State stringclasses 51
values | Account length int64 1 243 | Area code int64 408 510 | International plan stringclasses 2
values | Voice mail plan stringclasses 2
values | Number vmail messages int64 0 51 | Total day minutes float64 0 351 | Total day calls int64 0 165 | Total day charge float64 0 59.6 | Total eve minutes float64 0 364 | Total eve calls int64 0 170 | Total eve charge float64 0 30.9 | Total night minutes float64 23.2 395 | Total night calls int64 33 175 | Total night charge float64 1.04 17.8 | Total intl minutes float64 0 20 | Total intl calls int64 0 20 | Total intl charge float64 0 5.4 | Customer service calls int64 0 9 | Churn bool 2
classes |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
KS | 128 | 415 | No | Yes | 25 | 265.1 | 110 | 45.07 | 197.4 | 99 | 16.78 | 244.7 | 91 | 11.01 | 10 | 3 | 2.7 | 1 | false |
OH | 107 | 415 | No | Yes | 26 | 161.6 | 123 | 27.47 | 195.5 | 103 | 16.62 | 254.4 | 103 | 11.45 | 13.7 | 3 | 3.7 | 1 | false |
NJ | 137 | 415 | No | No | 0 | 243.4 | 114 | 41.38 | 121.2 | 110 | 10.3 | 162.6 | 104 | 7.32 | 12.2 | 5 | 3.29 | 0 | false |
OH | 84 | 408 | Yes | No | 0 | 299.4 | 71 | 50.9 | 61.9 | 88 | 5.26 | 196.9 | 89 | 8.86 | 6.6 | 7 | 1.78 | 2 | false |
OK | 75 | 415 | Yes | No | 0 | 166.7 | 113 | 28.34 | 148.3 | 122 | 12.61 | 186.9 | 121 | 8.41 | 10.1 | 3 | 2.73 | 3 | false |
AL | 118 | 510 | Yes | No | 0 | 223.4 | 98 | 37.98 | 220.6 | 101 | 18.75 | 203.9 | 118 | 9.18 | 6.3 | 6 | 1.7 | 0 | false |
MA | 121 | 510 | No | Yes | 24 | 218.2 | 88 | 37.09 | 348.5 | 108 | 29.62 | 212.6 | 118 | 9.57 | 7.5 | 7 | 2.03 | 3 | false |
MO | 147 | 415 | Yes | No | 0 | 157 | 79 | 26.69 | 103.1 | 94 | 8.76 | 211.8 | 96 | 9.53 | 7.1 | 6 | 1.92 | 0 | false |
LA | 117 | 408 | No | No | 0 | 184.5 | 97 | 31.37 | 351.6 | 80 | 29.89 | 215.8 | 90 | 9.71 | 8.7 | 4 | 2.35 | 1 | false |
WV | 141 | 415 | Yes | Yes | 37 | 258.6 | 84 | 43.96 | 222 | 111 | 18.87 | 326.4 | 97 | 14.69 | 11.2 | 5 | 3.02 | 0 | false |
IN | 65 | 415 | No | No | 0 | 129.1 | 137 | 21.95 | 228.5 | 83 | 19.42 | 208.8 | 111 | 9.4 | 12.7 | 6 | 3.43 | 4 | true |
RI | 74 | 415 | No | No | 0 | 187.7 | 127 | 31.91 | 163.4 | 148 | 13.89 | 196 | 94 | 8.82 | 9.1 | 5 | 2.46 | 0 | false |
