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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
4.260621 | 1,104.33963 | 3 | 0 | 0 | prepaid | 68.416789 | 4.679021 | 1 | 2.474298 | 1,079.696541 | 70.434604 | 0 |
3.204564 | 362.753308 | 3 | 1 | 0 | postpaid | 14.835563 | 5.149651 | 1 | 1.983319 | 426.271366 | 6.809793 | 0 |
2.595486 | 21.771063 | 0 | 0 | 0 | prepaid | 55.620283 | 8.372553 | 1 | 2.980741 | -67.582223 | 58.845632 | 0 |
2.831529 | 11.430957 | 2 | 0 | 1 | prepaid | 23.709673 | 4.874525 | 1 | 3.15934 | 32.617351 | 27.741837 | 0 |
6.052036 | 20.298769 | 5 | 0 | 0 | postpaid | 2.349376 | 5.107183 | 0 | 7.367661 | -33.356603 | -1.381306 | 0 |
5.487008 | 432.433979 | 5 | 0 | 1 | prepaid | 56.648763 | 0.955042 | 0 | 7.316834 | 360.939205 | 60.131751 | 0 |
3.839719 | 434.191589 | 1 | 0 | 0 | postpaid | 42.420395 | 7.668348 | 1 | 6.054434 | 676.841298 | 31.00766 | 0 |
1.722951 | 823.812527 | 2 | 0 | 0 | postpaid | 3.910275 | 1.007336 | 0 | 6.369994 | 858.311231 | 7.275533 | 0 |
8.655602 | 22.910006 | 1 | 0 | 0 | prepaid | 14.035909 | 3.372602 | 0 | 6.442066 | -192.132134 | 16.699325 | 0 |
3.110114 | 0.662924 | 4 | 0 | 1 | postpaid | 21.502279 | 0.005068 | 0 | 3.177877 | 88.583774 | 9.537179 | 0 |
24.642868 | 81.284708 | 6 | 0 | 0 | postpaid | 5.717025 | 0.189287 | 0 | 24.438342 | 0.561386 | 17.245383 | 0 |
5.380921 | 0.170162 | 1 | 0 | 0 | postpaid | 14.438465 | 6.815256 | 0 | 6.708562 | 54.597387 | -12.894909 | 0 |
53.882715 | 609.719836 | 1 | 0 | 0 | postpaid | 23.66229 | 5.984889 | 0 | 54.670688 | 567.265094 | 23.087261 | 0 |
9.06167 | 85.777154 | 5 | 0 | 0 | postpaid | 80.965885 | 0.386018 | 0 | 9.371457 | 130.995244 | 78.957515 | 0 |
1.168878 | 104.76868 | 3 | 0 | 0 | prepaid | 75.035062 | 5.437572 | 0 | -0.213447 | 136.255391 | 74.697071 | 0 |
8.033351 | 1,023.024312 | 7 | 0 | 1 | postpaid | 26.163726 | 3.173243 | 0 | 7.447209 | 1,155.88797 | 22.245676 | 0 |
2.390462 | 462.584097 | 4 | 0 | 0 | postpaid | 141.064857 | 2.205528 | 0 | 2.037179 | 551.271391 | 132.159307 | 0 |
0.098529 | 1,111.493434 | 2 | 0 | 0 | prepaid | 4.482284 | 4.965123 | 0 | 1.79857 | 926.46854 | 14.354215 | 0 |
3.49334 | 209.626474 | 3 | 0 | 1 | prepaid | 1.101058 | 1.779797 | 1 | 6.646961 | 172.540362 | 9.031409 | 0 |
7.850689 | 279.779874 | 1 | 0 | 0 | postpaid | 3.311412 | 9.283731 | 0 | 9.677503 | 234.439374 | -1.940764 | 0 |
38.799696 | 31.607126 | 1 | 0 | 0 | postpaid | 33.559154 | 6.413086 | 0 | 39.761492 | 121.004081 | 19.777117 | 0 |
9.0379 | 221.520097 | 2 | 0 | 0 | postpaid | 14.424586 | 1.808878 | 1 | 7.451409 | 125.220888 | 4.50186 | 0 |
6.694737 | 372.241558 | 5 | 0 | 0 | prepaid | 125.69386 | 9.480978 | 0 | 7.217315 | 225.311226 | 117.00241 | 0 |
3.993525 | 365.829823 | 0 | 0 | 0 | postpaid | 9.273553 | 7.312775 | 0 | 5.345533 | 345.386453 | 16.543085 | 0 |
