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
0117-LFRMW
Male
0
Yes
Yes
37
No
No phone service
DSL
Yes
Yes
Yes
No
No
No
Month-to-month
No
Bank transfer (automatic)
40.2
1448.8
Yes
6172-FECYY
Male
0
Yes
Yes
49
Yes
Yes
Fiber optic
No
No
No
No
Yes
No
Month-to-month
No
Electronic check
84.5
4254.85
Yes
7054-ENNGU
Female
0
Yes
No
9
Yes
No
DSL
No
Yes
No
No
No
No
Month-to-month
No
Mailed check
50.85
466.6
No
1455-HFBXA
Male
0
Yes
No
52
Yes
Yes
Fiber optic
Yes
No
Yes
Yes
No
No
Two year
Yes
Credit card (automatic)
91.6
4627.8
No
9402-CXWPL
Female
0
No
No
70
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
Yes
One year
No
Electronic check
98.9
6838.6
No
1628-BIZYP
Male
0
No
No
1
Yes
No
Fiber optic
No
Yes
No
No
No
Yes
Month-to-month
Yes
Electronic check
85
85
No
1965-AKTSX
Female
1
No
No
14
Yes
Yes
Fiber optic
No
Yes
No
No
No
No
Month-to-month
Yes
Electronic check
78.95
1101.85
Yes
0082-LDZUE
Male
0
No
No
1
Yes
No
DSL
No
No
No
No
No
No
Month-to-month
Yes
Mailed check
44.3
44.3
No
4786-UKSNZ
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
Mailed check
20.2
20.2
Yes
5343-SGUBI
Female
0
No
No
52
Yes
Yes
Fiber optic
No
Yes
No
No
No
No
One year
Yes
Mailed check
80.2
4297.6
No
0856-NAOES
Male
0
No
No
6
Yes
No
DSL
No
No
Yes
No
Yes
No
Month-to-month
No
Mailed check
60.9
414.1
No
1976-AZZPJ
Male
0
Yes
No
7
No
No phone service
DSL
Yes
Yes
No
No
No
No
Month-to-month
No
Mailed check
34.2
256.6
No
7248-VZQLC
Female
1
No
No
47
Yes
Yes
Fiber optic
No
Yes
Yes
No
No
No
Month-to-month
Yes
Bank transfer (automatic)
85.2
3969.35
Yes
6156-UZDLF
Female
0
No
No
26
Yes
No
Fiber optic
Yes
No
Yes
Yes
No
No
One year
Yes
Credit card (automatic)
87.15
2274.1
No
3099-OONVS
Male
0
Yes
Yes
25
Yes
No
DSL
Yes
No
No
Yes
No
No
Month-to-month
No
Electronic check
54.3
1296.8
No
9500-WBGRP
Male
0
No
No
69
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
19.1
1268.85
No
5183-KLYEM
Female
0
No
No
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
112.75
8192.6
No
5144-PQCDZ
Male
0
No
No
4
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
19.95
59.25
No
8514-VZHEB
Male
0
Yes
Yes
59
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
19.5
1147.85
No
6625-IUTTT
Male
0
No
No
67
Yes
No
DSL
Yes
No
Yes
No
No
Yes
Two year
No
Bank transfer (automatic)
65.55
4361.55
No
9355-NPPFS
Female
1
No
No
26
Yes
No
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
78.8
2006.1
No
0068-FIGTF
Female
0
No
No
27
Yes
No
DSL
No
Yes
Yes
Yes
Yes
Yes
One year
No
Mailed check
78.2
2078.95
No
5965-GGPRW
Male
0
Yes
Yes
72
Yes
Yes
Fiber optic
Yes
No
Yes
No
Yes
Yes
Two year
No
Bank transfer (automatic)
105.25
7609.75
No
8035-PWSEV
Female
0
No
No
6
Yes
No
Fiber optic
No
No
Yes
Yes
No
Yes
Month-to-month
Yes
Electronic check
89.25
487.05
No
2236-HILPA
Male
0
Yes
Yes
62
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)
20.65
1218.45
No
1840-BIUOG
Male
0
No
No
20
Yes
Yes
DSL
No
Yes
