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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6961-MJKBO
|
Male
| 0 |
No
|
No
| 47 |
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)
| 20.45 |
943
|
No
|
6097-EQISJ
|
Female
| 0 |
Yes
|
Yes
| 66 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
One year
|
Yes
|
Credit card (automatic)
| 102.45 |
6615.15
|
Yes
|
4423-YLHDV
|
Female
| 0 |
Yes
|
No
| 21 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
No
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 104.4 |
2200.25
|
Yes
|
8158-WPEZG
|
Male
| 0 |
No
|
No
| 11 |
No
|
No phone service
|
DSL
|
No
|
Yes
|
No
|
Yes
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 35.65 |
425.1
|
No
|
0107-YHINA
|
Male
| 0 |
No
|
Yes
| 1 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 99.75 |
99.75
|
Yes
|
4918-FYJNT
|
Female
| 1 |
Yes
|
No
| 55 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
Yes
|
No
|
No
|
Month-to-month
|
No
|
Electronic check
| 90.45 |
5044.8
|
No
|
0727-BNRLG
|
Male
| 0 |
No
|
No
| 69 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
No
|
Two year
|
Yes
|
Credit card (automatic)
| 97.65 |
6743.55
|
No
|
4854-CIDCF
|
Female
| 1 |
No
|
No
| 3 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
Yes
|
No
|
No
|
No
|
Month-to-month
|
No
|
Electronic check
| 73.85 |
196.4
|
No
|
8640-SDGKB
|
Male
| 0 |
No
|
No
| 4 |
Yes
|
No
|
DSL
|
No
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 74.4 |
299.7
|
Yes
|
3280-MRDOF
|
Male
| 1 |
No
|
No
| 30 |
Yes
|
Yes
|
DSL
|
No
|
No
|
Yes
|
Yes
|
Yes
|
No
|
Two year
|
Yes
|
Credit card (automatic)
| 69.1 |
2093.9
|
No
|
6435-SRWBJ
|
Female
| 0 |
No
|
No
| 5 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
Yes
|
Yes
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 82.75 |
417.75
|
No
|
9964-WBQDJ
|
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)
| 24.4 |
1725.4
|
No
|
6303-KFWSL
|
Female
| 0 |
No
|
No
| 29 |
Yes
|
Yes
|
DSL
|
No
|
Yes
|
No
|
No
|
No
|
No
|
One year
|
Yes
|
Electronic check
| 55.25 |
1620.2
|
No
|
1702-CCFNJ
|
Male
| 0 |
Yes
|
No
| 52 |
Yes
|
Yes
|
DSL
|
No
|
Yes
|
No
|
Yes
|
No
|
No
|
Month-to-month
|
No
|
Bank transfer (automatic)
| 61.35 |
3169.55
|
No
|
8932-CZHRQ
|
Male
| 0 |
No
|
No
| 68 |
Yes
|
Yes
|
DSL
|
Yes
|
Yes
|
Yes
|
No
|
No
|
Yes
|
One year
|
No
|
Credit card (automatic)
| 76.75 |
5233.25
|
No
|
0386-CWRGM
|
Female
| 0 |
Yes
|
Yes
| 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
|
Mailed check
| 19.4 |
967.85
|
No
|
5515-RUGKN
|
Male
| 0 |
No
|
No
| 8 |
Yes
|
No
|
DSL
|
No
|
No
|
No
|
No
|
No
|
Yes
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 54.75 |
438.05
|
No
|
0404-AHASP
|
Male
| 0 |
Yes
|
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
|
No
|
Credit card (automatic)
| 19.7 |
1421.9
|
No
|
7279-NMVJC
|
Female
| 0 |
No
|
No
| 17 |
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 |
323.15
|
No
|
2081-VEYEH
|
Male
| 0 |
No
|
No
| 3 |
Yes
|
No
|
Fiber optic
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 107.95 |
318.6
|
No
|
6407-UTSLV
|
Female
| 1 |
No
|
No
| 2 |
Yes
|
No
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 83.8 |
163.7
|
No
|
4116-TZAQJ
|
Female
| 0 |
No
|
No
| 9 |
Yes
|
No
|
Fiber optic
|
Yes
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 74.25 |
639.65
|
Yes
|
9060-HJJRW
|
Female
| 0 |
No
|
No
| 51 |
No
|
No phone service
|
DSL
|
No
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
One year
|
Yes
|
Credit card (automatic)
| 56.4 |
2928.5
|
No
|
2587-YNLES
|
Female
| 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
|
Two year
|
No
|
Mailed check
| 20.1 |
100.35
|
No
|
7398-SKNQZ
|
Female
| 0 |
Yes
|
No
