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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
10.273107 | 710.714223 | 2 | 0 | 1 | prepaid | 58.177434 | 2.605769 | 0 | 14.434573 | 700.71109 | 58.05199 | 0 |
0.878917 | 485.786938 | 7 | 0 | 0 | prepaid | 11.077049 | 0.401029 | 0 | -3.366193 | 522.519741 | 10.987008 | 0 |
1.762942 | 1,060.083822 | 3 | 1 | 0 | prepaid | 11.903641 | 0.134447 | 0 | 1.921391 | 1,079.496512 | 10.868998 | 1 |
22.882305 | 129.776386 | 4 | 0 | 1 | postpaid | 52.059601 | 1.989609 | 0 | 26.631432 | 170.679974 | 68.378352 | 0 |
9.324939 | 1,126.654969 | 3 | 1 | 0 | postpaid | 73.48313 | 0.6824 | 0 | 10.245222 | 1,191.472984 | 84.154125 | 1 |
0.092396 | 143.041329 | 2 | 0 | 0 | postpaid | 34.879236 | 12.878481 | 0 | -1.282287 | 197.152275 | 52.734689 | 0 |
1.069969 | 784.752053 | 5 | 0 | 1 | postpaid | 26.744272 | 7.748407 | 0 | 2.405492 | 794.562215 | 30.557513 | 0 |
10.891624 | 545.545975 | 2 | 0 | 0 | prepaid | 3.459922 | 1.116886 | 0 | 8.977323 | 635.332474 | -0.301376 | 0 |
0.050744 | 451.510095 | 2 | 0 | 0 | prepaid | 12.94385 | 3.969578 | 0 | 3.083325 | 357.422349 | 13.417575 | 0 |
1.753158 | 211.179756 | 3 | 0 | 1 | postpaid | 37.941056 | 8.237859 | 0 | 1.270457 | 55.638996 | 16.100255 | 0 |
7.956978 | 13.996519 | 2 | 0 | 0 | postpaid | 17.305738 | 1.508473 | 0 | 9.474331 | -34.865493 | 25.414266 | 0 |
11.773153 | 383.872524 | 3 | 0 | 0 | postpaid | 123.23503 | 2.161352 | 0 | 13.746424 | 421.305626 | 120.304686 | 0 |
10.554415 | 546.070363 | 2 | 0 | 0 | postpaid | 88.287514 | 1.84217 | 0 | 7.232667 | 675.458531 | 78.249975 | 0 |
2.539499 | 205.248266 | 5 | 1 | 0 | prepaid | 23.404152 | 5.305366 | 0 | 6.030994 | 223.343024 | 17.93231 | 0 |
12.454173 | 494.604906 | 2 | 0 | 0 | prepaid | 5.564229 | 1.810379 | 0 | 11.283548 | 322.728755 | 11.222591 | 0 |
2.708238 | 114.213615 | 2 | 0 | 0 | prepaid | 45.58921 | 1.852547 | 1 | 4.944551 | 120.088521 | 40.029325 | 0 |
3.936349 | 461.946135 | 4 | 0 | 1 | prepaid | 3.439544 | 11.134673 | 0 | 2.561793 | 400.927522 | -3.264687 | 0 |
13.723576 | 115.816148 | 3 | 0 | 0 | postpaid | 13.681788 | 1.845002 | 0 | 12.388991 | 237.715679 | 18.154159 | 0 |
10.487738 | 37.59946 | 2 | 0 | 0 | postpaid | 5.361303 | 2.583462 | 0 | 11.31281 | -18.267653 | 10.070683 | 0 |
18.919561 | 1,183.09592 | 1 | 0 | 0 | postpaid | 112.035373 | 3.084167 | 0 | 18.877822 | 1,149.349566 | 87.851296 | 0 |
10.718133 | 144.558799 | 4 | 0 | 0 | postpaid | 41.325814 | 6.608576 | 1 | 12.072414 | 274.474023 | 33.340175 | 0 |
8.400443 | 20.299717 | 1 | 0 | 0 | postpaid | 13.07437 | 9.278239 | 0 | 7.68071 | -95.352026 | 20.711675 | 0 |
0.983571 | 402.483312 | 4 | 0 | 1 | prepaid | 30.551884 | 8.20098 | 1 | -1.597838 | 346.815257 | 29.500035 | 0 |
4.584163 | 116.619659 | 2 | 1 | 0 | postpaid | 84.676789 | 0.379531 | 0 | 5.077894 | 203.648624 | 85.981022 | 0 |
