mm25-deploy/data/telecom_data.csv

1	gender	SeniorCitizen	Partner	Dependents	tenure	PhoneService	MultipleLines	InternetService	OnlineSecurity	OnlineBackup	DeviceProtection	TechSupport	StreamingTV	StreamingMovies	Contract	PaperlessBilling	PaymentMethod	MonthlyCharges	TotalCharges	Churn
2	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
3	Male	0	No	No	34	Yes	No	DSL	Yes	No	Yes	No	No	No	One year	No	Mailed check	56.95	1889.5	No
4	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
5	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
6	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
7	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
8	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
9	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
10	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
11	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
12	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
13	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
14	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
15	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
16	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
17	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
18	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
19	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
20	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
21	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
22	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
23	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
24	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
25	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
26	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
27	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
28	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
29	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
30	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
31	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
32	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
33	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
34	Female	0	Yes	Yes	27	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Mailed check	66.15	1874.45	No
35	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
36	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
37	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
38	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
39	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
40	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
41	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
42	Male	0	Yes	Yes	10	Yes	No	DSL	No	Yes	No	No	No	No	One year	No	Mailed check	49.55	475.7	No
43	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
44	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
45	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
46	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
47	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
48	Male	0	No	No	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	49.25	97.0	No
49	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
50	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
51	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
52	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
53	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
54	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
55	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
56	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
57	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
58	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
59	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
60	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
61	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
62	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
63	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
64	Male	0	Yes	No	72	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Bank transfer (automatic)	42.1	2962.0	No
65	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
66	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
67	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
68	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
69	Female	0	No	No	31	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	79.2	2497.2	No
70	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
71	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
72	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
73	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
74	Male	1	Yes	Yes	64	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	111.6	7099.0	No
75	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
76	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
77	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
78	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
79	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
80	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
81	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
82	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
83	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
84	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
85	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
86	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
87	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
88	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
89	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	1057.0	No
90	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
91	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
92	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
93	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
94	Male	0	Yes	Yes	66	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	84.0	5714.25	No
95	Female	0	No	No	65	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	111.05	7107.0	No
96	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
97	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
98	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
99	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
100	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)	21.0	1107.2	No
101	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
102	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	No
103	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	Month-to-month	No	Electronic check	19.45	19.45	No
104	Male	0	No	No	38	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	One year	No	Bank transfer (automatic)	95.0	3605.6	No
105	Female	1	Yes	No	66	No	No phone service	DSL	No	Yes	Yes	No	Yes	No	One year	No	Bank transfer (automatic)	45.55	3027.25	No
106	Male	0	Yes	No	68	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.0	7611.85	Yes
107	Male	0	No	No	5	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	24.3	100.2	No
108	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	104.15	7303.05	No
109	Female	0	No	No	32	No	No phone service	DSL	Yes	No	No	No	No	No	One year	No	Mailed check	30.15	927.65	No
110	Male	0	No	No	43	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	One year	No	Mailed check	94.35	3921.3	No
111	Male	0	Yes	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	No	Credit card (automatic)	19.4	1363.25	No
112	Male	0	Yes	No	55	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	96.75	5238.9	Yes
113	Female	0	No	No	52	Yes	No	DSL	Yes	No	Yes	Yes	No	No	One year	No	Credit card (automatic)	57.95	3042.25	No
114	Female	0	No	No	43	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	91.65	3954.1	No
115	Female	1	Yes	No	37	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.5	2868.15	Yes
116	Female	0	Yes	Yes	64	No	No phone service	DSL	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	54.6	3423.5	No
117	Male	0	Yes	Yes	3	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	89.85	248.4	No
118	Female	0	No	No	36	No	No phone service	DSL	Yes	No	No	No	No	No	Two year	No	Bank transfer (automatic)	31.05	1126.35	No
119	Female	0	Yes	Yes	10	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.25	1064.65	Yes
120	Female	0	No	No	41	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	20.65	835.15	No
121	Male	0	Yes	Yes	27	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	85.2	2151.6	No
122	Female	0	Yes	Yes	56	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	99.8	5515.45	No
123	Female	0	No	No	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	20.7	112.75	No
124	Male	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.4	229.55	Yes
125	Female	0	Yes	Yes	7	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	50.7	350.35	No
126	Female	0	Yes	Yes	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	20.85	62.9	No
127	Male	0	No	No	33	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	No	Two year	Yes	Electronic check	88.95	3027.65	No
128	Female	1	No	No	27	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	78.05	2135.5	Yes
129	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	Yes	Bank transfer (automatic)	23.55	1723.95	No
130	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	19.75	19.75	No
131	Male	1	No	No	71	No	No phone service	DSL	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	56.45	3985.35	No
132	Female	0	No	No	13	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.95	1215.65	No
133	Female	0	Yes	Yes	25	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	58.6	1502.65	Yes
134	Male	0	No	No	67	Yes	No	DSL	No	No	No	Yes	No	No	Two year	No	Bank transfer (automatic)	50.55	3260.1	No
135	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	35.45	35.45	Yes
136	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44.35	81.25	Yes
137	Female	0	No	No	43	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	1188.2	No
138	Female	0	No	No	23	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.0	1778.5	No
139	Female	0	Yes	Yes	64	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	20.2	1277.75	No
140	Male	0	No	Yes	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	Mailed check	19.6	1170.55	No
141	Female	1	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.45	70.45	Yes
142	Female	1	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	88.05	6425.65	No
143	Female	0	No	No	8	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	Month-to-month	No	Electronic check	71.15	563.65	Yes
144	Female	0	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	101.05	5971.25	No
145	Male	0	No	No	64	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	One year	Yes	Credit card (automatic)	84.3	5289.05	No
146	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)	23.95	1756.2	No
147	Female	0	Yes	Yes	65	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	99.05	6416.7	No
148	Male	0	No	No	3	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	19.6	61.35	No
149	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.65	45.65	Yes
150	Male	0	No	Yes	30	Yes	No	DSL	No	Yes	Yes	No	Yes	No	One year	No	Credit card (automatic)	64.5	1929.95	No
151	Male	0	Yes	Yes	15	Yes	No	DSL	No	Yes	Yes	Yes	No	Yes	Month-to-month	Yes	Mailed check	69.5	1071.4	No
152	Female	0	Yes	Yes	8	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	68.55	564.35	No
153	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Mailed check	95.0	655.5	Yes
154	Female	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	108.15	7930.55	No
155	Male	0	Yes	Yes	62	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	86.1	5215.25	No
156	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	Month-to-month	No	Mailed check	19.7	113.5	No
157	Female	0	Yes	Yes	14	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	80.9	1152.8	No
158	Female	0	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	84.15	1821.95	No
159	Male	0	Yes	Yes	22	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	20.15	419.9	No
160	Male	0	Yes	Yes	16	Yes	No	DSL	Yes	No	Yes	No	Yes	No	Two year	No	Mailed check	64.25	1024.0	No
161	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	Two year	No	Bank transfer (automatic)	25.7	251.6	No
162	Female	0	No	Yes	13	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	56.0	764.55	No
163	Female	0	Yes	No	20	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	82.4	1592.35	Yes
164	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.7	135.2	No
165	Male	0	No	No	53	Yes	Yes	DSL	No	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	73.9	3958.25	No
166	Female	0	Yes	Yes	11	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	20.6	233.9	No
167	Male	0	Yes	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	No	Mailed check	19.9	1363.45	No
168	Female	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	70.9	273.0	Yes
169	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	89.05	6254.45	No
170	Male	1	Yes	No	58	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	45.3	2651.2	Yes
171	Female	0	Yes	Yes	16	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	20.4	321.4	No
172	Male	0	Yes	No	43	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	84.25	3539.25	No
173	Female	0	Yes	No	2	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	104.4	242.8	Yes
174	Male	0	Yes	No	14	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	81.95	1181.75	No
175	Female	0	Yes	No	53	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	94.85	5000.2	Yes
176	Female	0	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	Bank transfer (automatic)	20.55	654.55	No
177	Female	0	Yes	No	34	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	Electronic check	24.7	780.2	No
178	Female	1	No	No	15	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	74.45	1145.7	Yes
179	Female	1	No	No	7	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	76.45	503.6	Yes
180	Female	0	Yes	Yes	15	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	105.35	1559.25	No
181	Male	0	Yes	No	61	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)	20.55	1252.0	No
182	Female	0	No	No	1	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	29.95	29.95	Yes
183	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.3	45.3	No
184	Male	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	84.5	662.65	Yes
185	Male	0	Yes	Yes	33	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	74.75	2453.3	No
186	Female	0	No	No	13	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	79.25	1111.65	Yes
187	Female	0	Yes	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.8	24.8	Yes
188	Male	0	No	No	20	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	51.8	1023.85	No
189	Male	0	No	No	3	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	No	Electronic check	30.4	82.15	No
190	Female	0	No	No	13	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	19.65	244.8	No
191	Female	0	Yes	No	40	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	56.6	2379.1	No
192	Male	0	Yes	Yes	43	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	One year	Yes	Credit card (automatic)	71.9	3173.35	No
193	Male	0	Yes	No	6	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	91.0	531.0	Yes
194	Female	0	Yes	Yes	69	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)	19.75	1375.4	No
195	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	109.7	8129.3	No
196	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	Credit card (automatic)	19.3	1192.7	No
197	Female	0	Yes	No	20	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	96.55	1901.65	No
198	Male	0	Yes	Yes	24	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)	24.1	587.4	No
199	Male	0	No	No	59	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	111.35	6519.75	No
200	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	112.25	8041.65	No
201	Male	0	No	Yes	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	20.75	20.75	No
202	Female	0	Yes	No	27	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	101.9	2681.15	No
203	Female	0	No	No	14	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	80.05	1112.3	No
204	Male	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	No	Electronic check	105.55	7405.5	No
205	Male	0	No	Yes	13	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	78.3	1033.95	No
206	Male	0	No	No	44	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	68.85	2958.95	No
207	Female	0	No	No	33	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	79.95	2684.85	No
208	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	55.45	4179.2	No
209	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	79.9	79.9	Yes
210	Female	0	No	No	19	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	106.6	1934.45	Yes
211	Male	0	Yes	No	64	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	102.45	6654.1	No
212	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	46.0	84.5	Yes
213	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	25.25	25.25	No
214	Male	0	No	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	Mailed check	19.75	1124.2	No
215	Female	0	Yes	Yes	29	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	20.0	540.05	No
216	Male	1	Yes	No	23	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	86.8	1975.85	No
217	Female	0	Yes	No	57	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	58.75	3437.45	No
218	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	45.25	3139.8	No
219	Male	0	Yes	No	66	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	56.6	3789.2	No