25.905153 | 1,247.880718 | 5 | 0 | 0 | prepaid | 20.971211 | 2.726183 | 0 | 29.588621 | 1,334.045078 | 18.541926 | 0 |
20.351302 | 190.902428 | 3 | 0 | 0 | postpaid | 2.926736 | 5.002362 | 0 | 20.018853 | 20.631523 | -12.565096 | 0 |
3.763646 | 87.169852 | 1 | 0 | 1 | prepaid | 89.083248 | 14.634796 | 0 | 6.71204 | 2.242428 | 88.513942 | 0 |
8.147246 | 424.646743 | 1 | 0 | 1 | prepaid | 20.268416 | 1.921099 | 0 | 7.535982 | 505.249643 | 24.126577 | 0 |
11.119405 | 13.295731 | 1 | 0 | 0 | prepaid | 15.000959 | 5.21127 | 0 | 12.267207 | 16.83612 | 6.759636 | 0 |
23.485271 | 206.685976 | 3 | 0 | 0 | prepaid | 10.482197 | 3.022036 | 1 | 19.486852 | 42.011227 | 8.15723 | 0 |
0.493401 | 333.3877 | 1 | 0 | 0 | postpaid | 107.103941 | 5.931048 | 1 | 0.317313 | 258.862056 | 107.632013 | 0 |
9.222122 | 609.245799 | 3 | 0 | 0 | prepaid | 9.93073 | 3.961099 | 0 | 7.853693 | 696.642713 | 12.212922 | 0 |
11.196258 | 263.052619 | 3 | 0 | 1 | prepaid | 37.840098 | 0.059649 | 0 | 11.53201 | 249.991203 | 35.178475 | 0 |
9.660186 | 366.925357 | 2 | 0 | 0 | prepaid | 62.396727 | 16.882013 | 0 | 11.931564 | 335.132199 | 63.853403 | 0 |
8.562195 | 175.534991 | 2 | 0 | 0 | postpaid | 16.229094 | 4.1905 | 0 | 8.978355 | 140.068102 | 38.376401 | 0 |
9.702269 | 1,084.959499 | 2 | 0 | 0 | prepaid | 1.718732 | 1.438533 | 0 | 10.859449 | 1,096.460125 | 1.005932 | 0 |
5.905813 | 226.937583 | 3 | 0 | 0 | prepaid | 6.910205 | 2.365472 | 0 | 4.74339 | 90.404389 | 8.883602 | 0 |
11.145385 | 526.74607 | 0 | 0 | 0 | postpaid | 27.08867 | 2.856046 | 0 | 11.192851 | 477.437919 | 60.08472 | 0 |
6.16835 | 365.592194 | 5 | 0 | 0 | postpaid | 41.722725 | 2.611402 | 0 | 6.115118 | 303.737752 | 31.556646 | 0 |
1.879504 | 50.7163 | 4 | 0 | 0 | postpaid | 8.992268 | 2.649295 | 0 | 2.58796 | -20.803395 | 15.69284 | 0 |
7.183179 | 135.585972 | 3 | 0 | 1 | postpaid | 33.239013 | 1.592673 | 0 | 8.149039 | 38.403609 | 42.671874 | 0 |
11.995512 | 1,080.753505 | 3 | 0 | 0 | postpaid | 64.362046 | 2.931918 | 0 | 11.537772 | 1,093.904259 | 73.53234 | 0 |
0.62345 | 755.311095 | 0 | 0 | 0 | postpaid | 1.477037 | 0.823602 | 1 | -0.29316 | 688.716895 | -11.455602 | 0 |
27.41557 | 931.237417 | 4 | 0 | 0 | postpaid | 4.579063 | 6.941411 | 0 | 29.38663 | 1,044.43493 | -0.686885 | 0 |
38.14732 | 543.934602 | 1 | 0 | 1 | postpaid | 87.891803 | 6.50851 | 0 | 35.988863 | 642.526714 | 92.439996 | 0 |
2.4015 | 780.414527 | 4 | 0 | 0 | prepaid | 12.831259 | 3.347626 | 0 | 1.710427 | 746.864067 | 19.993265 | 0 |
8.321912 | 47.506745 | 4 | 1 | 0 | postpaid | 129.461788 | 5.375579 | 0 | 5.709627 | 159.434259 | 129.158904 | 0 |
2.870859 | 345.80556 | 3 | 0 | 0 | postpaid | 106.045908 | 4.216456 | 0 | 2.590802 | 471.374616 | 101.97983 | 0 |
3.493599 | 449.075312 | 4 | 0 | 0 | prepaid | 17.751073 | 1.151571 | 1 | 0.744959 | 647.218684 | 17.049909 | 0 |
2.979737 | 402.210381 | 1 | 0 | 0 | prepaid | 14.587239 | 28.154913 | 1 | 5.10898 | 335.040364 | 11.905882 | 0 |
