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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.088375 | 41.242262 | 2 | 0 | 0 | prepaid | 1.765799 | 0.067595 | 0 | 1.353621 | -96.635029 | 10.42173 | 0 |
23.284457 | 195.880921 | 3 | 0 | 1 | prepaid | 26.367577 | 1.593539 | 1 | 23.930513 | 20.457175 | 25.036589 | 0 |
7.037075 | 189.97337 | 5 | 0 | 1 | postpaid | 24.018549 | 11.418656 | 0 | 8.877087 | 186.057004 | 34.226617 | 0 |
17.513326 | 421.06343 | 5 | 0 | 0 | postpaid | 75.013068 | 5.278448 | 0 | 16.96515 | 404.640913 | 64.532656 | 0 |
3.857354 | 416.671955 | 4 | 1 | 1 | postpaid | 19.784497 | 1.439981 | 0 | 3.448896 | 278.962834 | 24.023133 | 0 |
22.587905 | 834.408883 | 5 | 0 | 1 | prepaid | 34.284161 | 22.016425 | 1 | 21.974772 | 685.755237 | 39.594585 | 0 |
4.929885 | 65.025201 | 6 | 0 | 0 | prepaid | 14.394657 | 2.89586 | 1 | 2.224037 | 126.380123 | 15.903463 | 0 |
0.108968 | 365.16107 | 1 | 0 | 0 | prepaid | 30.088621 | 8.94472 | 0 | 2.629481 | 168.890407 | 46.765561 | 0 |
23.579073 | 614.431845 | 3 | 0 | 0 | prepaid | 10.443787 | 5.270593 | 0 | 24.899296 | 591.633182 | -1.539446 | 0 |
0.957256 | 495.279336 | 5 | 0 | 1 | postpaid | 72.363926 | 0.953007 | 0 | -0.751996 | 506.611543 | 67.277532 | 0 |
3.846536 | 537.5885 | 1 | 0 | 0 | postpaid | 8.015057 | 7.195469 | 0 | 6.171483 | 338.066841 | 6.878445 | 0 |
29.969724 | 219.649477 | 3 | 0 | 0 | prepaid | 19.826647 | 18.871297 | 0 | 27.688701 | 337.036414 | 22.740948 | 0 |
30.079495 | 297.153401 | 2 | 0 | 0 | postpaid | 83.432643 | 6.822594 | 0 | 30.535804 | 142.166027 | 87.683337 | 0 |
8.519973 | 224.961482 | 3 | 0 | 0 | prepaid | 14.268773 | 0.003902 | 0 | 7.022936 | 182.402301 | 13.402313 | 0 |
9.992301 | 387.690337 | 3 | 0 | 0 | postpaid | 130.462167 | 8.745315 | 0 | 13.731671 | 234.027039 | 122.829097 | 0 |
5.950147 | 102.511448 | 3 | 0 | 0 | prepaid | 46.340015 | 4.462356 | 0 | 6.174116 | 146.439317 | 49.734915 | 0 |
3.470228 | 218.413024 | 1 | 0 | 0 | prepaid | 28.87277 | 7.866449 | 0 | 2.231835 | 201.015951 | 24.578303 | 0 |
3.984863 | 156.720165 | 5 | 0 | 0 | postpaid | 33.327746 | 13.637785 | 0 | 6.400364 | 263.253221 | 43.137477 | 0 |
11.163236 | 179.495294 | 5 | 0 | 1 | prepaid | 30.054266 | 0.333543 | 1 | 11.161995 | -26.246141 | 36.255963 | 0 |
13.958379 | 870.933829 | 2 | 0 | 0 | prepaid | 16.957891 | 2.362279 | 0 | 15.000005 | 1,008.825773 | 19.534857 | 0 |
15.681954 | 838.717941 | 2 | 0 | 0 | prepaid | 45.297021 | 5.702966 | 0 | 11.136338 | 889.269416 | 55.555968 | 0 |
15.58831 | 122.097158 | 2 | 0 | 0 | prepaid | 9.621568 | 9.30745 | 0 | 12.483242 | 65.925041 | 7.162533 | 0 |
0.956369 | 29.774057 | 5 | 1 | 1 | postpaid | 227.266126 | 0.827506 | 0 | 4.410024 | 165.499681 | 233.21298 | 1 |
6.820496 | 290.626256 | 1 | 0 | 0 | postpaid | 106.430338 | 1.855807 | 1 | 3.842932 | 292.770827 | 108.023694 | 0 |