3.081601 | 566.320541 | 3 | 0 | 0 | prepaid | 10.092639 | 1.405188 | 0 | 3.619837 | 525.38159 | 14.884858 | 0 |
2.797002 | 166.838116 | 2 | 0 | 0 | postpaid | 83.861463 | 10.459172 | 0 | 1.126413 | 41.924399 | 82.676717 | 0 |
36.123094 | 321.476728 | 3 | 0 | 0 | prepaid | 5.357383 | 20.856713 | 1 | 37.225779 | 477.740832 | -3.629398 | 0 |
4.993875 | 453.490376 | 2 | 1 | 0 | prepaid | 61.968811 | 0.285827 | 0 | 4.02359 | 462.396323 | 67.620822 | 0 |
22.260552 | 654.052399 | 4 | 0 | 0 | prepaid | 29.613974 | 8.695671 | 0 | 19.716268 | 813.020952 | 33.473765 | 0 |
9.973344 | 241.804817 | 2 | 0 | 1 | prepaid | 25.42852 | 0.522216 | 0 | 10.601696 | 262.963921 | 24.506922 | 0 |
15.838253 | 21.635419 | 1 | 0 | 0 | prepaid | 1.861605 | 6.394506 | 0 | 16.364092 | 166.705764 | -0.913092 | 0 |
6.984353 | 98.416882 | 3 | 0 | 1 | prepaid | 5.730936 | 4.850253 | 0 | 6.406792 | 59.992186 | 3.077851 | 0 |
8.601559 | 572.892725 | 1 | 0 | 0 | prepaid | 21.246143 | 2.571103 | 0 | 11.103626 | 548.973562 | 27.769897 | 0 |
6.782934 | 1,254.406803 | 3 | 0 | 1 | prepaid | 31.201408 | 4.043197 | 0 | 9.750585 | 1,264.988674 | 35.674277 | 0 |
2.172149 | 71.197329 | 6 | 0 | 0 | postpaid | 35.129115 | 8.247166 | 0 | 2.886175 | -0.949662 | 36.151761 | 0 |
12.817618 | 289.324156 | 4 | 0 | 0 | postpaid | 12.248965 | 14.119816 | 1 | 13.845437 | 355.303209 | 26.235722 | 0 |
3.295774 | 974.228825 | 1 | 0 | 0 | postpaid | 18.613329 | 2.007199 | 0 | 4.118252 | 771.484564 | 7.580891 | 0 |
0.246165 | 706.044325 | 5 | 0 | 0 | prepaid | 7.319424 | 0.87314 | 0 | 2.501444 | 834.308408 | 17.492096 | 0 |
10.369688 | 1,144.774037 | 2 | 0 | 0 | postpaid | 0.563024 | 2.253021 | 0 | 10.012442 | 1,280.043694 | 10.546087 | 0 |
1.949336 | 158.673585 | 1 | 0 | 0 | postpaid | 118.909702 | 3.460791 | 1 | 2.079858 | 231.372495 | 108.745108 | 0 |
28.210831 | 1,241.212211 | 1 | 0 | 0 | prepaid | 7.419235 | 6.653964 | 0 | 29.381886 | 1,284.53188 | 9.017002 | 0 |
30.775624 | 299.464075 | 2 | 0 | 0 | prepaid | 6.299819 | 2.62388 | 0 | 33.988175 | 509.874624 | 9.750709 | 0 |
24.635099 | 108.388003 | 3 | 1 | 0 | prepaid | 14.180591 | 3.191271 | 1 | 25.241141 | 28.659152 | 19.838104 | 0 |
4.622874 | 452.666231 | 0 | 0 | 0 | prepaid | 1.098921 | 4.82712 | 0 | 3.381744 | 495.979758 | 14.280832 | 0 |
0.155773 | 676.246778 | 1 | 0 | 0 | postpaid | 6.882988 | 2.960585 | 0 | 1.218679 | 643.814384 | 15.264254 | 0 |
26.355235 | 663.14917 | 4 | 0 | 0 | postpaid | 111.856337 | 5.145876 | 0 | 29.105809 | 564.709289 | 147.333843 | 0 |
5.589383 | 580.249667 | 3 | 0 | 0 | prepaid | 21.895645 | 1.716973 | 0 | 5.981049 | 690.55923 | 16.707767 | 0 |
34.00842 | 157.092172 | 2 | 1 | 1 | prepaid | 16.217079 | 1.881458 | 0 | 33.009434 | 106.891435 | 11.041637 | 0 |
33.137355 | 191.139217 | 2 | 0 | 0 | postpaid | 72.763593 | 4.17992 | 0 | 32.574752 | 68.75979 | 70.062722 | 0 |
