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
0608-JDVEC
Male
0
Yes
No
50
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
Two year
No
Electronic check
19.8
1013.2
No
9780-FKVVF
Male
0
No
No
6
Yes
No
DSL
Yes
No
No
No
No
Yes
Month-to-month
Yes
Bank transfer (automatic)
59.15
336.7
No
1919-RTPQD
Male
0
Yes
Yes
7
Yes
No
DSL
No
No
No
No
No
No
Month-to-month
No
Electronic check
44.75
333.65
No
5214-NLTIT
Male
0
Yes
Yes
72
Yes
Yes
Fiber optic
No
No
Yes
No
No
Yes
Two year
Yes
Credit card (automatic)
90.8
6511.8
No
3345-PBBFH
Male
0
Yes
No
8
Yes
No
DSL
No
Yes
No
No
No
No
Month-to-month
Yes
Bank transfer (automatic)
49.55
393.45
No
5055-BRMNE
Female
0
Yes
Yes
67
Yes
Yes
Fiber optic
Yes
No
No
Yes
Yes
Yes
Two year
No
Credit card (automatic)
106.7
7009.5
No
9189-JWSHV
Female
1
Yes
No
24
Yes
Yes
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
93.55
2264.05
Yes
2190-PHBHR
Female
0
Yes
No
72
Yes
Yes
Fiber optic
Yes
Yes
No
No
No
Yes
Two year
Yes
Credit card (automatic)
94.45
6921.7
No
2650-GYRYL
Male
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
One year
Yes
Bank transfer (automatic)
19.45
600.25
No
0746-JTRFU
Male
0
No
No
2
No
No phone service
DSL
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
25.05
56.35
Yes
5208-FVQKB
Male
0
Yes
No
70
Yes
No
DSL
Yes
Yes
No
Yes
No
Yes
Two year
No
Mailed check
67.95
4664.15
No
7184-LRUUR
Female
0
No
No
22
Yes
No
DSL
No
Yes
Yes
No
Yes
No
One year
No
Bank transfer (automatic)
65.25
1441.8
No
6627-CFOSN
Female
0
No
No
59
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
No
Yes
Month-to-month
Yes
Bank transfer (automatic)
99.45
5623.7
No
3982-JGSFD
Male
0
No
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
Yes
Credit card (automatic)
20.35
695.85
No
1574-DYCWE
Female
0
Yes
Yes
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
Mailed check
19.95
1028.75
No
7247-XOZPB
Male
0
Yes
No
53
Yes
Yes
DSL
Yes
No
Yes
Yes
Yes
No
One year
No
Bank transfer (automatic)
77.4
4155.95
No
2466-FCCPT
Female
0
Yes
Yes
20
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
One year
No
Bank transfer (automatic)
19.7
395.6
No
6211-WWLTF
Male
0
Yes
No
63
Yes
No
Fiber optic
Yes
No
Yes
No
Yes
Yes
Two year
No
Credit card (automatic)
99.7
6330.4
No
4826-TZEVA
Female
0
No
No
40
Yes
No
Fiber optic
No
Yes
No
No
No
No
Month-to-month
No
Credit card (automatic)
74.8
2971.7
No
6016-NXBNJ
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
One year
Yes
Mailed check
19.15
638
No
9138-EFSMO
Male
0
Yes
Yes
26
Yes
No
Fiber optic
No
No
No
No
No
Yes
One year
No
Bank transfer (automatic)
78.95
2034.25
No
0576-WNXXC
Male
1
Yes
No
27
Yes
Yes
Fiber optic
No
Yes
Yes
No
No
Yes
Month-to-month
Yes
Electronic check
95.55
2510.2
Yes
4632-XJMEX
Male
0
No
Yes
53
Yes
No
DSL
Yes
Yes
No
Yes
No
No
One year
No
Credit card (automatic)
62.85
3419.5
No
8910-LEDAG
Male
1
Yes
No
34
Yes
No
Fiber optic
No
No
No
No
No
No
Month-to-month
No
Credit card (automatic)
71.55
2427.35
No
3452-GWUIN