IA | 168 | 408 | No | No | 0 | 128.8 | 96 | 21.9 | 104.9 | 71 | 8.92 | 141.1 | 128 | 6.35 | 11.2 | 2 | 3.02 | 1 | false |
MT | 95 | 510 | No | No | 0 | 156.6 | 88 | 26.62 | 247.6 | 75 | 21.05 | 192.3 | 115 | 8.65 | 12.3 | 5 | 3.32 | 3 | false |
IA | 62 | 415 | No | No | 0 | 120.7 | 70 | 20.52 | 307.2 | 76 | 26.11 | 203 | 99 | 9.14 | 13.1 | 6 | 3.54 | 4 | false |
NY | 161 | 415 | No | No | 0 | 332.9 | 67 | 56.59 | 317.8 | 97 | 27.01 | 160.6 | 128 | 7.23 | 5.4 | 9 | 1.46 | 4 | true |
ID | 85 | 408 | No | Yes | 27 | 196.4 | 139 | 33.39 | 280.9 | 90 | 23.88 | 89.3 | 75 | 4.02 | 13.8 | 4 | 3.73 | 1 | false |
VT | 93 | 510 | No | No | 0 | 190.7 | 114 | 32.42 | 218.2 | 111 | 18.55 | 129.6 | 121 | 5.83 | 8.1 | 3 | 2.19 | 3 | false |
VA | 76 | 510 | No | Yes | 33 | 189.7 | 66 | 32.25 | 212.8 | 65 | 18.09 | 165.7 | 108 | 7.46 | 10 | 5 | 2.7 | 1 | false |
TX | 73 | 415 | No | No | 0 | 224.4 | 90 | 38.15 | 159.5 | 88 | 13.56 | 192.8 | 74 | 8.68 | 13 | 2 | 3.51 | 1 | false |
FL | 147 | 415 | No | No | 0 | 155.1 | 117 | 26.37 | 239.7 | 93 | 20.37 | 208.8 | 133 | 9.4 | 10.6 | 4 | 2.86 | 0 | false |
CO | 77 | 408 | No | No | 0 | 62.4 | 89 | 10.61 | 169.9 | 121 | 14.44 | 209.6 | 64 | 9.43 | 5.7 | 6 | 1.54 | 5 | true |
AZ | 130 | 415 | No | No | 0 | 183 | 112 | 31.11 | 72.9 | 99 | 6.2 | 181.8 | 78 | 8.18 | 9.5 | 19 | 2.57 | 0 | false |
SC | 111 | 415 | No | No | 0 | 110.4 | 103 | 18.77 | 137.3 | 102 | 11.67 | 189.6 | 105 | 8.53 | 7.7 | 6 | 2.08 | 2 | false |
VA | 132 | 510 | No | No | 0 | 81.1 | 86 | 13.79 | 245.2 | 72 | 20.84 | 237 | 115 | 10.67 | 10.3 | 2 | 2.78 | 0 | false |
NE | 174 | 415 | No | No | 0 | 124.3 | 76 | 21.13 | 277.1 | 112 | 23.55 | 250.7 | 115 | 11.28 | 15.5 | 5 | 4.19 | 3 | false |
WY | 57 | 408 | No | Yes | 39 | 213 | 115 | 36.21 | 191.1 | 112 | 16.24 | 182.7 | 115 | 8.22 | 9.5 | 3 | 2.57 | 0 | false |
MT | 54 | 408 | No | No | 0 | 134.3 | 73 | 22.83 | 155.5 | 100 | 13.22 | 102.1 | 68 | 4.59 | 14.7 | 4 | 3.97 | 3 | false |
MO | 20 | 415 | No | No | 0 | 190 | 109 | 32.3 | 258.2 | 84 | 21.95 | 181.5 | 102 | 8.17 | 6.3 | 6 | 1.7 | 0 | false |
