit card 36 credit card 52 credit card 28 credit card 40 credit card 32 credit card 18 credit card 22 cheque 81 credit card 52 cash 76 credit card 43 credit card 23 credit card 34 credit card 38 credit card 33 credit card 48 cash 41 cash 78 credit card 51 credit card 42 credit card 72 cash 20 cash 69 cash

churn loyal churn churn loyal loyal loyal loyal loyal loyal churn churn churn loyal loyal loyal loyal loyal loyal loyal loyal churn loyal loyal loyal churn loyal loyal loyal churn loyal churn churn loyal loyal loyal loyal churn loyal loyal loyal loyal loyal loyal loyal loyal

76 115 131 167 74 39 127 93 129 71 114 105 139 96 176 28 82 76 71 118 35 141 26 78 85 93 139 57 67 86 64 94 132 98 162 73 99 151 117 118 97 119 131 102 73 160 123 153

male female female male male male male female male male female female male male female female female female male male male female female male male male female female male male male male male female female male male male female female female female male male female male male female

37 cash 45 credit card 77 credit card 79 credit card 56 credit card 44 credit card 30 cash 50 cash 57 cash 42 credit card 64 cash 50 cash 28 cash 50 cash 41 credit card 64 credit card 81 credit card 48 cash 84 credit card 29 credit card 26 cash 42 credit card 40 credit card 79 credit card 70 credit card 51 cheque 24 cheque 17 credit card 17 credit card 18 credit card 45 credit card 51 cash 17 credit card 74 credit card 35 credit card 19 cash 24 credit card 58 credit card 45 credit card 43 credit card 76 cash 58 cash 33 cheque 81 cash 20 credit card 52 cash 22 cash 18 credit card

loyal churn churn loyal loyal loyal loyal churn churn churn churn loyal loyal churn churn churn churn loyal loyal churn churn loyal

churn loyal loyal loyal loyal loyal churn churn loyal loyal churn churn loyal loyal loyal loyal loyal loyal loyal

150 154 164 149 100 73 76 122 172 52 146 74 71 37 93 160 91 114 122 103 41 109 174 129 114 183 158 121 98 74 61 120 101 143 155 65 67 66 125 165 133 75 50 204 79 140 100 84

male female female female male male male male male female female female female male female male male male male male female female male male male female female female male male male female female male male male male male male female male male female male male male male female

65 cash 17 credit card 29 credit card 72 credit card 39 cash 33 cheque 52 credit card 62 credit card 17 credit card 30 credit card 30 credit card 59 cash 40 cash 26 credit card 51 credit card 59 credit card 30 credit card 54 cash 39 credit card 37 credit card 37 cheque 43 cash 42 cash 36 credit card 43 cash 30 credit card 38 credit card 67 credit card 18 credit card 71 cash 45 cheque 59 credit card 39 credit card 41 credit card 70 cash 31 cash 91 credit card 59 credit card 47 credit card 56 credit card 44 cash 78 credit card 35 credit card 27 credit card 57 cash 21 credit card 53 credit card 90 credit card

loyal loyal churn loyal loyal loyal loyal loyal loyal loyal churn churn churn loyal loyal loyal churn loyal churn loyal loyal loyal churn churn loyal churn loyal churn churn loyal loyal loyal loyal loyal churn loyal churn churn loyal loyal loyal loyal

79 54 69 151 106 13 124 67 65 93 122 119 43 74 36 92 73 128 38 63 120 140 175 88 144 60 138 85 78 157 106 168 23 84 123 61 133 57 85 162 119 137 156 28 143 88 52 109

male female female male male male male female male female female female female female female female male male male female male female female female female female male female male male male male female male female male female female male male female female female male female male female male

32 credit card 41 cash 47 credit card 90 credit card 72 cash 42 cash 59 cheque 29 cash 39 credit card 41 cheque 28 cash 72 credit card 45 cheque 26 credit card 29 credit card 28 credit card 21 credit card 40 credit card 85 credit card 50 credit card 21 credit card 60 credit card 76 cash 84 credit card 49 credit card 39 cash 17 credit card 54 credit card 64 cash 32 cash 35 cash 34 cash 33 credit card 22 credit card 73 cheque 39 credit card 47 cash 26 credit card 67 cash 52 credit card 23 credit card 61 cash 55 credit card 71 cheque 42 credit card 42 credit card 69 cash 34 cash

churn churn churn loyal loyal loyal loyal loyal loyal loyal churn churn loyal loyal loyal loyal loyal loyal loyal loyal loyal churn churn churn loyal churn loyal loyal loyal loyal churn loyal churn loyal churn loyal loyal loyal loyal churn loyal loyal loyal churn loyal