220	Male	0	Yes	Yes	65	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	84.2	5324.5	No
221	Female	0	No	No	8	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	80.0	624.6	No
222	Female	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.15	268.35	Yes
223	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	No	Bank transfer (automatic)	24.75	1836.9	No
224	Male	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	One year	Yes	Electronic check	20.2	20.2	No
225	Male	0	Yes	No	4	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	50.05	179.35	Yes
226	Female	0	No	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	Yes	Bank transfer (automatic)	19.35	219.35	No
227	Male	0	No	No	24	No	No phone service	DSL	Yes	No	No	No	Yes	Yes	One year	Yes	Mailed check	50.6	1288.75	No
228	Female	0	Yes	Yes	31	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	81.15	2545.75	No
229	Female	0	Yes	No	1	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	55.2	55.2	Yes
230	Male	0	No	No	30	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	89.9	2723.15	No
231	Female	0	Yes	Yes	47	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	85.3	4107.25	No
232	Male	0	No	No	54	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	108.0	5760.65	No
233	Male	0	No	No	50	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	93.5	4747.5	No
234	Male	0	No	No	1	Yes	No	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	84.6	84.6	Yes
235	Female	0	No	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)	20.25	1566.9	No
236	Female	0	No	No	29	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	Electronic check	25.15	702.0	No
237	Male	0	No	No	2	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	54.4	114.1	Yes
238	Female	0	No	No	10	No	No phone service	DSL	No	No	No	Yes	No	No	Two year	Yes	Mailed check	29.6	299.05	No
239	Male	0	Yes	No	18	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.15	1305.95	No
240	Female	1	No	No	11	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.0	1120.3	Yes
241	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	Mailed check	19.75	284.35	No
242	Female	0	No	No	72	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	86.6	6350.5	No
243	Male	0	No	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	109.2	7878.3	No
244	Female	0	Yes	Yes	41	Yes	No	DSL	Yes	No	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	74.7	3187.65	No
245	Female	1	Yes	No	65	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	Yes	Month-to-month	No	Electronic check	94.4	6126.15	No
246	Female	1	No	No	13	Yes	No	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	54.8	731.3	No
247	Male	1	No	No	4	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	75.35	273.4	No
248	Male	0	No	No	41	Yes	Yes	DSL	No	No	Yes	No	No	Yes	One year	No	Mailed check	65.0	2531.8	No
249	Male	1	No	No	15	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.4	1074.3	Yes
250	Male	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	48.55	48.55	Yes
251	Male	0	No	No	42	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	Yes	Electronic check	99.0	4298.45	No
252	Female	0	Yes	No	51	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	No	One year	Yes	Electronic check	93.5	4619.55	No
253	Female	0	Yes	Yes	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.4	147.15	Yes
254	Male	1	Yes	No	1	No	No phone service	DSL	No	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	40.2	40.2	Yes
255	Male	0	No	Yes	32	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	83.7	2633.3	No
256	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	Yes	Mailed check	19.85	193.05	No
257	Female	0	Yes	Yes	67	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	59.55	4103.9	No
258	Female	0	Yes	Yes	61	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	115.1	7008.15	No
259	Male	0	No	No	50	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	114.35	5791.1	No
260	Female	0	Yes	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	44.6	80.55	Yes
261	Female	1	Yes	No	29	No	No phone service	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	45.0	1228.65	No
262	Male	1	No	No	3	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	41.15	132.2	Yes
263	Male	1	No	No	13	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.9	1364.3	Yes
264	Male	1	Yes	No	57	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	89.85	4925.35	No
265	Female	0	No	No	31	No	No phone service	DSL	Yes	Yes	No	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	49.85	1520.1	No
266	Female	0	Yes	No	45	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Mailed check	113.3	5032.25	No
267	Female	0	Yes	Yes	61	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	88.1	5526.75	No
268	Male	0	No	No	50	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)	24.9	1195.25	No
269	Female	1	No	No	19	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	105.0	2007.25	No
270	Male	0	No	No	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	19.35	1099.6	Yes
271	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)	24.25	1732.95	No
272	Female	1	No	No	16	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	94.45	1511.2	Yes
273	Male	0	Yes	No	57	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Electronic check	59.75	3450.15	No
274	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	24.8	24.8	Yes
275	Male	1	Yes	No	20	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	No	Electronic check	107.05	2172.05	No
276	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.6	70.6	Yes
277	Male	0	Yes	No	5	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	85.4	401.1	Yes
278	Female	0	Yes	No	52	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.05	5624.85	Yes
279	Male	1	Yes	No	21	Yes	No	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	64.95	1339.8	No
280	Male	0	No	No	14	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	55.0	771.95	No
281	Female	0	No	No	5	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	50.55	244.75	No
282	Female	0	No	No	6	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Mailed check	55.15	322.9	No
283	Female	0	No	No	10	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	51.2	498.25	No
284	Female	0	No	Yes	1	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	Mailed check	25.4	25.4	No
285	Female	0	No	No	68	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	54.45	3687.75	No
286	Male	0	Yes	Yes	18	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Mailed check	95.15	1779.95	Yes
287	Female	0	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	No	No	One year	Yes	Credit card (automatic)	76.0	1783.6	No
288	Female	0	No	No	20	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.35	927.15	No
289	Male	0	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.0	70.0	Yes
290	Male	1	No	No	8	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.5	606.55	Yes
291	Male	0	No	No	10	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	44.85	435.4	Yes
292	Male	1	No	No	24	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.1	1712.7	Yes
293	Male	0	No	No	35	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	No	Mailed check	61.2	2021.2	No
294	Male	0	Yes	Yes	23	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	One year	No	Mailed check	86.8	1940.8	No
295	Female	1	No	No	6	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.35	567.8	No
296	Female	0	No	No	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	No	Mailed check	19.7	220.35	No
297	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	20.25	20.25	No
298	Female	0	Yes	Yes	71	Yes	No	Fiber optic	No	No	Yes	No	No	No	Two year	No	Electronic check	76.05	5436.45	No
299	Male	1	Yes	No	35	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.8	3437.5	No
300	Male	0	Yes	Yes	40	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	74.55	3015.75	No
301	Female	0	No	Yes	1	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	73.6	73.6	Yes
302	Male	0	No	No	23	Yes	No	DSL	No	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	64.9	1509.8	No
303	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.45	396.1	Yes
304	Male	0	No	No	4	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	90.4	356.65	No
305	Female	0	Yes	Yes	68	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	60.3	4109.0	No
306	Male	0	No	Yes	38	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	81.85	3141.7	No
307	Male	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	24.8	1229.1	No
308	Male	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.9	2303.35	Yes
309	Male	0	Yes	Yes	29	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Two year	No	Mailed check	75.55	2054.4	No
310	Male	1	Yes	Yes	38	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	101.15	3741.85	No
311	Male	0	No	Yes	48	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	78.75	3682.45	No
312	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	Bank transfer (automatic)	19.25	19.25	No
313	Female	0	No	No	22	Yes	No	Fiber optic	Yes	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	89.05	1886.25	No
314	Female	0	No	No	43	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	115.05	4895.1	No
315	Female	1	Yes	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.35	341.6	No
316	Male	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.6	415.55	Yes
317	Male	0	Yes	Yes	51	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	No	Credit card (automatic)	110.05	5686.4	No
318	Male	0	No	No	71	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)	19.9	1355.1	No
319	Female	0	Yes	Yes	38	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	One year	No	Credit card (automatic)	80.3	3058.65	Yes
320	Male	1	Yes	No	24	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.15	2231.05	Yes
321	Male	0	Yes	No	35	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	91.5	3236.35	No
322	Female	1	No	No	54	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	82.45	4350.1	Yes
323	Female	0	Yes	Yes	72	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	60.0	4264.0	No
324	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.8	44.8	No
325	Female	0	Yes	Yes	9	Yes	No	DSL	Yes	No	No	No	No	No	One year	No	Mailed check	48.6	422.3	No
326	Male	0	No	No	69	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	60.05	4176.7	No
327	Female	0	Yes	No	52	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	102.7	5138.1	No
328	Female	1	Yes	No	11	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	82.9	880.05	No
329	Female	1	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.35	139.05	Yes
330	Female	1	Yes	Yes	28	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	35.9	973.65	No
331	Female	1	No	No	17	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	82.65	1470.05	No
332	Female	0	Yes	Yes	35	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	19.85	739.35	No
333	Female	0	No	No	8	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	19.2	161.95	No
334	Male	0	No	No	46	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	94.9	4422.95	No
335	Female	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.85	511.25	Yes
336	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	80.6	155.8	Yes
337	Male	0	Yes	Yes	68	Yes	Yes	DSL	No	Yes	Yes	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	75.8	5293.95	Yes
338	Female	0	No	No	43	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	104.6	4759.85	Yes
339	Female	0	No	No	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	88.15	6148.45	No
340	Female	0	No	No	36	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94.8	3565.65	No
341	Male	0	Yes	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	103.4	6603.0	Yes
342	Female	1	No	No	32	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	54.65	1830.1	No
343	Female	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	85.75	6223.8	No
344	Female	0	Yes	Yes	66	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	67.45	4508.65	No
345	Male	0	No	No	63	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	20.5	1328.15	No
346	Female	0	No	Yes	41	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)	20.25	865.0	No
347	Female	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	72.1	72.1	No
348	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.4	168.2	Yes
349	Female	0	Yes	No	70	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)	19.45	1303.5	No
350	Female	0	No	No	23	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	44.95	996.85	No
351	Female	1	Yes	No	64	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	No	Bank transfer (automatic)	97.0	6430.9	No
352	Male	0	Yes	Yes	37	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	62.8	2278.75	No
353	Male	0	No	Yes	17	Yes	No	DSL	No	No	No	No	No	No	One year	No	Mailed check	44.6	681.4	No
354	Female	1	No	No	7	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.15	574.35	No
355	Male	0	Yes	Yes	4	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	84.8	371.9	Yes
356	Female	1	No	No	21	No	No phone service	DSL	Yes	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	41.9	840.1	Yes
357	Female	0	No	No	10	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	80.25	846.0	Yes
358	Female	1	No	No	16	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	54.1	889.0	No
359	Male	0	Yes	No	64	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	105.25	6823.4	No
360	Male	1	Yes	No	27	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	30.75	805.1	Yes
361	Male	0	Yes	Yes	42	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	One year	No	Electronic check	97.1	4016.75	No
362	Male	0	No	Yes	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	20.2	83.75	No
363	Female	0	No	No	41	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	98.8	3959.15	No
364	Male	0	Yes	No	58	Yes	No	DSL	No	No	Yes	No	No	No	One year	No	Credit card (automatic)	50.3	2878.55	No
365	Female	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	Yes	Mailed check	20.55	945.7	No
366	Male	0	No	No	18	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.9	1373.05	No
367	Male	0	No	No	5	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	96.5	492.55	Yes
368	Male	0	Yes	No	23	Yes	No	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	59.95	1406.0	No
369	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	19.15	19.15	No
370	Male	0	Yes	No	71	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	98.65	6962.85	No
371	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	112.6	8126.65	No
372	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	No	Mailed check	20.6	690.25	No
373	Male	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.65	181.5	Yes
374	Male	0	No	Yes	24	No	No phone service	DSL	Yes	No	No	Yes	No	No	Two year	No	Mailed check	35.75	830.8	No
375	Female	0	Yes	Yes	56	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	99.75	5608.4	No
376	Male	0	No	No	37	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	96.1	3646.8	No
377	Female	0	No	No	43	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	85.1	3662.25	No
378	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	25.35	25.35	No
379	Female	0	Yes	No	25	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.95	2566.5	Yes
380	Female	0	No	No	61	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	89.65	5308.7	No
381	Male	0	No	No	17	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	One year	No	Electronic check	86.75	1410.25	No
382	Female	0	Yes	No	41	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	86.2	3339.05	No
383	Male	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	50.65	50.65	Yes
384	Male	1	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	64.8	4732.35	No
385	Male	0	No	No	1	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	90.85	90.85	Yes
386	Male	0	No	No	48	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	108.1	5067.45	No
387	Male	1	Yes	No	11	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	19.95	214.75	Yes
388	Female	1	Yes	No	55	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	85.45	4874.7	Yes
389	Female	0	No	No	42	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Electronic check	54.75	2348.45	No
390	Male	0	No	No	44	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Mailed check	90.4	4063.0	No
391	Male	0	No	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44.0	44.0	No
392	Female	0	No	No	27	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.6	2595.25	No
393	Male	1	Yes	No	27	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	84.8	2309.55	No
394	Female	1	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.3	89.3	No
395	Female	0	No	No	19	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	367.55	No
396	Female	1	Yes	No	42	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.05	3944.5	No
397	Female	0	No	No	66	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	90.05	5965.95	No
398	Male	1	Yes	No	33	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	109.9	3694.7	No
399	Female	0	No	No	34	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.95	2524.45	Yes
400	Male	1	No	No	33	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	54.6	1803.7	No
401	Female	0	Yes	Yes	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	Mailed check	20.05	415.1	No
402	Female	0	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	Bank transfer (automatic)	19.75	624.15	No
403	Female	0	No	No	11	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)	20.05	237.7	No
404	Male	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.45	7007.6	Yes
