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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.319337 | 76.497345 | 7 | 0 | 0 | postpaid | 75.76121 | 1.298623 | 0 | 5.585605 | 120.627085 | 70.174844 | 0 |
10.117296 | 45.729915 | 6 | 0 | 0 | postpaid | 93.563039 | 17.282527 | 0 | 9.757241 | -165.454485 | 110.1781 | 0 |
3.773967 | 455.454989 | 1 | 0 | 0 | postpaid | 3.713886 | 4.20272 | 0 | 4.304145 | 379.956968 | 13.552312 | 0 |
7.104372 | 199.251783 | 1 | 1 | 0 | postpaid | 2.374338 | 0.121305 | 0 | 7.205876 | 231.337113 | -3.62611 | 0 |
23.812655 | 67.704351 | 2 | 0 | 0 | postpaid | 41.676056 | 0.003004 | 0 | 26.602016 | 219.652443 | 51.370971 | 0 |
2.867388 | 259.624869 | 2 | 0 | 0 | postpaid | 92.084516 | 3.009769 | 1 | 3.517708 | 314.89883 | 97.309022 | 0 |
5.28282 | 283.286238 | 0 | 0 | 0 | prepaid | 8.173475 | 5.037858 | 1 | 3.417356 | 320.426543 | 12.086928 | 0 |
14.087491 | 778.492845 | 7 | 0 | 0 | prepaid | 19.92561 | 2.253025 | 0 | 13.474802 | 653.16516 | 19.985067 | 0 |
2.598052 | 1,063.107552 | 3 | 0 | 0 | postpaid | 45.023852 | 12.995166 | 0 | 3.94785 | 981.972445 | 34.098068 | 0 |
0.801043 | 357.514783 | 2 | 1 | 0 | prepaid | 17.23686 | 1.003415 | 0 | -0.459393 | 421.524486 | 13.934892 | 0 |
3.421403 | 870.195539 | 3 | 0 | 0 | postpaid | 44.814456 | 0.254094 | 0 | 1.161764 | 991.359833 | 31.649485 | 0 |
1.758084 | 470.516037 | 2 | 0 | 0 | postpaid | 31.605376 | 13.397908 | 0 | 1.725361 | 419.54574 | 34.438259 | 0 |
26.549501 | 200.86654 | 0 | 0 | 0 | postpaid | 125.122408 | 3.230689 | 0 | 25.841838 | 98.255647 | 136.312587 | 0 |
16.508871 | 611.200861 | 4 | 0 | 1 | prepaid | 44.829327 | 4.453484 | 0 | 15.648675 | 692.571289 | 46.173172 | 0 |
10.034942 | 191.049724 | 1 | 0 | 0 | postpaid | 29.422536 | 3.117537 | 1 | 12.527274 | 92.000202 | 21.912353 | 0 |
20.515197 | 2.258626 | 2 | 1 | 0 | prepaid | 50.760179 | 20.43603 | 0 | 19.577476 | -78.192253 | 53.480826 | 0 |
16.279689 | 55.345179 | 5 | 0 | 0 | prepaid | 105.927088 | 7.172152 | 0 | 12.741361 | -5.46877 | 110.252647 | 0 |
2.064955 | 322.50796 | 2 | 0 | 0 | postpaid | 0.602388 | 4.092291 | 1 | 0.57405 | 353.410545 | 11.483836 | 0 |
22.308134 | 1,942.8511 | 3 | 1 | 1 | prepaid | 13.581574 | 9.124559 | 0 | 22.320551 | 1,852.980813 | 12.224255 | 1 |
7.750999 | 60.984058 | 5 | 0 | 0 | prepaid | 7.615452 | 4.907994 | 0 | 9.487814 | 204.192938 | 8.531016 | 0 |
16.473483 | 124.857803 | 4 | 0 | 0 | postpaid | 4.499283 | 2.071216 | 1 | 17.191917 | 135.384561 | 9.937048 | 0 |
22.642426 | 102.177953 | 2 | 0 | 0 | postpaid | 36.810718 | 1.502761 | 1 | 22.670279 | 26.904386 | 46.800332 | 0 |
3.827307 | 461.631095 | 7 | 0 | 0 | postpaid | 38.977929 | 0.080702 | 1 | 8.272967 | 380.316433 | 30.259027 | 0 |
1.165922 | 669.164391 | 3 | 0 | 0 | postpaid | 6.519962 | 2.980122 | 0 | -1.302219 | 743.388116 | 6.161672 | 0 |