Female
1
Yes
No
19
Yes
Yes
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
94.95
1760.25
No
2716-GFZOR
Male
0
Yes
No
43
Yes
No
Fiber optic
Yes
Yes
Yes
No
No
No
Month-to-month
Yes
Credit card (automatic)
86.1
3551.65
No
3724-UCSHY
Male
0
Yes
Yes
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
Mailed check
19.55
122.9
No
8626-XHBIE
Male
0
No
Yes
56
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
24.8
1424.2
No
4628-CTTLA
Male
0
No
No
57
No
No phone service
DSL
No
Yes
No
No
Yes
No
Month-to-month
Yes
Electronic check
39.3
2111.45
Yes
3192-LNKRK
Male
0
Yes
Yes
34
Yes
No
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
Yes
Mailed check
84.05
2909.95
No
4439-YRNVD
Female
0
No
No
10
No
No phone service
DSL
No
Yes
No
Yes
No
No
Month-to-month
No
Electronic check
36.25
374
No
2876-VBBBL
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
20.25
20.25
Yes
6834-NXDCA
Female
0
No
No
13
No
No phone service
DSL
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
23.9
300.8
Yes
2208-UGTGR
Male
0
No
No
56
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
Yes
Month-to-month
No
Electronic check
98.6
5581.05
No
3005-TYFRD
Female
0
Yes
No
55
Yes
Yes
Fiber optic
No
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Credit card (automatic)
103.65
5676.65
No
8670-MEFCP
Female
0
Yes
Yes
36
Yes
Yes
DSL
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
92.9
3379.25
No
3079-BCHLN
Male
0
Yes
No
47
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
One year
No
Bank transfer (automatic)
19.9
942.95
No
7777-UNYHB
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
Yes
Credit card (automatic)
20.1
232.4
No
5597-GLBUC
Female
0
No
No
1
Yes
No
Fiber optic
No
No
Yes
No
Yes
No
Month-to-month
Yes
Electronic check
85.45
85.45
Yes
7278-CKDNC
Male
1
No
No
24
Yes
Yes
Fiber optic
No
Yes
No
No
No
No
Month-to-month
Yes
Electronic check
80.5
2088.45
No
2748-MYRVK
Female
0
No
No
63
Yes
Yes
Fiber optic
No
Yes
No
No
Yes
Yes
One year
No
Bank transfer (automatic)
99.9
6137
Yes
8450-UYIBU
Female
1
No
No
35
No
No phone service
DSL
No
No
Yes
No
Yes
No
Month-to-month
Yes
Electronic check
39.85
1434.6
No
2969-VAPYH
Female
0
No
No
67
Yes
No
DSL
Yes
Yes
No
Yes
No
No
One year
No
Credit card (automatic)
60.5
3870
No
4822-YCXMX
Male
0
No
No
25
Yes
Yes
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
84.8
2043.45
Yes
7181-OQCUT
Male
0
No
No
21
Yes
Yes
Fiber optic
Yes
No
Yes
No
Yes
Yes
Month-to-month
No
Mailed check
103.85
2215
No
8474-UMLNT
Female
0
No
No
13
Yes
No
DSL
Yes
Yes
No
Yes
No
Yes
Month-to-month
No
Bank transfer (automatic)
67.8
842.25
No
9821-POOTN
Male
0
Yes
No
35
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
75.2
2576.2
Yes
3836-FZSDJ
Male
1
Yes
No
71
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)
24.85
1901
No
9142-XMYJH
Female
0
No
No
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
No
Credit card (automatic)
19.35
601.6
No
6559-ILWKJ
Male
0
Yes
No
71
No
No phone service