405	Female	0	Yes	No	68	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Bank transfer (automatic)	55.9	3848.8	No
406	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	Two year	Yes	Mailed check	19.7	419.4	No
407	Male	0	No	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	Yes	Credit card (automatic)	19.8	1468.75	No
408	Male	0	Yes	Yes	60	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	95.4	5812.0	No
409	Male	1	Yes	Yes	32	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	93.95	2861.45	No
410	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	19.9	19.9	Yes
411	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	19.6	19.6	Yes
412	Male	1	No	No	3	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	81.35	233.7	Yes
413	Female	0	Yes	No	46	Yes	Yes	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)	24.45	1066.15	No
414	Female	0	Yes	No	29	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.95	2149.05	No
415	Male	0	No	No	51	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	87.35	4473.0	No
416	Female	1	Yes	No	48	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	70.65	3545.05	No
417	Female	0	Yes	Yes	16	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	73.25	1195.75	No
418	Male	0	Yes	No	70	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	98.7	6858.9	No
419	Female	0	Yes	Yes	40	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	1024.7	No
420	Female	0	Yes	Yes	22	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	83.3	1845.9	Yes
421	Female	1	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.3	75.3	Yes
422	Female	0	Yes	Yes	5	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	24.3	132.25	No
423	Female	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.85	515.45	No
424	Male	0	No	Yes	29	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	100.55	2830.45	No
425	Male	0	Yes	Yes	44	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	25.7	1110.5	No
426	Female	0	No	No	10	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	40.7	449.3	No
427	Female	1	Yes	No	55	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	51.65	2838.55	No
428	Male	1	Yes	No	52	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.1	5376.4	No
429	Female	0	Yes	Yes	10	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	85.95	858.6	No
430	Male	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.6	1395.05	No
431	Female	0	Yes	No	68	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	No	Bank transfer (automatic)	58.25	3975.7	No
432	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	Month-to-month	Yes	Mailed check	19.4	1182.55	Yes
433	Female	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	65.2	4784.45	No
434	Male	0	No	No	2	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Electronic check	53.45	119.5	No
435	Male	0	No	No	12	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	45.4	518.9	Yes
436	Male	0	Yes	No	41	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Electronic check	19.75	899.45	No
437	Female	0	No	No	26	No	No phone service	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	44.45	1183.8	No
438	Male	0	Yes	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	No	Bank transfer (automatic)	20.85	720.05	No
439	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	114.05	8468.2	No
440	Male	0	Yes	No	35	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.85	3161.2	No
441	Male	0	No	No	1	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Mailed check	55.05	55.05	No
442	Female	0	Yes	Yes	16	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	112.95	1882.55	No
443	Female	1	No	No	49	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	101.55	5070.4	No
444	Female	0	Yes	No	54	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	114.65	6049.5	No
445	Female	0	No	Yes	18	Yes	Yes	DSL	Yes	No	No	No	No	Yes	Month-to-month	No	Electronic check	64.8	1166.7	No
446	Female	0	Yes	No	36	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	80.4	2937.65	No
447	Female	0	No	No	60	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.9	6396.45	Yes
448	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	69.55	69.55	Yes
449	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	Yes	Bank transfer (automatic)	25.05	1270.25	No
450	Male	0	Yes	Yes	8	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.75	759.55	No
451	Male	0	Yes	Yes	72	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	105.5	7611.55	No
452	Female	0	No	No	64	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	24.7	1642.75	No
453	Female	1	No	No	22	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Month-to-month	Yes	Mailed check	69.75	1545.4	No
454	Male	0	Yes	No	60	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	60.2	3582.4	No
455	Female	0	Yes	Yes	28	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	81.05	2227.1	Yes
456	Female	0	Yes	No	61	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	24.4	1417.9	No
457	Female	0	No	No	24	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.15	2494.65	No
458	Male	0	Yes	Yes	28	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	No	One year	No	Bank transfer (automatic)	92.9	2768.35	No
459	Female	0	Yes	Yes	30	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	80.8	2369.3	No
460	Male	0	Yes	No	2	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	20.0	38.0	No
461	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.1	75.1	No
462	Male	0	No	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	19.65	100.9	No
463	Female	0	Yes	No	24	Yes	No	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	69.45	1614.05	No
464	Male	0	Yes	Yes	4	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	101.15	385.9	Yes
465	Male	0	No	No	7	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.8	673.25	Yes
466	Male	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	116.05	8404.9	No
467	Male	0	No	No	70	No	No phone service	DSL	No	No	No	Yes	No	Yes	Two year	Yes	Mailed check	40.05	2799.75	No
468	Male	1	Yes	No	64	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Electronic check	102.1	6538.45	No
469	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	One year	Yes	Electronic check	89.7	6588.95	No
470	Female	0	No	Yes	44	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	19.9	868.1	No
471	Female	0	Yes	Yes	13	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	55.95	734.35	Yes
472	Female	1	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	Mailed check	20.65	330.6	No
473	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	55.0	55.0	Yes
474	Male	0	Yes	No	9	Yes	No	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Mailed check	70.05	564.4	No
475	Male	0	Yes	No	24	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Mailed check	53.6	1315.35	No
476	Female	0	Yes	Yes	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.7	74.7	Yes
477	Male	0	No	No	24	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	80.25	1861.5	Yes
478	Male	1	Yes	Yes	35	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	76.05	2747.2	No
479	Female	0	Yes	Yes	7	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	75.7	554.05	No
480	Male	0	No	No	5	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	96.1	453.4	Yes
481	Female	0	No	Yes	15	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	69.0	994.8	Yes
482	Male	0	Yes	Yes	11	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	225.75	No
483	Female	0	Yes	No	48	No	No phone service	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	45.3	2145.0	Yes
484	Female	1	No	No	20	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	81.45	1671.6	No
485	Female	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	108.5	8003.8	No
486	Female	0	Yes	Yes	8	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	83.55	680.05	Yes
487	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Two year	Yes	Credit card (automatic)	84.5	6130.85	No
488	Female	0	No	No	15	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.15	1415.0	No
489	Male	0	No	No	72	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	88.6	6201.95	No
490	Female	0	Yes	Yes	0	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	52.55	0.0	No
491	Male	0	No	Yes	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.35	74.35	Yes
492	Male	0	Yes	Yes	63	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.8	6597.25	No
493	Female	0	No	No	2	Yes	No	DSL	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	59.0	114.15	No
494	Female	0	Yes	No	2	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.4	139.4	Yes
495	Male	1	Yes	No	61	Yes	Yes	DSL	No	Yes	No	No	No	Yes	One year	No	Bank transfer (automatic)	64.05	3902.6	No
496	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	20.4	20.4	No
497	Male	0	No	No	22	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	One year	Yes	Bank transfer (automatic)	43.75	903.6	Yes
498	Male	0	Yes	No	28	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Mailed check	60.9	1785.65	No
499	Female	0	Yes	No	70	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)	19.8	1397.65	No
500	Female	1	No	No	5	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	28.45	131.05	Yes
501	Female	0	No	No	12	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.7	1238.45	Yes
502	Male	0	No	No	34	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	116.25	3899.05	No
503	Female	1	Yes	No	71	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Two year	Yes	Credit card (automatic)	80.7	5676.0	No
504	Female	0	Yes	Yes	70	Yes	Yes	DSL	Yes	No	No	No	No	Yes	One year	No	Bank transfer (automatic)	65.2	4543.15	No
505	Female	0	Yes	Yes	52	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	84.05	4326.8	No
506	Male	0	No	Yes	69	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Credit card (automatic)	79.45	5502.55	No
507	Female	1	No	No	20	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	94.1	1782.4	Yes
508	Male	0	No	Yes	11	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	78.0	851.8	No
509	Male	0	Yes	No	2	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	94.2	167.5	Yes
510	Female	0	Yes	Yes	6	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	80.5	502.85	Yes
511	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	19.85	19.85	No
512	Male	1	Yes	Yes	20	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	94.3	1818.3	No
513	Male	0	No	No	61	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.45	6300.15	No
514	Female	1	Yes	No	5	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.35	334.8	Yes
515	Female	0	No	No	56	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	105.45	5916.95	No
516	Male	0	No	No	30	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	95.0	2852.4	No
517	Male	0	No	No	40	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	104.8	4131.95	Yes
518	Female	0	No	No	28	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	54.3	1546.3	No
519	Female	1	Yes	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.05	302.6	No
520	Female	1	Yes	No	27	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.2	1929.35	Yes
521	Male	0	No	No	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	No	Credit card (automatic)	20.05	265.45	No
522	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	105.4	6989.45	No
523	Male	1	Yes	No	29	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	51.6	1442.0	No
524	Male	0	Yes	Yes	55	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	85.5	4713.4	No
525	Female	0	No	No	23	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	75.6	1758.6	Yes
526	Male	0	Yes	No	34	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.05	3480.0	Yes
527	Male	0	No	No	52	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	No	One year	No	Electronic check	91.25	4738.3	No
528	Male	1	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	115.75	8399.15	No
529	Male	0	Yes	Yes	58	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	One year	Yes	Credit card (automatic)	94.7	5430.35	No
530	Male	0	Yes	Yes	35	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	19.6	686.95	No
531	Female	1	No	No	56	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	99.9	5706.3	No
532	Female	0	Yes	Yes	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	Credit card (automatic)	21.1	490.65	No
533	Male	0	Yes	Yes	70	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	1360.25	No
534	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.95	174.45	No
535	Male	1	Yes	Yes	68	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	107.15	7379.8	No
536	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.0	85.0	Yes
537	Male	0	No	No	12	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	89.55	1021.75	No
538	Female	0	Yes	No	63	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	81.55	5029.05	No
539	Female	0	Yes	Yes	33	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Mailed check	58.45	1955.4	No
540	Female	0	Yes	No	69	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	95.65	6744.2	No
541	Female	0	Yes	Yes	60	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	80.6	4946.7	No
542	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	113.1	8248.5	No
543	Female	0	No	No	11	Yes	Yes	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	58.95	601.6	No
544	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	19.55	19.55	No
545	Male	0	No	No	10	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	86.05	834.1	Yes
546	Male	0	No	No	13	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	45.55	597.0	Yes
547	Male	0	Yes	Yes	34	Yes	No	Fiber optic	No	No	No	No	No	Yes	One year	Yes	Bank transfer (automatic)	78.95	2647.2	No
548	Male	0	Yes	Yes	39	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Mailed check	86.3	3266.0	Yes
549	Female	0	No	No	65	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.05	6744.25	No
550	Male	1	Yes	No	50	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	101.9	5265.5	No
551	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	Month-to-month	No	Mailed check	19.75	311.6	No
552	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.3	7966.9	No
553	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	115.6	8220.4	No
554	Male	0	Yes	Yes	55	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)	19.35	1153.25	No
555	Female	0	Yes	Yes	23	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)	25.6	514.75	No
556	Male	0	No	No	32	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80.35	2596.15	Yes
557	Female	0	Yes	Yes	56	Yes	Yes	DSL	Yes	No	Yes	No	No	Yes	One year	Yes	Bank transfer (automatic)	68.75	3808.0	No
558	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	Bank transfer (automatic)	19.9	19.9	No
559	Male	0	No	No	38	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	One year	No	Mailed check	70.6	2708.2	No
560	Male	0	No	No	11	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.2	760.05	No
561	Male	0	No	No	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	49.3	49.3	No
562	Male	0	Yes	No	56	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	107.25	6033.3	No
563	Male	0	Yes	No	3	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	23.6	89.05	No
564	Male	0	Yes	Yes	7	Yes	No	DSL	Yes	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	69.7	516.15	No
565	Male	0	Yes	Yes	59	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	99.5	5861.75	No
566	Male	0	No	No	7	Yes	No	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	No	Bank transfer (automatic)	64.3	445.95	No
567	Male	0	Yes	Yes	71	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	70.85	4973.4	No
568	Male	0	Yes	Yes	15	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	One year	No	Electronic check	101.9	1667.25	No
569	Male	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	No	Two year	No	Credit card (automatic)	73.5	5357.75	No
570	Female	0	No	No	35	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.25	3527.6	Yes
571	Female	0	No	No	11	No	No phone service	DSL	No	Yes	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	40.4	422.6	No
572	Female	0	Yes	Yes	60	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)	19.25	1103.25	No
573	Male	1	No	No	47	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Two year	No	Bank transfer (automatic)	59.6	2754.0	No
574	Female	0	No	No	11	Yes	No	DSL	No	No	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	64.9	697.25	No
575	Male	0	Yes	No	56	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	No	Credit card (automatic)	100.3	5614.45	Yes
576	Female	1	Yes	No	28	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	110.85	3204.4	No
577	Male	0	Yes	No	61	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Mailed check	81.05	4747.65	No
578	Male	0	Yes	Yes	31	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	No	One year	No	Bank transfer (automatic)	98.05	3082.1	No
579	Male	0	No	No	9	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.5	597.9	No
580	Male	1	Yes	No	35	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	94.55	3365.4	No
581	Male	0	No	No	2	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	19.65	38.8	No
582	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	No	Mailed check	19.0	233.55	Yes
583	Female	0	No	No	1	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	75.3	75.3	Yes
584	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	89.2	346.2	Yes
585	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	Month-to-month	Yes	Mailed check	19.0	19.0	No
586	Female	0	No	No	3	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	20.0	61.7	No
587	Female	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.7	85.7	Yes