19.17387 | 279.69294 | 5 | 0 | 0 | prepaid | 5.583978 | 9.303142 | 0 | 13.483489 | 399.306103 | 7.768627 | 0 |
3.487761 | 1,110.446069 | 2 | 0 | 1 | prepaid | 1.149423 | 0.411843 | 0 | 5.092199 | 1,122.755416 | -0.955837 | 0 |
4.862919 | 1,013.148608 | 3 | 0 | 0 | prepaid | 6.892303 | 2.065699 | 0 | 6.113062 | 996.88315 | 6.351634 | 0 |
19.047267 | 39.35965 | 4 | 0 | 0 | prepaid | 6.912442 | 12.747333 | 0 | 21.673042 | -113.143725 | 4.510806 | 0 |
3.811462 | 438.979015 | 4 | 0 | 0 | postpaid | 20.59042 | 9.711316 | 0 | 5.209784 | 448.434157 | 8.596615 | 0 |
1.857186 | 331.556161 | 2 | 0 | 0 | prepaid | 17.239359 | 1.677552 | 0 | -0.414889 | 394.110514 | 25.539307 | 0 |
8.13737 | 133.675497 | 4 | 0 | 0 | prepaid | 32.730479 | 3.520444 | 0 | 13.38468 | 78.4873 | 24.486575 | 0 |
27.512935 | 32.388282 | 1 | 0 | 0 | prepaid | 33.146064 | 4.233425 | 0 | 27.728234 | -66.88044 | 32.97939 | 0 |
11.908256 | 266.853243 | 3 | 0 | 0 | postpaid | 40.578185 | 7.922592 | 0 | 10.621354 | 138.621028 | 36.040953 | 0 |
8.441123 | 249.872346 | 2 | 0 | 0 | prepaid | 18.037247 | 6.270086 | 0 | 9.035173 | 161.160895 | 14.976615 | 0 |
1.022282 | 393.703919 | 4 | 0 | 0 | postpaid | 103.117451 | 5.288452 | 0 | 2.875855 | 264.260402 | 97.781734 | 0 |
9.545307 | 93.422869 | 2 | 0 | 1 | postpaid | 203.35677 | 5.10824 | 0 | 7.971958 | 173.206238 | 206.274643 | 0 |
46.105697 | 104.950912 | 3 | 0 | 0 | prepaid | 10.864738 | 8.092722 | 1 | 46.724983 | 224.985096 | 9.860239 | 0 |
1.509206 | 589.232688 | 4 | 0 | 0 | postpaid | 12.61075 | 1.263663 | 1 | 2.181035 | 672.561887 | 16.092902 | 0 |
7.304953 | 980.158182 | 1 | 0 | 0 | prepaid | 48.299807 | 3.161267 | 0 | 8.718994 | 925.433483 | 47.905772 | 0 |
20.986086 | 163.394086 | 5 | 0 | 0 | prepaid | 9.15298 | 2.63595 | 0 | 21.539205 | 327.050373 | 1.411072 | 0 |
13.500342 | 168.804414 | 2 | 0 | 1 | postpaid | 67.572495 | 9.360871 | 0 | 17.250339 | 185.118746 | 66.69436 | 0 |
11.940744 | 800.55406 | 2 | 0 | 1 | prepaid | 63.24184 | 3.352608 | 0 | 11.682162 | 797.471609 | 67.765509 | 0 |
12.122876 | 14.414507 | 1 | 0 | 0 | postpaid | 8.897798 | 10.575328 | 0 | 12.82742 | -26.630737 | 4.201619 | 0 |
4.454923 | 957.171751 | 3 | 0 | 0 | prepaid | 133.239416 | 0.667479 | 0 | 6.655488 | 1,105.526891 | 135.696069 | 0 |
3.475621 | 36.97768 | 1 | 0 | 0 | postpaid | 68.378903 | 3.53947 | 1 | 1.204703 | 20.155092 | 54.959532 | 0 |
16.573745 | 399.277602 | 6 | 0 | 0 | postpaid | 5.498377 | 2.507874 | 0 | 13.671123 | 474.604998 | 1.604762 | 0 |
16.613282 | 910.012658 | 1 | 0 | 0 | postpaid | 130.057178 | 6.600484 | 1 | 18.575135 | 845.552064 | 125.808588 | 0 |
20.1795 | 520.845242 | 3 | 0 | 1 | postpaid | 60.819124 | 0.380652 | 0 | 20.347696 | 500.66062 | 58.61677 | 0 |
24.44616 | 165.876599 | 0 | 0 | 1 | postpaid | 1.582434 | 0.907927 | 1 | 26.063514 | -18.176456 | 7.610869 | 0 |
7.160932 | 781.368359 | 5 | 0 | 0 | prepaid | 68.116572 | 0.364982 | 0 | 6.06371 | 813.561055 | 70.07399 | 0 |
