Datasets:
SherryYZhang
/
ChurnData

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tenure
float64
1
72
age
float64
19
76
address
float64
0
48
income
float64
9
1.67k
ed
float64
1
5
employ
float64
0
44
equip
float64
0
1
callcard
float64
0
1
wireless
float64
0
1
longmon
float64
1.1
62.3
tollmon
float64
0
68.5
equipmon
float64
0
63.3
cardmon
float64
0
109
wiremon
float64
0
110
longten
float64
1.1
4.33k
tollten
float64
0
4.94k
cardten
float64
0
7.52k
voice
float64
0
1
pager
float64
0
1
internet
float64
0
1
callwait
float64
0
1
confer
float64
0
1
ebill
float64
0
1
loglong
float64
0.1
4.13
logtoll
float64
1.75
4.23
lninc
float64
2.2
7.42
custcat
float64
1
4
churn
float64
0
1
11
33
7
136
5
5
0
1
1
4.4
20.75
0
15.25
35.7
42
211.45
125
1
1
0
1
1
0
1.482
3.033
4.913
4
1
33
33
12
33
2
0
0
0
0
9.45
0
0
0
0
288.8
0
0
0
0
0
0
0
0
2.246
3.24
3.497
1
1
23
30
9
30
1
2
0
0
0
6.3
0
0
0
0
157.05
0
0
0
0
0
0
1
0
1.841
3.24
3.401
3
0
38
35
5
76
2
10
1
1
1
6.05
45
50.1
23.25
64.9
239.55
1,873.05
880
1
1
1
1
1
1
1.8
3.807
4.331
4
0
7
35
14
80
2
15
0
1
0
7.1
22
0
23.75
0
47.45
166.1
145
1
0
0
1
1
0
1.96
3.091
4.382
3
0
68
52
17
120
1
24
0
1
0
20.7
0
0
22
0
1,391.05
0
1,505
0
0
0
0
0
0
3.03
3.24
4.787
1
0
42
40
7
37
2
8
1
1
1
8.25
23.5
36.9
28
37.4
399.15
950.65
1,190
1
0
1
1
1
1
2.11
3.157
3.611
4
0
9
21
1
17
2
2
0
0
0
2.9
0
0
0
0
25.25
0
0
0
0
0
0
0
0
1.065
3.24
2.833
1
0
35
50
26
140
2
21
0
1
0
6.5
27.5
0
35
0
247.55
1,068.25
1,215
0
0
0
1
1
0
1.872
3.314
4.942
3
0
49
51
27
63
4
19
0
1
0
12.85
25.75
0
14.25
0
585.6
1,278.45
635
0
0
1
1
0
1
2.553
3.248
4.143
2
0
56
52
28
49
2
12
0
1
0
24.75
0
0
22.25
0
1,349.05
0
1,215
0
0
0
0
0
0
3.209
3.24
3.892
2
0
47
40
16
127
4
12
1
1
0
19.7
0
28.15
14.75
0
909.9
0
680
0
0
1
0
0
1
2.981
3.24
4.844
2
0
56
50
1
80
2
24
0
1
1
28.8
55.5
0
21.25
61.1
1,558.1
3,119.45
1,065
1
1
0
1
1
0
3.36
4.016
4.382
4
0
69
51
11
438
4
23
1
1
0
29
0
47.05
24.75
0
1,815.4
0
1,655
0
1
1
0
1
0
3.367
3.24
6.082
4
0
16
27
5
37
3
5
0
0
0
6
0
0
0
0
80.7
0
0
0
0
0
0
0
0
1.792
3.24
3.611
1
0
4
35
16
161
5
6
1
0
1
3.4
23.75
49.8
0
35.75
10.35
103.1
0
1
1
1
1
1
1
1.224
3.168
5.081
4
1
27
51
3
80
5
11
1
0
0
7.1
0
39.4
0
0
176.2
0
0
0
1
1
0
0
1
1.96
3.24
4.382
2
0
52
61
3
53
5
1
1
1
1
12.25
0
38.4
8.75
35.95
631.7
0
465
1
0
1
0
1
1
2.506
3.24
3.97
2
0
64
25
4
76
3
2
1
1
0
24.05
0
35.4
21.25
0
1,536.55
0
1,400
0
0
0
0
1
1
3.18
3.24
4.331
3
0
12
24
2