2.586867 | 245.142994 | 3 | 0 | 0 | prepaid | 6.684186 | 3.185742 | 0 | 2.68963 | 271.335556 | -0.831847 | 0 |
5.570577 | 1,584.537736 | 2 | 0 | 0 | prepaid | 1.078633 | 3.225405 | 0 | 3.054303 | 1,650.231914 | 1.873402 | 0 |
17.038297 | 517.231058 | 1 | 0 | 1 | postpaid | 2.072063 | 6.019976 | 0 | 16.568603 | 560.378718 | -5.13771 | 0 |
19.71345 | 1,659.285879 | 5 | 0 | 1 | prepaid | 59.510118 | 3.775048 | 1 | 14.938811 | 1,559.929763 | 52.02089 | 0 |
0.069764 | 572.54751 | 5 | 0 | 0 | prepaid | 9.677861 | 1.445255 | 1 | -2.346694 | 513.898059 | 9.372181 | 0 |
7.148762 | 20.207677 | 3 | 0 | 0 | prepaid | 33.590317 | 7.527309 | 0 | 7.828956 | -81.240009 | 33.104872 | 0 |
5.402733 | 11.116184 | 8 | 0 | 0 | prepaid | 30.966984 | 27.981985 | 0 | 5.817268 | -80.613178 | 27.989678 | 0 |
2.511673 | 21.187099 | 5 | 0 | 1 | postpaid | 12.828223 | 5.470549 | 1 | 3.416774 | -41.973124 | 4.636253 | 0 |
1.276804 | 940.445462 | 4 | 0 | 0 | postpaid | 11.851827 | 2.890222 | 0 | 0.979007 | 1,051.415866 | -3.671323 | 0 |
4.119086 | 377.44588 | 2 | 0 | 0 | postpaid | 34.171315 | 1.388939 | 0 | 4.349748 | 365.263907 | 31.725574 | 0 |
28.631211 | 307.962794 | 1 | 0 | 1 | postpaid | 178.000633 | 0.240869 | 1 | 24.662004 | 348.952367 | 188.604461 | 0 |
3.903838 | 713.716976 | 2 | 1 | 0 | prepaid | 2.31788 | 1.698706 | 0 | 2.690876 | 741.49914 | 0.666215 | 0 |
7.314528 | 487.232198 | 4 | 0 | 0 | prepaid | 16.512027 | 0.208189 | 0 | 7.825729 | 455.456651 | 13.799278 | 0 |
12.14087 | 136.995824 | 2 | 0 | 0 | postpaid | 2.949742 | 15.066308 | 0 | 10.451899 | 152.997494 | -10.91025 | 0 |
4.519745 | 233.980369 | 4 | 0 | 0 | postpaid | 62.280209 | 4.061237 | 0 | 4.710057 | 188.775521 | 59.006457 | 0 |
35.677981 | 931.68065 | 3 | 0 | 0 | prepaid | 24.511429 | 6.877477 | 1 | 36.540929 | 742.765149 | 25.20692 | 0 |
32.820099 | 229.66872 | 2 | 1 | 1 | postpaid | 31.03664 | 3.669494 | 0 | 32.970387 | 136.103717 | 26.40685 | 0 |
2.900613 | 399.993391 | 1 | 0 | 1 | prepaid | 41.733069 | 0.590622 | 0 | 0.816386 | 206.972415 | 43.229016 | 0 |
6.876593 | 685.826346 | 4 | 0 | 0 | postpaid | 11.874933 | 1.67371 | 0 | 5.823753 | 626.216391 | 7.261378 | 0 |
3.579305 | 80.237352 | 4 | 0 | 0 | prepaid | 1.799406 | 3.637284 | 0 | 5.974171 | 116.848835 | -6.098592 | 0 |
3.352497 | 104.151783 | 3 | 0 | 0 | prepaid | 30.82463 | 5.347464 | 0 | 7.824892 | 284.321204 | 27.172903 | 0 |
0.375845 | 1,279.454272 | 3 | 0 | 0 | postpaid | 25.202676 | 2.397284 | 0 | 2.899078 | 1,289.679387 | 10.52847 | 0 |
9.404921 | 707.744997 | 3 | 0 | 0 | prepaid | 1.805535 | 4.700625 | 0 | 11.086041 | 500.560036 | 7.855253 | 0 |
6.985196 | 545.820533 | 2 | 0 | 0 | postpaid | 33.265344 | 0.852882 | 0 | 5.925908 | 549.989144 | 31.078447 | 0 |
0.528511 | 881.17536 | 1 | 0 | 0 | prepaid | 10.956084 | 7.398975 | 0 | -0.035705 | 930.691781 | 22.198367 | 0 |
3.266259 | 4,755.448012 | 4 | 0 | 0 | prepaid | 24.912151 | 2.65589 | 0 | 7.260571 | 4,815.11419 | 20.431382 | 0 |
