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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
7590-VHVEG
|
Female
| 0 |
Yes
|
No
| 1 |
No
|
No phone service
|
DSL
|
No
|
Yes
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 29.85 |
29.85
|
No
|
5575-GNVDE
|
Male
| 0 |
No
|
No
| 34 |
Yes
|
No
|
DSL
|
Yes
|
No
|
Yes
|
No
|
No
|
No
|
One year
|
No
|
Mailed check
| 56.95 |
1889.5
|
No
|
3668-QPYBK
|
Male
| 0 |
No
|
No
| 2 |
Yes
|
No
|
DSL
|
Yes
|
Yes
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Mailed check
| 53.85 |
108.15
|
Yes
|
7795-CFOCW
|
Male
| 0 |
No
|
No
| 45 |
No
|
No phone service
|
DSL
|
Yes
|
No
|
Yes
|
Yes
|
No
|
No
|
One year
|
No
|
Bank transfer (automatic)
| 42.3 |
1840.75
|
No
|
9237-HQITU
|
Female
| 0 |
No
|
No
| 2 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 70.7 |
151.65
|
Yes
|
9305-CDSKC
|
Female
| 0 |
No
|
No
| 8 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 99.65 |
820.5
|
Yes
|
1452-KIOVK
|
Male
| 0 |
No
|
Yes
| 22 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 89.1 |
1949.4
|
No
|
6713-OKOMC
|
Female
| 0 |
No
|
No
| 10 |
No
|
No phone service
|
DSL
|
Yes
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
No
|
Mailed check
| 29.75 |
301.9
|
No
|
7892-POOKP
|
Female
| 0 |
Yes
|
No
| 28 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 104.8 |
3046.05
|
Yes
|
6388-TABGU
|
Male
| 0 |
No
|
Yes
| 62 |
Yes
|
No
|
DSL
|
Yes
|
Yes
|
No
|
No
|
No
|
No
|
One year
|
No
|
Bank transfer (automatic)
| 56.15 |
3487.95
|
No
|
9763-GRSKD
|
Male
| 0 |
Yes
|
Yes
| 13 |
Yes
|
No
|
DSL
|
Yes
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Mailed check
| 49.95 |
587.45
|
No
|
7469-LKBCI
|
Male
| 0 |
No
|
No
| 16 |
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)
| 18.95 |
326.8
|
No
|
8091-TTVAX
|
Male
| 0 |
Yes
|
No
| 58 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
Yes
|
No
|
Yes
|
Yes
|
One year
|
No
|
Credit card (automatic)
| 100.35 |
5681.1
|
No
|
0280-XJGEX
|
Male
| 0 |
No
|
No
| 49 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 103.7 |
5036.3
|
Yes
|
5129-JLPIS
|
Male
| 0 |
No
|
No
| 25 |
Yes
|
No
|
Fiber optic
|
Yes
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 105.5 |
2686.05
|
No
|
3655-SNQYZ
|
Female
| 0 |
Yes
|
Yes
| 69 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
No
|
Credit card (automatic)
| 113.25 |
7895.15
|
No
|
8191-XWSZG
|
Female
| 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
|
One year
|
No
|
Mailed check
| 20.65 |
1022.95
|
No
|
9959-WOFKT
|
Male
| 0 |
No
|
Yes
| 71 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
No
|
Yes
|
No
|
Yes
|
Yes
|
Two year
|
No
|
Bank transfer (automatic)
| 106.7 |
7382.25
|
No
|
4190-MFLUW
|
Female
| 0 |
Yes
|
Yes
| 10 |
Yes
|
No
|
DSL
|
No
|
No
|
Yes
|
Yes
|
No
|
No
|
Month-to-month
|
No
|
Credit card (automatic)
| 55.2 |
528.35
|
Yes
|
4183-MYFRB
|
Female
| 0 |
No
|
No
| 21 |
Yes
|
No
|
Fiber optic
|
No
|
Yes
|
Yes
|
No
|
No
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 90.05 |
