Call_Duration
float64 0
133
| Data_Usage
float64 0
7.15k
| Sms_Count
int64 0
14
| Roaming_Indicator
int64 0
1
| MobileWallet_Use
int64 0
1
| Plan_Type
stringclasses 2
values | Cost
float64 0
661
| Cellular_Location_Distance
float64 0
71.4
| Personal_Pin_Used
int64 0
1
| Avg_Call_Duration
float64 -8.94
133
| Avg_Data_Usage
float64 -401.95
6.97k
| Avg_Cost
float64 -39.36
673
| Fraud
int64 0
1
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
9.016974 | 590.575328 | 5 | 0 | 0 | postpaid | 92.088613 | 11.6111 | 0 | 5.842485 | 614.899166 | 110.307027 | 0 |
7.08577 | 429.659226 | 3 | 0 | 0 | postpaid | 57.660703 | 7.540463 | 0 | 8.339009 | 524.547445 | 59.05628 | 0 |
2.341852 | 229.768208 | 2 | 1 | 0 | postpaid | 47.739985 | 1.251911 | 0 | 2.910925 | 353.405736 | 43.625225 | 0 |
5.278615 | 331.635177 | 3 | 0 | 1 | postpaid | 72.383823 | 4.197563 | 0 | 3.471426 | 216.196115 | 72.613221 | 0 |
3.488827 | 299.766993 | 4 | 0 | 0 | postpaid | 41.450236 | 5.874626 | 1 | 0.643489 | 174.711909 | 24.98555 | 0 |
4.035358 | 344.704738 | 1 | 0 | 0 | postpaid | 96.777026 | 0.158231 | 0 | 3.12178 | 292.738009 | 94.992184 | 0 |
2.718953 | 120.328804 | 3 | 0 | 0 | postpaid | 56.190891 | 0.045452 | 0 | 4.902223 | 147.252231 | 52.898413 | 0 |
1.750967 | 44.719056 | 2 | 0 | 0 | prepaid | 16.274049 | 7.587234 | 0 | 3.073877 | -46.122063 | 15.419948 | 0 |
7.721196 | 466.920987 | 2 | 0 | 1 | postpaid | 92.060191 | 7.171126 | 0 | 8.658366 | 392.034436 | 110.541191 | 0 |
2.059667 | 88.446176 | 0 | 0 | 0 | postpaid | 196.953966 | 5.072814 | 0 | 3.657407 | 7.97466 | 213.926016 | 0 |
9.519025 | 838.446598 | 1 | 0 | 0 | prepaid | 30.32379 | 3.420787 | 0 | 10.951131 | 810.206564 | 29.330823 | 0 |
2.888686 | 1,226.82405 | 6 | 1 | 0 | postpaid | 14.928191 | 2.77519 | 1 | 5.084093 | 1,335.98034 | 24.392074 | 1 |
5.016426 | 370.084064 | 5 | 0 | 1 | prepaid | 32.344129 | 0.945847 | 1 | 8.646124 | 164.041641 | 33.852825 | 0 |
41.140846 | 1,085.77077 | 2 | 1 | 0 | prepaid | 0.595415 | 4.423669 | 0 | 40.66169 | 1,041.400529 | 4.089774 | 1 |
4.156853 | 494.813972 | 1 | 0 | 0 | prepaid | 3.641004 | 7.480965 | 0 | 8.546648 | 509.491558 | -1.297744 | 0 |
12.066167 | 613.390859 | 3 | 0 | 0 | prepaid | 48.842184 | 5.375376 | 1 | 11.281022 | 647.038464 | 52.857513 | 0 |
2.684204 | 91.59768 | 2 | 0 | 1 | postpaid | 153.411331 | 1.417396 | 0 | 2.104553 | 58.323731 | 158.369237 | 0 |
5.003698 | 463.2088 | 6 | 0 | 0 | prepaid | 74.550967 | 3.103216 | 0 | 1.387044 | 559.269661 | 79.042986 | 0 |
9.290234 | 568.164694 | 3 | 0 | 0 | postpaid | 5.4515 | 0.862184 | 1 | 8.140437 | 567.725315 | -13.364883 | 0 |
1.683075 | 953.036932 | 3 | 1 | 1 | prepaid | 48.999739 | 0.528166 | 1 | 2.55416 | 1,070.922266 | 52.962233 | 0 |
13.464662 | 926.992541 | 1 | 0 | 0 | postpaid | 89.17662 | 5.547005 | 0 | 13.344216 | 850.913448 | 101.075333 | 0 |
12.429476 | 514.426172 | 6 | 0 | 1 | postpaid | 82.970693 | 0.8779 | 0 | 10.851911 | 469.568981 | 100.120771 | 0 |
