CustomerID
float64
2
450k
Age
float64
18
65
Gender
stringclasses
2 values
Tenure
float64
1
60
Usage Frequency
float64
1
30
Support Calls
float64
0
10
Payment Delay
float64
0
30
Subscription Type
stringclasses
3 values
Contract Length
stringclasses
3 values
Total Spend
float64
100
1k
Last Interaction
float64
1
30
Churn
float64
0
1
2
30
Female
39
14
5
18
Standard
Annual
932
17
1
3
65
Female
49
1
10
8
Basic
Monthly
557
6
1
4
55
Female
14
4
6
18
Basic
Quarterly
185
3
1
5
58
Male
38
21
7
7
Standard
Monthly
396
29
1
6
23
Male
32
20
5
8
Basic
Monthly
617
20
1
8
51
Male
33
25
9
26
Premium
Annual
129
8
1
9
58
Female
49
12
3
16
Standard
Quarterly
821
24
1
10
55
Female
37
8
4
15
Premium
Annual
445
30
1
11
39
Male
12
5
7
4
Standard
Quarterly
969
13
1
12
64
Female
3
25
2
11
Standard
Quarterly
415
29
1
13
29
Male
18
9
0
30
Premium
Quarterly
930
18
1
14
52
Female
21
6
3
26
Premium
Monthly
830
19
1
15
22
Male
41
17
10
25
Basic
Quarterly
265
23
1
16
48
Female
35
25
1
13
Basic
Annual
518
17
1
17
24
Male
4
9
4
22
Standard
Quarterly
204
4
1
18
49
Male
56
17
2
30
Standard
Quarterly
975
17
1
19
19
Female
38
23
7
11
Basic
Quarterly
978
3
1
20
47
Male
41
14
1
5
Premium
Annual
151
19
1
21
24
Male
44
13
5
4
Premium
Monthly
669
13
1
22
42
Male
15
16
2
14
Premium
Quarterly
262
16
1
23
57
Female
55
27
3
3
Basic
Annual
212
10
1
24
39
Female
43
2
4
15
Basic
Monthly
577
6
1
25
27
Male
44
28
8
18
Standard
Annual
436
30
1
26
27
Female
52
8
7
3
Standard
Monthly
434
19
1
27
59
Male
26
21
0
10
Premium
Monthly
822
17
1
28
21
Male
2
21
7
22
Basic
Annual
435
21
1
29
60
Female
18
16
8
28
Basic
Quarterly
830
22
1
30
65
Female
29
29
0
5
Premium
Annual
857
18
1
31
35
Female
38
20
6
2
Premium
Annual
574
19
1
32
18
Male
37
15
8
6
Premium
Monthly
800
29
1
33
56
Female
59
5
10
27
Standard
Quarterly
424
2
1
35
35
Male
40
27
8
28
Premium
Monthly
232
17
1
36
29
Male
43
12
2
10
Premium
Annual
289
6
1
37
20
Male
37
24
7
5
Standard
Annual
371
20
1
38
63
Female
51
3
5
12
Standard
Annual
288
15
1
39
22
Female
39
8
2
4
Standard
Annual
939
21
1
40
25
Female
53
2
10
13
Basic
Quarterly
336
13
1
42
28
Male
24
24
8
6
Standard
Monthly
572
28
1
43
51
Male
30
4
10
29
Premium
Monthly
770
23
1
44
32
Male
6
22
3
12
Basic
Monthly
413
20
1
45
38
Female
28
23
6
17
Basic
Quarterly
993
28
1
46
52
Male
17
26
4
6
Basic
Monthly
871
26
1
48
37
Male
30
30
7
13
Basic
Quarterly
929
13
1
49
31
Female
4
29
7
22
Standard
Annual
488
6
1
50
30
Male
24
7
6
13
Standard
Annual
874
3
1
51
23
Female
26
21
7
24
Basic
Quarterly
988
20
1
52
35
Male
37
11
7
13