HI | 49 | 510 | No | No | 0 | 119.3 | 117 | 20.28 | 215.1 | 109 | 18.28 | 178.7 | 90 | 8.04 | 11.1 | 1 | 3 | 1 | false |
IL | 142 | 415 | No | No | 0 | 84.8 | 95 | 14.42 | 136.7 | 63 | 11.62 | 250.5 | 148 | 11.27 | 14.2 | 6 | 3.83 | 2 | false |
NH | 75 | 510 | No | No | 0 | 226.1 | 105 | 38.44 | 201.5 | 107 | 17.13 | 246.2 | 98 | 11.08 | 10.3 | 5 | 2.78 | 1 | false |
LA | 172 | 408 | No | No | 0 | 212 | 121 | 36.04 | 31.2 | 115 | 2.65 | 293.3 | 78 | 13.2 | 12.6 | 10 | 3.4 | 3 | false |
AZ | 12 | 408 | No | No | 0 | 249.6 | 118 | 42.43 | 252.4 | 119 | 21.45 | 280.2 | 90 | 12.61 | 11.8 | 3 | 3.19 | 1 | true |
OK | 57 | 408 | No | Yes | 25 | 176.8 | 94 | 30.06 | 195 | 75 | 16.58 | 213.5 | 116 | 9.61 | 8.3 | 4 | 2.24 | 0 | false |
GA | 72 | 415 | No | Yes | 37 | 220 | 80 | 37.4 | 217.3 | 102 | 18.47 | 152.8 | 71 | 6.88 | 14.7 | 6 | 3.97 | 3 | false |
AK | 36 | 408 | No | Yes | 30 | 146.3 | 128 | 24.87 | 162.5 | 80 | 13.81 | 129.3 | 109 | 5.82 | 14.5 | 6 | 3.92 | 0 | false |
MA | 78 | 415 | No | No | 0 | 130.8 | 64 | 22.24 | 223.7 | 116 | 19.01 | 227.8 | 108 | 10.25 | 10 | 5 | 2.7 | 1 | false |
AK | 136 | 415 | Yes | Yes | 33 | 203.9 | 106 | 34.66 | 187.6 | 99 | 15.95 | 101.7 | 107 | 4.58 | 10.5 | 6 | 2.84 | 3 | false |
NJ | 149 | 408 | No | No | 0 | 140.4 | 94 | 23.87 | 271.8 | 92 | 23.1 | 188.3 | 108 | 8.47 | 11.1 | 9 | 3 | 1 | false |
GA | 98 | 408 | No | No | 0 | 126.3 | 102 | 21.47 | 166.8 | 85 | 14.18 | 187.8 | 135 | 8.45 | 9.4 | 2 | 2.54 | 3 | false |
MD | 135 | 408 | Yes | Yes | 41 | 173.1 | 85 | 29.43 | 203.9 | 107 | 17.33 | 122.2 | 78 | 5.5 | 14.6 | 15 | 3.94 | 0 | true |
AR | 34 | 510 | No | No | 0 | 124.8 | 82 | 21.22 | 282.2 | 98 | 23.99 | 311.5 | 78 | 14.02 | 10 | 4 | 2.7 | 2 | false |
ID | 160 | 415 | No | No | 0 | 85.8 | 77 | 14.59 | 165.3 | 110 | 14.05 | 178.5 | 92 | 8.03 | 9.2 | 4 | 2.48 | 3 | false |
WI | 64 | 510 | No | No | 0 | 154 | 67 | 26.18 | 225.8 | 118 | 19.19 | 265.3 | 86 | 11.94 | 3.5 | 3 | 0.95 | 1 | false |
OR | 59 | 408 | No | Yes | 28 | 120.9 | 97 | 20.55 | 213 | 92 | 18.11 | 163.1 | 116 | 7.34 | 8.5 | 5 | 2.3 | 2 | false |
MI | 65 | 415 | No | No | 0 | 211.3 | 120 | 35.92 | 162.6 | 122 | 13.82 | 134.7 | 118 | 6.06 | 13.2 | 5 | 3.56 | 3 | false |