588	Male	0	No	No	52	Yes	No	DSL	Yes	Yes	No	No	Yes	No	Two year	Yes	Credit card (automatic)	63.25	3342.45	No
589	Male	0	Yes	Yes	5	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	20.1	85.1	No
590	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	Two year	Yes	Electronic check	99.15	7422.1	No
591	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	90.4	6668.05	No
592	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	111.9	8071.05	No
593	Male	0	Yes	Yes	46	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	1174.8	No
594	Male	0	Yes	Yes	63	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	83.5	5435.0	No
595	Male	0	No	No	30	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	84.3	2438.6	No
596	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.6	45.6	No
597	Female	0	No	No	12	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	61.65	713.75	Yes
598	Male	0	No	No	16	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Mailed check	54.85	916.15	No
599	Male	0	No	No	4	Yes	Yes	DSL	No	No	No	Yes	No	Yes	Month-to-month	No	Mailed check	65.55	237.2	No
600	Male	0	Yes	No	51	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	One year	Yes	Credit card (automatic)	90.35	4614.55	No
601	Male	0	Yes	No	65	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)	20.4	1414.45	No
602	Male	0	No	No	16	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	74.55	1170.5	No
603	Male	0	No	No	2	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	19.95	47.7	No
604	Female	0	Yes	Yes	66	Yes	Yes	Fiber optic	No	No	No	No	No	No	One year	Yes	Bank transfer (automatic)	74.25	4859.25	No
605	Male	0	No	No	46	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	108.65	4903.2	No
606	Female	0	No	No	32	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	109.55	3608.0	No
607	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	86.65	6094.25	No
608	Male	0	Yes	Yes	38	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	81.0	3084.9	No
609	Male	0	No	Yes	51	Yes	No	DSL	No	No	No	Yes	No	No	One year	No	Credit card (automatic)	47.85	2356.75	No
610	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	114.55	8306.05	No
611	Female	1	Yes	No	65	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	105.25	6786.4	Yes
612	Male	0	Yes	Yes	9	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	29.95	248.95	Yes
613	Female	0	Yes	Yes	9	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Month-to-month	No	Mailed check	65.0	663.05	Yes
614	Male	0	No	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	Mailed check	20.55	1357.1	No
615	Female	1	No	No	44	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	109.8	4860.35	No
616	Male	0	No	No	50	Yes	Yes	DSL	No	No	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	69.5	3418.2	No
617	Female	0	No	No	15	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	48.85	631.4	No
618	Male	0	No	No	8	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	25.25	186.3	No
619	Female	1	No	No	66	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	102.85	6976.75	No
620	Female	0	No	No	57	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	87.55	4884.85	No
621	Female	0	No	No	7	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	78.55	522.95	No
622	Male	1	Yes	Yes	10	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	34.55	362.6	No
623	Female	0	No	No	62	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	One year	Yes	Electronic check	92.05	5755.8	No
624	Male	0	Yes	Yes	40	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	One year	Yes	Electronic check	85.05	3355.65	No
625	Female	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	Two year	No	Mailed check	19.7	406.95	No
626	Female	0	No	No	7	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)	20.0	137.6	Yes
627	Female	0	Yes	No	25	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	95.15	2395.7	No
628	Male	0	Yes	No	23	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	84.25	1968.1	No
629	Female	1	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	104.6	6819.45	No
630	Female	1	No	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	111.65	7943.45	No
631	Male	1	Yes	No	49	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Credit card (automatic)	90.05	4547.25	Yes
632	Male	1	Yes	Yes	43	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	110.75	4687.9	Yes
633	Female	0	Yes	No	46	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	55.0	2473.95	No
634	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.85	6562.9	No
635	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	One year	No	Mailed check	20.35	176.3	No
636	Female	0	No	No	40	No	No phone service	DSL	Yes	No	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	54.55	2236.2	No
637	Female	0	Yes	Yes	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.5	6985.65	Yes
638	Male	0	No	No	31	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	99.45	3109.9	No
639	Female	0	Yes	No	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	70.9	4911.35	No
640	Male	1	Yes	Yes	56	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.55	5794.65	Yes
641	Male	0	Yes	No	10	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.25	855.3	Yes
642	Male	0	Yes	Yes	68	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)	25.4	1620.2	No
643	Female	0	Yes	Yes	43	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	56.15	2499.3	Yes
644	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.55	89.55	Yes
645	Female	1	No	No	49	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	One year	Yes	Bank transfer (automatic)	89.85	4287.2	No
646	Female	0	Yes	Yes	15	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	25.25	394.85	No
647	Male	1	Yes	No	20	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.55	1899.65	Yes
648	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.7	45.7	Yes
649	Male	0	Yes	Yes	50	Yes	Yes	DSL	No	No	Yes	Yes	Yes	No	One year	Yes	Electronic check	69.65	3442.15	No
650	Female	1	No	No	2	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	89.5	161.5	Yes
651	Male	1	No	No	24	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	70.0	1732.6	No
652	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.55	222.3	Yes
653	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	74.6	74.6	Yes
654	Male	0	Yes	Yes	35	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	655.3	No
655	Female	0	No	No	17	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	Mailed check	24.8	475.25	No
656	Female	1	No	No	8	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	19.65	164.3	Yes
657	Male	0	No	No	10	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	95.1	865.1	No
658	Male	0	Yes	Yes	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	88.85	6132.7	No
659	Male	0	Yes	No	45	Yes	No	DSL	Yes	Yes	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	78.8	3597.5	No
660	Male	0	Yes	Yes	2	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	19.85	35.9	Yes
661	Male	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)	20.35	697.65	No
662	Female	0	No	No	4	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	24.25	96.05	Yes
663	Female	0	No	No	10	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.25	428.7	No
664	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	20.05	20.05	No
665	Male	0	Yes	Yes	65	Yes	Yes	DSL	Yes	Yes	No	No	No	Yes	Two year	Yes	Mailed check	69.55	4459.15	No
666	Female	0	Yes	Yes	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)	19.5	1167.6	No
667	Female	0	No	No	3	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	74.75	238.1	No
668	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.65	145.15	Yes
669	Male	0	No	No	49	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	30.2	1453.1	No
670	Female	0	No	No	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.65	191.05	Yes
671	Female	0	Yes	No	70	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	57.8	4039.3	No
672	Female	0	Yes	Yes	53	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)	19.85	1039.45	No
673	Male	0	Yes	Yes	53	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)	25.55	1336.1	No
674	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	75.05	75.05	Yes
675	Male	0	No	No	22	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	Credit card (automatic)	24.85	493.4	No
676	Male	1	No	No	52	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	49.15	2550.9	Yes
677	Male	1	No	No	65	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	110.35	7246.15	No
678	Female	0	No	No	48	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)	24.55	1203.95	No
679	Female	0	No	No	2	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	34.7	62.25	Yes
680	Male	0	No	No	3	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Mailed check	107.95	313.6	No
681	Male	0	Yes	No	45	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	81.4	3775.85	No
682	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	80.0	80.0	Yes
683	Female	0	Yes	Yes	61	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	73.8	4616.05	No
684	Male	0	No	No	3	Yes	No	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	64.4	195.65	No
685	Female	1	No	No	40	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	103.75	4188.4	No
686	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	71.1	71.1	No
687	Female	0	No	No	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	49.9	49.9	No
688	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	One year	Yes	Bank transfer (automatic)	24.6	1266.4	No
689	Male	1	No	No	2	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.25	91.1	Yes
690	Male	0	No	No	52	No	No phone service	DSL	No	Yes	No	No	No	No	One year	No	Mailed check	30.1	1623.4	No
691	Male	0	No	No	51	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	83.4	4149.45	No
692	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	20.45	20.45	No
693	Male	0	Yes	Yes	31	Yes	Yes	DSL	Yes	Yes	No	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	75.25	2344.5	No
694	Male	0	No	Yes	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	Credit card (automatic)	20.55	1013.05	No
695	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.1	270.7	Yes
696	Female	1	No	No	22	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	20.05	417.0	No
697	Female	0	Yes	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	20.65	20.65	No
698	Male	0	Yes	No	72	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	85.15	6316.2	No
699	Male	0	Yes	Yes	3	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	50.15	168.15	Yes
700	Male	1	Yes	Yes	47	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	One year	Yes	Bank transfer (automatic)	84.95	4018.05	No
701	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	66.5	4811.6	No
702	Male	0	Yes	Yes	66	Yes	Yes	DSL	No	No	Yes	No	Yes	No	Two year	Yes	Bank transfer (automatic)	63.3	4189.7	No
703	Male	0	No	No	35	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	83.15	2848.45	No
704	Male	0	No	No	29	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.9	2516.2	No
705	Female	0	No	No	2	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	20.55	33.6	No
706	Male	0	No	No	4	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	49.25	208.45	No
707	Female	0	No	No	25	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.85	2015.35	Yes
708	Female	0	No	No	65	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Mailed check	59.6	3739.8	No
709	Male	1	No	No	27	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.65	2964.0	No
710	Male	0	Yes	No	29	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.3	2263.4	No
711	Male	0	Yes	Yes	29	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	80.1	2211.8	No
712	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	19.55	19.55	Yes
713	Female	0	Yes	No	20	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	81.0	1683.7	No
714	Female	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)	24.7	1519.0	No
715	Female	0	No	Yes	14	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	86.0	1164.05	No
716	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	Mailed check	25.4	1710.9	No
717	Male	0	No	No	46	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	89.15	4245.55	No
718	Female	0	Yes	No	71	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	58.25	4145.9	No
719	Male	0	No	No	32	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	85.65	2664.3	No
720	Female	0	No	No	26	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	50.35	1277.5	No
721	Male	1	Yes	No	68	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	80.35	5589.3	No
722	Male	0	Yes	Yes	2	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	20.2	34.75	No
723	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	Two year	No	Credit card (automatic)	20.55	1305.95	No
724	Female	0	Yes	Yes	4	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.95	381.3	Yes
725	Male	0	No	No	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.35	141.5	Yes
726	Male	1	Yes	No	33	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.5	3105.55	Yes
727	Male	1	Yes	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	21.25	204.55	No
728	Female	0	No	No	22	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	26.25	605.9	No
729	Female	0	Yes	Yes	5	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.85	356.1	No
730	Female	1	No	No	30	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	91.7	2758.15	Yes
731	Male	0	No	No	65	Yes	Yes	DSL	No	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	74.2	4805.65	No
732	Female	0	No	No	45	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	87.25	3941.7	Yes
733	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	20.35	92.75	No
734	Male	0	Yes	Yes	25	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	75.5	1901.05	No
735	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Two year	No	Bank transfer (automatic)	79.05	5730.7	No
736	Female	0	Yes	No	27	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	90.15	2423.4	No
737	Male	0	Yes	Yes	32	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	50.6	1653.45	No
738	Female	0	No	No	30	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	110.45	3327.05	No
739	Male	0	Yes	No	70	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	101.0	7085.5	No
740	Male	1	No	No	42	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.35	3344.1	No
741	Female	1	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	89.85	6697.35	No
742	Female	0	No	No	47	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Mailed check	65.0	2879.9	No
743	Female	0	No	No	2	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	80.45	137.1	No
744	Male	0	No	No	10	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	98.55	1008.55	Yes
745	Female	0	Yes	Yes	61	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	24.1	1551.6	No
746	Female	0	No	No	5	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	44.05	202.15	No
747	Female	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	110.8	7882.25	No
748	Male	1	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.95	8196.4	No
749	Female	1	No	No	3	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	75.05	202.9	No
750	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	No	Mailed check	19.25	855.1	No
751	Female	0	No	No	63	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	No	One year	Yes	Credit card (automatic)	90.05	5817.0	No
752	Female	0	No	No	27	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	56.7	1652.95	No
753	Male	0	Yes	Yes	70	Yes	No	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	80.15	5600.15	No
754	Male	0	Yes	Yes	7	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	71.35	515.75	No
755	Male	0	No	Yes	0	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	20.25	0.0	No
756	Female	0	Yes	No	2	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	90.35	190.5	No
757	Male	1	No	No	20	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.55	1842.8	Yes
758	Male	0	No	No	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	Bank transfer (automatic)	19.7	1253.8	No
759	Female	0	No	No	3	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	19.85	57.2	No
760	Female	0	No	Yes	15	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	85.9	1269.55	Yes
761	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	Two year	Yes	Bank transfer (automatic)	90.35	6563.4	No
762	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	20.8	20.8	No
763	Female	0	No	No	22	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	89.25	1907.85	Yes
764	Male	0	Yes	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.3	208.85	Yes
765	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	66.85	4758.8	No
766	Male	0	Yes	Yes	65	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	19.9	1292.6	No
767	Female	0	No	No	11	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	35.8	363.15	No
768	Male	0	No	No	22	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	78.85	1600.25	No
769	Male	0	No	No	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	Bank transfer (automatic)	20.4	275.7	No
770	Male	0	No	No	41	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	74.25	3089.1	No
771	Male	0	Yes	No	17	Yes	No	DSL	Yes	Yes	No	No	No	Yes	One year	No	Mailed check	64.8	1175.6	No
772	Male	0	No	No	11	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)	20.45	237.3	No
773	Male	0	No	No	15	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.35	1444.65	Yes
774	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	Yes
