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
7521-YXVZY
Male
0
No
Yes
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
No
Mailed check
19.95
58.3
No
5419-CONWX
Female
1
No
No
4
Yes
No
Fiber optic
No
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Credit card (automatic)
99.8
442.85
Yes
6240-EURKS
Female
0
No
Yes
18
No
No phone service
DSL
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
35
553
Yes
2373-NTKOD
Male
0
No
No
8
Yes
No
DSL
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
66.25
546.45
No
1970-KKFWL
Female
0
No
No
35
Yes
Yes
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)
23.3
797.1
No
6960-HVYXR
Female
0
No
No
1
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Electronic check
76
76
Yes
9337-SRRNI
Male
0
No
Yes
66
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)
25.3
1673.8
No
0895-UADGO
Male
0
No
Yes
8
No
No phone service
DSL
Yes
No
No
Yes
No
Yes
Two year
Yes
Mailed check
44.55
343.45
No
5678-VFNEQ
Female
0
Yes
No
71
Yes
Yes
Fiber optic
Yes
No
Yes
No
Yes
Yes
One year
Yes
Credit card (automatic)
104.1
7412.25
No
5977-CKHON
Female
0
Yes
Yes
43
Yes
Yes
Fiber optic
No
No
Yes
No
No
Yes
Month-to-month
Yes
Bank transfer (automatic)
92.55
4039
No
7024-OHCCK
Female
1
No
No
2
Yes
Yes
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
93.85
170.85
Yes
2692-BUCFV
Male
1
No
No
29
Yes
No
Fiber optic
No
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Bank transfer (automatic)
101.45
2948.6
No
7861-UVUFT
Female
0
Yes
No
15
Yes
No
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
Yes
Electronic check
84.3
1308.4
Yes
1830-GGFNM
Male
0
Yes
Yes
65
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
No
No
Two year
No
Credit card (automatic)
94.55
6078.75
No
5302-BDJNT
Male
0
No
No
35
Yes
Yes
Fiber optic
No
No
Yes
Yes
Yes
No
Month-to-month
No
Electronic check
95.5
3418.2
No
5223-UZAVK
Male
0
No
No
64
Yes
No
Fiber optic
Yes
Yes
No
No
Yes
Yes
One year
Yes
Credit card (automatic)
100.3
6603.8
No
4859-ZSRDZ
Female
0
Yes
Yes
58
No
No phone service
DSL
No
No
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
55.5
3166.9
No
5651-WYIPH
Female
1
No
No
18
Yes
No
DSL
No
Yes
No
No
No
No
Month-to-month
Yes
Credit card (automatic)
49.85
865.75
No
9350-VLHMB
Male
0
Yes
Yes
67
Yes
Yes
Fiber optic
No
Yes
No
No
No
Yes
Month-to-month
Yes
Bank transfer (automatic)
89.55
6373.1
No
3498-LZGQZ
Male
0
Yes
Yes
63
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
Yes
Mailed check
19.15
1177.05
No
8785-CJSHH
Female
0
Yes
No
60
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
99.8
5985.75
No
5357-TZHPP
Male
1
No
No
9
Yes
Yes
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Credit card (automatic)
84.4
732.5
Yes
3870-SPZSI
Female
0
Yes
Yes
70
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
113.05
7869.05
No
0680-DFNNY
Male
0
Yes
No
15
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
101.1
1504.05
Yes
7560-QRBXH
Female
0
No
Yes
48
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
19.95
936.7
No
7077-XJMET
Male
0
Yes
No
12
Yes
No
DSL
No
No
Yes
Yes
Yes
Yes
Month-to-month
Yes
Electronic check
74.15
741.4
No
8752-GHJFU
Male
1
Yes
No
71
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
No
No
One year
Yes
Electronic check
92
6585.2
No
6896-SRVYQ
Male
1
No
No
44
Yes
No
Fiber optic
No
No
Yes
No
No
No
Month-to-month
No
Electronic check
73.85
3122.4
No
7767-UXAGJ
Male
0
No
No
1
Yes
Yes
DSL
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
50.45
50.45
Yes
4652-ODEVH
Male
0
Yes
Yes
45
Yes
Yes
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
No
Mailed check
24.45
1088.25
No
6510-UPNKS
Female
0
No
No
23
Yes
Yes
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)
24.8
615.35
No
6718-BDGHG
Female
0
Yes
No
43
Yes
Yes
DSL
No
No
No
Yes
Yes
No
One year
Yes
Bank transfer (automatic)
64.85
2908.2
No
9046-DQMTP
Male
0
No
No
35
