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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
3.430583 | 257.915584 | 3 | 0 | 0 | postpaid | 73.596552 | 0.771677 | 0 | 2.995818 | 321.32387 | 59.161472 | 0 |
12.619036 | 5.65271 | 2 | 0 | 0 | prepaid | 11.382221 | 2.588292 | 0 | 12.264906 | 117.743619 | 9.785754 | 0 |
57.946299 | 173.306783 | 3 | 0 | 1 | prepaid | 22.54947 | 1.70647 | 0 | 59.27589 | 198.039224 | 26.265481 | 1 |
34.212038 | 37.083272 | 3 | 0 | 1 | prepaid | 17.917539 | 0.976294 | 0 | 36.107862 | 96.046087 | 17.600418 | 0 |
33.680155 | 718.865126 | 7 | 0 | 0 | prepaid | 51.88604 | 6.128722 | 1 | 36.179103 | 627.227749 | 47.116227 | 0 |
17.065757 | 770.676093 | 0 | 0 | 0 | prepaid | 18.656553 | 21.419805 | 0 | 17.31673 | 563.219318 | 11.734725 | 0 |
25.432785 | 661.099647 | 5 | 0 | 0 | prepaid | 0.853451 | 1.245916 | 1 | 25.734368 | 639.208128 | 5.601446 | 0 |
6.94095 | 295.09517 | 1 | 0 | 1 | prepaid | 17.636233 | 0.603402 | 0 | 8.754298 | 396.16219 | 8.201066 | 0 |
12.77973 | 1,134.169446 | 2 | 0 | 0 | prepaid | 7.842466 | 1.91588 | 1 | 12.553034 | 960.712431 | 3.037094 | 0 |
1.477093 | 820.474409 | 1 | 1 | 0 | prepaid | 27.315383 | 14.420905 | 0 | -2.909859 | 739.381075 | 34.804016 | 0 |
27.047191 | 103.936664 | 4 | 0 | 0 | postpaid | 87.255194 | 2.114911 | 0 | 26.102675 | 229.908642 | 86.110226 | 0 |
15.861964 | 1,440.536255 | 1 | 0 | 0 | postpaid | 13.327889 | 0.403073 | 0 | 13.917211 | 1,473.220532 | -3.101469 | 0 |
2.549262 | 18.651861 | 1 | 0 | 0 | prepaid | 15.552383 | 7.425173 | 0 | 0.630885 | 123.039132 | 14.724496 | 0 |
7.284675 | 12.50128 | 3 | 0 | 0 | prepaid | 6.919718 | 1.827208 | 0 | 10.97798 | -99.285221 | 0.547811 | 0 |
7.019381 | 256.581746 | 2 | 0 | 0 | prepaid | 1.009329 | 9.551517 | 0 | 4.900922 | 141.458549 | -0.057509 | 0 |
0.447587 | 72.406709 | 4 | 0 | 0 | postpaid | 20.361436 | 0.304862 | 1 | -3.154641 | -59.172244 | 29.233457 | 0 |
4.170876 | 170.545848 | 3 | 1 | 0 | prepaid | 14.055145 | 4.804471 | 0 | 2.460943 | 39.606186 | 5.263736 | 0 |
1.657691 | 302.577787 | 3 | 0 | 1 | postpaid | 148.703667 | 8.654019 | 0 | 3.136002 | 443.630183 | 152.252743 | 0 |
11.0728 | 196.994009 | 2 | 0 | 1 | postpaid | 18.032379 | 7.92485 | 1 | 12.791522 | -6.764725 | 2.740366 | 0 |
31.806284 | 368.241961 | 2 | 0 | 0 | postpaid | 73.452813 | 13.289224 | 1 | 32.61776 | 335.236086 | 76.099115 | 0 |
44.308676 | 270.818108 | 4 | 0 | 0 | postpaid | 34.55792 | 1.56318 | 0 | 39.43437 | 149.210482 | 47.040756 | 0 |
14.284794 | 961.197339 | 3 | 0 | 0 | postpaid | 71.347645 | 3.460727 | 0 | 15.882109 | 908.728902 | 66.091754 | 0 |
3.496884 | 52.717964 | 5 | 0 | 0 | postpaid | 22.091642 | 3.235407 | 0 | 5.179985 | 214.194226 | 35.330279 | 0 |
0.700396 | 1,670.683246 | 1 | 1 | 0 | postpaid | 62.323104 | 4.356778 | 1 | -2.508341 | 1,637.631076 | 64.124944 | 1 |