No
Yes
Yes
No
One year
Yes
Electronic check
68.7
1416.2
No
1356-MKYSK
Male
0
No
No
6
Yes
No
DSL
Yes
No
Yes
Yes
Yes
Yes
Month-to-month
No
Credit card (automatic)
78.65
483.3
No
6080-LNESI
Male
0
No
No
51
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
24.75
1234.6
No
1830-IPXVJ
Female
0
Yes
Yes
61
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)
19.75
1311.6
No
5828-DWPIL
Male
1
Yes
No
62
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
No
No
Month-to-month
Yes
Electronic check
89.1
5618.3
No
8398-TBIYD
Female
0
No
No
72
Yes
Yes
Fiber optic
Yes
No
No
Yes
No
No
Two year
Yes
Bank transfer (automatic)
84.7
6185.15
No
0011-IGKFF
Male
1
Yes
No
13
Yes
No
Fiber optic
No
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
98
1237.85
Yes
4192-GORJT
Male
0
Yes
No
5
Yes
No
Fiber optic
No
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
94.45
498.1
Yes
6496-SLWHQ
Male
1
No
No
3
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
105
294.45
Yes
9912-GVSEQ
Female
1
Yes
No
26
Yes
Yes
Fiber optic
No
Yes
Yes
No
No
Yes
Month-to-month
Yes
Electronic check
93.85
2381.55
Yes
2931-FSOHN
Male
1
No
No
13
Yes
No
DSL
No
Yes
No
No
Yes
No
Month-to-month
Yes
Electronic check
59.9
788.35
No
9418-RUKPH
Female
0
Yes
Yes
38
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
19.95
756.4
No
5383-MMTWC
Female
1
Yes
No
8
Yes
Yes
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
84
613.4
Yes
9971-ZWPBF
Male
1
Yes
Yes
34
Yes
Yes
Fiber optic
No
Yes
Yes
Yes
Yes
Yes
Month-to-month
Yes
Electronic check
108.9
3625.2
No
4712-AUQZO
Male
0
No
No
18
No
No phone service
DSL
Yes
No
Yes
No
No
No
Month-to-month
No
Mailed check
33.6
550.35
No
9711-FJTBX
Male
0
Yes
Yes
56
Yes
No
Fiber optic
No
Yes
Yes
Yes
No
No
One year
Yes
Mailed check
85.85
4793.8
No
2908-ZTPNF
Female
0
No
No
36
No
No phone service
DSL
No
Yes
No
Yes
No
No
Month-to-month
Yes
Bank transfer (automatic)
34.85
1267.2
No
7240-ETPTR
Female
0
Yes
No
9
No
No phone service
DSL
No
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
48.75
442.2
Yes
2202-CUYXZ
Male
0
No
No
1
Yes
No
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
Yes
Electronic check
84.85
84.85
Yes
5995-OIGLP
Male
0
No
No
12
Yes
No
DSL
Yes
No
No
Yes
No
No
Month-to-month
No
Mailed check
56.65
654.85
Yes
8421-WZOOW
Female
1
Yes
Yes
57
Yes
No
Fiber optic
No
Yes
Yes
Yes
Yes
No
Month-to-month
Yes
Credit card (automatic)
95.3
5567.45
No
6261-RCVNS
Female
0
No
No
42
Yes
No
DSL
Yes
Yes
Yes
Yes
No
Yes
One year
No
Credit card (automatic)
73.9
3160.55
Yes
7951-QKZPL
Female
0
Yes
Yes
33
Yes
Yes
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
Yes
Mailed check
24.5
740.3
Yes
1414-YADCW
Male
0
Yes
No
70
Yes
No
Fiber optic
Yes
Yes
No
Yes
No
No
Two year
No
Bank transfer (automatic)
84.6
5706.2
No
8756-RDDLT
Female
0
No
No
68
No
No phone service
DSL
No
Yes
No
Yes
No
Yes
Month-to-month
No
Electronic check
44.95
3085.35
No
2862-PFNIK