775	Female	0	Yes	No	5	Yes	No	Fiber optic	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Mailed check	88.9	454.15	Yes
776	Male	0	Yes	No	33	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	95.8	3036.75	Yes
777	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	110.65	8065.65	No
778	Female	0	Yes	Yes	3	No	No phone service	DSL	No	Yes	No	No	No	Yes	Month-to-month	No	Mailed check	40.3	92.5	No
779	Male	0	No	No	2	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	82.0	184.65	Yes
780	Female	0	Yes	No	59	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	107.0	6152.3	No
781	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.35	89.5	Yes
782	Male	0	Yes	Yes	71	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	73.35	5154.5	No
783	Female	0	Yes	Yes	5	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.8	220.45	No
784	Male	0	Yes	Yes	27	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	54.75	1510.3	No
785	Female	0	No	No	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	52.2	52.2	Yes
786	Male	0	No	Yes	63	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	40.6	2588.95	No
787	Female	1	No	No	46	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	110.0	4874.8	Yes
788	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	No	No	No	No	Two year	No	Bank transfer (automatic)	55.3	3983.6	No
789	Female	0	Yes	No	34	Yes	Yes	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	60.85	2003.6	No
790	Female	0	Yes	Yes	24	Yes	Yes	DSL	Yes	Yes	No	No	Yes	Yes	One year	No	Electronic check	78.4	1832.4	No
791	Male	0	No	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	69.65	4908.25	No
792	Female	0	Yes	Yes	60	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	59.85	3590.2	No
793	Male	0	No	No	68	Yes	Yes	DSL	Yes	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	76.9	5023.0	No
794	Female	0	Yes	Yes	8	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	19.85	146.6	No
795	Female	0	No	Yes	34	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	67.65	2339.3	No
796	Female	0	No	No	6	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	45.0	298.7	No
797	Male	0	Yes	No	2	Yes	No	DSL	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Mailed check	64.2	143.65	No
798	Male	0	No	No	31	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	One year	No	Credit card (automatic)	81.7	2548.65	No
799	Female	0	Yes	Yes	20	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	Bank transfer (automatic)	25.55	507.4	No
800	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	Month-to-month	No	Electronic check	20.0	20.0	No
801	Male	0	No	No	62	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	96.75	6125.4	Yes
802	Female	1	Yes	No	70	Yes	Yes	Fiber optic	No	No	No	No	No	No	Two year	Yes	Credit card (automatic)	75.65	5411.4	No
803	Female	0	No	No	10	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	98.5	1058.25	Yes
804	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	Yes	Mailed check	23.8	903.8	No
805	Female	0	Yes	No	46	Yes	No	DSL	No	Yes	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	64.2	3009.5	No
806	Male	0	No	No	6	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.35	489.45	Yes
807	Female	0	Yes	Yes	72	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	76.8	5468.45	No
808	Male	0	No	No	18	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Credit card (automatic)	55.2	1058.1	No
809	Male	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	108.55	7616.0	No
810	Male	0	Yes	No	40	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.3	4113.1	Yes
811	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.55	69.55	Yes
812	Male	0	No	No	58	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.25	6017.65	Yes
813	Male	0	No	No	70	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	104.0	7250.15	Yes
814	Female	0	Yes	No	42	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Electronic check	25.25	1108.2	No
815	Male	0	Yes	Yes	34	No	No phone service	DSL	Yes	No	No	No	No	No	One year	No	Bank transfer (automatic)	30.4	938.65	No
816	Male	1	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	Bank transfer (automatic)	20.05	94.15	No
817	Female	0	No	No	25	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	84.6	2088.05	No
818	Female	0	No	No	2	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Mailed check	86.2	178.7	Yes
819	Female	0	Yes	Yes	55	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.7	5656.75	No
820	Male	0	Yes	No	21	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	111.2	2317.1	Yes
821	Male	0	Yes	No	70	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	Two year	Yes	Credit card (automatic)	88.0	5986.45	No
822	Female	0	Yes	No	61	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	106.35	6751.35	No
823	Male	0	Yes	Yes	43	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	79.15	3566.6	No
824	Male	0	No	No	47	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	103.1	4889.3	No
825	Male	0	No	No	5	Yes	No	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	63.95	318.1	No
826	Female	0	No	No	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	Credit card (automatic)	25.8	1563.95	No
827	Female	0	Yes	Yes	16	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	89.45	1430.25	Yes
828	Male	1	Yes	No	7	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.6	644.35	Yes
829	Female	0	Yes	Yes	14	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	Mailed check	25.55	372.45	No
830	Male	0	Yes	Yes	60	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	One year	No	Electronic check	90.95	5453.4	Yes
831	Male	0	Yes	Yes	34	No	No phone service	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	44.85	1442.6	No
832	Female	0	Yes	No	50	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	No	Electronic check	108.55	5610.7	Yes
833	Male	0	Yes	Yes	38	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)	25.05	963.95	No
834	Female	0	Yes	Yes	70	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	74.1	5222.3	No
835	Female	0	Yes	Yes	37	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	88.8	3340.55	No
836	Female	1	No	No	4	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	78.85	292.8	Yes
837	Male	1	Yes	Yes	60	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	93.25	5774.55	No
838	Male	0	Yes	Yes	62	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	71.4	4487.3	No
839	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.4	44.4	Yes
840	Male	0	No	No	36	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	79.2	2854.95	No
841	Male	0	No	No	44	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)	20.4	905.55	No
842	Female	1	No	No	55	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	100.0	5509.3	Yes
843	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	105.0	7589.8	No
844	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	One year	No	Bank transfer (automatic)	19.8	229.6	Yes
845	Female	0	No	No	13	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	30.85	394.1	No
846	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.9	89.9	Yes
847	Female	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	20.55	295.95	No
848	Female	0	No	No	65	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	84.85	5459.2	No
849	Female	0	Yes	Yes	12	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	No	Credit card (automatic)	33.15	444.75	No
850	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	92.0	6782.15	No
851	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.8	6510.45	No
852	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	115.8	8476.5	No
853	Male	0	No	Yes	52	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Mailed check	85.15	4461.85	No
854	Male	0	No	No	2	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	Mailed check	24.85	62.0	No
855	Female	0	No	No	5	Yes	No	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	64.35	352.65	No
856	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	Credit card (automatic)	20.5	1424.9	No
857	Female	0	No	Yes	62	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	100.15	6413.65	Yes
858	Male	0	No	No	72	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Credit card (automatic)	86.05	6309.65	No
859	Male	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	50.8	50.8	Yes
860	Female	0	Yes	No	66	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	One year	No	Electronic check	89.0	5898.6	No
861	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	64.8	4719.75	No
862	Male	0	No	No	26	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	457.3	No
863	Male	0	Yes	Yes	64	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	Yes	Two year	No	Bank transfer (automatic)	93.4	5822.3	No
864	Male	1	Yes	No	20	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	73.65	1463.5	Yes
865	Female	0	No	No	3	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.1	307.4	Yes
866	Male	0	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94.65	2104.55	Yes
867	Male	0	Yes	No	4	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	80.6	319.15	Yes
868	Male	0	Yes	No	62	No	No phone service	DSL	No	No	No	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	39.0	2337.45	No
869	Female	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	Yes	Mailed check	20.5	104.3	No
870	Male	0	Yes	No	59	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	One year	No	Electronic check	85.55	5084.65	Yes
871	Male	0	No	Yes	3	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	26.4	121.25	No
872	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	98.2	7015.9	No
873	Male	0	Yes	Yes	57	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	97.55	5598.0	No
874	Male	0	No	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)	19.95	1269.1	No
875	Female	0	No	No	60	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	50.8	3027.4	Yes
876	Male	0	No	Yes	45	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	99.7	4634.35	No
877	Female	0	No	No	3	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	34.8	113.95	No
878	Female	0	No	No	15	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	105.1	1582.75	Yes
879	Female	0	No	Yes	51	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	60.15	3077.0	No
880	Female	0	No	No	60	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	One year	No	Electronic check	64.75	4039.5	No
881	Male	0	No	No	33	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	54.65	1665.2	No
882	Male	0	No	No	10	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	110.1	1043.3	Yes
883	Male	1	No	No	26	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)	19.3	504.2	No
884	Female	0	No	No	6	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	83.9	497.55	Yes
885	Female	0	Yes	No	67	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	111.25	7511.65	No
886	Female	0	Yes	Yes	49	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	Yes	Credit card (automatic)	35.8	1782.0	No
887	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	20.05	20.05	No
888	Female	1	No	No	7	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	84.35	609.65	No
889	Female	1	No	No	27	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	110.5	2857.6	No
890	Male	0	Yes	Yes	37	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	One year	No	Credit card (automatic)	91.2	3247.55	No
891	Female	0	Yes	Yes	63	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	100.55	6215.35	Yes
892	Male	0	Yes	Yes	31	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	89.3	2823.0	No
893	Male	0	Yes	Yes	50	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.85	5017.9	Yes
894	Male	1	No	No	32	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	81.1	2619.25	No
895	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	24.6	24.6	Yes
896	Female	0	Yes	No	63	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	One year	Yes	Credit card (automatic)	81.2	4965.1	No
897	Male	0	No	No	30	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	94.3	2679.7	No
898	Male	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	116.1	8310.55	No
899	Female	0	No	No	53	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	No	Electronic check	105.55	5682.25	No
900	Female	0	No	No	12	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	98.9	1120.95	Yes
901	Male	0	Yes	No	50	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	94.4	4914.9	No
902	Female	0	No	No	2	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	27.55	No
903	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	98.3	923.5	Yes
904	Male	0	No	No	17	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	93.85	1625.65	Yes
905	Female	0	Yes	No	56	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	105.6	6068.65	No
906	Male	0	Yes	Yes	67	Yes	No	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	81.35	5398.6	No
907	Male	1	No	No	9	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.5	918.6	Yes
908	Male	0	No	No	4	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	56.4	234.85	No
909	Male	0	No	No	19	Yes	No	DSL	No	Yes	No	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	65.35	1231.85	No
910	Female	0	No	Yes	8	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	19.95	170.9	No
911	Female	0	No	No	71	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	111.25	7984.15	No
912	Male	1	No	No	10	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	72.85	688.65	Yes
913	Female	1	No	No	15	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	No	Credit card (automatic)	89.0	1288.3	No
914	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	106.1	7848.5	No
915	Male	0	No	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	Credit card (automatic)	20.05	267.0	No
916	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	Yes	Bank transfer (automatic)	25.2	1798.9	No
917	Male	1	Yes	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.55	73.55	Yes
918	Female	1	No	No	23	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.4	1643.55	No
919	Male	0	No	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	65.55	4807.45	No
920	Female	0	No	No	26	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	80.7	2193.0	No
921	Female	0	No	No	21	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	104.55	2239.4	No
922	Male	0	Yes	No	60	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)	24.15	1505.9	No
923	Male	0	No	No	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	No	Mailed check	20.45	255.35	No
924	Male	0	Yes	No	16	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.4	1189.4	No
925	Female	0	Yes	No	63	Yes	Yes	DSL	Yes	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	79.7	4786.15	No
926	Female	1	No	No	22	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	81.7	1820.9	No
927	Female	0	Yes	Yes	32	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	Month-to-month	No	Bank transfer (automatic)	76.3	2404.15	No
928	Female	1	No	No	3	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.4	205.05	Yes
929	Female	0	No	No	13	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	81.15	952.3	Yes
930	Female	0	Yes	Yes	68	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	103.75	7039.45	No
931	Female	0	Yes	Yes	30	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	One year	No	Electronic check	86.45	2538.05	No
932	Female	0	No	No	16	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	75.1	1212.85	No
933	Male	0	No	No	33	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	Two year	No	Bank transfer (automatic)	80.6	2651.1	No
934	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)	19.3	1304.8	No
935	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.6	360.1	Yes
936	Female	0	No	No	12	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	Yes	Mailed check	33.6	435.45	No
937	Female	1	Yes	No	4	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	83.25	308.05	No
938	Female	0	Yes	Yes	0	Yes	No	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Mailed check	80.85	0.0	No
939	Female	0	No	No	6	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	79.05	434.5	Yes
940	Female	0	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	108.05	7118.9	No
941	Female	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	Month-to-month	No	Mailed check	19.9	320.45	No
942	Female	0	No	Yes	24	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)	21.05	531.55	No
943	Female	0	No	Yes	13	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	30.15	382.2	No
944	Male	0	No	No	24	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	79.85	2001.0	No
945	Female	0	Yes	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	65.5	4919.7	No
946	Female	0	Yes	Yes	54	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.1	5645.8	No
947	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	74.4	215.8	Yes
948	Male	0	Yes	Yes	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	20.5	77.6	No
949	Female	1	Yes	Yes	32	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Mailed check	91.35	2896.55	No
950	Male	1	No	No	35	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.05	3395.8	Yes
951	Male	0	Yes	Yes	35	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)	20.5	759.35	No
952	Male	1	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.95	85.15	Yes
953	Female	0	No	No	8	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	75.6	535.55	No
954	Male	0	No	No	22	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Mailed check	55.1	1253.15	No
955	Female	0	No	No	15	Yes	No	DSL	Yes	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	58.95	955.15	No