19
1
0
0
1
0
4
24.75
0
27.25
0
46
299
295
0
0
0
1
1
0
1.386
3.209
2.944
3
1
35
61
23
41
2
11
0
1
0
9.6
0
0
9.5
0
353.55
0
295
0
0
0
0
0
0
2.262
3.24
3.714
1
0
13
54
2
31
4
2
0
0
0
5.85
0
0
0
0
97
0
0
1
0
1
0
0
1
1.766
3.24
3.434
1
0
45
22
2
36
4
0
1
0
0
9.95
14.75
26.15
0
0
412.1
663.1
0
0
0
0
0
0
0
2.298
2.691
3.584
2
1
3
37
13
24
1
3
0
0
0
2
0
0
0
0
3.05
0
0
1
0
0
0
1
1
0.693
3.24
3.178
1
0
53
22
1
25
4
0
1
1
0
12.05
0
27.15
6.5
0
666
0
335
0
0
1
0
0
1
2.489
3.24
3.219
2
0
17
42
6
131
5
6
1
0
1
5.8
0
35.35
0
21.65
103.1
0
0
0
0
1
0
0
1
1.758
3.24
4.875
2
1
59
43
4
101
2
22
0
1
0
13.65
0
0
20.75
0
817.65
0
1,195
0
0
0
0
1
0
2.614
3.24
4.615
2
0
57
37
11
108
4
9
1
1
0
21.8
27.25
42
8
0
1,292
1,492.1
425
0
0
1
1
1
0
3.082
3.305
4.682
3
0
3
24
2
20
2
3
0
1
0
3.35
22.5
0
9.25
0
7.55
49.55
15
1
0
1
1
1
0
1.209
3.114
2.996
3
0
4
47
5
123
4
11
1
1
0
2.5
0
25.3
13.75
0
9.25
0
40
0
0
1
0
0
1
0.916
3.24
4.812
1
0
29
26
7
34
1
7
0
1
0
6.5
0
0
16
0
198.7
0
490
0
0
0
1
0
0
1.872
3.24
3.526
3
0
64
55
28
104
1
26
0
1
0
15
0
0
39.25
0
960.95
0
2,360
0
0
0
0
1
0
2.708
3.24
4.644
3
0
22
34
1
46
3
1
1
0
0
7.1
0
23.4
0
0
125.05
0
0
0
0
1
0
0
0
1.96
3.24
3.829
2
0
33
54
18
57
4
4
1
0
0
7.5
30.25
33.9
0
0
226.25
1,105.75
0
0
0
1
1
0
0
2.015
3.409
4.043
3
1
18
69
11
58
3
8
1
1
1
6.35
27.25
53.95
11.75
63
118.05
454.05
175
1
1
1
1
1
1
1.848
3.305
4.06
4
0
65
65
27
128
3
24
0
1
0
21.2
24
0
14.5
0
1,325.05
1,483.55
940
0
0
0
1
1
0
3.054
3.178
4.852
3
0
39
24
2
26
2
4
0
1
0
10.4
0
0
12.5
0
403.5
0
480
0
0
0
0
0
1
2.342
3.24
3.258
1
1
28
29
4
23
3
5
0
0
0
3.7
0
0
0
0
91.95
0
0
0
0
1
0
1
1
1.308
3.24
3.135
2
0
46
42
9
52
4
7
0
1
0
14.25
0
0
21
0
611.65
0
985
0
0
0
0
0
0
2.657
3.24
3.951
2
0
43
43
3
55
4
18
1
1
1
9.1
40.75
48.4
16
50.6
422.7
1,802.5
675
1
1
1
1
1
0
2.208
3.707
4.007
4
0
21
29
7
40
4
2
1
1
1
4.5
17
36.2
19.25
33.4
89.1
386.8
395
0
0
1
1
0
0
1.504
2.833
3.689
1
0
53
57
25
37
1
7
0
1
0
7.7
0
0
9.25
0
363.95
0
465
0
0
0
0
0
0
2.041
3.24
3.611
2
0
50
52
17
36
4
16
0
1
1
11.95
55
0
48
85.85
616.25
2,662.1
2,330
1
1
0
1
1
1
2.481
4.007
3.584
4
0
43
21
1
25
1
4
0
0
0
7.6
0
0
0
0
334.45
0
0
0
0
1
0
1
0
2.028
3.24
3.219
2
1
33
33
12
42
4
7
1
1
1
8.8
0
30.95
23
23.35
305.75
0
730
1
0
0
0
0
0
2.175
3.24
3.738
2
0
45
66
43
144
2
13
0
1
0
7.75
0
0
13
0
338.8
0
565
0
0
1
0
0
0
2.048
3.24
4.97
2
0
28
57
33
82
4
22
1
0
0
4.05
0
31.45
0
0
71.5
0
0
1
0
1
0
0
1
1.399