1862.9
|
No
|
8779-QRDMV
|
Male
| 1 |
No
|
No
| 1 |
No
|
No phone service
|
DSL
|
No
|
No
|
Yes
|
No
|
No
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 39.65 |
39.65
|
Yes
|
1680-VDCWW
|
Male
| 0 |
Yes
|
No
| 12 |
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 |
202.25
|
No
|
1066-JKSGK
|
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
| 20.15 |
20.15
|
Yes
|
3638-WEABW
|
Female
| 0 |
Yes
|
No
| 58 |
Yes
|
Yes
|
DSL
|
No
|
Yes
|
No
|
Yes
|
No
|
No
|
Two year
|
Yes
|
Credit card (automatic)
| 59.9 |
3505.1
|
No
|
6322-HRPFA
|
Male
| 0 |
Yes
|
Yes
| 49 |
Yes
|
No
|
DSL
|
Yes
|
Yes
|
No
|
Yes
|
No
|
No
|
Month-to-month
|
No
|
Credit card (automatic)
| 59.6 |
2970.3
|
No
|
6865-JZNKO
|
Female
| 0 |
No
|
No
| 30 |
Yes
|
No
|
DSL
|
Yes
|
Yes
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 55.3 |
1530.6
|
No
|
6467-CHFZW
|
Male
| 0 |
Yes
|
Yes
| 47 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 99.35 |
4749.15
|
Yes
|
8665-UTDHZ
|
Male
| 0 |
Yes
|
Yes
| 1 |
No
|
No phone service
|
DSL
|
No
|
Yes
|
No
|
No
|
No
|
No
|
Month-to-month
|
No
|
Electronic check
| 30.2 |
30.2
|
Yes
|
5248-YGIJN
|
Male
| 0 |
Yes
|
No
| 72 |
Yes
|
Yes
|
DSL
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
Yes
|
Credit card (automatic)
| 90.25 |
6369.45
|
No
|
8773-HHUOZ
|
Female
| 0 |
No
|
Yes
| 17 |
Yes
|
No
|
DSL
|
No
|
No
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Mailed check
| 64.7 |
1093.1
|
Yes
|
3841-NFECX
|
Female
| 1 |
Yes
|
No
| 71 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
Yes
|
No
|
No
|
Two year
|
Yes
|
Credit card (automatic)
| 96.35 |
6766.95
|
No
|
4929-XIHVW
|
Male
| 1 |
Yes
|
No
| 2 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 95.5 |
181.65
|
No
|
6827-IEAUQ
|
Female
| 0 |
Yes
|
Yes
| 27 |
Yes
|
No
|
DSL
|
Yes
|
Yes
|
Yes
|
Yes
|
No
|
No
|
One year
|
No
|
Mailed check
| 66.15 |
1874.45
|
No
|
7310-EGVHZ
|
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
|
Bank transfer (automatic)
| 20.2 |
20.2
|
No
|
3413-BMNZE
|
Male
| 1 |
No
|
No
| 1 |
Yes
|
No
|
DSL
|
No
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
No
|
Bank transfer (automatic)
| 45.25 |
45.25
|
No
|
6234-RAAPL
|
Female
| 0 |
Yes
|
Yes
| 72 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
No
|
Two year
|
No
|
Bank transfer (automatic)
| 99.9 |
7251.7
|
No
|
6047-YHPVI
|
Male
| 0 |
No
|
No
| 5 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 69.7 |
316.9
|
Yes
|
6572-ADKRS
|
Female
| 0 |
No
|
No
| 46 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
Yes
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 74.8 |
3548.3
|
No
|
5380-WJKOV
|
Male
| 0 |
No
|
No
| 34 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 106.35 |
3549.25
|
Yes
|
8168-UQWWF
|
Female
| 0 |
No
|
No
| 11 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 97.85 |
1105.4
|
Yes
|
8865-TNMNX
|
Male
| 0 |
Yes
|
Yes
| 10 |
Yes
|
No
|
DSL
|
No
|
Yes
|
No
|
No
|
No
|
No
|
One year
|
No
|
Mailed check
| 49.55 |