Male
0
No
Yes
1
No
No phone service
DSL
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
24.7
24.7
No
5816-QVHRX
Female
0
No
No
37
Yes
Yes
Fiber optic
No
No
No
Yes
Yes
Yes
Month-to-month
No
Credit card (automatic)
100.3
3541.4
No
4430-YHXGG
Female
0
No
Yes
4
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
25.45
84.2
No
6888-SBYAI
Male
0
No
No
1
Yes
No
DSL
Yes
No
No
No
No
No
Month-to-month
Yes
Mailed check
50.7
50.7
No
7395-XWZOY
Male
0
No
No
20
No
No phone service
DSL
Yes
Yes
Yes
Yes
Yes
No
Month-to-month
Yes
Credit card (automatic)
55
1165.55
No
7169-YWAMK
Male
0
Yes
Yes
72
Yes
No
DSL
Yes
Yes
No
Yes
Yes
No
Two year
No
Bank transfer (automatic)
68.4
4855.35
No
3640-PHQXK
Female
0
No
No
31
Yes
Yes
Fiber optic
No
No
Yes
No
No
Yes
Month-to-month
Yes
Electronic check
89.9
2806.9
Yes
6877-LGWXO
Male
1
Yes
No
18
Yes
No
Fiber optic
No
No
No
No
No
Yes
Month-to-month
No
Electronic check
78.55
1422.65
Yes
6859-RKMZJ
Male
0
Yes
No
11
Yes
No
DSL
No
No
No
No
Yes
No
Month-to-month
Yes
Bank transfer (automatic)
55.05
608.15
No
2729-VNVAP
Female
0
Yes
Yes
33
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)
19.8
641.35
No
2957-JIRMN
Female
1
No
No
62
Yes
Yes
Fiber optic
No
No
No
No
Yes
No
One year
No
Electronic check
84.45
4959.15
No
2049-BAFNW
Female
0
No
No
1
No
No phone service
DSL
No
No
Yes
Yes
No
No
Month-to-month
No
Mailed check
35.9
35.9
No
3842-QTGDL
Male
0
Yes
No
16
Yes
No
Fiber optic
Yes
Yes
No
No
No
No
Month-to-month
No
Bank transfer (automatic)
80.75
1321.3
No
7163-OCEQI
Male
0
Yes
Yes
22
Yes
Yes
DSL
No
No
Yes
Yes
Yes
Yes
One year
Yes
Mailed check
78.65
1663.75
No
9782-LGXMC
Female
0
Yes
Yes
49
Yes
No
DSL
Yes
No
Yes
Yes
No
No
Month-to-month
No
Bank transfer (automatic)
61.75
3024.15
No
5975-BAICR
Male
0
Yes
Yes
36
Yes
No
DSL
Yes
No
Yes
No
No
Yes
One year
Yes
Credit card (automatic)
63.7
2188.5
No
8019-ENHXU
Male
0
Yes
No
42
Yes
Yes
Fiber optic
No
Yes
Yes
Yes
No
Yes
Month-to-month
Yes
Electronic check
99.45
4138.05
Yes
5167-GBFRE
Male
1
No
No
4
No
No phone service
DSL
No
No
No
No
No
No
Month-to-month
Yes
Bank transfer (automatic)
25.2
102.5
Yes
9033-EOXWV
Female
0
No
No
12
Yes
Yes
DSL
No
No
No
Yes
Yes
Yes
One year
No
Mailed check
74.05
872.65
Yes
4673-KKSLS
Female
0
No
No
31
Yes
No
Fiber optic
Yes
No
Yes
Yes
No
No
Month-to-month
No
Electronic check
87.6
2724.25
No
4853-OITSN
Male
0
Yes
No
5
Yes
Yes
Fiber optic
Yes
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
89.15
413.25
No
9800-OUIGR
Male
0
Yes
Yes
66
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
1374.2
No
1324-NLTJE
Female
1
No
No
15
Yes
Yes
DSL
No
No
No
Yes
No
No
Month-to-month
No
Credit card (automatic)
55
757.1
Yes
2324-EFHVG
Male
0
No
No
64
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
Two year
Yes
Bank transfer (automatic)
104.4
6692.65
No
7094-MSZAO
Male
0
Yes
Yes
10
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
Credit card (automatic)