DE | 142 | 408 | No | No | 0 | 187 | 133 | 31.79 | 134.6 | 74 | 11.44 | 242.2 | 127 | 10.9 | 7.4 | 5 | 2 | 2 | false |
ID | 119 | 415 | No | No | 0 | 159.1 | 114 | 27.05 | 231.3 | 117 | 19.66 | 143.2 | 91 | 6.44 | 8.8 | 3 | 2.38 | 5 | true |
WY | 97 | 415 | No | Yes | 24 | 133.2 | 135 | 22.64 | 217.2 | 58 | 18.46 | 70.6 | 79 | 3.18 | 11 | 3 | 2.97 | 1 | false |
IA | 52 | 408 | No | No | 0 | 191.9 | 108 | 32.62 | 269.8 | 96 | 22.93 | 236.8 | 87 | 10.66 | 7.8 | 5 | 2.11 | 3 | false |
IN | 60 | 408 | No | No | 0 | 220.6 | 57 | 37.5 | 211.1 | 115 | 17.94 | 249 | 129 | 11.21 | 6.8 | 3 | 1.84 | 1 | false |
VA | 10 | 408 | No | No | 0 | 186.1 | 112 | 31.64 | 190.2 | 66 | 16.17 | 282.8 | 57 | 12.73 | 11.4 | 6 | 3.08 | 2 | false |
UT | 96 | 415 | No | No | 0 | 160.2 | 117 | 27.23 | 267.5 | 67 | 22.74 | 228.5 | 68 | 10.28 | 9.3 | 5 | 2.51 | 2 | false |
WY | 87 | 415 | No | No | 0 | 151 | 83 | 25.67 | 219.7 | 116 | 18.67 | 203.9 | 127 | 9.18 | 9.7 | 3 | 2.62 | 5 | true |
IN | 81 | 408 | No | No | 0 | 175.5 | 67 | 29.84 | 249.3 | 85 | 21.19 | 270.2 | 98 | 12.16 | 10.2 | 3 | 2.75 | 1 | false |
CO | 141 | 415 | No | No | 0 | 126.9 | 98 | 21.57 | 180 | 62 | 15.3 | 140.8 | 128 | 6.34 | 8 | 2 | 2.16 | 1 | false |
CO | 121 | 408 | No | Yes | 30 | 198.4 | 129 | 33.73 | 75.3 | 77 | 6.4 | 181.2 | 77 | 8.15 | 5.8 | 3 | 1.57 | 3 | true |
WI | 68 | 415 | No | No | 0 | 148.8 | 70 | 25.3 | 246.5 | 164 | 20.95 | 129.8 | 103 | 5.84 | 12.1 | 3 | 3.27 | 3 | false |
OK | 125 | 408 | No | No | 0 | 229.3 | 103 | 38.98 | 177.4 | 126 | 15.08 | 189.3 | 95 | 8.52 | 12 | 8 | 3.24 | 1 | false |
ID | 174 | 408 | No | No | 0 | 192.1 | 97 | 32.66 | 169.9 | 94 | 14.44 | 166.6 | 54 | 7.5 | 11.4 | 4 | 3.08 | 1 | false |
CA | 116 | 415 | No | Yes | 34 | 268.6 | 83 | 45.66 | 178.2 | 142 | 15.15 | 166.3 | 106 | 7.48 | 11.6 | 3 | 3.13 | 2 | false |
MN | 74 | 510 | No | Yes | 33 | 193.7 | 91 | 32.93 | 246.1 | 96 | 20.92 | 138 | 92 | 6.21 | 14.6 | 3 | 3.94 | 2 | false |
SD | 149 | 408 | No | Yes | 28 | 180.7 | 92 | 30.72 | 187.8 | 64 | 15.96 | 265.5 | 53 | 11.95 | 12.6 | 3 | 3.4 | 3 | false |
NC | 38 | 408 | No | No | 0 | 131.2 | 98 | 22.3 | 162.9 | 97 | 13.85 | 159 | 106 | 7.15 | 8.2 | 6 | 2.21 | 2 | false |
