customerID
string
gender
string
SeniorCitizen
int64
Partner
string
Dependents
string
tenure
int64
PhoneService
string
MultipleLines
string
InternetService
string
OnlineSecurity
string
OnlineBackup
string
DeviceProtection
string
TechSupport
string
StreamingTV
string
StreamingMovies
string
Contract
string
PaperlessBilling
string
PaymentMethod
string
MonthlyCharges
float64
TotalCharges
string
Churn
string
0052-YNYOT
Female
0
No
No
67
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
One year
No
Electronic check
20.55
1343.4
No
6304-IJFSQ
Male
0
No
No
3
Yes
No
DSL
No
Yes
No
No
No
No
Month-to-month
Yes
Mailed check
49.9
130.1
Yes
9586-JGQKH
Female
0
Yes
No
64
Yes
Yes
Fiber optic
No
Yes
No
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
105.4
6794.75
No
4501-VCPFK
Male
0
No
No
26
No
No phone service
DSL
No
No
Yes
Yes
No
No
Month-to-month
No
Electronic check
35.75
1022.5
No
6075-SLNIL
Male
0
No
No
38
Yes
Yes
Fiber optic
No
Yes
Yes
No
No
Yes
Month-to-month
Yes
Credit card (automatic)
95.1
3691.2
No
9347-AERRL
Male
0
Yes
No
23
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
One year
No
Credit card (automatic)
19.3
486.2
No
0093-XWZFY
Male
0
No
No
40
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Credit card (automatic)
104.5
4036.85
Yes
2274-XUATA
Male
1
Yes
No
72
No
No phone service
DSL
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
63.1
4685.55
No
1980-KXVPM
Female
1
No
No
3
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Credit card (automatic)
75.05
256.25
Yes
7703-ZEKEF
Male
0
No
No
23
Yes
Yes
Fiber optic
No
No
Yes
No
No
No
Month-to-month
Yes
Electronic check
81
1917.1
Yes
0723-DRCLG
Female
1
Yes
No
1
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
74.45
74.45
Yes
5482-NUPNA
Female
0
No
No
4
Yes
No
DSL
Yes
Yes
No
Yes
No
No
Month-to-month
Yes
Mailed check
60.4
272.15
Yes
6691-CCIHA
Female
0
Yes
No
62
Yes
Yes
DSL
Yes
Yes
No
Yes
Yes
Yes
Two year
Yes
Electronic check
84.95
5150.55
No
1685-BQULA
Female
0
No
No
40
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
No
Month-to-month
Yes
Bank transfer (automatic)
93.4
3756.4
No
9053-EJUNL
Male
0
No
No
41
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
No
Month-to-month
Yes
Electronic check
89.2
3645.75
No
0666-UXTJO
Male
1
Yes
No
34
Yes
No
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
Yes
Credit card (automatic)
85.2
2874.45
No
1471-GIQKQ
Female
0
No
No
1
Yes
No
DSL
No
Yes
No
No
No
No
Month-to-month
No
Electronic check
49.95
49.95
No
4807-IZYOZ
Female
0
No
No
51
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)
20.65
1020.75
No
1122-JWTJW
Male
0
Yes
Yes
1
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Mailed check
70.65
70.65
Yes
9710-NJERN
Female
0
No
No
39
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
20.15
826
No
9837-FWLCH
Male
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
Yes
Electronic check
19.2
239
No
1699-HPSBG
Male
0
No
No
12
Yes
No
DSL
No
No
No
Yes
Yes
No
One year
Yes
Electronic check
59.8
727.8
Yes
7203-OYKCT
Male
0
No
No
72
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
One year
Yes
Electronic check
104.95
7544.3
No
1035-IPQPU
Female
1
Yes
No
63
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
103.5
6479.4
No
7398-LXGYX
Male
0
Yes
No
44
Yes
Yes
Fiber optic
Yes
No
Yes
No
No
No
Month-to-month
Yes
Credit card (automatic)
84.8
3626.35
No
2823-LKABH
Female
0
No
No
18
Yes
Yes
Fiber optic
No
No
Yes
Yes
No
Yes
Month-to-month
Yes
Bank transfer (automatic)
95.05
1679.4
No
8775-CEBBJ
Female
0
No
No
9
Yes
No
DSL
No
No
No
No
No
No
Month-to-month
Yes
Bank transfer (automatic)
44.2
403.35
Yes
0550-DCXLH
Male
0
No
No
13
Yes
No
DSL
No
Yes
No
Yes
Yes
Yes
Month-to-month
No
Mailed check
73.35
931.55
No
9281-CEDRU
Female
0
Yes
No
68
Yes
No
DSL
No
Yes
No
Yes
Yes
No
Two year
No
Bank transfer (automatic)
64.1
4326.25
No
2235-DWLJU
Female
1
No
No
6
No
No phone service
DSL
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
44.4
263.05
No
0871-OPBXW
Female
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
20.05
39.25
No
3605-JISKB
Male
1
Yes
No
55
Yes
Yes
DSL
Yes
Yes
No
No
No
No
One year
No
Credit card (automatic)
60
3316.1
No
6894-LFHLY
Male
1
No
No
1
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
75.75
75.75
Yes
9767-FFLEM
Male
0
No
No
38
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Credit card (automatic)
69.5
2625.25
No
0639-TSIQW
Female
0
No
No
67
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
Yes
No
Month-to-month
Yes
Credit card (automatic)
102.95
6886.25
Yes
8456-QDAVC
Male
0
No
No
19
Yes
No
Fiber optic
No
No
No
No
Yes
No
Month-to-month
Yes
Bank transfer (automatic)
78.7
1495.1
No
7750-EYXWZ
Female
0
No
No
12
No
No phone service
DSL
No
Yes
Yes
Yes
Yes
Yes
One year
No
Electronic check
60.65
743.3
No
2569-WGERO
Female
0
No
No
72
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
Yes
Bank transfer (automatic)
21.15
1419.4
No
6840-RESVB
Male
0
Yes
Yes
24
Yes
Yes
DSL
Yes
No
Yes
Yes
Yes
Yes
One year
Yes
Mailed check
84.8
1990.5
No
2234-XADUH
Female
0
Yes
Yes
72
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
One year
Yes
Credit card (automatic)
103.2
7362.9
No
4801-JZAZL
Female
0
Yes
Yes
11
No
No phone service
DSL
Yes
No
No
No
No
No
Month-to-month
Yes
Electronic check
29.6
346.45
No
8361-LTMKD
Male
1
Yes
No
4
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Mailed check
74.4
306.6
Yes
3186-AJIEK
Male
0
No
No
66
Yes
No
Fiber optic
Yes
No
Yes
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
105.65
6844.5
No