customerID
stringlengths
10
10
gender
stringclasses
2 values
SeniorCitizen
int64
0
1
Partner
stringclasses
2 values
Dependents
stringclasses
2 values
tenure
int64
0
72
PhoneService
stringclasses
2 values
MultipleLines
stringclasses
3 values
InternetService
stringclasses
3 values
OnlineSecurity
stringclasses
3 values
OnlineBackup
stringclasses
3 values
DeviceProtection
stringclasses
3 values
TechSupport
stringclasses
3 values
StreamingTV
stringclasses
3 values
StreamingMovies
stringclasses
3 values
Contract
stringclasses
3 values
PaperlessBilling
stringclasses
2 values
PaymentMethod
stringclasses
4 values
MonthlyCharges
float64
18.3
119
TotalCharges
stringlengths
1
7
Churn
stringclasses
2 values
4374-YMUSQ
Male
0
No
No
34
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
One year
No
Credit card (automatic)
116.25
3899.05
No
4513-CXYIX
Female
1
Yes
No
71
Yes
Yes
Fiber optic
Yes
No
No
No
No
No
Two year
Yes
Credit card (automatic)
80.7
5676
No
3957-HHLMR
Female
0
Yes
Yes
70
Yes
Yes
DSL
Yes
No
No
No
No
Yes
One year
No
Bank transfer (automatic)
65.2
4543.15
No
7803-XOCCZ
Female
0
Yes
Yes
52
Yes
No
Fiber optic
Yes
No
Yes
Yes
No
No
Month-to-month
Yes
Bank transfer (automatic)
84.05
4326.8
No
5736-YEJAX
Male
0
No
Yes
69
Yes
Yes
DSL
Yes
Yes
Yes
Yes
Yes
No
Two year
Yes
Credit card (automatic)
79.45
5502.55
No
5609-CEBID
Female
1
No
No
20
Yes
Yes
Fiber optic
No
Yes
Yes
No
No
Yes
Month-to-month
Yes
Electronic check
94.1
1782.4
Yes
8981-FJGLA
Male
0
No
Yes
11
Yes
Yes
Fiber optic
No
No
Yes
No
No
No
Month-to-month
Yes
Mailed check
78
851.8
No
7218-HKQFK
Male
0
Yes
No
2
Yes
No
Fiber optic
No
No
No
Yes
Yes
Yes
Month-to-month
Yes
Electronic check
94.2
167.5
Yes
4636-QRJKY
Female
0
Yes
Yes
6
Yes
Yes
Fiber optic
No
No
No
Yes
No
No
Month-to-month
Yes
Electronic check
80.5
502.85
Yes
1135-LMECX
Female
0
No
No
1
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Month-to-month
No
Mailed check
19.85
19.85
No
4332-MUOEZ
Male
1
Yes
Yes
20
Yes
No
Fiber optic
Yes
No
Yes
Yes
No
Yes
One year
No
Credit card (automatic)
94.3
1818.3
No
8535-SFUTN
Male
0
No
No
61
Yes
Yes
Fiber optic
Yes
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
106.45
6300.15
No
5956-VKDTT
Female
1
Yes
No
5
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
74.35
334.8
Yes
8677-HDZEE
Female
0
No
No
56
Yes
Yes
Fiber optic
No
Yes
No
Yes
Yes
Yes
Month-to-month
Yes
Bank transfer (automatic)
105.45
5916.95
No
2475-MROZF
Male
0
No
No
30
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
No
No
Month-to-month
Yes
Credit card (automatic)
95
2852.4
No
9412-GHEEC
Male
0
No
No
40
Yes
Yes
Fiber optic
No
No
Yes
Yes
Yes
Yes
Month-to-month
No
Bank transfer (automatic)
104.8
4131.95
Yes
3482-ABPKK
Female
0
No
No
28
Yes
No
DSL
Yes
No
No
Yes
No
No
One year
No
Mailed check
54.3
1546.3
No
6705-LXORM
Female
1
Yes
No
5
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Electronic check
70.05
302.6
No
0257-ZESQC
Female
1
Yes
No
27
Yes
No
Fiber optic
Yes
No
No
No
No
No
Month-to-month
Yes
Bank transfer (automatic)
75.2
1929.35
Yes
7531-GQHME
Male
0
No
No
12
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Month-to-month
No
Credit card (automatic)
20.05
265.45
No
5174-ITUMV
Male