4.704621 | 56.689893 | 4 | 1 | 1 | postpaid | 6.439994 | 11.648563 | 0 | 5.390628 | -60.228408 | 18.580408 | 0 |
25.189204 | 31.499859 | 2 | 1 | 1 | prepaid | 24.472524 | 4.462615 | 0 | 26.024855 | -47.628879 | 23.762003 | 0 |
19.00935 | 634.888797 | 2 | 0 | 0 | prepaid | 12.541841 | 19.122964 | 0 | 22.502408 | 573.480588 | 23.84814 | 0 |
2.277754 | 293.090308 | 3 | 0 | 0 | postpaid | 214.913253 | 7.153044 | 1 | 2.06583 | 142.734049 | 217.730844 | 0 |
7.554726 | 52.682937 | 3 | 0 | 0 | prepaid | 15.148211 | 7.6449 | 1 | 4.247683 | 91.408408 | 8.343775 | 0 |
11.449377 | 607.766338 | 3 | 0 | 1 | prepaid | 5.847973 | 1.251682 | 0 | 10.277129 | 711.56873 | 13.089149 | 0 |
0.757378 | 53.793544 | 2 | 0 | 0 | prepaid | 6.022841 | 0.679135 | 0 | 3.220105 | 93.569482 | 4.799426 | 0 |
1.732552 | 115.708197 | 5 | 0 | 0 | postpaid | 90.773228 | 0.189289 | 0 | 0.39978 | 56.052762 | 91.141697 | 0 |
1.76414 | 411.365637 | 5 | 0 | 0 | prepaid | 16.333463 | 3.043418 | 0 | 1.193848 | 291.20711 | 13.119775 | 0 |
0.875352 | 161.203302 | 5 | 1 | 0 | prepaid | 36.868458 | 15.647428 | 0 | -0.697753 | 174.765939 | 43.890217 | 0 |
0.205595 | 188.22552 | 5 | 0 | 0 | prepaid | 5.224651 | 2.608398 | 0 | 0.345463 | 124.6227 | 1.540172 | 0 |
20.312658 | 1,319.781859 | 7 | 0 | 0 | postpaid | 8.281069 | 2.057275 | 1 | 21.104912 | 1,273.617102 | 16.696565 | 0 |
2.202819 | 859.65684 | 4 | 1 | 0 | postpaid | 10.391204 | 2.231293 | 0 | 4.317325 | 907.170854 | 18.480351 | 0 |
0.046253 | 828.646975 | 3 | 0 | 0 | prepaid | 37.165675 | 11.808451 | 0 | -1.33016 | 835.904244 | 30.538413 | 0 |
5.661846 | 636.395139 | 3 | 0 | 0 | prepaid | 2.406192 | 1.654269 | 0 | 3.549523 | 791.4017 | -3.081229 | 0 |
12.723596 | 838.682315 | 5 | 0 | 0 | prepaid | 2.838155 | 2.89132 | 0 | 10.135513 | 987.842027 | -5.535319 | 0 |
0.668293 | 19.772272 | 3 | 1 | 0 | postpaid | 43.279052 | 2.39205 | 0 | -0.930158 | -18.333651 | 57.237168 | 0 |
35.748274 | 92.349214 | 4 | 0 | 1 | prepaid | 11.514203 | 5.393265 | 0 | 35.380932 | 109.366169 | 7.836011 | 0 |
8.362707 | 491.048074 | 6 | 0 | 0 | postpaid | 17.166313 | 0.009076 | 1 | 7.081996 | 566.762359 | 15.526906 | 0 |
35.428965 | 439.546723 | 2 | 0 | 0 | prepaid | 14.848938 | 1.113076 | 0 | 34.788427 | 366.581767 | 15.584987 | 0 |
11.112346 | 896.398396 | 1 | 0 | 0 | prepaid | 1.392019 | 4.035383 | 0 | 11.354787 | 715.654823 | 5.318036 | 0 |
10.03041 | 1,380.434111 | 4 | 1 | 0 | postpaid | 5.399823 | 2.865334 | 1 | 8.834573 | 1,373.823213 | 18.443922 | 1 |
4.208111 | 584.263398 | 6 | 0 | 0 | postpaid | 5.642588 | 2.345545 | 1 | 2.441765 | 319.021662 | 24.251163 | 0 |
2.498121 | 169.870623 | 4 | 0 | 0 | prepaid | 45.625762 | 1.489896 | 0 | -0.756845 | 89.506431 | 45.260895 | 0 |
12.030974 | 635.74475 | 1 | 0 | 1 | postpaid | 3.378199 | 0.219486 | 0 | 12.065399 | 582.567433 | 9.717289 | 0 |
3.774763 | 1,285.423716 | 1 | 0 | 0 | prepaid | 7.179799 | 0.922267 | 0 | 6.483653 | 1,070.306462 | 6.426131 | 0 |