WA | 40 | 415 | No | Yes | 41 | 148.1 | 74 | 25.18 | 169.5 | 88 | 14.41 | 214.1 | 102 | 9.63 | 6.2 | 5 | 1.67 | 2 | false |
WY | 43 | 415 | Yes | No | 0 | 251.5 | 105 | 42.76 | 212.8 | 104 | 18.09 | 157.8 | 67 | 7.1 | 9.3 | 4 | 2.51 | 0 | false |
MN | 113 | 408 | Yes | No | 0 | 125.2 | 93 | 21.28 | 206.4 | 119 | 17.54 | 129.3 | 139 | 5.82 | 8.3 | 8 | 2.24 | 0 | false |
UT | 126 | 408 | No | No | 0 | 211.6 | 70 | 35.97 | 216.9 | 80 | 18.44 | 153.5 | 60 | 6.91 | 7.8 | 1 | 2.11 | 1 | false |
TX | 150 | 510 | No | No | 0 | 178.9 | 101 | 30.41 | 169.1 | 110 | 14.37 | 148.6 | 100 | 6.69 | 13.8 | 3 | 3.73 | 4 | true |
NJ | 138 | 408 | No | No | 0 | 241.8 | 93 | 41.11 | 170.5 | 83 | 14.49 | 295.3 | 104 | 13.29 | 11.8 | 7 | 3.19 | 3 | false |
MN | 162 | 510 | No | Yes | 46 | 224.9 | 97 | 38.23 | 188.2 | 84 | 16 | 254.6 | 61 | 11.46 | 12.1 | 2 | 3.27 | 0 | false |
NM | 147 | 510 | No | No | 0 | 248.6 | 83 | 42.26 | 148.9 | 85 | 12.66 | 172.5 | 109 | 7.76 | 8 | 4 | 2.16 | 3 | false |
NV | 90 | 415 | No | No | 0 | 203.4 | 146 | 34.58 | 226.7 | 117 | 19.27 | 152.4 | 105 | 6.86 | 7.3 | 4 | 1.97 | 1 | false |
HI | 85 | 415 | No | No | 0 | 235.8 | 109 | 40.09 | 157.2 | 94 | 13.36 | 188.2 | 99 | 8.47 | 12 | 3 | 3.24 | 0 | false |
MN | 50 | 415 | No | No | 0 | 157.1 | 90 | 26.71 | 223.3 | 72 | 18.98 | 181.4 | 111 | 8.16 | 6.1 | 2 | 1.65 | 1 | false |
DC | 82 | 415 | No | No | 0 | 300.3 | 109 | 51.05 | 181 | 100 | 15.39 | 270.1 | 73 | 12.15 | 11.7 | 4 | 3.16 | 0 | true |
NY | 144 | 408 | No | No | 0 | 61.6 | 117 | 10.47 | 77.1 | 85 | 6.55 | 173 | 99 | 7.79 | 8.2 | 7 | 2.21 | 4 | true |
MN | 46 | 415 | No | No | 0 | 214.1 | 72 | 36.4 | 164.4 | 104 | 13.97 | 177.5 | 113 | 7.99 | 8.2 | 3 | 2.21 | 2 | false |
MD | 70 | 408 | No | No | 0 | 170.2 | 98 | 28.93 | 155.2 | 102 | 13.19 | 228.6 | 76 | 10.29 | 15 | 2 | 4.05 | 1 | false |
WV | 144 | 415 | No | No | 0 | 201.1 | 99 | 34.19 | 303.5 | 74 | 25.8 | 224 | 119 | 10.08 | 13.2 | 2 | 3.56 | 1 | false |
OR | 116 | 415 | Yes | No | 0 | 215.4 | 104 | 36.62 | 204.8 | 79 | 17.41 | 278.5 | 109 | 12.53 | 12.6 | 5 | 3.4 | 3 | false |
CO | 55 | 408 | No | Yes | 25 | 165.6 | 123 | 28.15 | 136.1 | 95 | 11.57 | 175.7 | 90 | 7.91 | 11 | 2 | 2.97 | 3 | false |