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)
20.75
739.9
No
6439-LAJXL
Male
0
Yes
No
9
Yes
No
DSL
Yes
Yes
No
Yes
Yes
No
Month-to-month
Yes
Mailed check
68.95
593.85
No
1571-SAVHK
Male
0
No
No
12
Yes
Yes
Fiber optic
No
No
No
Yes
Yes
Yes
Month-to-month
Yes
Mailed check
99.95
1132.75
Yes
9052-VKDUW
Female
1
Yes
No
65
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Credit card (automatic)
109.4
7227.45
No
9546-CQJSU
Female
0
No
No
2
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
Yes
Electronic check
91.4
193.6
Yes
1666-JZPZT
Male
0
No
No
27
Yes
Yes
DSL
No
No
No
No
No
No
Month-to-month
No
Mailed check
49
1291.35
No
5777-KJIRB
Female
0
No
No
40
Yes
No
DSL
No
No
Yes
No
No
No
One year
Yes
Mailed check
50.25
2023.55
No
0506-LVNGN
Female
1
No
No
5
Yes
No
Fiber optic
No
No
Yes
No
No
No
Month-to-month
Yes
Credit card (automatic)
75.55
349.65
Yes
7677-SJJJK
Male
0
Yes
Yes
8
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)
19.9
153.95
No
2480-EJWYP
Female
1
Yes
No
58
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
Yes
One year
Yes
Bank transfer (automatic)
97.8
5458.8
No
3253-HKOKL
Female
0
Yes
Yes
52
Yes
No
Fiber optic
Yes
No
Yes
No
Yes
Yes
One year
No
Electronic check
100.3
5244.45
No
7055-HNEOJ
Male
0
Yes
No
3
Yes
No
DSL
No
No
Yes
Yes
No
No
Month-to-month
Yes
Mailed check
55.8
154.55
No
5514-YQENT
Male
0
No
Yes
41
Yes
No
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Electronic check
111.15
4507.15
No
3211-AAPKX
Male
0
No
No
20
Yes
Yes
Fiber optic
No
No
No
Yes
Yes
Yes
Month-to-month
Yes
Mailed check
98.55
2031.95
No
8445-DNBAE
Male
0
No
Yes
1
Yes
Yes
DSL
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
50.05
50.05
No
2951-QOQTK
Male
0
No
Yes
4
Yes
Yes
Fiber optic
No
No
No
Yes
No
No
Month-to-month
No
Credit card (automatic)
80.8
332.45
Yes
2958-NHPPS
Male
0
No
No
23
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
Electronic check
20.85
473.9
No
6806-YDEUL
Female
1
No
No
6
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)
19.5
106.8
No
1735-XMJVH
Male
0
Yes
Yes
8
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
19.35
152.6
No
6890-PFRQX
Male
0
No
No
18
Yes
Yes
DSL
Yes
No
Yes
No
Yes
No
Month-to-month
No
Mailed check
69.5
1199.4
No
0222-CNVPT
Male
1
No
No
52
No
No phone service
DSL
Yes
No
No
No
Yes
Yes
Month-to-month
Yes
Credit card (automatic)
48.8
2555.05
No
5899-OUVKV
Male
0
No
No
31
Yes
No
Fiber optic
No
Yes
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
94.5
2979.2
No
8681-ICONS
Male
0
Yes
Yes
29
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
20.65
654.85
No
1621-YNCJH
Female
0
Yes
No
36
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
No
Yes
Two year
Yes
Credit card (automatic)
106.05
3834.4
No
3473-XIIIT
Female
0
Yes
No
16
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
100
1534.75
Yes
6362-QHAFM
Male
0
Yes
No
42
Yes
Yes
Fiber optic
No
No
Yes
Yes
Yes
Yes
One year
Yes
Electronic check
108.3
4586.15
No
7893-IXHRQ
Male
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
Electronic check
20.55
20.55
Yes
3070-BDOQC
Female
0
No
No
60
Yes
No
Fiber optic
No
Yes
Yes
No
Yes
Yes
Two year
Yes
Electronic check
99.65
5941.05
No
2952-QAYZF
Male
0
No
No
5
Yes
Yes
Fiber optic
No
Yes
Yes
No
No
No
Month-to-month
Yes
Electronic check
85.3
424.15
Yes
6234-PFPXL
Male
0
Yes
No
22
Yes
Yes
Fiber optic
Yes
No
No
Yes
Yes
No
Month-to-month
No
Credit card (automatic)
95.9
2234.95
No
9824-QCJPK
Male
0
Yes
No
36
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
666.75
No
4763-PGDPO
Female
0
No
No
4
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Electronic check
70.4
281
Yes
4283-IVYCI
Male
0
No
No
9
Yes
No
DSL
Yes
No
No
Yes
No
Yes
Month-to-month
No
Mailed check
64.95
547.8
No
1866-OBPNR
Male
0
Yes
Yes
1
Yes
No
Fiber optic
No
Yes
No
No
No
No
Month-to-month
No
Credit card (automatic)
74.6
74.6
No
8205-MQUGY
Male
0
Yes
Yes
12
Yes
No
DSL
Yes
No
No
No
No
No
Month-to-month