956	Male	0	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.1	2162.6	No
957	Male	0	Yes	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	44.7	44.7	Yes
958	Female	0	Yes	Yes	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)	25.45	1813.35	No
959	Male	0	No	No	4	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Electronic check	56.75	245.15	No
960	Male	0	No	No	25	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Month-to-month	No	Bank transfer (automatic)	81.75	2028.8	No
961	Female	0	Yes	Yes	32	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	86.1	2723.75	No
962	Male	1	Yes	No	7	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	29.8	220.45	No
963	Male	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	Yes	Mailed check	20.5	365.8	No
964	Male	1	Yes	No	8	Yes	No	DSL	Yes	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	60.9	551.95	No
965	Female	1	No	No	56	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	73.25	4054.2	No
966	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.7	45.7	Yes
967	Male	1	No	No	8	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	No	Credit card (automatic)	100.3	832.35	Yes
968	Male	0	No	No	7	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	19.25	112.3	Yes
969	Male	0	No	Yes	3	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	20.85	60.65	No
970	Female	0	No	No	71	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	77.35	5550.1	No
971	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.0	174.8	Yes
972	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	90.55	90.55	Yes
973	Male	0	Yes	No	49	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	93.85	4733.1	No
974	Male	0	No	No	58	Yes	No	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	70.1	4048.95	No
975	Male	1	Yes	No	44	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	30.35	1359.7	Yes
976	Female	0	Yes	Yes	59	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	75.95	4542.35	No
977	Male	0	No	No	71	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	108.05	7532.15	Yes
978	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
979	Female	0	No	No	11	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.25	888.65	No
980	Male	1	Yes	No	62	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	103.75	6383.35	Yes
981	Female	0	Yes	Yes	35	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	54.95	1916.0	No
982	Female	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	Yes	Bank transfer (automatic)	19.5	413.0	No
983	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	Two year	No	Mailed check	19.6	808.95	No
984	Female	0	No	No	39	Yes	No	DSL	Yes	No	No	No	No	No	One year	Yes	Electronic check	47.85	1886.4	No
985	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.6	86.6	Yes
986	Female	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)	23.75	1679.25	No
987	Female	1	Yes	No	33	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80.6	2656.5	Yes
988	Female	0	No	No	12	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	43.8	540.95	No
989	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)	19.75	19.75	No
990	Male	0	No	Yes	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	No	Mailed check	19.15	537.35	No
991	Male	0	Yes	Yes	34	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)	19.6	678.8	No
992	Female	0	Yes	No	56	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	Two year	No	Bank transfer (automatic)	80.3	4513.65	No
993	Female	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	No	Credit card (automatic)	24.35	1423.85	No
994	Female	0	Yes	Yes	22	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)	25.25	555.4	No
995	Female	0	Yes	Yes	10	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)	26.1	225.55	No
996	Male	0	No	No	13	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)	20.0	268.45	No
997	Female	0	No	No	35	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	85.3	2917.5	Yes
998	Female	0	No	No	34	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	70.0	2416.1	Yes
999	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.3	424.45	Yes
1000	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	Bank transfer (automatic)	20.7	1492.1	No
1001	Male	0	No	No	2	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	No	Electronic check	70.3	132.4	No
1002	Female	0	No	No	7	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.35	660.9	Yes
1003	Male	1	Yes	No	27	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.5	1893.95	Yes
1004	Male	0	Yes	Yes	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.55	284.9	No
1005	Female	0	No	No	37	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	19.85	784.25	No
1006	Male	0	No	No	21	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	20.0	417.7	No
1007	Female	1	Yes	No	53	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	95.85	5016.25	No
1008	Female	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	90.1	1612.75	Yes
1009	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	68.95	119.75	Yes
1010	Male	0	Yes	Yes	32	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.55	3204.65	Yes
1011	Male	1	Yes	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	Yes	Electronic check	20.75	485.2	No
1012	Male	0	No	No	3	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	50.15	160.85	No
1013	Female	0	Yes	Yes	71	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Mailed check	58.65	4145.25	No
1014	Male	0	No	No	9	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.9	827.45	No
1015	Female	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	49.5	49.5	No
1016	Male	0	Yes	Yes	18	Yes	No	DSL	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	57.45	990.85	Yes
1017	Male	0	Yes	Yes	12	Yes	No	DSL	No	No	No	No	No	Yes	One year	No	Credit card (automatic)	53.65	696.35	Yes
1018	Male	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Mailed check	80.1	5585.4	No
1019	Female	0	No	No	64	Yes	Yes	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)	24.4	1601.2	No
1020	Male	0	No	No	4	No	No phone service	DSL	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	40.05	162.45	No
1021	Female	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	Month-to-month	Yes	Mailed check	19.5	470.2	No
1022	Female	0	Yes	Yes	39	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	51.05	2066.0	No
1023	Male	0	Yes	No	28	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	54.35	1426.45	No
1024	Female	1	No	No	5	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.7	392.5	No
1025	Female	1	Yes	No	45	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	86.1	3861.45	No
1026	Male	0	No	No	37	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.35	2552.9	No
1027	Female	1	Yes	No	60	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.0	6668.35	No
1028	Male	1	No	No	8	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.6	819.4	Yes
1029	Female	0	No	No	47	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	No	One year	No	Credit card (automatic)	94.9	4615.25	No
1030	Male	0	Yes	Yes	26	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	83.75	2070.6	Yes
1031	Female	1	Yes	Yes	3	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	88.3	273.75	Yes
1032	Female	0	Yes	Yes	50	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.75	3557.7	No
1033	Male	0	Yes	Yes	27	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	71.6	1957.1	No
1034	Female	1	No	No	8	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	92.1	729.95	Yes
1035	Female	0	Yes	No	62	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)	23.65	1416.75	No
1036	Female	0	Yes	No	71	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	81.85	5924.4	No
1037	Male	0	No	No	66	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	25.1	1697.7	No
1038	Male	0	Yes	Yes	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.7	7849.85	No
1039	Female	0	No	No	13	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	49.15	649.4	No
1040	Male	0	Yes	No	56	Yes	No	Fiber optic	No	No	No	No	No	Yes	One year	Yes	Electronic check	80.9	4557.5	No
1041	Male	0	Yes	No	38	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.45	3013.05	Yes
1042	Male	1	No	No	14	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	90.45	1266.1	Yes
1043	Female	0	No	Yes	16	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)	19.3	360.35	No
1044	Female	0	Yes	Yes	14	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.2	1046.5	No
1045	Male	0	Yes	Yes	32	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.75	2347.9	Yes
1046	Female	0	No	No	8	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Bank transfer (automatic)	54.25	447.75	No
1047	Female	0	Yes	Yes	43	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.3	4209.95	No
1048	Female	0	No	No	52	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	No	One year	No	Credit card (automatic)	74.0	3877.65	No
1049	Male	0	No	No	3	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	50.25	152.3	No
1050	Male	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	One year	Yes	Mailed check	19.8	572.2	No
1051	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	Yes
1052	Male	1	No	No	12	No	No phone service	DSL	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	43.65	526.95	Yes
1053	Female	0	Yes	Yes	16	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	35.5	552.7	No
1054	Female	0	No	No	40	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	80.75	3208.65	No
1055	Female	0	No	No	5	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	39.5	210.75	Yes
1056	Male	0	Yes	No	40	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	97.1	3706.95	Yes
1057	Female	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	No	Mailed check	19.55	620.75	No
1058	Female	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.0	412.5	Yes
1059	Female	0	No	No	10	Yes	No	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	84.7	832.05	Yes
1060	Male	0	Yes	Yes	2	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.55	185.55	Yes
1061	Male	0	No	No	23	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	90.6	1943.2	Yes
1062	Male	0	Yes	Yes	26	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)	20.05	505.9	No
1063	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	112.4	8046.85	No
1064	Female	0	Yes	No	34	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	50.2	1815.3	No
1065	Male	0	No	No	10	Yes	No	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	No	Bank transfer (automatic)	62.25	612.95	No
1066	Female	0	No	No	14	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	55.7	795.15	No
1067	Female	0	No	No	23	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	90.05	2169.8	Yes
1068	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	Two year	No	Mailed check	19.65	973.1	No
1069	Male	0	Yes	No	24	Yes	No	Fiber optic	Yes	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	89.25	2210.2	No
1070	Male	0	Yes	No	49	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.05	4853.75	Yes
1071	Male	1	No	No	20	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	54.0	1055.9	No
1072	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	69.75	144.55	Yes
1073	Female	0	No	No	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	49.05	91.1	Yes
1074	Male	0	No	No	22	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	56.75	1304.85	No
1075	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	98.05	713.0	Yes
1076	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	21.1	21.1	No
1077	Female	0	Yes	Yes	59	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	96.65	5580.8	No
1078	Female	0	Yes	Yes	58	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)	24.5	1497.9	No
1079	Female	0	No	No	41	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	114.5	4527.45	Yes
1080	Female	1	No	No	59	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Two year	Yes	Credit card (automatic)	79.2	4590.35	No
1081	Female	0	Yes	Yes	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.55	200.2	No
1082	Male	0	No	No	32	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)	20.05	614.45	No
1083	Male	1	Yes	No	46	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.85	4564.9	No
1084	Male	0	Yes	Yes	0	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	25.75	0.0	No
1085	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.95	171.15	Yes
1086	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	No	Credit card (automatic)	19.6	1012.4	No
1087	Female	1	No	No	13	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	74.3	940.35	Yes
1088	Female	1	No	No	11	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	89.7	1047.7	Yes
1089	Male	0	No	No	32	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	87.65	2766.4	No
1090	Male	1	Yes	No	17	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	100.45	1622.45	Yes
1091	Female	0	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.75	1129.35	No
1092	Female	0	No	No	51	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	107.45	5680.9	No
1093	Male	0	No	No	29	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	75.35	2243.9	No
1094	Male	0	Yes	No	70	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	64.95	4523.25	No
1095	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	Yes	Two year	No	Electronic check	100.45	7159.7	No
1096	Male	0	Yes	Yes	41	Yes	Yes	DSL	No	Yes	Yes	No	Yes	No	One year	No	Bank transfer (automatic)	68.5	2839.95	No
1097	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.55	80.55	No
1098	Female	0	Yes	No	7	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	81.25	580.1	No
1099	Male	0	Yes	Yes	25	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Electronic check	90.4	2178.6	Yes
1100	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	One year	No	Electronic check	89.55	6038.55	No
1101	Male	0	Yes	Yes	5	Yes	Yes	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	55.7	259.4	No
1102	Male	0	No	Yes	15	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	24.8	324.15	No
1103	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	Month-to-month	No	Electronic check	20.0	417.65	No
1104	Male	0	Yes	Yes	3	Yes	No	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Mailed check	56.15	168.15	Yes
1105	Male	0	Yes	Yes	54	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	105.2	5637.85	No
1106	Male	0	No	No	42	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	19.55	839.4	No
1107	Female	0	Yes	No	9	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.75	769.1	No
1108	Female	0	No	No	63	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	No	Bank transfer (automatic)	97.45	6253.0	No
1109	Female	0	Yes	No	69	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)	24.25	1641.8	No
1110	Female	0	No	No	69	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)	24.6	1678.05	No
1111	Male	0	Yes	No	40	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	50.15	2058.5	No
1112	Male	0	No	No	60	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Bank transfer (automatic)	39.6	2424.5	No
1113	Female	0	No	No	4	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	94.4	387.2	Yes
1114	Female	1	No	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	89.85	6293.45	No
1115	Female	0	Yes	No	37	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	78.95	2839.65	Yes
1116	Male	0	Yes	No	32	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	98.85	3145.9	No
1117	Male	0	No	No	39	Yes	Yes	DSL	No	No	No	Yes	No	No	Two year	Yes	Credit card (automatic)	53.85	2200.7	No
1118	Female	0	No	No	38	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Electronic check	24.25	914.4	No
1119	Male	0	No	No	52	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Two year	Yes	Credit card (automatic)	89.45	4577.75	No
1120	Female	0	Yes	Yes	48	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	105.25	4997.5	No
1121	Male	0	Yes	Yes	70	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	59.5	4144.8	No
1122	Male	0	No	No	20	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	70.55	1493.55	No
1123	Female	0	No	No	50	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	82.5	4179.1	No
1124	Female	0	No	No	19	No	No phone service	DSL	No	No	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	44.85	893.55	Yes
1125	Male	0	Yes	Yes	25	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	61.6	1611.0	No
1126	Male	0	No	No	12	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	49.05	593.05	No
1127	Male	1	Yes	No	39	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.65	4284.8	Yes
1128	Male	0	No	No	7	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	74.65	544.55	Yes
1129	Female	0	Yes	Yes	23	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	One year	Yes	Mailed check	66.25	1533.8	No
1130	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	Electronic check	19.4	529.8	No
1131	Male	1	No	No	47	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	86.05	3865.6	No
1132	Male	0	Yes	Yes	26	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)	19.15	515.75	No
1133	Female	0	Yes	No	14	Yes	Yes	DSL	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	64.7	941.0	Yes
1134	Female	1	Yes	No	11	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.05	1133.65	Yes
1135	Male	0	No	Yes	2	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	19.25	48.35	No
1136	Female	0	Yes	Yes	26	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	81.95	2070.05	No
1137	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.65	8333.95	No
1138	Female	0	Yes	Yes	63	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)	20.0	1209.25	No
