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
8107-RZLNV
Male
0
Yes
No
72
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
Two year
Yes
Bank transfer (automatic)
106.3
7565.35
No
0516-OOHAR
Male
0
Yes
Yes
28
Yes
No
Fiber optic
No
Yes
Yes
No
Yes
Yes
One year
No
Bank transfer (automatic)
100.35
2799
No
2027-CWDNU
Male
0
Yes
Yes
18
Yes
No
Fiber optic
No
No
No
Yes
No
Yes
Month-to-month
Yes
Electronic check
85.6
1601.5
No
2737-WFVYW
Female
0
No
No
2
No
No phone service
DSL
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
45.25
85.5
Yes
9912-OMZDS
Female
0
Yes
Yes
59
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
One year
Yes
Electronic check
106.15
6256.2
No
3733-ZEECP
Male
0
Yes
Yes
22
Yes
No
DSL
No
No
No
Yes
No
No
Month-to-month
Yes
Electronic check
51.1
1232.9
No
7878-RTCZG
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
19.9
19.9
No
2452-MRMZF
Female
1
Yes
No
72
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)
25.7
1937.4
No
2272-QAGFO
Female
1
No
No
14
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
74.3
1096.25
Yes
7103-IPXPJ
Male
0
Yes
No
50
Yes
Yes
Fiber optic
No
No
No
Yes
Yes
Yes
One year
No
Electronic check
99.4
5059.75
No
4342-HFXWS
Female
0
Yes
Yes
48
Yes
No
DSL
Yes
No
Yes
Yes
Yes
No
One year
No
Bank transfer (automatic)
69.7
3023.65
No
3545-CNWRG
Female
0
Yes
Yes
49
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
98.35
4889.2
No
1785-BPHTP
Male
0
Yes
Yes
28
Yes
No
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
No
Electronic check
85.45
2289.9
No
4989-LIXVT
Male
1
No
No
68
Yes
Yes
Fiber optic
No
Yes
Yes
No
No
Yes
Month-to-month
Yes
Electronic check
95.9
6503.2
No
7315-WYOAW
Male
0
No
No
13
Yes
Yes
Fiber optic
No
No
No
Yes
Yes
Yes
Month-to-month
No
Electronic check
100.75
1313.25
No
1173-XZPYF
Female
0
No
No
11
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
Yes
Electronic check
89.2
990.3
No
9850-OWRHQ
Female
0
Yes
No
3
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Credit card (automatic)
74.1
228
Yes
3768-NLUBH
Male
1
Yes
No
57
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
Yes
Month-to-month
No
Electronic check
100.6
5746.15
Yes
8676-TRMJS
Male
0
No
No
3
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Mailed check
75
209.1
Yes
2509-TFPJU
Male
0
Yes
No
72
Yes
Yes
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)
25.75
1864.2
No
9530-GRMJG
Male
0
Yes
Yes
70
Yes
Yes
DSL
No
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Electronic check
84.1
5979.7
No
6898-RBTLU
Female
0
Yes
Yes
49
Yes
Yes
DSL
No
Yes
No
Yes
Yes
Yes
Two year
No
Bank transfer (automatic)
79.3
3902.45
No
5481-NTDOH
Female
1
Yes
No
67
Yes
Yes
Fiber optic
Yes
No
Yes
No
Yes
Yes
One year
Yes
Credit card (automatic)
107.05
7142.5
No
2068-WWXQZ
Male
0
No
No
46
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)
20.05
902
No
7359-SSBJK
Female
1
No
No
64
Yes
No
DSL
Yes
Yes
No
Yes
Yes
No
Two year
Yes
Credit card (automatic)
70.2
4481
Yes
2061-VVFST
Female
0
Yes
No
37
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
805.2
No
0685-MLYYM
Female
1
No
No
2
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Electronic check
70.75
154.85
Yes
0749-IRGQE
Female
1
Yes
No
13
No
No phone service
DSL
No
No
No
No
Yes
Yes
Month-to-month
No
Electronic check
45.3
528.45
No
2380-DAMQP
Female
0
Yes
No
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
No
Electronic check
115.15
8349.7
No
2256-YLYLP
Male
0
Yes
Yes
68
Yes
No
DSL
No
No
Yes
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
72.95
4953.25
No
1272-ILHFG
Male
0
Yes
Yes
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
19.65
332.65
No
0164-XAIRP
Female
0
No
No
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
Bank transfer (automatic)
19.55
470.2
No
5666-CYCYZ
Female
0
No
No
24
Yes
Yes
Fiber optic
No
No
No
Yes
No