| 3 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
No
|
Electronic check
| 94.9 |
273.2
|
No
|
5935-FCCNB
|
Female
| 1 |
No
|
No
| 17 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 94.2 |
1608.15
|
No
|
1958-RNRKS
|
Male
| 0 |
Yes
|
No
| 30 |
Yes
|
Yes
|
DSL
|
No
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
No
|
Electronic check
| 49.9 |
1441.95
|
No
|
5136-RGMZO
|
Male
| 0 |
No
|
No
| 31 |
Yes
|
Yes
|
DSL
|
No
|
Yes
|
No
|
Yes
|
Yes
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 71.05 |
2168.15
|
No
|
8345-MVDYC
|
Female
| 0 |
No
|
No
| 45 |
Yes
|
No
|
DSL
|
Yes
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
No
|
Bank transfer (automatic)
| 81.65 |
3618.7
|
No
|
8226-BXGES
|
Male
| 0 |
Yes
|
No
| 64 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
No
|
No
|
No
|
One year
|
No
|
Bank transfer (automatic)
| 89.45 |
5692.65
|
No
|
3877-JRJIP
|
Male
| 0 |
No
|
No
| 1 |
Yes
|
Yes
|
DSL
|
No
|
No
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 59.85 |
59.85
|
Yes
|
8375-DKEBR
|
Female
| 1 |
No
|
No
| 1 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 69.6 |
69.6
|
Yes
|
9705-IOVQQ
|
Male
| 1 |
Yes
|
Yes
| 61 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
Yes
|
Yes
|
One year
|
No
|
Electronic check
| 99 |
5969.3
|
No
|
1015-OWJKI
|
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
| 19.05 |
19.05
|
No
|
7511-YMXVQ
|
Male
| 0 |
No
|
No
| 9 |
No
|
No phone service
|
DSL
|
No
|
No
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 45.4 |
418.8
|
Yes
|
2040-XBAVJ
|
Male
| 0 |
Yes
|
Yes
| 72 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
No
|
Bank transfer (automatic)
| 114.45 |
8100.55
|
No
|
7551-JOHTI
|
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
|
Yes
|
8887-IPQNC
|
Female
| 0 |
Yes
|
No
| 7 |
Yes
|
No
|
DSL
|
No
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Mailed check
| 44.25 |
313.45
|
No
|
8646-JCOMS
|
Female
| 0 |
Yes
|
No
| 66 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
Yes
|
No
|
No
|
One year
|
Yes
|
Bank transfer (automatic)
| 90.55 |
6130.95
|
No
|
9804-ICWBG
|
Male
| 0 |
No
|
No
| 1 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 69.9 |
69.9
|
Yes
|
1222-KJNZD
|
Male
| 0 |
Yes
|
Yes
| 40 |
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
|
Bank transfer (automatic)
| 20.4 |
745.3
|
No
|
0106-GHRQR
|
Male
| 0 |
No
|
No
| 16 |
Yes
|
Yes
|
DSL
|
No
|
Yes
|
Yes
|
No
|
No
|
Yes
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 71.4 |
1212.1
|
No
|
5318-IXUZF
|
Female
| 0 |
No
|
No
| 2 |
Yes
|
No
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 87.15 |
183.75
|
Yes
|
3768-VHXQO
|
Male
| 0 |
Yes
|
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
|
No
|
Credit card (automatic)
| 24.85 |
1583.5
|
No
|
8952-WCVCD
|
Female
| 0 |
Yes
|
No
| 41 |
Yes
|
No
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
One year
|
Yes
|
Bank transfer (automatic)
| 104.45 |
4162.05
|
No
|
2418-TPEUN
|
Female
| 0 |
Yes
|
Yes
| 56 |
Yes
|
No
|
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)
| 19.8 |
1119.9
|
No
|
3963-RYFNS
|
Female
| 0 |
No
|
No
| 72 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
Yes
|
Bank transfer (automatic)
| 116.45 |
8013.55
|
No
|
3198-VELRD
|
Female
| 0 |
Yes
|
Yes
| 3 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
No
|
No
|
No
|
Yes
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 84.75 |
264.85
|
Yes
|
8540-ZQGEA
|
Female
| 0 |
Yes
|
No
| 54 |
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)
| 20.05 |
1102.4
|
No
|
1320-REHCS
|
Male
| 1 |
No
|
No
| 52 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 110.75 |
5832
|
No
|
4137-JOPHL
|
Female
| 0 |
No
|
No