6.961844 | 214.408426 | 6 | 0 | 0 | postpaid | 22.483542 | 7.947607 | 0 | 6.752681 | 232.383063 | 38.543757 | 0 |
16.009499 | 863.871307 | 5 | 0 | 0 | prepaid | 45.390713 | 0.264614 | 0 | 12.974785 | 727.936905 | 48.487859 | 0 |
10.497191 | 1,300.225457 | 4 | 0 | 1 | postpaid | 36.620285 | 5.023712 | 0 | 12.278305 | 1,265.525441 | 36.522453 | 0 |
12.105506 | 1,190.3461 | 2 | 1 | 0 | postpaid | 66.254839 | 11.309164 | 0 | 12.706278 | 1,128.320765 | 95.608305 | 1 |
15.886195 | 48.249266 | 3 | 0 | 0 | postpaid | 120.927847 | 8.484683 | 0 | 18.461246 | -1.99592 | 134.378144 | 0 |
22.073235 | 314.597472 | 2 | 0 | 0 | prepaid | 19.380375 | 0.161022 | 0 | 22.308242 | 504.185944 | 15.118227 | 0 |
4.124824 | 943.567681 | 3 | 0 | 0 | postpaid | 3.010722 | 10.502216 | 0 | 4.008662 | 847.770032 | 0.199131 | 0 |
4.709368 | 110.889843 | 2 | 0 | 0 | postpaid | 7.404672 | 5.849626 | 0 | 0.903881 | 65.818947 | 5.382244 | 0 |
0.98696 | 1,854.638489 | 2 | 0 | 0 | postpaid | 3.131846 | 2.112274 | 0 | 4.38382 | 1,809.546021 | 16.386104 | 0 |
8.63414 | 654.055952 | 3 | 0 | 1 | prepaid | 10.332068 | 0.082687 | 0 | 3.53652 | 666.081293 | 14.466026 | 0 |
0.366041 | 208.975807 | 1 | 0 | 0 | postpaid | 134.317335 | 0.978702 | 0 | -1.169403 | 13.826382 | 123.44458 | 0 |
6.266069 | 156.752264 | 5 | 0 | 1 | prepaid | 1.730804 | 7.226205 | 0 | 8.34243 | 249.866191 | -2.534465 | 0 |
7.822946 | 1,123.80978 | 4 | 0 | 0 | postpaid | 92.218642 | 12.863441 | 1 | 7.062228 | 984.349477 | 94.332787 | 0 |
3.376307 | 517.830189 | 2 | 0 | 0 | postpaid | 86.393785 | 3.658756 | 0 | 1.539724 | 628.380286 | 88.68218 | 0 |
8.936325 | 905.527002 | 4 | 0 | 0 | postpaid | 47.885 | 0.663125 | 0 | 5.877527 | 978.548365 | 50.623812 | 0 |
0.309751 | 648.835381 | 2 | 1 | 1 | prepaid | 56.997226 | 0.227839 | 0 | -2.726558 | 748.438154 | 56.251469 | 0 |
0.380635 | 500.393124 | 3 | 0 | 1 | prepaid | 37.088298 | 6.994971 | 0 | 1.786772 | 503.990101 | 41.314852 | 0 |
17.293514 | 564.901109 | 2 | 0 | 0 | prepaid | 1.504871 | 3.139448 | 0 | 17.112282 | 660.918194 | 0.258949 | 0 |
4.46585 | 94.01597 | 1 | 0 | 0 | postpaid | 57.721196 | 1.347587 | 0 | 2.073077 | 41.408207 | 49.421643 | 0 |
1.35889 | 2,454.5738 | 6 | 0 | 0 | postpaid | 276.461248 | 0.841417 | 0 | 2.842589 | 2,425.237149 | 286.115187 | 0 |
7.386536 | 268.85365 | 6 | 0 | 1 | prepaid | 10.494153 | 9.812412 | 0 | 11.543653 | 403.265544 | 4.86466 | 0 |
14.696479 | 39.056063 | 3 | 0 | 0 | postpaid | 10.743506 | 12.534012 | 0 | 15.561218 | -7.002372 | -3.950439 | 0 |
2.43118 | 542.752308 | 3 | 1 | 0 | postpaid | 61.327274 | 0.836404 | 0 | 2.241344 | 526.906678 | 54.274361 | 0 |
9.752196 | 1,002.284646 | 3 | 0 | 0 | prepaid | 30.118673 | 3.791214 | 1 | 13.149564 | 1,007.244708 | 29.208127 | 0 |
0.89211 | 26.685213 | 5 | 1 | 0 | prepaid | 23.852362 | 0.277244 | 0 | 1.411083 | -54.934795 | 21.616201 | 0 |