Standard
Monthly
631
7
1
53
21
Female
56
11
9
9
Basic
Quarterly
626
1
1
54
56
Female
44
11
2
11
Standard
Annual
583
9
1
55
53
Female
18
21
1
23
Basic
Quarterly
717
15
1
56
41
Female
18
27
10
3
Basic
Monthly
111
19
1
57
33
Male
6
12
7
29
Standard
Quarterly
869
10
1
58
18
Male
55
29
9
21
Standard
Quarterly
296
22
1
59
26
Male
60
9
10
1
Standard
Monthly
643
2
1
60
42
Female
7
9
1
11
Basic
Annual
196
18
1
61
36
Male
2
15
3
29
Premium
Monthly
501
4
1
62
22
Female
43
16
8
21
Standard
Monthly
966
30
1
63
47
Male
59
24
6
26
Premium
Annual
288
26
1
64
30
Male
52
23
1
27
Basic
Annual
400
20
1
66
21
Female
51
1
8
6
Premium
Annual
618
13
1
67
27
Female
40
17
3
1
Basic
Annual
999
17
1
68
27
Male
34
13
4
26
Basic
Quarterly
214
6
1
69
32
Male
3
5
1
6
Standard
Annual
282
20
1
70
44
Female
43
1
8
28
Standard
Monthly
548
28
1
71
38
Male
10
9
6
5
Premium
Annual
820
18
1
72
34
Female
5
18
3
29
Premium
Quarterly
575
10
1
73
42
Male
29
23
0
6
Premium
Monthly
736
5
1
74
61
Male
41
4
7
23
Basic
Quarterly
753
23
1
75
22
Male
45
13
5
16
Basic
Quarterly
538
26
1
76
59
Female
53
13
0
4
Standard
Quarterly
688
14
1
77
53
Male
54
18
10
0
Basic
Monthly
679
1
1
78
37
Male
17
23
9
23
Premium
Quarterly
530
19
1
79
65
Female
33
28
9
22
Premium
Monthly
383
17
1
80
61
Female
6
7
4
26
Standard
Annual
369
20
1
81
40
Female
58
8
2
10
Basic
Monthly
760
28
1
82
63
Female
38
19
7
21
Standard
Quarterly
768
7
1
83
19
Male
53
3
6
17
Standard
Monthly
808
19
1
84
45
Female
25
4
8
13
Premium
Quarterly
681
26
1
85
59
Male
17
21
1
24
Standard
Quarterly
858
2
1
86
55
Female
54
2
5
0
Standard
Monthly
159
29
1
87
44
Male
13
12
7
7
Standard
Monthly
624
15
1
88
61
Male
7
12
7
2
Premium
Annual
925
9
1
89
46
Male
41
12
3
25
Premium
Annual
531
11
1
90
22
Male
45
17
3
28
Basic
Quarterly
769
3
1
92
46
Female
47
4
5
10
Standard
Annual
299
5
1
93
64
Male
31
20
9
24
Premium
Quarterly
785
16
1
94
28
Female
22
16
1
7
Standard
Monthly
389
16
1
95
35
Female
19
28
4
28
Basic
Quarterly
507
5
1
96
55
Female
34
6
2
7
Basic
Annual
392
5
1
97
35
Male
3
17
6
23
Basic
Annual
392
7
1
98
45
Female
23
4
5
1
Premium
Quarterly
699
12
1
99
24
Male
1
20
0
17
Basic
Quarterly
268
4
1
100
44
Female
8
11
7
26
Premium
Monthly
139
3
1
102
60
Male
55
7
3
18
Standard
Monthly
871
4
1
103
40
Female
46
24
3
1
Basic
Monthly
404
28
1
104
26
Male
15
11
0
20
Basic
Annual
269
1
1
105
58
Female
28
17
0
24
Premium
Quarterly
820
29
1
106
56
Female
16
11
5
18
Premium
Monthly
590
27
1
107
42
Female
12
6
8
25
Basic
Monthly
566
11
1
108
52
Male
29
2
2
4
Basic
Annual
435
27
1