475.7
|
No
|
9489-DEDVP
|
Female
| 0 |
Yes
|
Yes
| 70 |
Yes
|
Yes
|
DSL
|
Yes
|
Yes
|
No
|
No
|
Yes
|
No
|
Two year
|
Yes
|
Credit card (automatic)
| 69.2 |
4872.35
|
No
|
9867-JCZSP
|
Female
| 0 |
Yes
|
Yes
| 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
|
Mailed check
| 20.75 |
418.25
|
No
|
4671-VJLCL
|
Female
| 0 |
No
|
No
| 63 |
Yes
|
Yes
|
DSL
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
No
|
Two year
|
Yes
|
Credit card (automatic)
| 79.85 |
4861.45
|
No
|
4080-IIARD
|
Female
| 0 |
Yes
|
No
| 13 |
Yes
|
Yes
|
DSL
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 76.2 |
981.45
|
No
|
3714-NTNFO
|
Female
| 0 |
No
|
No
| 49 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
No
|
No
|
No
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 84.5 |
3906.7
|
No
|
5948-UJZLF
|
Male
| 0 |
No
|
No
| 2 |
Yes
|
No
|
DSL
|
No
|
Yes
|
No
|
No
|
No
|
No
|
Month-to-month
|
No
|
Mailed check
| 49.25 |
97
|
No
|
7760-OYPDY
|
Female
| 0 |
No
|
No
| 2 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 80.65 |
144.15
|
Yes
|
7639-LIAYI
|
Male
| 0 |
No
|
No
| 52 |
Yes
|
Yes
|
DSL
|
Yes
|
No
|
No
|
Yes
|
Yes
|
Yes
|
Two year
|
Yes
|
Credit card (automatic)
| 79.75 |
4217.8
|
No
|
2954-PIBKO
|
Female
| 0 |
Yes
|
Yes
| 69 |
Yes
|
Yes
|
DSL
|
Yes
|
No
|
Yes
|
Yes
|
No
|
No
|
Two year
|
Yes
|
Credit card (automatic)
| 64.15 |
4254.1
|
No
|
8012-SOUDQ
|
Female
| 1 |
No
|
No
| 43 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 90.25 |
3838.75
|
No
|
9420-LOJKX
|
Female
| 0 |
No
|
No
| 15 |
Yes
|
No
|
Fiber optic
|
Yes
|
Yes
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 99.1 |
1426.4
|
Yes
|
6575-SUVOI
|
Female
| 1 |
Yes
|
No
| 25 |
Yes
|
Yes
|
DSL
|
Yes
|
No
|
No
|
Yes
|
Yes
|
No
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 69.5 |
1752.65
|
No
|
7495-OOKFY
|
Female
| 1 |
Yes
|
No
| 8 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 80.65 |
633.3
|
Yes
|
4667-QONEA
|
Female
| 1 |
Yes
|
Yes
| 60 |
Yes
|
No
|
DSL
|
Yes
|
Yes
|
Yes
|
Yes
|
No
|
Yes
|
One year
|
Yes
|
Credit card (automatic)
| 74.85 |
4456.35
|
No
|
1658-BYGOY
|
Male
| 1 |
No
|
No
| 18 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 95.45 |
1752.55
|
Yes
|
8769-KKTPH
|
Female
| 0 |
Yes
|
Yes
| 63 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
No
|
No
|
No
|
Yes
|
Yes
|
One year
|
Yes
|
Credit card (automatic)
| 99.65 |
6311.2
|
No
|
5067-XJQFU
|
Male
| 1 |
Yes
|
Yes
| 66 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
One year
|
Yes
|
Electronic check
| 108.45 |
7076.35
|
No
|
3957-SQXML
|
Female
| 0 |
Yes
|
Yes
| 34 |
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)
| 24.95 |
894.3
|
No
|
5954-BDFSG
|
Female
| 0 |
No
|
No
| 72 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
Yes
|
Credit card (automatic)
| 107.5 |
7853.7
|
No
|
0434-CSFON
|
Female
| 0 |
Yes
|
No
| 47 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 100.5 |
4707.1
|
No
|
1215-FIGMP
|
Male
| 0 |
No
|
No
