customerID
stringlengths
6
10
gender
stringclasses
2 values
SeniorCitizen
float64
0
1
Partner
stringclasses
2 values
Dependents
stringclasses
2 values
tenure
float64
1
72
PhoneService
stringclasses
2 values
MultipleLines
stringclasses
3 values
InternetService
stringclasses
3 values
OnlineSecurity
stringclasses
3 values
OnlineBackup
stringclasses
3 values
Churn
int64
0
1
Cust_801
Male
null
Yes
Yes
59
Yes
Yes
Fiber optic
No
No internet service
0
Cust_802
Female
1
No
Yes
6
No
No phone service
Fiber optic
Yes
No internet service
0
Cust_803
Male
0
No
Yes
null
No
Yes
DSL
Yes
No
1
Cust_804
Male
null
Yes
null
31
Yes
No phone service
Fiber optic
Yes
No
0
Cust_805
Female
0
null
Yes
39
No
No
DSL
Yes
No
0
Cust_806
null
1
Yes
No
50
No
Yes
DSL
No internet service
Yes
0
Cust_807
null
0
Yes
No
37
No
null
DSL
No internet service
No
1
Cust_808
Male
1
Yes
Yes
null
Yes
No
No
null
Yes
1
Cust_809
Female
1
No
Yes
15
Yes
No
No
Yes
Yes
1
Cust_810
Male
1
Yes
No
51
No
No
null
No
No
0
Cust_811
Male
null
Yes
Yes
70
Yes
null
DSL
No internet service
No internet service
0
Cust_812
Male
0
No
null
23
null
No phone service
No
Yes
No internet service
1
Cust_813
Male
1
Yes
Yes
25
No
Yes
No
null
No
1
Cust_814
Female
1
No
Yes
46
No
No phone service
Fiber optic
No internet service
No internet service
1
Cust_815
null
0
No
No
23
null
No phone service
No
Yes
Yes
1
Cust_816
Male
1
Yes
Yes
10
Yes
No
No
Yes
No
0
Cust_817
Male
1
No
No
32
No
Yes
No
No internet service
Yes
0
Cust_818
Male
1
No
No
51
Yes
No phone service
null
Yes
No
0
Cust_819
Female
0
Yes
Yes
41
Yes
No phone service
No
No internet service
No internet service
0
Cust_820
Male
1
Yes
No
65
null
No
No
No internet service
No internet service
1
Cust_821
Male
1
Yes
Yes
65
null
Yes
Fiber optic
No internet service
Yes
1
Cust_822
null
0
Yes
Yes
40
null
Yes
DSL
No internet service
No internet service
1
Cust_823
Female
0
No
Yes
18
No
Yes
No
No
No internet service
0
Cust_824
Male
1
Yes
No
36
No
No phone service
DSL
No
Yes
1
Cust_825
Female
1
Yes
Yes
31
Yes
No
Fiber optic
Yes
Yes
1
Cust_826
Female
0
Yes
Yes
54
Yes
null
Fiber optic
No
Yes
1
Cust_827
Male
1
No
No
63
Yes
No phone service
DSL
null
No
0
Cust_828
Female
0
No
No
1
No
No phone service
DSL
Yes
Yes
1
Cust_829
Male
1
No
No
52
No
Yes
Fiber optic
No internet service
null
1
Cust_830
Female
0
null
No
57
Yes
No
null
null
null
0
Cust_831
Male
1
No
Yes
9
Yes
No
DSL
No
No
0
Cust_832
Male
0
Yes
Yes
56
No
Yes
DSL
No
Yes
1
Cust_833
Male
0
null
Yes
47
Yes
No phone service
No
No
No
1
Cust_834
null
0
No
Yes
3
Yes
No
DSL
No internet service
No internet service
1
Cust_835
Male
0
No
No
null
No
No phone service
No
Yes
Yes
0
Cust_836
Female
0
Yes
No
54
Yes
No phone service
Fiber optic
No
Yes
0
Cust_837
Male
1
Yes
Yes
37
No
No
DSL
No
No
1
Cust_838
Male
1
No
No
56
Yes
No phone service
No
No
Yes
0
Cust_839
null
0
Yes
No
31
No
No phone service
No
No
No
0
Cust_840
Male
null
No
null
12
No
null
Fiber optic
Yes
Yes
0
Cust_841
Male
1
null
No
58
Yes
No
DSL
No internet service
No
1
Cust_842
Female
1
Yes
No
67
Yes
No phone service
No
Yes
Yes
0
Cust_843
Male
1
No
Yes
26
Yes
No
DSL
No
Yes
0
Cust_844
Male
1
Yes
Yes
12
null
No
null
No
No
1
Cust_845
Male
1
No
No
16
Yes
No phone service
DSL
Yes
No internet service
0
Cust_846
Male
0
No
No
53
No
No
DSL
No internet service
Yes
1
Cust_847
Female
null
No
Yes
72
Yes
Yes
No
No internet service
No internet service
0
Cust_848
Female
1
Yes
null
null
null
Yes
No