Yes
Electronic check
49.2
571.15
No
8970-ANWXO
Female
0
No
No
23
Yes
Yes
DSL
No
No
No
Yes
Yes
Yes
One year
Yes
Mailed check
73.75
1756.6
No
9480-BQJEI
Male
0
No
No
62
Yes
Yes
Fiber optic
Yes
Yes
No
No
No
Yes
One year
Yes
Bank transfer (automatic)
92.3
5731.45
No
5394-SVGJV
Male
0
No
No
37
Yes
Yes
Fiber optic
No
No
No
Yes
Yes
Yes
Month-to-month
No
Bank transfer (automatic)
98.8
3475.55
Yes
6979-TNDEU
Female
0
No
No
8
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
19.2
156.85
No
9777-WJJPR
Male
0
Yes
No
31
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
No
Credit card (automatic)
88.65
2683.2
No
9283-LZQOH
Male
0
Yes
Yes
13
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Credit card (automatic)
74.4
896.75
Yes
7079-QRCBC
Female
0
No
No
24
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
98.75
2407.3
Yes
9495-SKLKD
Male
0
Yes
Yes
45
Yes
Yes
Fiber optic
No
Yes
Yes
No
No
Yes
Month-to-month
Yes
Bank transfer (automatic)
95.95
4456.65
No
6048-UWKAL
Female
1
Yes
No
69
Yes
Yes
Fiber optic
No
Yes
No
Yes
Yes
Yes
Two year
No
Credit card (automatic)
105.4
6998.95
No
5067-DGXLL
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
No
Mailed check
20.25
36.8
No
5469-CTCWN
Male
0
Yes
Yes
61
Yes
Yes
Fiber optic
Yes
Yes
No
No
Yes
Yes
One year
Yes
Electronic check
106
6547.7
Yes
9851-QXEEQ
Male
0
No
No
41
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
104.7
4346.4
Yes
6281-FKEWS
Female
0
No
No
44
No
No phone service
DSL
No
No
Yes
No
Yes
Yes
One year
Yes
Electronic check
49.05
2265
No
8898-KASCD
Male
0
No
No
39
No
No phone service
DSL
No
No
Yes
Yes
No
No
One year
No
Mailed check
35.55
1309.15
No
9242-TKFSV
Male
0
Yes
Yes
72
No
No phone service
DSL
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
65.1
4754.3
No
9290-SHCMB
Female
1
No
No
13
Yes
No
Fiber optic
No
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
96.85
1235.55
No
0743-HNPFG
Female
0
Yes
Yes
51
Yes
No
DSL
Yes
Yes
No
Yes
No
Yes
One year
Yes
Credit card (automatic)
69.75
3562.5
No
2277-BKJKN
Female
1
Yes
No
71
Yes
No
Fiber optic
No
Yes
Yes
No
Yes
Yes
Two year
Yes
Electronic check
99.2
7213.75
No
9809-IMGCQ
Male
1
No
No
22
Yes
Yes
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
96.7
2082.95
Yes
5208-HFSBT
Female
0
No
No
2
Yes
No
DSL
No
Yes
No
Yes
No
No
Month-to-month
Yes
Credit card (automatic)
55.05
102.75
Yes
5035-PGZXH
Female
0
No
No
56
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
One year
Yes
Electronic check
106.8
5914.4
No
8695-WDYEA
Male
0
No
No
1
Yes
No
DSL
Yes
No
No
No
No
No
Month-to-month
No
Mailed check
51.25
51.25
No
6543-JXSOO
Female
0
Yes
Yes
23
Yes
No
DSL
Yes
Yes
No
Yes
No
No
One year
Yes
Mailed check
57.75
1282.85
No
8016-ZMGMO
Female
1
Yes
No
66
Yes
Yes
DSL
No
Yes
Yes
No
Yes
No
One year
Yes
Bank transfer (automatic)
70.85
4738.85
No
8605-ITULD
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
3254-YRILK
Male
1
No
No
19
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
No
Month-to-month
Yes
Electronic check
88.2
1775.8
Yes
6416-YJTTB
Male
0
No
No
11
Yes
No
Fiber optic
Yes
No
Yes
No
No
No
Month-to-month
Yes
Bank transfer (automatic)
79.5
795.65
No
2667-WYLWJ
Female
0
Yes
Yes
8
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
One year
Yes
Mailed check
19.75
145
Yes
4472-VESGY
Female
0
Yes
Yes
52
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
No
Yes
Month-to-month
No
Bank transfer (automatic)
98.15
4993.4
No
3195-TQDZX
Male
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
Electronic check
20.25
61.45
No
3128-YOVTD
Female
0
Yes
Yes
51
Yes
No
Fiber optic
Yes
Yes
No
No
No
No
Month-to-month
Yes
Bank transfer (automatic)
79.15
4018.55
No
0529-ONKER
Male
1
No
No
15
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Electronic check
75.65
1146.65
Yes
1728-CXQBE
Male
1
Yes
No
64
Yes
Yes
Fiber optic
No
Yes
Yes
No
No
Yes
Month-to-month
Yes
Electronic check
94.25
6081.4
No