| 60 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 89.9 |
5450.7
|
No
|
0526-SXDJP
|
Male
| 0 |
Yes
|
No
| 72 |
No
|
No phone service
|
DSL
|
Yes
|
Yes
|
Yes
|
No
|
No
|
No
|
Two year
|
No
|
Bank transfer (automatic)
| 42.1 |
2962
|
No
|
0557-ASKVU
|
Female
| 0 |
Yes
|
Yes
| 18 |
Yes
|
No
|
DSL
|
No
|
No
|
Yes
|
Yes
|
No
|
No
|
One year
|
Yes
|
Credit card (automatic)
| 54.4 |
957.1
|
No
|
5698-BQJOH
|
Female
| 0 |
No
|
No
| 9 |
Yes
|
Yes
|
Fiber optic
|
No
|
No
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
No
|
Electronic check
| 94.4 |
857.25
|
Yes
|
5122-CYFXA
|
Female
| 0 |
No
|
No
| 3 |
Yes
|
No
|
DSL
|
No
|
Yes
|
No
|
Yes
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 75.3 |
244.1
|
No
|
8627-ZYGSZ
|
Male
| 0 |
Yes
|
No
| 47 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
No
|
No
|
One year
|
Yes
|
Electronic check
| 78.9 |
3650.35
|
No
|
3410-YOQBQ
|
Female
| 0 |
No
|
No
| 31 |
Yes
|
No
|
DSL
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
No
|
Mailed check
| 79.2 |
2497.2
|
No
|
3170-NMYVV
|
Female
| 0 |
Yes
|
Yes
| 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
|
Bank transfer (automatic)
| 20.15 |
930.9
|
No
|
7410-OIEDU
|
Male
| 0 |
No
|
No
| 10 |
Yes
|
No
|
Fiber optic
|
Yes
|
No
|
Yes
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Mailed check
| 79.85 |
887.35
|
No
|
2273-QCKXA
|
Male
| 0 |
No
|
No
| 1 |
Yes
|
No
|
DSL
|
No
|
No
|
No
|
Yes
|
No
|
No
|
Month-to-month
|
No
|
Mailed check
| 49.05 |
49.05
|
No
|
0731-EBJQB
|
Female
| 0 |
Yes
|
Yes
| 52 |
Yes
|
No
|
No
|
No internet service
|
No internet service
|
No internet service
|
No internet service
|
No internet service
|
No internet service
|
One year
|
Yes
|
Electronic check
| 20.4 |
1090.65
|
No
|
1891-QRQSA
|
Male
| 1 |
Yes
|
Yes
| 64 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
Yes
|
Bank transfer (automatic)
| 111.6 |
7099
|
No
|
8028-PNXHQ
|
Male
| 0 |
Yes
|
Yes
| 62 |
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)
| 24.25 |
1424.6
|
No
|
5630-AHZIL
|
Female
| 0 |
No
|
Yes
| 3 |
Yes
|
No
|
DSL
|
Yes
|
No
|
No
|
Yes
|
No
|
Yes
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 64.5 |
177.4
|
No
|
2673-CXQEU
|
Female
| 1 |
No
|
No
| 56 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
One year
|
No
|
Electronic check
| 110.5 |
6139.5
|
No
|
6416-JNVRK
|
Female
| 0 |
No
|
No
| 46 |
Yes
|
No
|
DSL
|
No
|
No
|
No
|
No
|
No
|
Yes
|
One year
|
No
|
Credit card (automatic)
| 55.65 |
2688.85
|
No
|
5590-ZSKRV
|
Female
| 0 |
Yes
|
Yes
| 8 |
Yes
|
No
|
DSL
|
Yes
|
Yes
|
No
|
No
|
No
|
No
|
Month-to-month
|
No
|
Mailed check
| 54.65 |
482.25
|
No
|
0191-ZHSKZ
|
Male
| 1 |
No
|
No
| 30 |
Yes
|
No
|
DSL
|
Yes
|
Yes
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 74.75 |
2111.3
|
No
|
3887-PBQAO
|
Female
| 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
|
One year
|
Yes
|
Credit card (automatic)
| 25.9 |
1216.6
|
No
|
5919-TMRGD
|
Female
| 0 |
No
|
Yes
| 1 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 79.35 |
79.35