0
Yes
Yes
67
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
One year
Yes
Electronic check
105.4
6989.45
No
4109-CYRBD
Male
1
Yes
No
29
Yes
Yes
DSL
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
51.6
1442
No
0913-XWSCN
Male
0
Yes
Yes
55
Yes
Yes
Fiber optic
No
No
No
No
No
Yes
Month-to-month
No
Bank transfer (automatic)
85.5
4713.4
No
6825-UYPFK
Female
0
No
No
23
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Bank transfer (automatic)
75.6
1758.6
Yes
8397-MVTAZ
Male
0
Yes
No
34
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
100.05
3480
Yes
0750-EBAIU
Male
0
No
No
52
Yes
No
Fiber optic
Yes
No
Yes
No
Yes
No
One year
No
Electronic check
91.25
4738.3
No
8606-CIQUL
Male
1
Yes
Yes
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
115.75
8399.15
No
3571-DPYUH
Male
0
Yes
Yes
58
Yes
Yes
Fiber optic
No
Yes
No
Yes
Yes
No
One year
Yes
Credit card (automatic)
94.7
5430.35
No
7601-GNDYK
Male
0
Yes
Yes
35
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
No
Mailed check
19.6
686.95
No
0356-OBMAC
Female
1
No
No
56
Yes
Yes
Fiber optic
No
Yes
Yes
Yes
Yes
No
Two year
Yes
Bank transfer (automatic)
99.9
5706.3
No
8067-NIOYM
Female
0
Yes
Yes
24
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
Yes
Credit card (automatic)
21.1
490.65
No
1403-GYAFU
Male
0
Yes
Yes
70
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
No
Credit card (automatic)
20.05
1360.25
No
4234-XTNEA
Male
0
No
No
2
Yes
No
Fiber optic
No
No
No
No
Yes
No
Month-to-month
Yes
Electronic check
79.95
174.45
No
1297-VQDRP
Male
1
Yes
Yes
68
Yes
Yes
Fiber optic
No
No
Yes
Yes
Yes
Yes
One year
Yes
Credit card (automatic)
107.15
7379.8
No
9282-IZGQK
Female
0
No
No
1
Yes
Yes
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
85
85
Yes
5348-CAGXB
Male
0
No
No
12
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
Yes
Electronic check
89.55
1021.75
No
0621-HJWXJ
Female
0
Yes
No
63
Yes
Yes
Fiber optic
No
Yes
No
No
No
No
Month-to-month
Yes
Bank transfer (automatic)
81.55
5029.05
No
5844-QVTAT
Female
0
Yes
Yes
33
Yes
No
DSL
Yes
Yes
Yes
No
No
No
One year
Yes
Mailed check
58.45
1955.4
No
8905-IAZPF
Female
0
Yes
No
69
Yes
No
Fiber optic
No
Yes
No
No
Yes
Yes
One year
Yes
Credit card (automatic)
95.65
6744.2
No
5394-MEITZ
Female
0
Yes
Yes
60
Yes
No
DSL
No
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
80.6
4946.7
No
6859-QNXIQ
Female
0
Yes
Yes
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
113.1
8248.5
No
2782-LFZVW
Female
0
No
No
11
Yes
Yes
DSL
No
No
No
No
No
Yes
Month-to-month
Yes
Mailed check
58.95
601.6
No
2866-IKBTM
Female
0
No
No
1
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Month-to-month
No
Mailed check
19.55
19.55
No
1342-JPNKI
Male
0
No
No
10
Yes
Yes
Fiber optic
No
No
No
No
Yes
No
Month-to-month
Yes
Bank transfer (automatic)
86.05
834.1
Yes
2817-NTQDO
Male
0
No
No
13
No
No phone service
DSL
Yes
No
No
Yes
Yes
No
Month-to-month
Yes
Credit card (automatic)
45.55
597
Yes
7129-AZJDE
Male
0
Yes
Yes
34
Yes
No
Fiber optic
No
No
No
No
No
Yes
One year
Yes
Bank transfer (automatic)
78.95
2647.2
No
6986-IJDHX
Male
0
Yes
Yes
39
Yes
No
Fiber optic
No
Yes
No
No
Yes
No
Month-to-month
Yes
Mailed check
86.3
3266
Yes
2560-PPCHE
Female