3.718703 | 284.0327 | 3 | 0 | 0 | prepaid | 20.951185 | 4.812253 | 1 | 3.851302 | 361.738604 | 16.324787 | 0 |
2.765574 | 468.790289 | 2 | 0 | 0 | postpaid | 48.509519 | 1.865897 | 0 | 0.871556 | 331.046384 | 57.933652 | 0 |
3.968581 | 617.664501 | 5 | 0 | 0 | postpaid | 8.69716 | 6.026216 | 0 | 4.56473 | 699.640637 | -1.040042 | 0 |
1.517954 | 313.361228 | 6 | 0 | 0 | postpaid | 9.673147 | 3.626358 | 1 | 1.096159 | 350.926983 | 8.095891 | 0 |
13.00438 | 166.455377 | 1 | 0 | 0 | prepaid | 22.10372 | 1.683987 | 0 | 10.572133 | 187.531314 | 23.839278 | 0 |
24.403828 | 781.902277 | 3 | 1 | 0 | prepaid | 1.014916 | 5.903734 | 0 | 24.962897 | 682.362933 | 1.105342 | 0 |
15.22842 | 702.352682 | 1 | 0 | 1 | postpaid | 51.328542 | 1.914395 | 0 | 14.903054 | 644.244738 | 44.001677 | 0 |
12.851782 | 1,524.370969 | 3 | 0 | 0 | prepaid | 19.600579 | 2.605444 | 0 | 9.617561 | 1,372.338946 | 14.665602 | 0 |
1.286286 | 257.919359 | 5 | 0 | 0 | prepaid | 0.626714 | 15.013312 | 0 | 0.995245 | 264.322094 | -4.373231 | 0 |
2.528827 | 262.785315 | 3 | 0 | 0 | postpaid | 42.537095 | 5.168331 | 0 | 0.797141 | 235.343214 | 35.468421 | 0 |
14.087004 | 0.380095 | 2 | 0 | 0 | prepaid | 26.952456 | 7.919115 | 1 | 13.163531 | -121.245042 | 25.486163 | 0 |
17.433241 | 75.102264 | 4 | 0 | 0 | postpaid | 18.540463 | 0.489397 | 0 | 16.242161 | 111.816287 | 32.498556 | 0 |
13.858133 | 169.448281 | 2 | 0 | 0 | postpaid | 34.884438 | 0.262181 | 0 | 12.255558 | 177.160492 | 48.862415 | 0 |
2.857614 | 956.905833 | 3 | 0 | 0 | prepaid | 8.700524 | 1.408228 | 0 | 2.665498 | 826.328146 | 13.520301 | 0 |
31.37787 | 692.344429 | 3 | 0 | 0 | postpaid | 0.245285 | 5.577257 | 0 | 28.74382 | 594.830118 | -1.530239 | 0 |
2.577405 | 1,751.941021 | 5 | 0 | 0 | prepaid | 5.531204 | 15.995635 | 0 | -0.834027 | 1,690.612028 | 2.890698 | 0 |
8.756125 | 207.990184 | 4 | 0 | 0 | postpaid | 1.286586 | 4.402423 | 0 | 13.525702 | 344.518042 | 1.214249 | 0 |
1.903145 | 168.72921 | 1 | 0 | 0 | postpaid | 93.602084 | 1.749569 | 0 | 2.899151 | 187.264977 | 87.330416 | 0 |
2.91885 | 219.67355 | 1 | 0 | 0 | postpaid | 72.769041 | 7.255805 | 0 | 2.213534 | 249.056568 | 81.007637 | 0 |
6.94049 | 123.467069 | 4 | 0 | 0 | prepaid | 61.901022 | 2.837833 | 0 | 6.111419 | 194.899267 | 62.363158 | 0 |
36.216387 | 874.566805 | 2 | 0 | 0 | postpaid | 50.860411 | 8.175995 | 0 | 36.614084 | 1,024.680104 | 32.779786 | 0 |
12.164302 | 9.655982 | 6 | 0 | 0 | prepaid | 8.768248 | 7.777725 | 0 | 13.442911 | 22.356181 | 12.343615 | 0 |
1.440759 | 582.00153 | 4 | 0 | 0 | postpaid | 57.459237 | 12.022237 | 1 | 2.849902 | 278.668472 | 56.203931 | 0 |
6.074789 | 290.032973 | 2 | 0 | 0 | postpaid | 18.586876 | 6.798641 | 0 | 6.637262 | 287.650466 | 20.021669 | 0 |
6.093663 | 425.897407 | 4 | 0 | 0 | prepaid | 42.455085 | 1.557226 | 0 | 4.74924 | 450.999847 | 46.943987 | 0 |
