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
|
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