Yes
Month-to-month
Yes
Electronic check
89.55
2259.35
No
4011-ARPHK
Male
0
No
No
27
Yes
No
DSL
Yes
No
No
No
No
No
Month-to-month
No
Mailed check
50.35
1411.35
No
8182-PNAGI
Male
0
No
No
12
Yes
No
DSL
No
No
No
Yes
No
No
Month-to-month
No
Bank transfer (automatic)
50.25
593.75
Yes
6365-HITVU
Female
0
Yes
Yes
71
Yes
No
DSL
Yes
Yes
Yes
Yes
Yes
Yes
Two year
No
Credit card (automatic)
87.25
6328.7
No
7558-IMLMT
Male
0
Yes
Yes
67
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
20.8
1411.9
No
9488-FYQAU
Female
0
Yes
No
63
Yes
Yes
Fiber optic
No
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Bank transfer (automatic)
109.25
6841.4
No
3590-TCXTB
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
20.35
20.35
No
6994-KERXL
Male
0
No
No
4
Yes
No
DSL
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
55.9
238.5
No
7957-RYHQD
Female
1
No
No
40
Yes
No
Fiber optic
Yes
Yes
No
No
No
No
Month-to-month
Yes
Credit card (automatic)
79.2
3233.85
Yes
2180-DXNEG
Female
0
No
No
12
Yes
No
Fiber optic
No
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
96
1062.1
Yes
1960-UOTYM
Male
0
Yes
Yes
52
Yes
No
DSL
Yes
Yes
Yes
No
Yes
Yes
Two year
No
Electronic check
79.2
4016.3
No
2740-JFBOK
Male
0
No
No
10
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
Electronic check
24
226.55
No
6500-JVEGC
Male
0
No
No
68
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
Yes
No
One year
No
Bank transfer (automatic)
101.35
7110.75
No
5515-AKOAJ
Female
0
No
No
54
Yes
Yes
Fiber optic
No
No
No
Yes
Yes
Yes
Month-to-month
Yes
Electronic check
100.1
5440.9
Yes
8976-OQHGT
Female
0
Yes
Yes
4
Yes
No
DSL
No
Yes
No
Yes
No
No
Month-to-month
No
Mailed check
56.5
235.1
Yes
5245-VDBUR
Female
0
Yes
No
52
No
No phone service
DSL
Yes
No
Yes
No
No
No
One year
No
Mailed check
35.45
1958.95
No
6230-BSUXY
Female
1
No
No
1
Yes
No
Fiber optic
No
No
Yes
No
No
Yes
Month-to-month
Yes
Electronic check
85
85
Yes
8469-SNFFH
Male
0
Yes
No
70
Yes
Yes
DSL
Yes
Yes
Yes
Yes
Yes
No
One year
No
Bank transfer (automatic)
79.4
5528.9
No
2144-ESWKO
Male
0
No
No
43
No
No phone service
DSL
Yes
No
Yes
No
No
No
One year
Yes
Credit card (automatic)
35.2
1463.7
No
1241-FPMOF
Male
0
No
No
52
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
19.65
1025.05
No
9928-BZVLZ
Female
0
No
No
12
No
No phone service
DSL
Yes
No
Yes
Yes
No
Yes
Two year
No
Mailed check
49.85
552.1
No
4114-QMKVN
Female
0
Yes
Yes
56
Yes
Yes
DSL
Yes
Yes
No
No
No
Yes
One year
No
Bank transfer (automatic)
68.75
3815.4
No
2775-SEFEE
Male
0
No
Yes
0
Yes
Yes
DSL
Yes
Yes
No
Yes
No
No
Two year
Yes
Bank transfer (automatic)
61.9
No
9003-CPATH
Male
0
No
No
42
Yes
Yes
Fiber optic
No
No
Yes
No
No
No
Month-to-month
No
Electronic check
79.9
3313.4
No
1754-GKYPY
Male
1
Yes
No
22
Yes
No
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
Yes
Bank transfer (automatic)
89.75
1938.9
No
5294-CDGWY
Male
0
Yes
Yes
51
No
No phone service
DSL
Yes
Yes
Yes
No
Yes
Yes
One year
No
Electronic check
59.3
3014.65
Yes
7956-XQWGU
Male
0
No
No
27
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)
19.4
460.25
No
1591-MQJTP
Male
1
Yes
No
51
Yes
Yes
Fiber optic
Yes
No
Yes
No
No
Yes
One year
Yes
Bank transfer (automatic)
93.65
4839.15
No
5295-PCJOO
Male
0
No
Yes
4
Yes
No
DSL
Yes
No
No
No
No
No
Month-to-month
Yes
Electronic check
49.4
184.4
Yes
2369-FEVNO
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
Yes
Mailed check
19.9
19.9
No
9863-JZAIC
Male
0
No
No
35
Yes
No
DSL
No
No
No
No
Yes
No
Month-to-month
No
Mailed check
55
2010.55
Yes
7471-MQPOS
Male
1
Yes
Yes
71
Yes
Yes
DSL
No
Yes
Yes
Yes
No
Yes
One year
Yes
Bank transfer (automatic)
72.9
5139.65
No
7660-HDPJV
Female
0
No
No
1
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
69.2
69.2
Yes
5115-SQAAU
Female
0
Yes
Yes
69
Yes
Yes
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)
25.6
1673.4
No