1139	Male	0	Yes	Yes	71	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	19.8	1396.25	No
1140	Male	0	Yes	Yes	11	Yes	Yes	DSL	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	65.15	723.35	No
1141	Male	1	Yes	No	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	19.65	228.65	No
1142	Female	0	No	Yes	13	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	88.95	1161.75	No
1143	Male	0	No	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	Yes	Mailed check	20.2	98.35	No
1144	Male	1	Yes	Yes	11	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.2	775.3	No
1145	Male	0	Yes	No	18	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	56.8	1074.65	No
1146	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	35.55	35.55	Yes
1147	Female	0	Yes	No	32	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.5	2324.7	No
1148	Male	0	No	No	29	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	35.6	1072.6	No
1149	Female	0	No	No	3	Yes	Yes	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	60.25	170.5	No
1150	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.15	196.9	Yes
1151	Male	0	Yes	Yes	13	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Mailed check	96.65	1162.85	Yes
1152	Female	0	No	No	41	No	No phone service	DSL	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	40.35	1677.85	No
1153	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	18.85	18.85	No
1154	Male	0	No	No	7	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	54.85	370.4	No
1155	Female	0	Yes	No	52	Yes	No	DSL	Yes	No	Yes	No	Yes	No	One year	Yes	Mailed check	64.3	3410.6	No
1156	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	Two year	Yes	Bank transfer (automatic)	24.65	1138.8	No
1157	Male	0	Yes	No	70	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	76.1	5264.25	No
1158	Female	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	Mailed check	18.7	1005.7	No
1159	Female	1	Yes	No	62	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	97.95	5936.55	No
1160	Female	0	Yes	No	60	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	94.1	5475.9	No
1161	Female	1	Yes	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.4	224.05	Yes
1162	Female	1	Yes	No	23	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.1	2326.05	No
1163	Male	0	No	Yes	1	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	31.35	31.35	Yes
1164	Female	0	No	No	67	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	72.35	4991.5	No
1165	Female	0	No	No	12	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	89.75	1052.4	Yes
1166	Female	1	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	82.7	5831.2	No
1167	Male	0	No	No	25	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)	19.9	510.8	No
1168	Female	0	No	No	5	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	53.8	283.95	No
1169	Male	0	No	No	26	Yes	Yes	DSL	No	No	No	No	No	No	One year	Yes	Credit card (automatic)	51.55	1295.4	No
1170	Male	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	One year	No	Mailed check	19.65	19.65	No
1171	Male	1	No	No	70	No	No phone service	DSL	No	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	44.05	3011.65	No
1172	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	114.0	8093.15	No
1173	Male	0	Yes	No	60	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	94.4	5610.25	Yes
1174	Female	1	Yes	Yes	32	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.4	3217.65	No
1175	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	Electronic check	19.85	19.85	Yes
1176	Female	0	No	No	14	Yes	Yes	DSL	No	Yes	No	No	No	No	One year	Yes	Mailed check	54.25	773.2	No
1177	Female	0	No	No	13	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	80.0	1029.35	No
1178	Female	0	No	No	6	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	109.9	669.45	Yes
1179	Female	0	No	No	46	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	Two year	No	Mailed check	79.2	3593.8	No
1180	Male	0	No	No	15	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	101.35	1553.95	Yes
1181	Male	1	Yes	No	43	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	94.3	3953.15	No
1182	Male	0	No	No	39	Yes	No	DSL	No	No	No	Yes	No	No	Two year	Yes	Bank transfer (automatic)	49.8	1971.15	No
1183	Male	1	No	No	21	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	60.05	1236.15	Yes
1184	Male	0	No	No	57	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	53.75	3196.0	No
1185	Female	0	Yes	No	53	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	One year	Yes	Electronic check	93.45	4872.2	No
1186	Male	0	Yes	Yes	18	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	No	Month-to-month	Yes	Mailed check	87.9	1500.5	No
1187	Female	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	60.15	60.15	Yes
1188	Female	0	Yes	No	58	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	61.05	3478.75	No
1189	Female	1	No	No	71	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	104.05	7413.55	No
1190	Female	0	No	No	35	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	99.25	3532.0	No
1191	Male	0	No	No	3	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Credit card (automatic)	85.7	256.75	No
1192	Male	0	No	No	38	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	104.85	3887.25	No
1193	Male	0	Yes	Yes	35	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	69.15	2490.15	No
1194	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	90.45	593.45	Yes
1195	Female	0	No	No	47	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Two year	No	Mailed check	74.45	3510.3	No
1196	Female	0	No	No	14	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	50.45	765.45	No
1197	Female	1	Yes	No	20	Yes	No	DSL	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	60.0	1259.35	No
1198	Male	0	Yes	No	66	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Electronic check	85.25	5538.35	No
1199	Male	0	Yes	No	15	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)	19.45	340.85	No
1200	Female	0	No	No	42	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)	20.75	844.45	No
1201	Female	0	Yes	No	17	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	78.9	1348.95	No
1202	Male	0	No	No	37	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	104.5	3778.0	No
1203	Female	0	No	No	12	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	49.4	611.65	No
1204	Male	0	Yes	No	53	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	94.25	4867.95	Yes
1205	Female	0	No	No	60	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	25.0	1505.05	No
1206	Male	0	Yes	Yes	18	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	25.55	467.85	No
1207	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.9	74.9	Yes
1208	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.15	194.2	No
1209	Female	0	No	Yes	9	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	69.4	571.45	No
1210	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.25	80.25	Yes
1211	Male	0	Yes	No	56	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	One year	Yes	Electronic check	93.15	5253.95	No
1212	Male	0	Yes	Yes	17	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.0	1149.65	Yes
1213	Female	0	Yes	Yes	11	Yes	Yes	DSL	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	66.35	740.8	Yes
1214	Male	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.55	521.35	No
1215	Female	0	Yes	Yes	69	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)	20.2	1412.65	No
1216	Male	0	No	No	19	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	86.0	1532.45	Yes
1217	Female	0	Yes	Yes	3	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.3	250.05	Yes
1218	Male	0	Yes	Yes	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)	20.4	1090.6	No
1219	Male	0	Yes	No	62	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)	23.75	1446.8	No
1220	Male	0	No	No	24	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	90.55	2282.55	Yes
1221	Female	0	Yes	Yes	62	Yes	Yes	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	70.45	4300.45	No
1222	Male	0	No	No	17	Yes	Yes	DSL	Yes	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	65.75	1111.2	No
1223	Male	0	No	No	9	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	24.6	190.1	No
1224	Male	0	Yes	Yes	64	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	Two year	No	Mailed check	69.25	4447.75	No
1225	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.9	143.35	Yes
1226	Male	0	Yes	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.85	45.85	Yes
1227	Female	0	Yes	No	16	No	No phone service	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	49.95	810.2	Yes
1228	Female	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	Bank transfer (automatic)	24.65	1830.05	No
1229	Male	0	No	No	30	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	One year	No	Bank transfer (automatic)	90.4	2820.65	No
1230	Female	0	Yes	No	49	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	100.85	4847.35	No
1231	Male	0	Yes	No	61	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	75.35	4729.3	No
1232	Male	0	Yes	Yes	47	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	87.2	4017.45	No
1233	Male	0	No	No	20	Yes	No	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	No	Credit card (automatic)	64.4	1398.6	No
1234	Male	0	Yes	Yes	34	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	78.3	2564.3	Yes
1235	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	Bank transfer (automatic)	24.7	1685.9	No
1236	Male	0	No	Yes	54	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	105.85	5826.65	No
1237	Male	1	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	No	One year	Yes	Mailed check	98.3	6066.55	No
1238	Male	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.95	228.4	Yes
1239	Male	0	No	No	13	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	19.45	270.2	No
1240	Female	1	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.15	1529.2	Yes
1241	Female	0	Yes	Yes	3	Yes	No	DSL	No	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	58.7	168.6	No
1242	Male	0	No	No	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	Yes	Mailed check	20.15	536.35	No
1243	Male	0	No	No	30	Yes	Yes	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	64.5	1888.45	No
1244	Female	0	Yes	No	21	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	28.5	629.35	No
1245	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.3	45.3	Yes
1246	Female	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	Month-to-month	No	Bank transfer (automatic)	19.4	289.3	Yes
1247	Male	1	Yes	No	23	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.45	2117.25	No
1248	Female	0	Yes	Yes	45	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.15	4730.9	No
1249	Female	0	Yes	Yes	24	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	One year	No	Bank transfer (automatic)	83.15	2033.05	No
1250	Female	0	No	No	11	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	90.15	987.95	Yes
1251	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.05	45.05	Yes
1252	Female	0	Yes	No	56	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	103.2	5744.35	No
1253	Female	0	No	No	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	75.8	75.8	Yes
1254	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	Electronic check	19.45	19.45	No
1255	Female	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.3	523.15	Yes
1256	Female	1	Yes	No	55	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	88.8	4805.3	No
1257	Female	0	No	No	2	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	30.9	59.05	Yes
1258	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	85.9	6110.75	No
1259	Female	1	No	No	45	No	No phone service	DSL	No	No	No	No	No	Yes	One year	No	Electronic check	34.2	1596.6	No
1260	Female	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	Mailed check	20.15	1046.2	No
1261	Female	1	No	No	46	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	No	Credit card (automatic)	95.25	4424.2	Yes
1262	Male	0	No	No	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	50.3	92.75	No
1263	Female	0	Yes	No	2	Yes	No	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	80.15	194.55	No
1264	Female	0	Yes	No	12	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	51.25	612.1	No
1265	Female	1	Yes	No	68	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.6	6127.6	Yes
1266	Male	0	Yes	Yes	69	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	95.2	6671.7	No
1267	Male	1	No	Yes	56	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	One year	No	Credit card (automatic)	94.8	5264.3	No
1268	Female	1	No	No	4	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	80.25	303.7	No
1269	Male	0	Yes	No	64	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	76.1	4818.8	No
1270	Male	0	Yes	No	59	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	110.15	6448.05	Yes
1271	Male	0	Yes	Yes	62	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	115.55	7159.05	No
1272	Male	0	Yes	Yes	63	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)	24.65	1574.5	No
1273	Female	0	No	No	53	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	Yes	Electronic check	53.6	2879.2	No
1274	Male	0	Yes	Yes	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	19.45	86.05	No
1275	Male	1	Yes	No	49	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	88.2	4159.45	No
1276	Female	0	Yes	Yes	62	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	101.15	6638.35	No
1277	Female	0	Yes	No	55	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Mailed check	56.8	3112.05	No
1278	Female	1	Yes	No	71	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Electronic check	99.4	7168.25	No
1279	Female	0	Yes	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	Credit card (automatic)	20.1	1326.25	No
1280	Male	0	Yes	Yes	36	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	60.7	2234.55	No
1281	Male	0	Yes	No	25	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)	20.95	495.15	No
1282	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.85	8317.95	No
1283	Female	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	Bank transfer (automatic)	19.25	679.8	No
1284	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	62.8	62.8	No
1285	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Electronic check	105.5	7544.0	No
1286	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	19.85	1188.25	No
1287	Male	1	Yes	No	7	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.5	676.7	Yes
1288	Female	0	No	No	1	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	74.1	74.1	No
1289	Female	0	Yes	Yes	30	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	107.5	3242.5	No
1290	Male	0	No	No	64	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	1240.15	No
1291	Male	0	No	No	63	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Bank transfer (automatic)	68.8	4111.35	No
1292	Male	1	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	84.45	5899.85	No
1293	Male	0	Yes	No	8	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	75.0	632.95	Yes
1294	Female	0	No	No	62	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	84.5	5193.2	No
1295	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	111.2	7530.8	No
1296	Male	0	No	No	6	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44.75	270.95	Yes
1297	Female	0	Yes	Yes	70	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	80.6	5460.2	No
1298	Female	1	No	No	20	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	80.7	1614.2	No
1299	Female	0	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.6	402.5	No
1300	Female	0	Yes	Yes	24	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	One year	No	Electronic check	57.6	1367.75	No
1301	Female	0	Yes	No	11	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.05	483.7	Yes
1302	Male	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	110.6	7962.2	No
1303	Female	0	Yes	Yes	66	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Credit card (automatic)	58.2	3810.8	No
1304	Female	0	Yes	Yes	45	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	81.0	3533.6	No
1305	Female	0	Yes	Yes	69	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)	19.7	1396.9	No
1306	Male	1	Yes	No	15	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	85.6	1345.55	Yes
1307	Female	0	No	No	28	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	59.55	1646.45	No
1308	Female	0	No	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	115.55	8127.6	Yes
1309	Female	0	No	No	36	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Mailed check	75.55	2680.15	No
1310	Male	1	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	86.6	1281.0	Yes
1311	Female	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.2	1553.9	Yes
1312	Female	0	Yes	No	34	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	97.65	3207.55	Yes
1313	Male	0	Yes	Yes	42	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	45.1	2049.05	No
1314	Male	0	No	No	48	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	70.95	3629.2	No
1315	Male	0	Yes	No	47	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	109.55	5124.55	Yes
1316	Female	0	Yes	Yes	39	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	One year	Yes	Electronic check	89.55	3474.45	Yes
1317	Female	0	Yes	Yes	11	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)	20.9	202.3	No
1318	Male	0	No	No	7	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	147.5	No
1319	Female	0	No	No	3	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	Mailed check	24.6	86.35	No
1320	Male	0	No	No	8	Yes	No	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	66.7	579.0	No