|
Yes
|
8108-UXRQN
|
Female
| 0 |
Yes
|
Yes
| 11 |
No
|
No phone service
|
DSL
|
Yes
|
No
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
No
|
Electronic check
| 50.55 |
565.35
|
No
|
9191-MYQKX
|
Female
| 0 |
Yes
|
No
| 7 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
Yes
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 75.15 |
496.9
|
Yes
|
9919-YLNNG
|
Female
| 0 |
No
|
No
| 42 |
Yes
|
No
|
Fiber optic
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Bank transfer (automatic)
| 103.8 |
4327.5
|
No
|
0318-ZOPWS
|
Female
| 0 |
Yes
|
No
| 49 |
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)
| 20.15 |
973.35
|
No
|
4445-ZJNMU
|
Male
| 0 |
No
|
No
| 9 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
No
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 99.3 |
918.75
|
No
|
4808-YNLEU
|
Female
| 0 |
Yes
|
No
| 35 |
Yes
|
No
|
DSL
|
Yes
|
No
|
No
|
No
|
Yes
|
No
|
One year
|
Yes
|
Bank transfer (automatic)
| 62.15 |
2215.45
|
No
|
1862-QRWPE
|
Female
| 0 |
Yes
|
Yes
| 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
|
Bank transfer (automatic)
| 20.65 |
1057
|
No
|
2796-NNUFI
|
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
|
Yes
|
Mailed check
| 19.95 |
927.1
|
No
|
3016-KSVCP
|
Male
| 0 |
Yes
|
No
| 29 |
No
|
No phone service
|
DSL
|
No
|
No
|
No
|
No
|
Yes
|
No
|
Month-to-month
|
No
|
Mailed check
| 33.75 |
1009.25
|
No
|
4767-HZZHQ
|
Male
| 0 |
Yes
|
Yes
| 30 |
Yes
|
No
|
Fiber optic
|
No
|
Yes
|
Yes
|
No
|
No
|
No
|
Month-to-month
|
No
|
Bank transfer (automatic)
| 82.05 |
2570.2
|
No
|
2424-WVHPL
|
Male
| 1 |
No
|
No
| 1 |
Yes
|
No
|
Fiber optic
|
No
|
No
|
No
|
Yes
|
No
|
No
|
Month-to-month
|
No
|
Electronic check
| 74.7 |
74.7
|
No
|
7233-PAHHL
|
Male
| 0 |
Yes
|
Yes
| 66 |
Yes
|
Yes
|
DSL
|
Yes
|
No
|
Yes
|
Yes
|
Yes
|
Yes
|
Two year
|
Yes
|
Mailed check
| 84 |
5714.25
|
No
|
6067-NGCEU
|
Female
| 0 |
No
|
No
| 65 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Credit card (automatic)
| 111.05 |
7107
|
No
|
9848-JQJTX
|
Male
| 0 |
No
|
No
| 72 |
Yes
|
Yes
|
Fiber optic
|
No
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
Two year
|
Yes
|
Bank transfer (automatic)
| 100.9 |
7459.05
|
No
|
8637-XJIVR
|
Female
| 0 |
No
|
No
| 12 |
Yes
|
Yes
|
Fiber optic
|
Yes
|
No
|
No
|
No
|
No
|
No
|
Month-to-month
|
Yes
|
Electronic check
| 78.95 |
927.35
|
Yes
|
9803-FTJCG
|
Male
| 0 |
Yes
|
Yes
| 71 |
Yes
|
Yes
|
DSL
|
Yes
|
Yes
|
No
|
Yes
|
No
|
No
|
One year
|
Yes
|
Credit card (automatic)
| 66.85 |
4748.7
|
No
|
0278-YXOOG
|
Male
| 0 |
No
|
No
| 5 |
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
| 21.05 |
113.85
|
Yes
|
3212-KXOCR
|
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
|
Bank transfer (automatic)
| 21 |
1107.2
|
No
|
4598-XLKNJ
|
Female
| 1 |
Yes
|
No
| 25 |
Yes
|
No
|
Fiber optic
|
No
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
Month-to-month
|
Yes
|
Electronic check
| 98.5 |
2514.5
|
Yes
|
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