5.801788 | 408.172264 | 4 | 0 | 0 | postpaid | 133.499128 | 2.203765 | 0 | 2.878178 | 354.051688 | 126.795574 | 0 |
22.88516 | 35.304752 | 3 | 0 | 0 | postpaid | 5.909755 | 15.393438 | 0 | 19.641582 | -51.542189 | -10.72622 | 0 |
13.011671 | 131.08233 | 2 | 0 | 0 | postpaid | 74.033994 | 3.261526 | 0 | 11.020189 | 205.20818 | 79.331737 | 0 |
12.124197 | 395.965208 | 3 | 1 | 0 | prepaid | 40.383972 | 0.216825 | 0 | 13.480761 | 427.462822 | 38.514099 | 0 |
29.173247 | 77.476665 | 2 | 0 | 0 | postpaid | 31.445235 | 3.258671 | 1 | 32.303721 | 108.649975 | 20.81002 | 0 |
8.104754 | 1.02423 | 3 | 0 | 1 | postpaid | 0.296483 | 2.230907 | 1 | 7.47052 | -27.068204 | 3.559543 | 0 |
2.409136 | 351.131484 | 1 | 0 | 0 | postpaid | 61.057695 | 13.221295 | 0 | 0.525135 | 376.954408 | 49.012549 | 0 |
11.089874 | 206.726068 | 0 | 0 | 0 | postpaid | 33.43971 | 0.210332 | 0 | 12.105385 | 397.631452 | 27.741649 | 0 |
12.859612 | 48.467648 | 3 | 0 | 0 | prepaid | 31.396294 | 1.912026 | 0 | 12.393746 | 11.789878 | 35.451129 | 0 |
10.760605 | 44.166184 | 3 | 0 | 0 | prepaid | 16.880126 | 0.295495 | 0 | 9.699441 | -209.790666 | 11.650123 | 0 |
38.515386 | 380.915771 | 4 | 0 | 0 | prepaid | 58.72417 | 5.800007 | 0 | 40.186659 | 449.90811 | 61.714304 | 0 |
9.383289 | 479.232206 | 0 | 0 | 1 | prepaid | 9.623969 | 9.589306 | 0 | 11.585588 | 447.56512 | 18.642542 | 0 |
1.519088 | 165.487744 | 1 | 0 | 0 | postpaid | 43.683736 | 0.414779 | 0 | 1.643714 | -42.880964 | 63.887232 | 0 |
18.605729 | 159.272833 | 3 | 0 | 0 | prepaid | 98.216851 | 11.118074 | 0 | 17.210379 | 78.363849 | 87.78821 | 0 |
0.842536 | 21.748391 | 0 | 0 | 0 | prepaid | 0.481311 | 3.00727 | 0 | 4.435978 | 54.969876 | -4.603882 | 0 |
1.319783 | 350.329087 | 5 | 0 | 0 | postpaid | 4.68055 | 7.516197 | 0 | -0.121506 | 365.929489 | 23.105083 | 0 |
1.093122 | 907.478539 | 2 | 0 | 1 | prepaid | 8.25099 | 0.788518 | 1 | -1.262695 | 1,131.53911 | 7.792477 | 0 |
4.389079 | 67.215105 | 3 | 0 | 0 | prepaid | 3.876841 | 0.614082 | 0 | 3.295609 | 71.170121 | 9.122266 | 0 |
26.78179 | 809.419752 | 2 | 0 | 0 | prepaid | 6.804173 | 6.005537 | 0 | 30.136949 | 855.666488 | 4.659508 | 0 |
7.256822 | 793.867214 | 3 | 1 | 0 | prepaid | 14.550554 | 6.916639 | 0 | 9.093299 | 806.439081 | 15.308205 | 0 |
1.522214 | 1,583.500684 | 4 | 0 | 1 | postpaid | 79.745027 | 6.66691 | 0 | 3.084478 | 1,701.933663 | 87.496088 | 0 |
9.126314 | 226.929989 | 5 | 0 | 0 | prepaid | 24.628068 | 1.950201 | 1 | 7.890818 | 94.513489 | 14.7365 | 0 |
7.983814 | 1,086.472778 | 4 | 0 | 0 | prepaid | 29.911382 | 1.715898 | 0 | 7.919491 | 1,258.763682 | 32.01902 | 0 |
4.895167 | 280.316999 | 2 | 0 | 0 | prepaid | 12.161918 | 2.513244 | 1 | 5.227325 | 304.059561 | 11.181992 | 0 |
10.926481 | 216.539402 | 6 | 0 | 0 | prepaid | 8.99588 | 0.310145 | 0 | 10.632319 | 159.478639 | 14.630666 | 0 |
2.194142 | 132.235147 | 3 | 0 | 0 | postpaid | 43.567534 | 0.063739 | 0 | 3.0938 | 117.183208 | 43.158092 | 0 |