3.24
4.407
2
1
37
33
1
102
2
12
1
1
1
16.3
0
33.35
10.25
37.9
646.7
0
360
0
1
1
1
0
1
2.791
3.24
4.625
4
0
71
56
23
170
1
30
0
1
0
14.2
27
0
30
0
1,001.2
1,840.65
2,140
1
1
0
1
1
0
2.653
3.296
5.136
4
0
58
58
10
96
2
17
0
0
0
12.5
23
0
0
0
710.8
1,345.95
0
0
0
0
1
1
0
2.526
3.135
4.564
3
0
36
58
34
80
1
21
0
1
0
8.5
0
0
8.5
0
298.25
0
260
0
0
0
1
0
0
2.14
3.24
4.382
2
0
26
39
15
58
4
9
0
1
1
8.65
21.25
0
6.5
19.65
210.6
567.55
145
0
0
1
0
1
0
2.158
3.056
4.06
3
0
13
43
1
123
3
21
1
1
0
3.85
23
33.05
6.75
0
55.05
317.5
75
0
1
1
1
0
1
1.348
3.135
4.812
4
0
28
40
7
64
1
19
0
0
0
6
27.5
0
0
0
167.65
722.5
0
0
0
0
0
1
0
1.792
3.314
4.159
3
0
1
21
1
18
3
0
1
0
0
2.7
0
32.7
0
0
2.7
0
0
0
0
1
0
1
1
0.993
3.24
2.89
1
1
15
35
5
34
3
8
1
0
0
5.15
0
25.55
0
0
110.55
0
0
0
0
1
0
0
1
1.639
3.24
3.526
2
1
12
64
13
9
2
6
1
1
0
3.8
30
32.8
8.5
0
52.85
317.75
95
0
0
1
1
1
1
1.335
3.401
2.197
3
0
5
30
3
46
4
7
1
0
0
4.3
0
32.1
0
0
17.55
0
0
0
0
1
0
0
1
1.459
3.24
3.829
2
1
32
27
3
91
4
1
1
1
1
5.5
16
42.65
3.75
41.3
189.05
543.15
100
1
1
1
0
1
1
1.705
2.773
4.511
4
1
14
36
13
67
5
4
1
0
0
14.05
0
25.1
0
0
187.4
0
0
0
0
1
1
0
0
2.643
3.24
4.205
1
0
67
60
32
93
1
21
1
1
0
18.85
0
32
42.75
0
1,200.7
0
2,665
0
0
0
0
0
1
2.937
3.24
4.533
2
0
60
45
23
117
4
11
1
1
1
12.4
28
51.7
19.5
52.9
755.7
1,721.25
1,135
1
1
1
1
1
1
2.518
3.332
4.762
4
0
70
55
12
65
3
24
0
1
0
26.7
42.75
0
20.5
0
1,874.25
2,921.35
1,465
1
0
0
1
1
0
3.285
3.755
4.174
3
0
6
24
2
28
1
5
0
1
0
4.4
9
0
28.25
0
35.1
57.8
155
0
0
0
1
1
0
1.482
2.197
3.332
3
1
38
33
3
38
4
0
1
1
0
10.95
0
27.2
12.25
0
412.8
0
465
0
0
1
0
0
1
2.393
3.24
3.638
2
0
53
35
15
59
3
5
0
1
0
16.85
23.25
0
18.5
0
888.45
1,250.7
995
0
1
0
1
0
0
2.824
3.146
4.078
3
0
37
76
38
117
4
21
0
1
0
7.5
0
0
6.25
0
273.7
0
230
0
0
0
0
0
0
2.015
3.24
4.762
1
0
61
45
21
80
2
13
0
1
0
18.1
0
0
35.25
0
1,114.75
0
2,200
0
0
0
0
0
0
2.896
3.24
4.382
2
0
20
31
10
39
2
3
0
0
0
7.75
0
0
0
0
148.75
0
0
0
0
0
0
0
0
2.048
3.24
3.664
1
0
72
60
33
12
1
20
0
1
1
53.75
68.5
0
10.25
43.95
3,776.1
4,938.6
780
1
1
0
1
1
0
3.984
4.227
2.485
4
0
61
43
6
34
5
6
1
1
1
25.05
39
56.8
32.75
51
1,541.9
2,536.1
1,980
1
1
1
1
1
1
3.221
3.664
3.526
4
1
54
27
3
27
2
6
1
1
1
12.4
35
48.3
5.75
43.5
660.85
1,919.75
315
1
1
1
1
1
1
2.518
3.555
3.296
4
0
28
36
3
42
3
7
0
1
0
12.9
28.25
0
14
0
363.65
820.15
370
0
0
1
1
1
0
2.557
3.341
3.738
3
0
52
42
17
27
3
8
0
1
0