DSL
No
Yes
No
No
Yes
Yes
Two year
No
Electronic check
49.35
3515.25
Yes
0187-QSXOE
Male
1
Yes
No
7
Yes
No
Fiber optic
No
No
No
No
Yes
Yes
Month-to-month
Yes
Electronic check
89
605.45
No
7733-UDMTP
Female
1
No
No
57
No
No phone service
DSL
No
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
55
3094.05
No
2649-HWLYB
Male
0
Yes
No
65
Yes
Yes
DSL
Yes
No
Yes
Yes
No
Yes
Two year
No
Bank transfer (automatic)
76.15
4929.55
No
5214-CHIWJ
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
One year
No
Mailed check
20.3
595.05
No
4229-CZMLL
Male
0
No
No
6
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Electronic check
74.9
469.8
Yes
6904-JLBGY
Female
1
No
No
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
Yes
Credit card (automatic)
117.35
8436.25
No
2465-BLLEU
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
19.75
19.75
No
1685-VAYJF
Male
0
No
No
11
Yes
No
DSL
No
No
No
No
No
No
Month-to-month
No
Credit card (automatic)
45.2
492
No
8874-EJNSR
Male
0
Yes
Yes
39
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
25.2
987.95
No
6917-YACBP
Female
1
No
No
59
Yes
Yes
Fiber optic
Yes
Yes
Yes
No
No
No
Month-to-month
Yes
Electronic check
89.75
5496.9
No
5049-MUBWG
Male
0
No
No
26
Yes
No
DSL
Yes
No
No
Yes
Yes
Yes
One year
No
Bank transfer (automatic)
75
1908.35
No
4223-WOZCM
Male
1
No
No
2
Yes
No
DSL
No
No
Yes
No
No
No
Month-to-month
No
Mailed check
49.95
107.1
No
0769-MURVM
Female
0
Yes
Yes
72
No
No phone service
DSL
Yes
Yes
Yes
Yes
Yes
Yes
Two year
No
Bank transfer (automatic)
65.7
4575.35
No
9253-VIFJQ
Male
0
Yes
No
65
Yes
Yes
DSL
Yes
Yes
Yes
No
No
No
One year
No
Credit card (automatic)
67.05
4309.55
No
7030-FZTFM
Male
0
Yes
Yes
72
Yes
Yes
Fiber optic
No
Yes
Yes
Yes
Yes
Yes
Two year
No
Credit card (automatic)
110.9
7922.75
No
9741-YLNTD
Male
0
No
No
6
Yes
Yes
Fiber optic
No
No
No
Yes
No
Yes
Month-to-month
Yes
Bank transfer (automatic)
87.95
522.35
No
5917-RYRMG
Male
1
No
No
32
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)
19.8
587.7
No
5120-ZBLAI
Female
0
Yes
No
50
Yes
Yes
DSL
No
No
Yes
No
Yes
Yes
One year
No
Bank transfer (automatic)
75.7
3876.2
No
1194-BHJYC
Male
0
Yes
No
61
No
No phone service
DSL
Yes
No
Yes
Yes
Yes
Yes
Two year
Yes
Mailed check
62.15
3778.85
No
3663-MITLP
Female
0
No
No
15
Yes
No
Fiber optic
No
Yes
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
101.25
1457.25
Yes
0906-QVPMS
Male
0
Yes
No
72
Yes
Yes
Fiber optic
Yes
Yes
Yes
Yes
Yes
Yes
Two year
No
Bank transfer (automatic)
115.15
8349.45
No
9025-ZRPVR
Male
0
No
No
9
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
18.95
185.6
Yes
1905-OEILC
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
19.5
19.5
No
7858-GTZSP
Female
0
No
No
12
Yes
Yes
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
86.55
1066.9
No
3285-UCQVC
Female
0
No
No
37
No
No phone service
DSL
No
No
No
Yes
No
No
Month-to-month
No
Credit card (automatic)
28.6
973.55
Yes
6248-BSHKG
Male
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