0.592817 | 1,219.944487 | 0 | 0 | 0 | postpaid | 31.063945 | 3.535604 | 1 | -0.800693 | 1,406.299758 | 24.085529 | 0 |
7.974613 | 948.88945 | 2 | 0 | 0 | postpaid | 10.306857 | 4.671937 | 1 | 7.689366 | 871.860572 | 7.972161 | 0 |
5.825553 | 739.246943 | 1 | 0 | 0 | prepaid | 4.992409 | 1.597396 | 0 | 6.038631 | 683.570015 | 6.32782 | 0 |
21.866187 | 113.614339 | 3 | 0 | 0 | postpaid | 30.040567 | 12.530645 | 0 | 24.900395 | 230.930168 | 39.021539 | 0 |
4.321916 | 699.841878 | 2 | 0 | 0 | prepaid | 35.656567 | 1.218171 | 0 | 2.853586 | 621.174904 | 28.496184 | 0 |
1.24506 | 520.706444 | 2 | 0 | 0 | postpaid | 2.64423 | 2.310505 | 0 | 4.513057 | 594.500439 | 9.797311 | 0 |
1.543077 | 37.915818 | 3 | 0 | 0 | prepaid | 15.743357 | 0.157904 | 1 | -0.758881 | 13.891669 | 15.68214 | 0 |
14.334305 | 234.25162 | 2 | 0 | 0 | postpaid | 29.435732 | 4.633633 | 0 | 13.372872 | 344.957573 | 12.745555 | 0 |
9.629057 | 257.970252 | 1 | 0 | 1 | postpaid | 37.789435 | 0.054177 | 0 | 9.041231 | 340.376905 | 55.433519 | 0 |
1.066087 | 598.791623 | 2 | 0 | 0 | prepaid | 34.028115 | 6.699988 | 0 | 5.187192 | 729.256884 | 31.709517 | 0 |
0.878555 | 679.247524 | 4 | 0 | 0 | prepaid | 15.88089 | 11.042955 | 0 | 2.162447 | 746.943024 | 17.201317 | 0 |
12.072085 | 387.556999 | 6 | 0 | 0 | postpaid | 296.504895 | 0.846067 | 0 | 13.836302 | 322.558778 | 295.746501 | 0 |
0.755461 | 192.815828 | 3 | 0 | 0 | prepaid | 36.967982 | 1.634778 | 0 | 2.698284 | 466.089527 | 29.949662 | 0 |
17.251859 | 750.505033 | 1 | 0 | 0 | prepaid | 33.412269 | 18.663391 | 0 | 16.007193 | 890.325154 | 33.631951 | 0 |
12.249998 | 325.919769 | 7 | 0 | 1 | prepaid | 2.412356 | 4.157364 | 0 | 8.494183 | 341.555312 | 5.781748 | 0 |
0.848488 | 1,624.448207 | 0 | 0 | 0 | postpaid | 26.718002 | 7.268294 | 0 | 3.140461 | 1,591.166073 | 37.22383 | 0 |
0.886539 | 148.005391 | 2 | 0 | 0 | prepaid | 62.318056 | 3.815712 | 0 | 0.992553 | 115.014915 | 59.810796 | 0 |
43.154586 | 1,292.345459 | 5 | 0 | 0 | postpaid | 62.587023 | 1.612617 | 0 | 40.447192 | 1,239.912857 | 59.8085 | 0 |
4.688376 | 317.277199 | 5 | 0 | 0 | prepaid | 4.444483 | 0.328299 | 0 | 3.641528 | 361.420909 | 13.005079 | 0 |
4.630553 | 950.871326 | 4 | 0 | 0 | postpaid | 51.479265 | 10.233944 | 0 | 4.753136 | 896.387134 | 66.600346 | 0 |
16.755754 | 437.91733 | 3 | 0 | 0 | postpaid | 103.048882 | 5.398912 | 0 | 16.96099 | 462.004916 | 99.252838 | 0 |
29.421645 | 596.864764 | 2 | 0 | 1 | prepaid | 11.92246 | 19.277267 | 0 | 28.255207 | 648.293828 | 17.84478 | 0 |
42.687739 | 378.80535 | 2 | 0 | 0 | prepaid | 13.359126 | 6.76213 | 0 | 44.684748 | 272.463613 | 15.154676 | 0 |
13.998992 | 63.853552 | 2 | 0 | 0 | prepaid | 12.154238 | 1.951021 | 0 | 13.710436 | 9.767778 | 11.815873 | 0 |
4.72021 | 561.362639 | 3 | 0 | 0 | postpaid | 25.030972 | 3.467507 | 0 | 8.552083 | 686.023948 | 18.275583 | 0 |
0.87194 | 771.41312 | 4 | 0 | 0 | postpaid | 56.872274 | 1.33493 | 1 | -1.578206 | 680.125162 | 62.067536 | 0 |