12.64331 | 757.255682 | 4 | 0 | 0 | postpaid | 112.324823 | 0.134334 | 0 | 12.380601 | 689.802883 | 105.940457 | 0 |
11.859741 | 448.50057 | 5 | 0 | 0 | prepaid | 10.492706 | 0.754615 | 0 | 13.64086 | 492.659469 | 14.378825 | 0 |
11.722817 | 356.217849 | 2 | 1 | 0 | prepaid | 46.500413 | 2.059506 | 0 | 13.332125 | 572.049401 | 41.856838 | 0 |
12.972306 | 505.579116 | 3 | 0 | 0 | prepaid | 26.955314 | 3.063903 | 0 | 13.56524 | 425.141901 | 25.007115 | 0 |
1.886152 | 836.205245 | 3 | 0 | 0 | postpaid | 90.260719 | 0.388595 | 0 | 2.775867 | 938.925715 | 92.882881 | 0 |
15.186091 | 441.491928 | 2 | 0 | 1 | postpaid | 6.273629 | 3.366024 | 0 | 16.741047 | 296.297937 | 16.929765 | 0 |
13.542613 | 113.40247 | 2 | 0 | 0 | prepaid | 5.931127 | 9.414712 | 0 | 13.474923 | 218.312808 | 10.852432 | 0 |
3.021563 | 479.354603 | 3 | 0 | 1 | postpaid | 134.23621 | 13.202413 | 0 | 4.326308 | 496.290679 | 130.56116 | 0 |
20.200614 | 687.234546 | 3 | 0 | 0 | postpaid | 17.613761 | 2.440134 | 0 | 21.359228 | 858.572293 | 26.207658 | 0 |
5.661923 | 62.389054 | 3 | 0 | 1 | postpaid | 6.212133 | 3.086991 | 0 | 7.654439 | 69.226315 | -4.278101 | 0 |
9.77511 | 894.464954 | 3 | 0 | 0 | postpaid | 30.916398 | 0.054406 | 1 | 9.723622 | 762.981224 | 31.541595 | 0 |
1.803707 | 589.476887 | 5 | 0 | 0 | prepaid | 35.117157 | 2.64414 | 1 | 3.77298 | 753.916612 | 23.350735 | 0 |
12.197845 | 378.187202 | 3 | 0 | 1 | postpaid | 14.40227 | 11.180882 | 0 | 11.199137 | 499.333806 | 8.395726 | 0 |
4.858792 | 439.285233 | 3 | 0 | 0 | postpaid | 99.987626 | 12.113926 | 0 | 2.924204 | 459.011767 | 87.721975 | 0 |
8.187562 | 300.307029 | 3 | 0 | 0 | postpaid | 44.453973 | 1.567192 | 1 | 4.041932 | 210.070799 | 21.725907 | 0 |
18.588428 | 582.649834 | 3 | 0 | 0 | postpaid | 22.17863 | 8.046227 | 0 | 15.0959 | 475.438408 | 29.890437 | 0 |
1.25676 | 53.654251 | 4 | 1 | 0 | postpaid | 53.289056 | 2.570261 | 0 | -1.268852 | 310.297552 | 47.339199 | 0 |
27.994989 | 693.152365 | 4 | 0 | 0 | postpaid | 146.592578 | 1.864478 | 0 | 26.095216 | 639.248567 | 144.632134 | 0 |
0.516079 | 193.703336 | 1 | 0 | 0 | prepaid | 3.94029 | 9.021964 | 0 | -2.821314 | 181.011679 | 9.246564 | 0 |
10.821615 | 726.649965 | 3 | 0 | 0 | prepaid | 10.063723 | 11.28032 | 0 | 11.870572 | 688.414439 | 8.228832 | 0 |
4.138505 | 280.951867 | 1 | 0 | 0 | postpaid | 10.448132 | 5.658852 | 0 | 5.783893 | 376.000988 | 29.871228 | 0 |
41.64564 | 373.286036 | 1 | 0 | 0 | postpaid | 12.770229 | 13.838224 | 1 | 41.301727 | 416.444675 | 31.864961 | 0 |
0.960712 | 1,052.913606 | 3 | 0 | 1 | prepaid | 51.528621 | 0.948673 | 1 | 3.674607 | 1,024.712263 | 51.03546 | 0 |
7.797574 | 37.217354 | 5 | 0 | 0 | postpaid | 69.313723 | 7.813681 | 0 | 8.85677 | 119.905215 | 63.176175 | 0 |
2.718834 | 1,164.785977 | 6 | 0 | 1 | postpaid | 46.775018 | 3.072335 | 0 | 2.589844 | 1,160.608546 | 49.009954 | 0 |
4.381693 | 1,382.745878 | 1 | 0 | 1 | postpaid | 115.564169 | 3.192698 | 0 | 5.445356 | 1,374.976583 | 103.550019 | 0 |