| 50 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
Yes
|
Yes
|
No
|
Yes
|
Two year
|
Yes
|
Bank transfer (automatic)
| 89.7 |
4304.5
|
No
|
9436-ZBZCT
|
Male
| 0 |
No
|
No
| 14 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
No
|
Yes
|
Yes
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 89.95 |
1178.4
|
Yes
|
7801-CEDNV
|
Male
| 0 |
Yes
|
No
| 27 |
Yes
|
No
|
DSL
|
Yes
|
No
|
No
|
No
|
No
|
No
|
One year
|
No
|
Credit card (automatic)
| 48.7 |
1421.75
|
No
|
2057-BOYKM
|
Female
| 1 |
Yes
|
No
| 72 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
Yes
|
No
|
No
|
Two year
|
Yes
|
Bank transfer (automatic)
| 96.6 |
6827.5
|
No
|
3658-QQJYD
|
Male
| 0 |
No
|
No
| 62 |
Yes
|
No
|
DSL
|
Yes
|
Yes
|
No
|
No
|
Yes
|
Yes
|
One year
|
Yes
|
Credit card (automatic)
| 74.3 |
4698.05
|
No
|
1803-BGNBD
|
Female
| 0 |
No
|
No
| 12 |
Yes
|
No
|
DSL
|
No
|
Yes
|
No
|
Yes
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 54.3 |
654.5
|
No
|
0134-XWXCE
|
Female
| 1 |
No
|
No
| 44 |
Yes
|
No
|
DSL
|
No
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
One year
|
No
|
Bank transfer (automatic)
| 74.85 |
3268.05
|
No
|
6950-TWMYB
|
Male
| 0 |
Yes
|
Yes
| 54 |
Yes
|
No
|
Fiber optic
|
No
|
Yes
|
No
|
Yes
|
No
|
No
|
Two year
|
Yes
|
Bank transfer (automatic)
| 79.95 |
4362.05
|
No
|
5848-FHRFC
|
Female
| 0 |
No
|
No
| 68 |
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 |
1386.9
|
No
|
2243-FNMMI
|
Male
| 0 |
No
|
No
| 20 |
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
| 19.4 |
415.4
|
No
|
2511-MORQY
|
Male
| 0 |
Yes
|
Yes
| 50 |
Yes
|
Yes
|
DSL
|
No
|
No
|
Yes
|
No
|
No
|
No
|
One year
|
No
|
Bank transfer (automatic)
| 54.9 |
2614.1
|
No
|
5356-KZCKT
|
Male
| 0 |
No
|
No
| 58 |
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)
| 24.45 |
1513.6
|
No
|
9470-XCCEM
|
Male
| 0 |
Yes
|
Yes
| 35 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 89.65 |
3161.6
|
No
|
6519-CFDBX
|
Female
| 0 |
No
|
No
| 2 |
Yes
|
No
|
DSL
|
No
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 45.4 |
80.95
|
No
|
3902-MIVLE
|
Male
| 0 |
Yes
|
Yes
| 63 |
Yes
|
Yes
|
DSL
|
Yes
|
No
|
Yes
|
Yes
|
No
|
Yes
|
Two year
|
No
|
Mailed check
| 75.7 |
4676.7
|
No
|
0409-WTMPL
|
Female
| 0 |
Yes
|
No
| 58 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
One year
|
Yes
|
Credit card (automatic)
| 110.65 |
6526.65
|
No
|
8763-KIAFH
|
Female
| 0 |
Yes
|
Yes
| 27 |
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
| 20.55 |
583.3
|
No
|
3669-WHAFY
|
Female
| 0 |
Yes
|
No
| 71 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
Yes
|
Credit card (automatic)
| 115.15 |
8078.1
|
No
|
3055-VTCGS
|
Female
| 0 |
No
|
No
| 63 |
Yes
|
No
|
DSL
|
No
|
No
|
Yes
|
No
|
No
|
Yes
|
One year
|
No
|
Credit card (automatic)
| 58.55 |
3503.5
|
No
|
3144-KMTWZ
|
Male
| 0 |
Yes
|
No
| 71 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
No
|
No
|
Yes
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 93.25 |
6669.45
|
No
|
7279-BUYWN
|
Female
| 1 |
No
|
No
| 41 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 113.2 |
4689.5
|
Yes
|
7156-MHUGY
|
Male
| 1 |
No
|
No
| 13 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 90.5 |
1201.15
|
Yes
|
7198-GLXTC
|
Male
| 0 |
No
|
No
| 2 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
No
|
Electronic check
| 79 |
143.65
|
Yes
|
2007-QVGAW
|
Female
| 0 |
Yes
|
Yes
| 68 |
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)
| 19.35 |
1292.65
|
No
|
5207-PLSTK
|
Male
| 0 |
Yes
|
Yes
| 1 |
Yes
|
No
|
DSL
|
Yes
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Mailed check
| 48.75 |
48.75
|
No
|
2307-FYNNL
|
Male
| 1 |
No
|
No
| 65 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