3.300864 | 2.79816 | 3 | 0 | 0 | postpaid | 48.554712 | 11.107325 | 0 | 2.344343 | 2.118936 | 44.026476 | 0 |
47.64877 | 442.003829 | 7 | 0 | 0 | prepaid | 9.456281 | 4.947425 | 0 | 43.814872 | 524.292262 | 10.531858 | 0 |
85.279926 | 133.077561 | 4 | 0 | 1 | prepaid | 3.51275 | 18.376527 | 1 | 85.11423 | 141.376262 | -7.887741 | 1 |
40.231008 | 517.763615 | 2 | 0 | 0 | postpaid | 59.75237 | 6.597869 | 0 | 40.129973 | 580.540502 | 52.087887 | 0 |
8.569418 | 291.017879 | 2 | 0 | 0 | postpaid | 5.922573 | 9.372706 | 0 | 8.870152 | 311.880809 | 17.402039 | 0 |
1.903355 | 83.655427 | 3 | 0 | 0 | postpaid | 25.338334 | 0.5173 | 0 | -4.657621 | -95.412225 | 38.53567 | 0 |
6.850159 | 414.030529 | 6 | 0 | 0 | prepaid | 111.304871 | 0.058033 | 0 | 8.431683 | 378.244561 | 109.989153 | 0 |
9.845198 | 306.909251 | 1 | 0 | 0 | postpaid | 61.913519 | 5.050386 | 0 | 11.127883 | 292.813927 | 60.468281 | 0 |
4.289532 | 453.203404 | 2 | 0 | 0 | prepaid | 1.760542 | 13.406852 | 1 | 5.362039 | 447.943735 | 9.908226 | 0 |
0.773776 | 613.594449 | 3 | 0 | 1 | prepaid | 23.625533 | 9.687882 | 0 | -2.967366 | 602.354096 | 17.773757 | 0 |
12.625576 | 226.918003 | 0 | 0 | 0 | postpaid | 7.320658 | 13.741705 | 0 | 10.11197 | 326.933717 | 13.35511 | 0 |
3.452724 | 332.503746 | 4 | 0 | 0 | postpaid | 2.813939 | 1.173447 | 0 | 5.893144 | 377.249708 | -6.405887 | 0 |
0.548546 | 613.26169 | 5 | 0 | 0 | prepaid | 0.458185 | 3.917567 | 1 | 0.10495 | 557.700981 | -5.019562 | 0 |
0.00026 | 196.634721 | 1 | 0 | 0 | postpaid | 121.196843 | 10.323457 | 1 | -0.190119 | 258.082343 | 98.850329 | 0 |
18.693591 | 452.707884 | 4 | 0 | 0 | prepaid | 35.887594 | 2.49865 | 0 | 18.056788 | 512.440996 | 38.366645 | 0 |
26.33259 | 301.232993 | 3 | 0 | 0 | postpaid | 14.072575 | 2.718701 | 0 | 25.994318 | 160.892839 | 3.695358 | 0 |
10.199964 | 747.746206 | 0 | 0 | 1 | prepaid | 55.416301 | 7.117344 | 1 | 8.334789 | 764.824918 | 54.708041 | 0 |
0.831925 | 366.846476 | 3 | 0 | 0 | postpaid | 8.1188 | 1.450741 | 1 | -1.28151 | 322.790386 | 21.064167 | 0 |
0.430677 | 646.260519 | 7 | 0 | 0 | postpaid | 41.444078 | 2.709667 | 0 | -0.930779 | 629.074051 | 41.907587 | 0 |
3.648876 | 49.947864 | 2 | 0 | 0 | postpaid | 73.246319 | 4.757949 | 0 | 5.821997 | 147.598866 | 70.290362 | 0 |
1.604212 | 857.971612 | 3 | 0 | 0 | postpaid | 139.518812 | 8.166995 | 1 | 2.161449 | 779.008754 | 131.256804 | 0 |
1.866153 | 123.792669 | 2 | 0 | 0 | prepaid | 36.526828 | 1.351795 | 0 | 1.674654 | 230.089867 | 48.371959 | 0 |
2.039029 | 55.274818 | 2 | 0 | 0 | postpaid | 29.36287 | 0.238166 | 0 | 2.58462 | 146.929768 | 29.741746 | 0 |
0.006461 | 757.942679 | 2 | 0 | 1 | postpaid | 8.726249 | 4.383662 | 0 | 0.461525 | 857.806713 | 26.963294 | 0 |
20.431864 | 806.237604 | 4 | 0 | 0 | prepaid | 41.179266 | 6.774765 | 0 | 23.173249 | 971.066445 | 40.584086 | 0 |