10.139316 | 960.064249 | 4 | 0 | 0 | postpaid | 19.00715 | 3.51953 | 1 | 11.142999 | 784.762207 | 17.852715 | 0 |
15.258184 | 112.980649 | 5 | 0 | 0 | prepaid | 48.083782 | 16.39446 | 1 | 16.096359 | 84.21906 | 42.367483 | 0 |
14.64178 | 730.78663 | 3 | 0 | 0 | postpaid | 52.307763 | 2.326076 | 0 | 15.642209 | 592.779445 | 43.101265 | 0 |
7.209935 | 964.268183 | 2 | 0 | 0 | prepaid | 30.802603 | 1.456314 | 0 | 7.319418 | 990.855353 | 30.910329 | 0 |
8.464959 | 750.825008 | 4 | 0 | 0 | prepaid | 7.341299 | 12.50406 | 1 | 10.147208 | 757.563183 | 8.822327 | 0 |
0.232034 | 263.718598 | 5 | 0 | 0 | postpaid | 39.934186 | 6.636344 | 0 | 0.914822 | 299.768861 | 70.204026 | 0 |
15.126613 | 209.957634 | 3 | 0 | 0 | prepaid | 25.58967 | 35.517479 | 0 | 13.620042 | 197.897497 | 23.398476 | 0 |
1.984839 | 1,002.357204 | 1 | 0 | 0 | prepaid | 27.450872 | 1.716743 | 1 | 0.273064 | 1,163.929759 | 27.223423 | 0 |
21.028327 | 190.831896 | 2 | 0 | 0 | prepaid | 1.730186 | 0.801264 | 1 | 20.848138 | 266.503764 | 5.871071 | 0 |
13.925109 | 14.492661 | 4 | 0 | 0 | prepaid | 37.343443 | 13.204767 | 0 | 15.575957 | 232.324612 | 40.256121 | 0 |
5.980365 | 459.773008 | 1 | 0 | 0 | prepaid | 14.391463 | 1.588705 | 0 | 8.602369 | 361.372723 | 14.245302 | 0 |
7.123406 | 1,064.826672 | 3 | 0 | 0 | prepaid | 53.538272 | 1.266163 | 1 | 4.868295 | 1,032.301265 | 54.203584 | 0 |
28.353436 | 370.621993 | 3 | 0 | 0 | prepaid | 14.145686 | 10.219065 | 1 | 29.602483 | 392.399003 | 16.362013 | 0 |
7.096649 | 16.01485 | 4 | 0 | 1 | prepaid | 36.353871 | 6.269573 | 0 | 7.328235 | 80.418895 | 39.110367 | 0 |
8.769904 | 281.568028 | 3 | 0 | 0 | postpaid | 12.347625 | 10.063981 | 0 | 6.751281 | 383.305451 | 20.06114 | 0 |
1.038709 | 73.101932 | 1 | 0 | 1 | postpaid | 7.167602 | 0.765547 | 0 | 0.994649 | 115.884228 | 2.522033 | 0 |
21.497263 | 78.712993 | 8 | 0 | 0 | postpaid | 16.306782 | 2.417642 | 0 | 19.754838 | 93.582709 | 15.104674 | 0 |
8.500089 | 503.822868 | 2 | 0 | 0 | prepaid | 6.819445 | 2.044799 | 1 | 8.405792 | 327.466638 | 4.610736 | 0 |
34.62077 | 114.170634 | 5 | 0 | 0 | postpaid | 61.961042 | 3.531218 | 1 | 37.45708 | 141.795807 | 74.067447 | 0 |
5.325925 | 718.829127 | 3 | 1 | 0 | postpaid | 69.489306 | 10.476639 | 1 | 3.526323 | 746.697265 | 80.44095 | 0 |
8.574455 | 573.03989 | 4 | 1 | 1 | postpaid | 116.722955 | 1.377195 | 1 | 5.421295 | 579.219439 | 123.53321 | 0 |
5.499502 | 331.086901 | 2 | 0 | 0 | postpaid | 24.530846 | 1.38164 | 1 | 5.173287 | 311.977884 | 33.120395 | 0 |
2.703956 | 29.691449 | 5 | 0 | 1 | prepaid | 22.942072 | 4.250973 | 0 | 3.193178 | 193.886904 | 27.20281 | 0 |
15.655824 | 883.423212 | 3 | 0 | 0 | prepaid | 3.178561 | 0.186727 | 0 | 13.640543 | 954.084914 | 8.190683 | 0 |
26.145117 | 270.682448 | 6 | 0 | 0 | prepaid | 18.402381 | 3.423378 | 0 | 26.62224 | 261.54468 | 22.173225 | 0 |
3.583999 | 221.524475 | 5 | 0 | 0 | postpaid | 126.807365 | 26.909787 | 1 | 2.587881 | 196.979285 | 125.692508 | 0 |