No internet service
No internet service
1
Cust_849
Male
1
Yes
No
49
Yes
No phone service
DSL
No internet service
Yes
0
Cust_850
Female
0
No
No
7
No
No
DSL
Yes
Yes
0
Cust_851
Male
1
No
No
15
No
No phone service
Fiber optic
null
No
0
Cust_852
Female
1
Yes
Yes
36
No
No
No
No internet service
No
0
Cust_853
Male
null
No
null
72
No
No phone service
DSL
Yes
No internet service
1
Cust_854
Male
0
Yes
No
15
No
No phone service
DSL
Yes
No
0
Cust_855
Male
null
Yes
No
62
No
No
No
No
No
0
Cust_856
Male
null
Yes
No
18
Yes
Yes
DSL
Yes
No
0
Cust_857
null
1
null
null
46
No
No phone service
DSL
Yes
null
1
Cust_858
Male
0
No
No
61
Yes
Yes
Fiber optic
No internet service
Yes
0
Cust_859
Female
0
Yes
No
43
Yes
No
null
Yes
No
0
Cust_860
Male
0
null
No
44
Yes
null
No
No internet service
No internet service
0
Cust_861
Female
1
No
Yes
66
Yes
No
null
No
Yes
1
Cust_862
Male
null
Yes
Yes
55
null
null
No
No
Yes
0
Cust_863
Female
0
Yes
Yes
39
Yes
No
Fiber optic
Yes
No internet service
1
Cust_864
Female
0
No
No
5
null
No phone service
Fiber optic
Yes
Yes
0
Cust_865
Female
null
Yes
Yes
57
No
Yes
Fiber optic
No internet service
Yes
0
Cust_866
Male
1
No
Yes
15
Yes
No phone service
DSL
No
No internet service
1
Cust_867
null
1
Yes
Yes
null
Yes
Yes
Fiber optic
No internet service
null
0
Cust_868
Female
null
Yes
Yes
null
No
No
Fiber optic
Yes
Yes
1
Cust_869
Male
1
No
Yes
25
No
No
No
No
No
1
Cust_870
null
0
No
No
22
null
No phone service
Fiber optic
Yes
No internet service
1
Cust_871
Male
1
No
Yes
31
No
No phone service
Fiber optic
No
Yes
0
Cust_872
Female
0
No
No
34
Yes
No phone service
DSL
No internet service
No
0
Cust_873
Female
1
No
No
16
No
Yes
Fiber optic
Yes
No internet service
1
Cust_874
Male
1
Yes
Yes
70
Yes
Yes
No
null
Yes
0
Cust_875
Female
1
Yes
No
59
No
No phone service
DSL
No
Yes
1
Cust_876
Male
null
No
Yes
15
Yes
Yes
Fiber optic
No internet service
No
0
Cust_877
Female
null
Yes
No
13
No
null
Fiber optic
No
Yes
1
Cust_878
Female
1
No
No
24
Yes
null
Fiber optic
null
No
1
Cust_879
Male
1
Yes
Yes
13
No
No
null
No
No
0
Cust_880
Male
0
Yes
No
65
No
No
DSL
Yes
Yes
1
Cust_881
Male
1
No
No
36
No
No phone service
null
No internet service
No internet service
1
Cust_882
Female
1
No
No
49
No
No
No
No internet service
Yes
0
Cust_883
Male
0
null
No
48
No
No
Fiber optic
No internet service
No internet service
0
Cust_884
Female
0
Yes
null
43
Yes
Yes
DSL
No
No
0
Cust_885
Female
1
No
No
6
Yes
No
DSL
No internet service
No
1
Cust_886
Male
null
No
null
68
null
Yes
DSL
No internet service
Yes
0
Cust_887
Male
1
null
No
14
No
No
No
Yes
Yes
1
Cust_888
Female
null
null
Yes
30
No
No phone service
Fiber optic
Yes
Yes
0
Cust_889
Female
0
No
No
8
No
No phone service
Fiber optic
null
No
0
Cust_890
Male
0
null
Yes
54
Yes
No
DSL
No
Yes
0
Cust_891
Male
1
Yes
Yes
66
Yes
No
Fiber optic
null
No internet service
1
Cust_892
Male
0
Yes
No
4
Yes
No
No
No internet service
No internet service
0
Cust_893
Male
1
Yes
No
60
No
No phone service
No
Yes
No
1
Cust_894
null
0
Yes
Yes
53
No
Yes
null
No
No
0
Cust_895
null
null
No
Yes
15
No
Yes
Fiber optic
null
Yes
0
Cust_896
Female
0
No
Yes
null
Yes
No
Fiber optic
No internet service
Yes
0
Cust_897
Female
null
Yes
No
22
No
No phone service
Fiber optic
Yes
No internet service
0
Cust_898
Female
1
Yes
null
15
No
Yes
Fiber optic
Yes
No internet service
0
Cust_899
Male
1
Yes
No
22
No
No
Fiber optic
Yes
No
0
Cust_900
Male
1
No
Yes
50
null
No phone service
DSL
No
Yes
1