23.88861 | 272.37159 | 3 | 0 | 0 | prepaid | 10.252968 | 7.952273 | 0 | 24.86942 | 270.638227 | 12.033415 | 0 |
2.738606 | 195.076948 | 4 | 0 | 1 | postpaid | 68.896981 | 3.976783 | 1 | -0.941558 | 253.604536 | 59.155344 | 0 |
1.565309 | 100.134998 | 2 | 0 | 0 | postpaid | 24.562002 | 6.410138 | 0 | 0.945306 | 98.021987 | 15.692818 | 0 |
6.722721 | 357.449817 | 4 | 0 | 1 | prepaid | 12.995835 | 0.763349 | 0 | 6.38137 | 549.222566 | 12.801911 | 0 |
42.44037 | 1,096.205728 | 6 | 0 | 0 | postpaid | 125.291379 | 3.074143 | 0 | 45.66434 | 881.286339 | 142.393848 | 0 |
2.771448 | 348.018666 | 2 | 0 | 0 | postpaid | 60.27871 | 0.686096 | 0 | 0.194139 | 314.420448 | 64.414982 | 0 |
11.15155 | 82.901223 | 7 | 0 | 0 | postpaid | 0.562605 | 5.41861 | 1 | 5.716268 | 292.052928 | -13.51233 | 0 |
14.338876 | 976.137934 | 5 | 0 | 1 | postpaid | 37.543746 | 2.30588 | 1 | 15.029038 | 1,022.119077 | 18.135185 | 0 |
2.713332 | 498.259585 | 6 | 0 | 0 | postpaid | 3.134767 | 12.116213 | 0 | 2.509643 | 643.50991 | -3.952441 | 0 |
13.027489 | 389.725787 | 0 | 0 | 0 | postpaid | 92.476585 | 11.159991 | 1 | 13.527538 | 283.802031 | 82.150321 | 0 |
4.585228 | 760.607422 | 1 | 0 | 0 | prepaid | 0.625318 | 7.208065 | 1 | 5.684051 | 726.426322 | -6.12908 | 0 |
10.005037 | 141.15482 | 0 | 0 | 0 | postpaid | 6.526446 | 4.357551 | 0 | 7.784218 | 86.130773 | -2.295174 | 0 |
10.038378 | 410.591478 | 3 | 0 | 0 | prepaid | 124.524174 | 1.164431 | 0 | 9.843694 | 265.893846 | 133.793442 | 0 |
7.673852 | 613.082913 | 4 | 0 | 0 | postpaid | 85.373742 | 0.122741 | 0 | 8.199242 | 525.928274 | 81.532353 | 0 |
0.946292 | 360.511528 | 1 | 0 | 0 | postpaid | 21.935853 | 13.009023 | 0 | -1.764813 | 626.02823 | 20.437763 | 0 |
18.036448 | 287.581809 | 2 | 0 | 0 | prepaid | 1.98626 | 1.06503 | 0 | 16.228049 | 133.292521 | 2.747976 | 0 |
3.868103 | 985.81831 | 9 | 0 | 0 | postpaid | 149.275933 | 0.240926 | 1 | 6.285645 | 1,054.70918 | 123.346679 | 0 |
2.064321 | 2.854081 | 3 | 0 | 0 | postpaid | 4.073837 | 5.538439 | 1 | 0.98294 | -46.212609 | 22.748936 | 0 |
0.416298 | 209.318974 | 3 | 0 | 0 | postpaid | 8.648461 | 4.604779 | 0 | 0.218717 | 199.930218 | 3.942857 | 0 |
8.937784 | 1,912.694024 | 3 | 0 | 0 | postpaid | 58.301644 | 0.015288 | 0 | 9.657013 | 1,836.287107 | 56.080576 | 0 |
11.318517 | 217.105072 | 3 | 0 | 0 | postpaid | 106.417945 | 0.998358 | 1 | 8.90583 | 273.546933 | 101.192123 | 0 |
0.167269 | 1,552.024248 | 2 | 1 | 0 | prepaid | 19.835749 | 2.173541 | 0 | -0.186029 | 1,612.063781 | 21.045894 | 1 |
7.176306 | 539.644895 | 2 | 0 | 0 | postpaid | 20.578401 | 12.583455 | 1 | 4.977089 | 486.06723 | 32.583938 | 0 |
2.568241 | 16.626381 | 0 | 0 | 0 | postpaid | 38.22707 | 1.514818 | 1 | 4.436247 | 115.304082 | 33.0094 | 0 |
10.361243 | 887.570869 | 3 | 0 | 0 | prepaid | 15.146223 | 5.978812 | 0 | 11.096895 | 989.170986 | 15.517511 | 0 |