0
No
No
65
Yes
Yes
Fiber optic
No
Yes
No
Yes
Yes
Yes
One year
Yes
Bank transfer (automatic)
105.05
6744.25
No
4676-MQUEA
Male
1
Yes
No
50
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
Yes
No
One year
Yes
Bank transfer (automatic)
101.9
5265.5
No
8138-EALND
Male
0
No
No
15
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Month-to-month
No
Mailed check
19.75
311.6
No
3580-HYCSP
Male
0
Yes
Yes
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
Yes
Yes
Two year
Yes
Bank transfer (automatic)
110.3
7966.9
No
1352-HNSAW
Female
0
Yes
Yes
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
115.6
8220.4
No
2075-PUEPR
Male
0
Yes
Yes
55
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
No
Bank transfer (automatic)
19.35
1153.25
No
1982-FEBTD
Female
0
Yes
Yes
23
Yes
Yes
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
Yes
Credit card (automatic)
25.6
514.75
No
5301-GAUUY
Male
0
No
No
32
Yes
Yes
Fiber optic
No
Yes
No
No
No
No
Month-to-month
Yes
Bank transfer (automatic)
80.35
2596.15
Yes
5791-KAJFD
Female
0
Yes
Yes
56
Yes
Yes
DSL
Yes
No
Yes
No
No
Yes
One year
Yes
Bank transfer (automatic)
68.75
3808
No
2654-VBVPB
Female
0
No
No
1
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Month-to-month
No
Bank transfer (automatic)
19.9
19.9
No
1154-HYWWO
Male
0
No
No
38
Yes
No
DSL
Yes
Yes
No
Yes
Yes
No
One year
No
Mailed check
70.6
2708.2
No
2501-XWWTZ
Male
0
No
No
11
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Electronic check
70.2
760.05
No
3716-UVSPD
Male
0
No
No
1
Yes
No
DSL
No
No
No
Yes
No
No
Month-to-month
Yes
Electronic check
49.3
49.3
No
6815-ABQFQ
Male
0
Yes
No
56
Yes
Yes
Fiber optic
No
Yes
No
Yes
Yes
Yes
One year
Yes
Electronic check
107.25
6033.3
No
7343-EOBEU
Male
0
Yes
No
3
Yes
Yes
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Month-to-month
Yes
Mailed check
23.6
89.05
No
3701-SFMUH
Male
0
Yes
Yes
7
Yes
No
DSL
Yes
No
No
No
Yes
Yes
Month-to-month
No
Credit card (automatic)
69.7
516.15
No
6103-LIANB
Male
0
Yes
Yes
59
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
Yes
Two year
Yes
Credit card (automatic)
99.5
5861.75
No
7319-VENRZ
Male
0
No
No
7
Yes
No
DSL
No
No
Yes
Yes
Yes
No
Month-to-month
No
Bank transfer (automatic)
64.3
445.95
No
5846-NEQVZ
Male
0
Yes
Yes
71
Yes
No
DSL
Yes
No
Yes
Yes
No
Yes
Two year
Yes
Credit card (automatic)
70.85
4973.4
No
6967-QIQRV
Male
0
Yes
Yes
15
Yes
No
Fiber optic
Yes
No
No
Yes
Yes
Yes
One year
No
Electronic check
101.9
1667.25
No
5781-RFZRP
Male
0
Yes
No
71
Yes
Yes
DSL
Yes
Yes
No
Yes
Yes
No
Two year
No
Credit card (automatic)
73.5
5357.75
No
0939-YAPAF
Female
0
No
No
35
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
100.25
3527.6
Yes
0308-IVGOK
Female
0
No
No
11
No
No phone service
DSL
No
Yes
Yes
Yes
No
No
One year
Yes
Credit card (automatic)
40.4
422.6
No
7293-LSCDV
Female
0
Yes
Yes
60
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
Yes
Credit card (automatic)
19.25
1103.25
No
7025-WCBNE
Male
1
No
No
47
Yes
Yes
DSL
No
Yes
No
Yes
No
No
Two year
No
Bank transfer (automatic)
59.6
2754
No
5756-JYOJT
Female
0
No
No
11
Yes
No
DSL
No
No
Yes
Yes
No
Yes
One year
No
Credit card (automatic)
64.9
697.25
No
4710-FDUIZ
Male
0
Yes
No
56