15.012425 | 170.057458 | 3 | 0 | 0 | postpaid | 2.409038 | 9.419191 | 0 | 16.349045 | 234.978731 | 17.078852 | 0 |
8.173604 | 553.918139 | 1 | 0 | 0 | prepaid | 54.918481 | 5.691354 | 0 | 8.526092 | 441.741108 | 65.831024 | 0 |
5.520331 | 580.071417 | 1 | 0 | 0 | postpaid | 95.074861 | 10.976308 | 0 | 8.067418 | 611.217052 | 94.957836 | 0 |
23.682377 | 1,184.061422 | 6 | 0 | 0 | prepaid | 20.353483 | 4.393834 | 1 | 25.13053 | 1,277.071112 | 22.444366 | 0 |
1.178802 | 493.458987 | 1 | 0 | 0 | postpaid | 213.291375 | 0.754865 | 0 | 1.508756 | 495.250301 | 214.509844 | 0 |
6.785051 | 851.78873 | 2 | 0 | 0 | prepaid | 28.095294 | 0.629883 | 0 | 7.370673 | 949.367357 | 39.111196 | 0 |
0.114186 | 315.339441 | 2 | 0 | 0 | prepaid | 21.412993 | 0.571492 | 0 | 0.516071 | 252.246286 | 17.437398 | 0 |
6.323544 | 132.340269 | 2 | 0 | 0 | postpaid | 98.301489 | 2.78554 | 0 | 5.077562 | 7.936582 | 83.978507 | 0 |
0.579504 | 3,355.639429 | 4 | 0 | 0 | prepaid | 3.654509 | 15.973284 | 0 | 0.541193 | 3,155.560042 | -0.654875 | 0 |
1.26491 | 729.443136 | 1 | 0 | 1 | postpaid | 65.935894 | 0.690627 | 0 | 5.82171 | 691.514615 | 59.975279 | 0 |
1.250262 | 323.964731 | 1 | 0 | 0 | postpaid | 17.161961 | 10.901982 | 0 | 3.112884 | 316.874249 | 7.956822 | 0 |
10.475684 | 709.890428 | 3 | 0 | 0 | postpaid | 99.503771 | 6.041785 | 1 | 9.411087 | 571.635388 | 107.927832 | 0 |
13.705977 | 169.219547 | 2 | 0 | 0 | postpaid | 18.986801 | 4.825738 | 0 | 14.622769 | 127.803075 | 21.742025 | 0 |
8.755538 | 1,183.159296 | 3 | 0 | 0 | postpaid | 10.767283 | 14.158855 | 0 | 7.573839 | 1,205.750803 | 2.567771 | 0 |
32.747202 | 81.433343 | 5 | 0 | 0 | postpaid | 7.423839 | 11.096172 | 0 | 30.46245 | 138.913828 | 11.367448 | 0 |
4.697966 | 309.302066 | 3 | 0 | 0 | postpaid | 99.759645 | 9.645751 | 0 | 4.058542 | 315.380061 | 113.510958 | 0 |
3.364692 | 462.539101 | 3 | 0 | 0 | postpaid | 42.058398 | 3.730147 | 1 | 6.399369 | 460.432379 | 46.855034 | 0 |
20.295025 | 291.119338 | 2 | 1 | 0 | prepaid | 6.165961 | 4.88682 | 0 | 22.934681 | 307.031038 | 8.368834 | 0 |
2.530821 | 829.739395 | 1 | 0 | 0 | prepaid | 27.490916 | 7.283496 | 0 | 2.535006 | 738.367197 | 34.041152 | 0 |
33.028701 | 825.96843 | 1 | 0 | 0 | prepaid | 110.032951 | 1.158377 | 0 | 32.965115 | 932.449627 | 110.689512 | 0 |
0.122289 | 104.015184 | 3 | 0 | 1 | postpaid | 63.559043 | 6.046803 | 0 | 2.156615 | 106.684601 | 74.994214 | 0 |
35.025269 | 75.773486 | 2 | 0 | 0 | prepaid | 3.000304 | 0.039033 | 0 | 34.99609 | -1.796814 | -0.989015 | 0 |
0.44119 | 207.464657 | 0 | 1 | 0 | postpaid | 5.516272 | 0.492111 | 1 | -1.024791 | 252.677149 | -13.864751 | 0 |
22.177212 | 1,263.08262 | 1 | 0 | 0 | prepaid | 1.338082 | 1.295291 | 0 | 23.417495 | 1,299.796157 | 2.220785 | 0 |
7.501433 | 455.653034 | 1 | 0 | 0 | prepaid | 39.283555 | 17.968157 | 0 | 3.876187 | 410.787402 | 31.983275 | 0 |