5.758606 | 1,663.962256 | 4 | 0 | 0 | prepaid | 1.820323 | 14.345518 | 0 | 5.896313 | 1,517.457625 | 0.17237 | 0 |
14.556807 | 924.087525 | 2 | 0 | 1 | prepaid | 42.685729 | 4.877106 | 0 | 13.253162 | 938.41837 | 41.739911 | 0 |
15.909435 | 762.729422 | 2 | 1 | 0 | prepaid | 1.645562 | 0.189344 | 0 | 17.007326 | 693.301952 | 4.747744 | 0 |
1.07782 | 103.304415 | 2 | 0 | 1 | prepaid | 16.947219 | 2.598709 | 0 | -1.799498 | 63.350064 | 17.933476 | 0 |
4.7316 | 432.371286 | 4 | 0 | 0 | prepaid | 7.401204 | 12.963524 | 0 | 5.908169 | 398.313079 | 11.184796 | 0 |
4.958443 | 32.532932 | 1 | 0 | 0 | prepaid | 52.416643 | 5.888944 | 0 | 2.134469 | 26.306974 | 50.753684 | 0 |
1.434629 | 533.796079 | 1 | 0 | 0 | postpaid | 15.915437 | 9.367661 | 0 | 3.741698 | 479.213504 | 17.760451 | 0 |
24.874445 | 1,565.096532 | 4 | 1 | 0 | prepaid | 31.085349 | 4.275892 | 0 | 25.334469 | 1,544.333893 | 20.637493 | 1 |
0.883409 | 268.581168 | 2 | 0 | 0 | prepaid | 18.728386 | 3.06167 | 1 | -0.716352 | 439.824588 | 20.301472 | 0 |
1.355088 | 262.383793 | 3 | 0 | 0 | prepaid | 65.968596 | 8.49157 | 1 | 4.184736 | 258.478327 | 66.434777 | 0 |
8.387887 | 275.291099 | 5 | 0 | 0 | prepaid | 7.352989 | 0.814981 | 1 | 7.668142 | 481.889753 | 6.586551 | 0 |
2.728949 | 461.610277 | 4 | 0 | 0 | postpaid | 24.931891 | 8.089444 | 0 | -0.785077 | 223.661092 | 36.741895 | 0 |
15.082551 | 625.446346 | 2 | 0 | 0 | prepaid | 28.130108 | 0.048541 | 1 | 11.976625 | 219.387999 | 27.864815 | 0 |
10.413099 | 3.341019 | 4 | 1 | 0 | postpaid | 51.537376 | 14.902108 | 0 | 8.919302 | -173.799507 | 51.735642 | 0 |
16.00875 | 216.262678 | 3 | 1 | 0 | prepaid | 75.727761 | 9.719568 | 0 | 15.193575 | 264.647409 | 73.219058 | 0 |
6.80663 | 45.865438 | 2 | 0 | 0 | postpaid | 36.505739 | 10.756853 | 0 | 5.971458 | -17.441797 | 39.724092 | 0 |
26.839107 | 615.649382 | 2 | 0 | 0 | postpaid | 19.075372 | 5.480193 | 0 | 27.354083 | 783.652561 | 21.120167 | 0 |
0.171208 | 733.183042 | 5 | 0 | 0 | prepaid | 60.16554 | 2.651353 | 0 | -2.851153 | 690.044002 | 69.752161 | 0 |
2.648865 | 966.564295 | 7 | 0 | 0 | postpaid | 15.569018 | 1.871692 | 0 | 1.366092 | 957.08693 | 22.660291 | 0 |
9.125843 | 277.776933 | 4 | 0 | 0 | prepaid | 0.726697 | 2.92297 | 0 | 6.661877 | 234.697654 | -1.685809 | 0 |
21.899784 | 308.629901 | 2 | 0 | 1 | postpaid | 67.345133 | 2.967644 | 1 | 22.495954 | 360.170197 | 70.501717 | 0 |
5.75042 | 1,177.784469 | 4 | 0 | 0 | postpaid | 97.48978 | 15.085796 | 0 | 5.769138 | 1,397.378637 | 93.818808 | 0 |
5.414085 | 574.601579 | 4 | 0 | 1 | postpaid | 39.721111 | 3.708963 | 0 | 5.249319 | 676.437788 | 50.809782 | 0 |
5.597905 | 206.742899 | 3 | 0 | 1 | prepaid | 14.954353 | 6.474232 | 0 | 5.959576 | 71.317103 | 16.943952 | 0 |
26.51413 | 588.20542 | 2 | 0 | 0 | prepaid | 5.858242 | 1.774442 | 0 | 27.737441 | 540.61384 | -1.762912 | 0 |