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
Yes
One year
No
Credit card (automatic)
100.3
5614.45
Yes
6030-REHUX
Female
1
Yes
No
28
Yes
Yes
Fiber optic
No
Yes
Yes
Yes
Yes
Yes
Month-to-month
Yes
Electronic check
110.85
3204.4
No
9548-LIGTA
Male
0
Yes
No
61
Yes
No
DSL
Yes
Yes
No
Yes
Yes
Yes
Two year
Yes
Mailed check
81.05
4747.65
No
5150-LJNSR
Male
0
Yes
Yes
31
Yes
Yes
Fiber optic
Yes
No
Yes
No
Yes
No
One year
No
Bank transfer (automatic)
98.05
3082.1
No
8270-RKSAP
Male
0
No
No
9
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
70.5
597.9
No
6522-YRBXD
Male
1
Yes
No
35
Yes
Yes
Fiber optic
Yes
Yes
No
No
No
Yes
Month-to-month
Yes
Electronic check
94.55
3365.4
No
2640-LYMOV
Male
0
No
No
2
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Month-to-month
Yes
Mailed check
19.65
38.8
No
1218-VKFPE
Female
0
Yes
Yes
12
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Month-to-month
No
Mailed check
19
233.55
Yes
3627-FHKBK
Female
0
No
No
1
Yes
No
Fiber optic
Yes
No
No
No
No
No
Month-to-month
No
Mailed check
75.3
75.3
Yes
2865-TCHJW
Female
1
No
No
4
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
Yes
Electronic check
89.2
346.2
Yes
1423-BMPBQ
Female
0
Yes
Yes
1
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Month-to-month
Yes
Mailed check
19
19
No
2393-DIVAI
Female
0
No
No
3
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Month-to-month
Yes
Mailed check
20
61.7
No
5192-EBGOV
Female
1
No
No
1
Yes
Yes
Fiber optic
No
No
No
No
Yes
No
Month-to-month
Yes
Electronic check
85.7
85.7
Yes
4568-KNYWR
Male
0
No
No
52
Yes
No
DSL
Yes
Yes
No
No
Yes
No
Two year
Yes
Credit card (automatic)
63.25
3342.45
No
8752-IMQOS
Male
0
Yes
Yes
5
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
One year
No
Mailed check
20.1
85.1
No
0742-LAFQK
Male
0
Yes
No
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
No
Yes
Two year
Yes
Electronic check
99.15
7422.1
No
0795-LAFGP
Male
0
Yes
Yes
71
Yes
Yes
DSL
Yes
Yes
Yes
Yes
Yes
Yes
Two year
No
Electronic check
90.4
6668.05
No
0619-OLYUR
Male
0
Yes
No
72
Yes
Yes
Fiber optic
Yes
No
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
111.9
8071.05
No
5512-IDZEI
Male
0
Yes
Yes
46
Yes
Yes
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
One year
No
Electronic check
24.9
1174.8
No
0459-SPZHJ
Male
0
Yes
Yes
63
Yes
Yes
DSL
Yes
Yes
Yes
No
Yes
Yes
Two year
No
Credit card (automatic)
83.5
5435
No
0215-BQKGS
Male
0
No
No
30
Yes
No
Fiber optic
Yes
Yes
Yes
No
No
No
Month-to-month
Yes
Credit card (automatic)
84.3
2438.6
No
9244-ZVAPM
Male
0
No
No
1
Yes
No
DSL
No
No
No
No
No
No
Month-to-month
No
Mailed check
45.6
45.6
No
0719-SYFRB
Female
0
No
No
12
Yes
Yes
DSL
Yes
No
Yes
Yes
No
No
Month-to-month
Yes
Mailed check
61.65
713.75
Yes
8208-EUMTE
Male
0
No
No
16
No
No phone service
DSL
Yes
Yes
Yes
Yes
Yes
No
Two year
No
Mailed check
54.85
916.15
No
5172-MIGPM
Male
0
No
No
4
Yes
Yes
DSL
No
No
No
Yes
No
Yes
Month-to-month
No
Mailed check
65.55
237.2
No
1710-RCXUS
Male
0
Yes
No
51
Yes
Yes
Fiber optic
No
Yes
No
No
No
Yes
One year
Yes
Credit card (automatic)
90.35
4614.55
No
0374-FIUCA
Male
0
Yes
No
65
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
Yes
Credit card (automatic)
20.4
1414.45
No