49.568286 | 729.717138 | 4 | 0 | 0 | postpaid | 47.586405 | 0.030762 | 0 | 45.234801 | 767.405126 | 36.709433 | 0 |
0.766614 | 101.291098 | 3 | 0 | 0 | postpaid | 4.309005 | 2.573354 | 0 | 2.656022 | 168.170819 | 2.511854 | 0 |
8.071097 | 1,065.35139 | 1 | 0 | 0 | postpaid | 1.938665 | 0.449663 | 1 | 4.710326 | 1,051.153485 | 24.05272 | 0 |
34.835752 | 910.364492 | 2 | 0 | 0 | postpaid | 61.366729 | 12.822961 | 0 | 37.999901 | 994.017511 | 68.089752 | 0 |
7.404439 | 258.956943 | 3 | 0 | 1 | postpaid | 74.085201 | 4.813472 | 0 | 8.958507 | 404.685236 | 76.444842 | 0 |
9.926283 | 632.855806 | 1 | 0 | 0 | postpaid | 23.434605 | 0.05004 | 0 | 9.866662 | 656.76149 | 22.992457 | 0 |
11.899012 | 383.32664 | 2 | 0 | 0 | postpaid | 74.615833 | 4.402621 | 0 | 15.281057 | 207.726666 | 86.811354 | 0 |
6.061278 | 493.790608 | 2 | 0 | 0 | postpaid | 11.014194 | 0.290636 | 0 | 9.883651 | 491.369731 | 11.909111 | 0 |
9.876742 | 440.133538 | 2 | 0 | 0 | postpaid | 7.129013 | 29.488205 | 0 | 6.477708 | 253.184094 | -3.866945 | 0 |
8.778259 | 44.219558 | 2 | 0 | 0 | prepaid | 6.122723 | 0.176579 | 0 | 5.371132 | -188.760182 | 2.479525 | 0 |
23.142328 | 428.360962 | 5 | 0 | 0 | prepaid | 17.526059 | 4.856591 | 1 | 19.519341 | 392.069756 | 17.027253 | 0 |
0.465115 | 270.253906 | 1 | 0 | 0 | prepaid | 16.456789 | 1.257668 | 0 | 1.65151 | 272.149579 | 15.263936 | 0 |
3.298427 | 322.685317 | 3 | 0 | 0 | postpaid | 47.823066 | 1.741046 | 0 | 0.857307 | 420.487883 | 33.373943 | 0 |
30.03996 | 624.142125 | 5 | 0 | 0 | postpaid | 8.913906 | 1.492006 | 0 | 30.070083 | 719.09228 | 12.797905 | 0 |
22.096758 | 104.440935 | 6 | 0 | 0 | postpaid | 43.648543 | 6.866663 | 0 | 22.754142 | -119.47176 | 48.076923 | 0 |
6.081753 | 211.915447 | 3 | 0 | 0 | prepaid | 25.020345 | 5.85678 | 0 | 4.05571 | 221.420033 | 31.157924 | 0 |
9.67933 | 1,696.427467 | 3 | 0 | 1 | prepaid | 61.71638 | 7.244276 | 0 | 8.416161 | 1,638.980371 | 66.157465 | 0 |
3.248734 | 546.229527 | 2 | 0 | 0 | postpaid | 141.172879 | 4.875356 | 1 | 1.33304 | 767.534402 | 142.617768 | 0 |
2.084042 | 140.604677 | 4 | 0 | 1 | prepaid | 6.495105 | 12.33054 | 0 | 1.114086 | 253.937619 | 0.748884 | 0 |
6.230586 | 88.179043 | 2 | 0 | 0 | prepaid | 29.471907 | 2.140772 | 0 | 5.501662 | 155.32071 | 26.044062 | 0 |
4.359535 | 150.570381 | 2 | 0 | 1 | postpaid | 38.252627 | 3.840052 | 1 | 7.559273 | 131.769066 | 30.11167 | 0 |
8.762437 | 59.654826 | 4 | 0 | 0 | postpaid | 74.802351 | 1.54995 | 0 | 13.074608 | 124.941792 | 102.039569 | 0 |
0.809223 | 584.403558 | 5 | 0 | 0 | postpaid | 179.846996 | 5.207768 | 0 | -2.426797 | 642.490547 | 168.225767 | 0 |
36.649601 | 603.361935 | 4 | 0 | 0 | prepaid | 25.923784 | 6.43564 | 0 | 33.376347 | 691.076482 | 31.497144 | 0 |
42.838656 | 856.188566 | 5 | 0 | 0 | prepaid | 5.425688 | 0.224114 | 0 | 44.093463 | 968.830104 | 6.937211 | 0 |