9.901352 | 710.344906 | 3 | 0 | 1 | prepaid | 11.45742 | 9.682416 | 1 | 9.133258 | 801.424371 | 12.928987 | 0 |
1.043464 | 400.245004 | 2 | 0 | 0 | prepaid | 11.75088 | 5.23555 | 0 | 1.117454 | 584.537653 | 16.552806 | 0 |
20.418794 | 497.135263 | 3 | 0 | 0 | prepaid | 0.963452 | 15.749499 | 0 | 19.181399 | 618.290288 | 16.533853 | 0 |
45.501091 | 32.206717 | 1 | 0 | 0 | prepaid | 58.141296 | 6.153163 | 0 | 46.58271 | 41.723536 | 66.332609 | 0 |
17.128737 | 874.811682 | 2 | 0 | 1 | postpaid | 22.069251 | 1.200122 | 0 | 15.508514 | 753.181667 | 26.918094 | 0 |
1.714549 | 962.242245 | 2 | 1 | 0 | prepaid | 2.199075 | 8.220632 | 0 | -0.199991 | 1,003.415006 | 3.171925 | 0 |
1.621083 | 2.960209 | 2 | 0 | 1 | prepaid | 8.366144 | 0.267796 | 0 | 4.388915 | -6.131728 | 9.411033 | 0 |
2.86679 | 135.565751 | 1 | 1 | 1 | postpaid | 83.373734 | 9.976232 | 0 | 2.270096 | 57.167177 | 78.21438 | 0 |
0.478454 | 308.60133 | 8 | 0 | 1 | prepaid | 35.361484 | 12.951818 | 0 | -0.428571 | 286.760694 | 39.55932 | 0 |
3.57552 | 1,584.779448 | 5 | 0 | 0 | prepaid | 46.509906 | 0.373676 | 0 | 5.132529 | 1,582.60122 | 44.41727 | 0 |
15.92372 | 282.538048 | 1 | 0 | 0 | postpaid | 0.529509 | 2.422637 | 0 | 15.910776 | 382.392875 | -0.788201 | 0 |
7.030849 | 169.133578 | 4 | 0 | 0 | postpaid | 146.824726 | 2.49309 | 0 | 5.702132 | 279.355379 | 121.528368 | 0 |
3.389295 | 9.515941 | 4 | 0 | 1 | prepaid | 8.942607 | 1.217246 | 0 | 6.816671 | 28.289849 | 7.635971 | 0 |
8.961573 | 380.782528 | 4 | 0 | 0 | prepaid | 8.54835 | 18.67292 | 0 | 11.141279 | 258.763686 | 10.36706 | 0 |
3.575395 | 588.628096 | 1 | 1 | 0 | postpaid | 1.408798 | 2.238645 | 0 | 1.591891 | 581.277162 | 3.751287 | 0 |
5.44987 | 54.289462 | 0 | 0 | 0 | prepaid | 9.651187 | 0.407634 | 0 | 5.10169 | 30.61831 | 10.110036 | 0 |
47.512626 | 216.067789 | 2 | 0 | 0 | postpaid | 71.842085 | 6.858171 | 0 | 51.538507 | 191.921749 | 74.220371 | 0 |
15.262496 | 1,407.271967 | 4 | 0 | 0 | prepaid | 46.442444 | 10.229248 | 0 | 16.71436 | 1,232.63437 | 39.322728 | 0 |
5.379088 | 327.606184 | 6 | 0 | 0 | postpaid | 45.36284 | 5.862637 | 0 | 2.609859 | 357.289403 | 53.178992 | 0 |
22.643812 | 1,273.73702 | 3 | 0 | 0 | postpaid | 5.206041 | 8.132522 | 0 | 19.135299 | 1,275.855564 | 8.362218 | 0 |
0.300954 | 398.411602 | 6 | 0 | 0 | prepaid | 34.602902 | 2.28258 | 0 | 2.51438 | 489.646282 | 31.246114 | 0 |
11.772477 | 593.225526 | 3 | 1 | 0 | postpaid | 46.291846 | 1.620526 | 1 | 8.359349 | 705.946961 | 35.600059 | 0 |
5.785347 | 613.129839 | 1 | 0 | 0 | postpaid | 29.360545 | 15.707982 | 0 | 6.372249 | 698.021422 | 39.530461 | 0 |
8.713137 | 594.47846 | 1 | 0 | 0 | prepaid | 2.313412 | 4.236136 | 0 | 8.632697 | 524.436832 | -8.340291 | 0 |
8.908313 | 101.546329 | 1 | 0 | 0 | postpaid | 20.271093 | 8.960161 | 1 | 6.946536 | 206.103087 | 28.557888 | 0 |