One year
No
Mailed check
20.4
1226.45
No
4685-TFLLS
Male
0
Yes
Yes
18
Yes
No
No
No internet service
No internet service
No internet service
No internet service
No internet service
No internet service
One year
No
Bank transfer (automatic)
19.8
342.3
No
3470-BTGQO
Male
0
No
Yes
21
Yes
No
DSL
No
No
No
No
No
No
Month-to-month
No
Mailed check
45.65
985.05
No
1209-VFFOC
Male
0
Yes
Yes
68
No
No phone service
DSL
Yes
Yes
Yes
Yes
No
Yes
Two year
Yes
Mailed check
56.4
3948.45
No
8224-DWCKX
Male
1
No
No
12
Yes
Yes
Fiber optic
No
No
No
No
No
No
Month-to-month
Yes
Credit card (automatic)
73.3
828.05
No
5482-PLVPE
Female
1
No
No
2
No
No phone service
DSL
No
No
No
No
No
No
Month-to-month
No
Electronic check
24.35
41.85
Yes
4553-DVPZG
Female
0
Yes
No
62
Yes
Yes
Fiber optic
No
No
Yes
No
Yes
Yes
Month-to-month
Yes
Electronic check
101.35
6164.7
No
4902-OHLSK
Female
1
No
No
29
Yes
Yes
Fiber optic
No
No
No
Yes
Yes
Yes
Month-to-month
No
Electronic check
98.65
2862.75
Yes
6917-IAYHD
Male
0
No
Yes
1
No
No phone service
DSL
No
Yes
No
Yes
No
No
Month-to-month
No
Mailed check
33.6
33.6
No
0495-ZBNGW
Male
1
Yes
No
5
Yes
Yes
Fiber optic
No
No
Yes
No
No
No
Month-to-month
Yes
Bank transfer (automatic)
79.9
343.95
Yes
8620-RJPZN
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
Electronic check
20.7
20.7
No
7572-KPVKK
Male
0
No
Yes
62
Yes
Yes
Fiber optic
No
No
Yes
Yes
Yes
Yes
Two year
Yes
Electronic check
104.05
6590.5
No
2642-MAWLJ
Female
0
Yes
Yes
36
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)
20.25
717.95
No
2357-COQEK
Female
1
No
No
28
Yes
Yes
Fiber optic
No
No
Yes
Yes
Yes
Yes
Month-to-month
Yes
Electronic check
103.3
2890.65
Yes
7103-ZGVNT
Female
0
Yes
Yes
69
Yes
Yes
DSL
Yes
Yes
No
Yes
Yes
No
One year
No
Credit card (automatic)
73.7
4885.85
No
3737-GCSPV
Female
0
Yes
No
11
Yes
Yes
Fiber optic
Yes
No
No
Yes
Yes
No
Month-to-month
Yes
Credit card (automatic)
96.2
1222.05
Yes
2027-WKXMW
Female
0
Yes
No
63
Yes
Yes
Fiber optic
No
Yes
Yes
Yes
Yes
Yes
Month-to-month
Yes
Electronic check
108.75
6871.7
No
7137-NAXML
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
One year
No
Bank transfer (automatic)
20.15
405.6
No
2428-ZMCTB
Male
0
No
No
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
No
Credit card (automatic)
19.75
208.25
No
2961-VNFKL
Female
0
Yes
No
71
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)
25.95
1801.9
No
1768-HNVGJ
Female
1
No
No
45
Yes
Yes
DSL
Yes
No
No
Yes
No
Yes
Month-to-month
Yes
Electronic check
70.05
3062.45
No
6963-KQYQB
Female
0
Yes
Yes
70
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
24.05
1764.75
No
5934-RMPOV
Female
0
No
Yes
22
Yes
Yes
Fiber optic
No
No
No
No
No
Yes
Month-to-month
Yes
Electronic check
84.75
1816.75
No
1207-BLKSA
Female
0
Yes
Yes
52
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
23.05
1255.1
No
4088-YLDSU
Male
0
Yes
No
55
Yes
Yes
Fiber optic
No
No
Yes
Yes
Yes
Yes
One year
Yes
Electronic check
104.15
5743.05
Yes