9845-QOMAD
Male
0
Yes
Yes
14
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
19.75
309.35
No
7672-VFMXZ
Male
0
Yes
No
57
Yes
No
DSL
Yes
No
No
Yes
No
No
Month-to-month
No
Electronic check
55.7
3171.6
No
9739-JLPQJ
Female
0
Yes
Yes
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
No
Credit card (automatic)
117.5
8670.1
No
9916-AYHTC
Male
0
No
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
No
Credit card (automatic)
19.85
916
No
3855-ONCAR
Female
0
Yes
Yes
4
Yes
No
Fiber optic
No
No
No
No
Yes
No
Month-to-month
Yes
Mailed check
78.9
299.75
No
1488-SYSFC
Male
0
Yes
Yes
31
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
20.65
702.05
No
7931-PXHFC
Male
0
No
No
38
Yes
No
DSL
No
No
Yes
Yes
No
Yes
One year
Yes
Mailed check
62.3
2354.8
Yes
3990-QYKBE
Male
1
Yes
No
37
Yes
Yes
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
92.5
3473.4
Yes
0970-QXPXW
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
19.65
19.65
No
3259-KNMRR
Male
1
No
No
57
Yes
Yes
DSL
No
Yes
Yes
No
Yes
Yes
Two year
Yes
Bank transfer (automatic)
79.75
4438.2
No
6120-RJKLU
Female
1
Yes
No
62
Yes
No
DSL
Yes
No
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
79.95
4819.75
No
9572-WUKSB
Male
0
Yes
No
3
No
No phone service
DSL
No
No
No
Yes
No
No
Month-to-month
Yes
Electronic check
29.9
92.25
No
5893-KCLGT
Female
0
No
Yes
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
Mailed check
19.75
1567
No
0076-LVEPS
Male
0
No
Yes
29
No
No phone service
DSL
Yes
Yes
Yes
Yes
No
No
Month-to-month
Yes
Mailed check
45
1242.45
No
3640-JQGJG
Male
0
Yes
Yes
13
Yes
No
DSL
No
No
No
No
No
No
Month-to-month
No
Bank transfer (automatic)
44.8
559.2
No
4919-MOAVT
Male
0
No
Yes
3
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Electronic check
69.65
220.1
Yes
1596-OQSPS
Female
0
No
No
11
Yes
No
DSL
No
Yes
No
No
No
No
Month-to-month
No
Electronic check
51.1
531.15
No
9867-XOBQA
Female
0
No
Yes
21
No
No phone service
DSL
Yes
Yes
Yes
Yes
Yes
No
Two year
No
Mailed check
53.15
1183.2
No
9546-KDTRB
Female
0
No
No
19
Yes
Yes
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)
24.7
465.85
No
3090-HAWSU
Male
0
No
No
61
Yes
Yes
Fiber optic
Yes
No
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
111.6
6876.05
Yes
9820-RMCQV
Female
0
No
No
11
Yes
No
DSL
Yes
No
No
No
No
No
Month-to-month
No
Credit card (automatic)
48.55
501
Yes
3174-RKMOW
Male
0
Yes
Yes
35
Yes
Yes
Fiber optic
No
Yes
Yes
Yes
Yes
Yes
Month-to-month
Yes
Electronic check
109.95
3782.4
No
1760-CAZHT
Male
0
No
Yes
25
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
20.8
460.2
No
7839-QRKXN
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
Yes
Mailed check
20.2
20.2
Yes
8441-SHIPE
Female
0
No
No
67
Yes
Yes
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)
25.6
1790.35
No
5204-QZXPU
Male
0
No
No
19
No
No phone service
DSL
No
No
Yes
No
Yes
No
Month-to-month
Yes
Electronic check
39.65
733.35
Yes
4597-ELFTS
Male
0
No
No
56
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
1334
Yes
1320-GVNHT
Male
0
Yes
Yes
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
Yes
Yes
Two year
Yes
Credit card (automatic)
108.4
7767.25
No
1047-RNXZV
Male
0
No
No
43
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
19.55
876.15
No
3541-ZNUHK
Female
0
Yes
Yes
55
Yes
Yes
Fiber optic
Yes
Yes
No
No
No
No
Month-to-month
Yes
Electronic check
85.1
4600.95
No
8450-JOVAH
Male
0
Yes
Yes
2
Yes
Yes
DSL
Yes
No
No
No
No
No
Month-to-month
No
Mailed check
56.7
113.55
Yes
8725-JEDFD
Male
0
No
No
27
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Mailed check
69.05
1793.25
No
7562-UXTPG
Female
0
No
No
13
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Mailed check
70.15
886.7
No
8071-SBTRN
Female
0
No
No
70
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
Yes
Yes
Two year
Yes
Mailed check
111.15
7737.55
No