19.65
31
0
19.75
0
1,008.8
1,661.3
1,050
0
0
1
1
1
0
2.978
3.434
3.296
3
0
43
27
3
21
2
1
0
1
0
12.65
0
0
16.5
0
558.85
0
760
0
0
0
0
0
0
2.538
3.24
3.045
2
0
46
45
12
96
3
17
1
1
0
10.95
0
24.5
9.75
0
504.3
0
410
0
0
1
0
0
1
2.393
3.24
4.564
2
0
39
59
20
1,668
4
27
0
0
0
8.2
15
0
0
0
303.95
595.6
0
1
0
1
1
0
0
2.104
2.708
7.419
2
0
10
34
1
52
5
3
1
0
1
4.3
0
32.55
0
25.4
47.45
0
0
0
0
1
0
0
1
1.459
3.24
3.951
2
1
69
46
18
66
2
19
0
1
0
21.85
0
0
46.5
0
1,589.1
0
3,265
0
0
0
0
0
0
3.084
3.24
4.19
2
0
45
30
0
63
5
4
1
1
1
7.1
40.75
39.75
16.5
50.85
314.8
1,849.5
775
1
1
1
1
1
1
1.96
3.707
4.143
4
1
52
62
23
36
4
17
0
1
0
13.35
18.5
0
18.5
0
709.25
978.85
915
0
0
0
0
1
0
2.592
2.918
3.584
1
0
42
36
14
44
2
11
0
0
1
7
26.5
0
0
26.1
321.95
1,161.3
0
0
1
0
1
1
0
1.946
3.277
3.784
3
0
5
44
5
83
1
16
1
0
0
4.65
0
25.25
0
0
12.3
0
0
0
0
0
1
0
0
1.537
3.24
4.419
2
1
10
33
2
66
3
9
0
1
0
7.1
21.25
0
25.25
0
59.3
241.8
220
0
0
1
0
0
0
1.96
3.056
4.19
1
1
26
30
9
18
4
1
0
1
0
7.25
25.5
0
32.5
0
171.85
688.35
840
1
1
0
1
1
0
1.981
3.239
2.89
4
1
25
30
0
20
1
4
0
1
0
8.55
21.75
0
15.5
0
215.95
522.15
370
0
0
0
1
1
0
2.146
3.08
2.996
3
0
30
23
4
19
3
1
1
1
0
7.9
0
35.2
27.5
0
253.05
0
840
0
0
1
0
0
1
2.067
3.24
2.944
2
0
65
59
27
197
4
26
1
1
0
45.4
0
25.75
46.75
0
2,973.55
0
3,065
0
1
0
0
0
1
3.816
3.24
5.283
2
0
5
32
6
33
4
3
1
0
0
3.2
0
21.6
0
0
24.55
0
0
0
0
1
0
0
1
1.163
3.24
3.497
1
1
7
23
3
27
2
1
0
1
0
3.65
9.5
0
7
0
21
76.05
55
0
0
0
1
0
0
1.295
2.251
3.296
1
0
25
29
9
55
4
1
0
0
0
5.25
24.75
0
0
0
147.95
612.45
0
0
0
0
0
0
1
1.658
3.209
4.007
1
1
8
22
3
25
4
0
0
1
1
8
32.25
0
18.25
19.45
61.55
264
155
1
0
0
1
1
0
2.079
3.474
3.219
3
0
39
47
1
68
4
10
0
0
0
8.3
0
0
0
0
308.55
0
0
0
0
1
0
0
1
2.116
3.24
4.22
2
1
28
36
3
69
3
2
1
1
1
6.05
25.25
41.55
31.75
36.6
153.05
697.05
835
1
1
0
1
1
1
1.8
3.229
4.234
4
0
55
52
22
127
1
28
0
1
0
7.05
0
0
20.25
0
400.55
0
1,150
1
0
0
0
0
1
1.953
3.24
4.844
2
0
11
63
9
41
3
3
1
0
0
4.15
0
29.9
0
0
46.35
0
0
0
0
1
0
0
1
1.423
3.24
3.714
1
1
51
48
27
58
1
18
0
1
0
19.2
25.75
0
9.25
0
964.85
1,320.05
390
0
0
0
0
1
0
2.955
3.248
4.06
3
1
25
62
27
28
4
33
1
1
1
8.3
14.75
52
18
47
160.4
359.25
430
1
1
0
1
1
1
2.116
2.691
3.332
4
1
62
76
20
35
3
18
0
1
0
17.25
0
0
17.75
0
1,045.7
0
1,085
0
0
0
0
0
1
2.848
3.24
3.555
2
0
53
33
1
60
1
6
0
1
1
17.65
28.5
0
41
28.55
950.7
1,502.2
2,170
1
1
0
1
1
0
2.871
3.35
4.094
4
0