20.05
218.5
No
1522-VVDMG
Male
0
Yes
Yes
7
Yes
No
Fiber optic
No
Yes
No
Yes
Yes
No
Month-to-month
Yes
Electronic check
89.75
608.8
Yes
6907-CQGPN
Male
0
No
No
29
No
No phone service
DSL
No
Yes
No
Yes
No
No
Month-to-month
No
Electronic check
34.3
1004.75
No
0780-XNZFN
Male
0
No
No
57
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
1125.6
No
0239-OXEXL
Female
0
No
No
46
Yes
Yes
Fiber optic
Yes
Yes
No
No
No
No
Month-to-month
No
Mailed check
84.25
3847.6
No
2675-IJRGJ
Male
0
No
No
53
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)
19.65
978
No
7049-GKVZY
Female
0
No
No
17
Yes
No
DSL
Yes
Yes
No
Yes
Yes
Yes
One year
No
Credit card (automatic)
79.85
1387.35
No
8577-QSOCG
Female
0
Yes
Yes
38
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
20.2
746.05
No
3721-CNZHX
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
One year
No
Mailed check
19.8
304.6
No
0212-ISBBF
Female
0
No
No
22
No
No phone service
DSL
No
Yes
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
50.35
1098.85
No
9185-TQCVP
Male
0
Yes
No
14
Yes
Yes
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
85.15
1139.2
Yes
3585-YNADK
Female
0
Yes
No
57
Yes
Yes
DSL
No
Yes
Yes
Yes
Yes
No
One year
No
Bank transfer (automatic)
74.6
4368.95
No
5271-DBYSJ
Male
1
No
No
11
Yes
No
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Credit card (automatic)
79.15
827.7
No
1099-GODLO
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
Two year
No
Mailed check
20.35
20.35
No
6828-HMKWP
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
Two year
No
Bank transfer (automatic)
21.05
262.05
No
5567-WSELE
Male
1
Yes
No
3
Yes
Yes
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
94.6
279.55
Yes
1472-TNCWL
Male
0
No
Yes
36
Yes
No
Fiber optic
No
Yes
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
94.7
3512.5
No
8063-RJYNF
Male
0
No
No
16
Yes
No
Fiber optic
Yes
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
94.25
1483.25
Yes
0687-ZVTHB
Male
0
Yes
Yes
65
Yes
Yes
DSL
Yes
Yes
Yes
No
No
Yes
One year
No
Credit card (automatic)
72.45
4653.85
Yes
2080-GKCWQ
Male
0
No
No
2
Yes
No
Fiber optic
No
Yes
No
No
No
No
Month-to-month
No
Electronic check
74.95
151.75
No
9661-ACXBS
Female
0
No
No
42
Yes
Yes
Fiber optic
Yes
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
105.2
4400.75
Yes
2193-SFWQW
Male
0
Yes
Yes
72
Yes
No
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
No
Bank transfer (automatic)
111.95
8033.1
No
5656-JAMLX
Male
0
No
No
62
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)
19.85
1253.65
No
3462-BJQQA
Female
0
No
No
6
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
No
Month-to-month
Yes
Electronic check
89.75
552.65
No
0442-TDYUO
Male
0
Yes
No
48
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
20.05
1036
No
6733-LRIZX
Male
0
No
No
35
Yes
Yes
Fiber optic
Yes
No
Yes
Yes
Yes
Yes
Two year
Yes
Electronic check
108.95
4025.5
No