GA | 70 | 415 | No | Yes | 24 | 249.5 | 101 | 42.42 | 259.7 | 98 | 22.07 | 222.7 | 68 | 10.02 | 9.8 | 4 | 2.65 | 1 | false |
TX | 106 | 510 | No | No | 0 | 210.6 | 96 | 35.8 | 249.2 | 85 | 21.18 | 191.4 | 88 | 8.61 | 12.4 | 1 | 3.35 | 2 | true |
VT | 128 | 510 | No | Yes | 29 | 179.3 | 104 | 30.48 | 225.9 | 86 | 19.2 | 323 | 78 | 14.54 | 8.6 | 7 | 2.32 | 0 | false |
IN | 94 | 408 | No | No | 0 | 157.9 | 105 | 26.84 | 155 | 101 | 13.18 | 189.6 | 84 | 8.53 | 8 | 5 | 2.16 | 4 | true |
WV | 111 | 510 | No | No | 0 | 214.3 | 118 | 36.43 | 208.5 | 76 | 17.72 | 182.4 | 98 | 8.21 | 12 | 2 | 3.24 | 1 | false |
KY | 74 | 415 | No | Yes | 35 | 154.1 | 104 | 26.2 | 123.4 | 84 | 10.49 | 202.1 | 57 | 9.09 | 10.9 | 9 | 2.94 | 2 | false |
NJ | 128 | 415 | No | No | 0 | 237.9 | 125 | 40.44 | 247.6 | 93 | 21.05 | 208.9 | 68 | 9.4 | 13.9 | 4 | 3.75 | 1 | true |
DC | 82 | 510 | No | No | 0 | 143.9 | 61 | 24.46 | 194.9 | 105 | 16.57 | 109.6 | 94 | 4.93 | 11.1 | 2 | 3 | 1 | false |
LA | 155 | 415 | No | No | 0 | 203.4 | 100 | 34.58 | 190.9 | 104 | 16.23 | 196 | 119 | 8.82 | 8.9 | 4 | 2.4 | 0 | true |
AR | 80 | 415 | No | No | 0 | 124.3 | 100 | 21.13 | 173 | 107 | 14.71 | 253.2 | 62 | 11.39 | 7.9 | 9 | 2.13 | 1 | false |
ME | 78 | 415 | No | No | 0 | 252.9 | 93 | 42.99 | 178.4 | 112 | 15.16 | 263.9 | 105 | 11.88 | 9.5 | 7 | 2.57 | 3 | false |
AZ | 90 | 415 | No | No | 0 | 179.1 | 71 | 30.45 | 190.6 | 81 | 16.2 | 127.7 | 91 | 5.75 | 10.6 | 7 | 2.86 | 3 | false |
AK | 104 | 408 | No | No | 0 | 278.4 | 106 | 47.33 | 81 | 113 | 6.89 | 163.2 | 137 | 7.34 | 9.8 | 5 | 2.65 | 1 | false |
MT | 73 | 415 | No | No | 0 | 160.1 | 110 | 27.22 | 213.3 | 72 | 18.13 | 174.1 | 72 | 7.83 | 13 | 4 | 3.51 | 0 | false |
AZ | 99 | 415 | No | No | 0 | 198.2 | 87 | 33.69 | 207.3 | 76 | 17.62 | 190.9 | 113 | 8.59 | 8.7 | 3 | 2.35 | 4 | false |
MS | 120 | 408 | No | No | 0 | 212.1 | 131 | 36.06 | 209.4 | 104 | 17.8 | 167.2 | 96 | 7.52 | 5.3 | 5 | 1.43 | 1 | true |
ID | 77 | 415 | No | No | 0 | 251.8 | 72 | 42.81 | 205.7 | 126 | 17.48 | 275.2 | 109 | 12.38 | 9.8 | 7 | 2.65 | 2 | true |
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