1.916042 | 241.082379 | 6 | 0 | 0 | prepaid | 15.100284 | 0.657981 | 0 | 1.264556 | 208.133931 | 11.647396 | 0 |
11.742125 | 345.778009 | 3 | 0 | 0 | prepaid | 12.316772 | 9.641798 | 1 | 13.028566 | 386.640359 | 10.154586 | 0 |
4.889587 | 707.315298 | 6 | 0 | 0 | postpaid | 121.311261 | 10.779506 | 0 | 0.960367 | 574.721399 | 128.920138 | 0 |
27.603438 | 29.286274 | 4 | 0 | 0 | postpaid | 8.007133 | 2.991331 | 0 | 27.809853 | -14.371881 | -23.745747 | 0 |
1.479444 | 12.42872 | 2 | 0 | 0 | prepaid | 0.318832 | 5.161082 | 0 | 2.764456 | -6.559433 | -4.802468 | 0 |
4.171324 | 20.019873 | 2 | 0 | 0 | postpaid | 11.366222 | 10.293871 | 0 | 6.600766 | -131.653264 | 25.448632 | 0 |
1.204443 | 621.909554 | 1 | 0 | 1 | prepaid | 31.31426 | 6.180136 | 0 | 0.213577 | 626.5385 | 29.622895 | 0 |
25.861904 | 167.54701 | 5 | 0 | 1 | postpaid | 48.96425 | 2.992219 | 0 | 23.084331 | 241.425793 | 47.420422 | 0 |
20.983337 | 40.361694 | 4 | 0 | 0 | postpaid | 43.870642 | 5.269004 | 0 | 19.442022 | 97.032183 | 56.858546 | 0 |
2.983274 | 551.36867 | 4 | 0 | 0 | prepaid | 48.844641 | 4.222306 | 1 | 2.403623 | 633.745709 | 40.804978 | 0 |
10.787627 | 169.94846 | 6 | 0 | 0 | postpaid | 0.316239 | 9.383016 | 1 | 11.269723 | 69.502664 | -10.967934 | 0 |
16.994841 | 134.362954 | 1 | 0 | 0 | prepaid | 10.401759 | 10.945838 | 0 | 16.493849 | 181.580682 | 20.711444 | 0 |
8.101324 | 367.160735 | 3 | 0 | 0 | prepaid | 111.064124 | 4.86338 | 0 | 7.071622 | 317.68952 | 114.707655 | 0 |
7.542794 | 290.6562 | 2 | 0 | 0 | prepaid | 31.630462 | 4.170969 | 1 | 9.350798 | 453.404295 | 35.387752 | 0 |
2.76877 | 28.752072 | 5 | 0 | 0 | prepaid | 7.153176 | 1.41714 | 0 | 1.568099 | 52.040603 | 9.811419 | 0 |
0.977261 | 342.618287 | 7 | 0 | 0 | postpaid | 115.1478 | 1.012847 | 0 | -0.452172 | 220.332733 | 105.202881 | 0 |
22.751232 | 1,000.74259 | 2 | 0 | 0 | prepaid | 31.332283 | 3.134162 | 1 | 22.453781 | 1,182.204367 | 26.575109 | 0 |
23.067744 | 66.025849 | 0 | 0 | 0 | postpaid | 22.776176 | 3.866011 | 1 | 19.80333 | 248.92908 | 30.02477 | 0 |
10.026699 | 528.319068 | 1 | 0 | 0 | postpaid | 16.468548 | 3.404651 | 0 | 8.255964 | 563.283059 | 16.913959 | 0 |
4.140465 | 279.401804 | 6 | 0 | 0 | prepaid | 16.940014 | 0.089671 | 1 | 5.484868 | 144.464538 | 14.772297 | 0 |
4.295676 | 13.312898 | 3 | 0 | 0 | postpaid | 4.827684 | 0.705731 | 0 | 4.038201 | 72.211579 | 1.394592 | 0 |
12.944654 | 213.36372 | 3 | 0 | 1 | postpaid | 24.571322 | 1.874524 | 0 | 11.170612 | 194.778452 | 29.461437 | 0 |
22.740973 | 398.37682 | 3 | 0 | 0 | postpaid | 40.489871 | 4.74746 | 0 | 25.872436 | 491.849888 | 45.27954 | 0 |
21.811326 | 286.006185 | 3 | 0 | 0 | prepaid | 20.835108 | 0.185412 | 1 | 23.378189 | 258.679171 | 18.688677 | 0 |
15.135622 | 458.717268 | 5 | 0 | 0 | prepaid | 8.90258 | 4.416359 | 0 | 15.201311 | 358.170718 | 10.85401 | 0 |