23 103 117 123 127 150 146 62 68 100 151 19 105 29 30 82 108 47 112 53 74 166 62 114 107 126 70 183 43 66 55 56 112 69 100 108 90 21 113 34 54 84 47 86 138 46 108 66

female male male female male male male male female male male male female male female male female male male male male female male male female male male female female male male male male male male male male female male female male female male male female female male female

20 credit card 86 credit card 44 cheque 83 cash 25 credit card 45 cash 19 credit card 45 credit card 43 credit card 31 credit card 20 credit card 56 credit card 61 credit card 20 credit card 25 credit card 45 cash 38 credit card 37 cheque 44 credit card 51 credit card 27 credit card 42 cash 37 credit card 20 cash 55 credit card 64 credit card 56 credit card 66 cash 69 credit card 89 cash 41 credit card 48 credit card 38 credit card 38 cash 67 cash 87 cheque 29 cash 51 credit card 31 credit card 34 credit card 32 credit card 26 cheque 65 credit card 43 credit card 45 credit card 57 cash 34 credit card 18 credit card

loyal churn loyal churn loyal loyal loyal loyal loyal loyal loyal churn loyal loyal loyal churn churn loyal loyal churn loyal

loyal churn churn loyal loyal loyal churn churn loyal loyal churn loyal churn loyal loyal loyal loyal churn loyal churn churn

68 137 64 105 67 162 72 65 153 42 78 64 147 108 76 63 89 111 83 75 70 119 92 68 156 68 119 115 97 77 65 87 83 121 157 138 45 113 67 133 85 177 55 78 101 68 35 34

female female female male male female female male male female male female female female female male female male female female female male male male male male male female male male male female female female male male male male female male male male female male male male female female

70 cash 75 credit card 46 credit card 24 credit card 52 credit card 48 cash 27 cash 26 credit card 57 cash 66 credit card 49 credit card 55 credit card 24 cash 63 cash 52 credit card 25 cash 30 credit card 63 cheque 76 credit card 69 cheque 43 cash 42 credit card 51 credit card 44 credit card 51 credit card 30 credit card 48 cheque 28 credit card 50 credit card 25 credit card 56 cash 17 credit card 59 credit card 70 cash 45 cash 43 cash 50 credit card 46 cash 25 credit card 43 credit card 29 cash 49 credit card 43 cash 35 cash 19 credit card 76 cash 53 credit card 64 credit card

loyal loyal loyal loyal loyal churn loyal churn loyal loyal churn loyal churn loyal loyal loyal churn churn churn loyal loyal loyal loyal loyal churn loyal loyal churn churn churn churn churn loyal loyal loyal

loyal loyal churn churn loyal churn loyal churn

104 89 87 80 104 150 148 42 168 75 77 111 110 89 107 86 100 75 111 93 123 49 54 79 38 23 40 7 87 103 49 106 108 114 129 83 34 119 104 77 109 57 102 70 19 128 99 91

female male female female male male female female male female male male male female male male male female male male male female female male male male female male female male male male female male male male female

42 credit card 53 credit card 66 credit card 73 cash 31 credit card 68 credit card 38 credit card 39 credit card 23 cash 52 cash 38 credit card 81 cash 20 cash 20 credit card 40 credit card 29 cash 90 cash 42 credit card 80 cheque 43 credit card 23 credit card 29 credit card 44 credit card 37 cash 26 credit card 21 credit card 80 cheque 50 cash 28 credit card 82 cash 64 credit card 19 credit card 29 credit card 84 credit card 20 credit card 19 credit card 24 credit card

churn loyal churn churn loyal loyal churn churn loyal churn loyal loyal loyal churn

churn loyal loyal loyal loyal churn loyal loyal loyal churn loyal loyal loyal loyal loyal loyal loyal loyal

141 35 95 71 45 94 130 75 74 97 6 148 108 51 24 71 118 91 109 49 59 57 89 45 58 66 56 105 23 24 43 92 33 124 60 49 25