Yes
|
Electronic check
| 109.05 |
7108.2
|
No
|
5605-XNWEN
|
Male
| 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
|
Bank transfer (automatic)
| 25 |
1802.55
|
No
|
2155-AMQRX
|
Female
| 0 |
No
|
No
| 28 |
Yes
|
Yes
|
DSL
|
No
|
No
|
No
|
Yes
|
No
|
No
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 54.9 |
1505.15
|
No
|
6181-AXXYF
|
Male
| 0 |
Yes
|
Yes
| 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)
| 24.75 |
1859.1
|
No
|
5091-HFAZW
|
Female
| 0 |
No
|
No
| 2 |
Yes
|
No
|
Fiber optic
|
Yes
|
Yes
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 91.15 |
168.5
|
No
|
0516-VRYBW
|
Female
| 0 |
No
|
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)
| 20.15 |
390.85
|
Yes
|
2519-LBNQL
|
Male
| 1 |
Yes
|
No
| 60 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
One year
|
Yes
|
Electronic check
| 104.35 |
6339.45
|
No
|
8623-ULFNQ
|
Female
| 1 |
No
|
No
| 26 |
Yes
|
Yes
|
DSL
|
No
|
No
|
No
|
Yes
|
No
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 66.05 |
1652.4
|
No
|
8380-PEFPE
|
Male
| 0 |
No
|
Yes
| 1 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 71.65 |
71.65
|
Yes
|
5687-DKDTV
|
Female
| 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
|
No
|
Mailed check
| 20.35 |
77.5
|
Yes
|
1568-LJSZU
|
Male
| 0 |
Yes
|
Yes
| 68 |
Yes
|
Yes
|
DSL
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
Yes
|
Credit card (automatic)
| 92.2 |
6392.85
|
No
|
7530-HDYDS
|
Female
| 0 |
No
|
No
| 38 |
Yes
|
No
|
Fiber optic
|
No
|
Yes
|
Yes
|
Yes
|
No
|
No
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 84.25 |
3264.5
|
Yes
|
7789-HKSBS
|
Female
| 1 |
Yes
|
No
| 42 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
No
|
Yes
|
No
|
Yes
|
Yes
|
One year
|
Yes
|
Bank transfer (automatic)
| 105.2 |
4599.15
|
No
|
7416-CKTEP
|
Female
| 0 |
Yes
|
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
|
Yes
|
Bank transfer (automatic)
| 19.6 |
1134.25
|
No
|
2586-CWXVV
|
Male
| 0 |
Yes
|
No
| 54 |
No
|
No phone service
|
DSL
|
No
|
Yes
|
No
|
No
|
No
|
No
|
Month-to-month
|
No
|
Electronic check
| 30.4 |
1621.35
|
No
|
3096-IZETN
|
Female
| 0 |
No
|
No
| 12 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
No
|
No
|
Yes
|
Month-to-month
|
No
|
Bank transfer (automatic)
| 78.1 |
947.3
|
Yes
|
2348-KCJLT
|
Female
| 0 |
Yes
|
No
| 44 |
Yes
|
No
|
DSL
|
Yes
|
Yes
|
Yes
|
No
|
No
|
No
|
One year
|
Yes
|
Mailed check
| 61.5 |
2722.2
|
No
|
8401-EMUWF
|
Male
| 0 |
Yes
|
Yes
| 42 |
Yes
|
Yes
|
DSL
|
Yes
|
Yes
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 69.4 |
3058.3
|
No
|
4193-IBKSW
|
Male
| 0 |
Yes
|
Yes
| 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
|
Bank transfer (automatic)
| 24.75 |
1769.6
|
No
|
5377-NDTOU
|
Female
| 0 |
Yes
|
Yes
| 71 |
Yes
|
Yes
|
DSL
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
No
|
Mailed check
| 91.05 |
6293.75
|
No
|
5922-ABDVO
|
Female
| 0 |
Yes
|
No
| 19 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
Yes
|
No
|
No
|
Yes
|
Month-to-month
|
No
|
Mailed check
| 89.65 |
1761.05
|
Yes
|
2474-LCNUE
|
Female
| 0 |
Yes
|
No
| 23 |
Yes
|
Yes
|
DSL
|
No
|
No
|
No
|
Yes
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 73.65 |
1642.75
|
No
|
0839-QNXME
|
Female
| 0 |
No
|
No
| 30 |
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)
| 19.4 |
578.5
|
No
|
3506-OVLKD
|
Male
| 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
|
One year
|
No
|
Bank transfer (automatic)
| 26.2 |
954.9
|
No
|
9172-ANCRX
|
Female
| 0 |
No
|
No
| 10 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
No
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 98.7 |
973.25
|
Yes
|
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