1321	Male	0	No	Yes	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	19.45	19.45	Yes
1322	Male	0	Yes	Yes	32	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	No	Mailed check	94.8	3131.55	No
1323	Male	0	Yes	Yes	60	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	65.85	3928.3	No
1324	Female	0	Yes	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	Yes	Bank transfer (automatic)	19.95	187.75	No
1325	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	Bank transfer (automatic)	24.65	1710.15	No
1326	Female	0	Yes	Yes	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	76.35	Yes
1327	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.25	69.25	Yes
1328	Female	0	Yes	Yes	43	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	51.25	2151.6	No
1329	Male	0	Yes	No	59	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	99.5	5961.1	Yes
1330	Female	0	Yes	No	23	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	54.25	1221.55	No
1331	Female	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	Bank transfer (automatic)	19.4	1496.45	No
1332	Male	0	Yes	No	22	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	Yes	Credit card (automatic)	56.25	1292.2	No
1333	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	25.15	25.15	No
1334	Male	0	No	No	69	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)	23.95	1713.1	No
1335	Male	0	No	No	50	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	Yes	Mailed check	35.4	1748.9	No
1336	Female	1	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	25.2	25.2	Yes
1337	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.0	96.45	Yes
1338	Female	0	Yes	No	15	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	75.35	1114.55	No
1339	Male	0	No	No	31	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)	20.4	609.1	No
1340	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
1341	Male	0	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	105.0	7133.25	Yes
1342	Female	0	Yes	Yes	0	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	56.05	0.0	No
1343	Male	0	No	Yes	3	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	54.7	169.45	Yes
1344	Female	0	No	No	8	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	20.0	141.6	No
1345	Male	0	Yes	Yes	64	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	73.05	4688.65	No
1346	Female	0	Yes	No	28	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	20.5	563.05	No
1347	Female	0	Yes	No	57	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	100.75	5985.0	No
1348	Female	0	Yes	Yes	14	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	87.25	1258.6	Yes
1349	Male	0	No	No	19	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	373.5	No
1350	Male	0	Yes	No	10	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.95	857.2	Yes
1351	Female	0	Yes	No	51	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	49.65	2553.35	No
1352	Female	0	Yes	No	67	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Mailed check	65.65	4322.85	No
1353	Male	0	Yes	Yes	11	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	20.45	250.8	No
1354	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	60.95	4549.05	No
1355	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	One year	Yes	Electronic check	20.35	1359.5	No
1356	Female	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	88.35	1639.3	Yes
1357	Female	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	Electronic check	19.5	178.85	No
1358	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.2	633.85	No
1359	Male	0	Yes	No	48	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	111.45	5315.1	No
1360	Male	0	No	No	10	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.15	735.5	No
1361	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.75	889.9	Yes
1362	Female	1	No	No	13	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.05	1290.0	Yes
1363	Male	0	No	No	4	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	78.45	330.05	Yes
1364	Male	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.2	237.95	Yes
1365	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	92.0	6474.4	No
1366	Female	0	Yes	Yes	51	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	85.5	4421.95	No
1367	Male	0	Yes	No	59	No	No phone service	DSL	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	41.05	2452.7	Yes
1368	Male	0	Yes	No	10	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.6	813.85	Yes
1369	Male	1	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	82.15	4904.85	No
1370	Male	0	No	No	54	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	No	One year	No	Electronic check	84.4	4484.05	No
1371	Female	0	No	No	33	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	60.9	2033.85	No
1372	Female	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	Two year	Yes	Bank transfer (automatic)	20.25	538.2	No
1373	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.2	79.2	Yes
1374	Male	0	No	No	23	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Mailed check	95.3	2192.9	No
1375	Male	0	No	Yes	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	19.85	19.85	No
1376	Male	0	Yes	Yes	45	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	84.35	3858.05	No
1377	Female	0	Yes	Yes	39	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)	19.85	854.8	No
1378	Male	0	No	No	5	Yes	No	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Mailed check	70.0	347.4	Yes
1379	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	82.3	5815.15	No
1380	Female	0	Yes	Yes	58	Yes	Yes	DSL	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	66.8	3970.4	No
1381	Female	0	No	No	70	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	44.6	3058.15	No
1382	Male	0	Yes	Yes	61	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	98.45	6145.2	No
1383	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.7	129.2	No
1384	Female	0	Yes	Yes	46	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	24.95	1165.9	No
1385	Female	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	49.95	49.95	Yes
1386	Female	0	Yes	No	22	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.25	1554.0	Yes
1387	Female	0	No	No	48	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	102.5	4904.25	No
1388	Male	0	No	No	64	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	86.55	5632.55	No
1389	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)	24.3	1643.25	No
1390	Female	0	Yes	Yes	12	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	58.35	740.55	No
1391	Female	1	Yes	No	34	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	94.25	3217.55	Yes
1392	Female	0	Yes	Yes	72	Yes	No	DSL	Yes	Yes	Yes	No	No	Yes	Two year	No	Credit card (automatic)	68.75	4888.2	No
1393	Male	0	Yes	No	29	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	85.8	2440.25	No
1394	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	No	Credit card (automatic)	20.1	620.55	No
1395	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	20.35	20.35	No
1396	Female	0	Yes	Yes	62	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	110.8	6840.95	No
1397	Male	0	Yes	No	41	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	73.0	3001.2	Yes
1398	Female	0	No	No	64	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	100.05	6254.2	Yes
1399	Female	0	No	No	4	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	82.85	319.6	No
1400	Female	0	No	No	24	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	84.35	1938.05	No
1401	Female	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	19.55	294.5	No
1402	Male	0	No	Yes	3	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	19.95	58.3	No
1403	Female	1	No	No	4	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.8	442.85	Yes
1404	Female	0	No	Yes	18	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	35.0	553.0	Yes
1405	Male	0	No	No	8	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	66.25	546.45	No
1406	Female	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	Two year	No	Bank transfer (automatic)	23.3	797.1	No
1407	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	76.0	76.0	Yes
1408	Male	0	No	Yes	66	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)	25.3	1673.8	No
1409	Male	0	No	Yes	8	No	No phone service	DSL	Yes	No	No	Yes	No	Yes	Two year	Yes	Mailed check	44.55	343.45	No
1410	Female	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	104.1	7412.25	No
1411	Female	0	Yes	Yes	43	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	92.55	4039.0	No
1412	Female	1	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.85	170.85	Yes
1413	Male	1	No	No	29	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	101.45	2948.6	No
1414	Female	0	Yes	No	15	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	84.3	1308.4	Yes
1415	Male	0	Yes	Yes	65	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	94.55	6078.75	No
1416	Male	0	No	No	35	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	No	Electronic check	95.5	3418.2	No
1417	Male	0	No	No	64	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	100.3	6603.8	No
1418	Female	0	Yes	Yes	58	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	55.5	3166.9	No
1419	Female	1	No	No	18	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	49.85	865.75	No
1420	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.55	6373.1	No
1421	Male	0	Yes	Yes	63	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	19.15	1177.05	No
1422	Female	0	Yes	No	60	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.8	5985.75	No
1423	Male	1	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	84.4	732.5	Yes
1424	Female	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	113.05	7869.05	No
1425	Male	0	Yes	No	15	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.1	1504.05	Yes
1426	Female	0	No	Yes	48	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	19.95	936.7	No
1427	Male	0	Yes	No	12	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	74.15	741.4	No
1428	Male	1	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	One year	Yes	Electronic check	92.0	6585.2	No
1429	Male	1	No	No	44	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	73.85	3122.4	No
1430	Male	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.45	50.45	Yes
1431	Male	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	Two year	No	Mailed check	24.45	1088.25	No
1432	Female	0	No	No	23	Yes	Yes	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)	24.8	615.35	No
1433	Female	0	Yes	No	43	Yes	Yes	DSL	No	No	No	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	64.85	2908.2	No
1434	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	Month-to-month	No	Bank transfer (automatic)	20.75	739.9	No
1435	Male	0	Yes	No	9	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	68.95	593.85	No
1436	Male	0	No	No	12	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	99.95	1132.75	Yes
1437	Female	1	Yes	No	65	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	109.4	7227.45	No
1438	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	91.4	193.6	Yes
1439	Male	0	No	No	27	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	49.0	1291.35	No
1440	Female	0	No	No	40	Yes	No	DSL	No	No	Yes	No	No	No	One year	Yes	Mailed check	50.25	2023.55	No
1441	Female	1	No	No	5	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.55	349.65	Yes
1442	Male	0	Yes	Yes	8	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)	19.9	153.95	No
1443	Female	1	Yes	No	58	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	97.8	5458.8	No
1444	Female	0	Yes	Yes	52	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	No	Electronic check	100.3	5244.45	No
1445	Male	0	Yes	No	3	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	55.8	154.55	No
1446	Male	0	No	Yes	41	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	111.15	4507.15	No
1447	Male	0	No	No	20	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	98.55	2031.95	No
1448	Male	0	No	Yes	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.05	50.05	No
1449	Male	0	No	Yes	4	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	80.8	332.45	Yes
1450	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	Month-to-month	No	Electronic check	20.85	473.9	No
1451	Female	1	No	No	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	Bank transfer (automatic)	19.5	106.8	No
1452	Male	0	Yes	Yes	8	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	19.35	152.6	No
1453	Male	0	No	No	18	Yes	Yes	DSL	Yes	No	Yes	No	Yes	No	Month-to-month	No	Mailed check	69.5	1199.4	No
1454	Male	1	No	No	52	No	No phone service	DSL	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	48.8	2555.05	No
1455	Male	0	No	No	31	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.5	2979.2	No
1456	Male	0	Yes	Yes	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	Yes	Mailed check	20.65	654.85	No
1457	Female	0	Yes	No	36	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	106.05	3834.4	No
1458	Female	0	Yes	No	16	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.0	1534.75	Yes
1459	Male	0	Yes	No	42	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	108.3	4586.15	No
1460	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	Electronic check	20.55	20.55	Yes
1461	Female	0	No	No	60	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	99.65	5941.05	No
1462	Male	0	No	No	5	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	85.3	424.15	Yes
1463	Male	0	Yes	No	22	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	No	Month-to-month	No	Credit card (automatic)	95.9	2234.95	No
1464	Male	0	Yes	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	No	Mailed check	20.0	666.75	No
1465	Female	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.4	281.0	Yes
1466	Male	0	No	No	9	Yes	No	DSL	Yes	No	No	Yes	No	Yes	Month-to-month	No	Mailed check	64.95	547.8	No
1467	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	74.6	74.6	No
1468	Male	0	Yes	Yes	12	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.2	571.15	No
1469	Female	0	No	No	23	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	One year	Yes	Mailed check	73.75	1756.6	No
1470	Male	0	No	No	62	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	One year	Yes	Bank transfer (automatic)	92.3	5731.45	No
1471	Male	0	No	No	37	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	98.8	3475.55	Yes
1472	Female	0	No	No	8	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	19.2	156.85	No
1473	Male	0	Yes	No	31	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	No	Credit card (automatic)	88.65	2683.2	No
1474	Male	0	Yes	Yes	13	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.4	896.75	Yes
1475	Female	0	No	No	24	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.75	2407.3	Yes
1476	Male	0	Yes	Yes	45	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.95	4456.65	No
1477	Female	1	Yes	No	69	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	No	Credit card (automatic)	105.4	6998.95	No
1478	Male	0	No	No	2	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	20.25	36.8	No
1479	Male	0	Yes	Yes	61	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	106.0	6547.7	Yes
1480	Male	0	No	No	41	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.7	4346.4	Yes
1481	Female	0	No	No	44	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	49.05	2265.0	No
1482	Male	0	No	No	39	No	No phone service	DSL	No	No	Yes	Yes	No	No	One year	No	Mailed check	35.55	1309.15	No
1483	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	65.1	4754.3	No
1484	Female	1	No	No	13	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.85	1235.55	No
1485	Female	0	Yes	Yes	51	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	One year	Yes	Credit card (automatic)	69.75	3562.5	No
1486	Female	1	Yes	No	71	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	99.2	7213.75	No
1487	Male	1	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.7	2082.95	Yes
1488	Female	0	No	No	2	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	55.05	102.75	Yes
1489	Female	0	No	No	56	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	106.8	5914.4	No
1490	Male	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	51.25	51.25	No
1491	Female	0	Yes	Yes	23	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Mailed check	57.75	1282.85	No
1492	Female	1	Yes	No	66	Yes	Yes	DSL	No	Yes	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	70.85	4738.85	No
1493	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	19.55	19.55	No
1494	Male	1	No	No	19	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	88.2	1775.8	Yes
1495	Male	0	No	No	11	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.5	795.65	No
1496	Female	0	Yes	Yes	8	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	19.75	145.0	Yes
1497	Female	0	Yes	Yes	52	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	98.15	4993.4	No
1498	Male	0	No	No	3	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	20.25	61.45	No
1499	Female	0	Yes	Yes	51	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.15	4018.55	No
1500	Male	1	No	No	15	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.65	1146.65	Yes
1501	Male	1	Yes	No	64	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	94.25	6081.4	No
1502	Female	0	No	No	37	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	40.2	1478.85	No
1503	Male	0	No	No	13	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	243.65	No
1504	Male	0	Yes	No	49	Yes	Yes	DSL	Yes	No	No	No	No	No	One year	Yes	Electronic check	55.35	2633.95	No
1505	Female	1	No	No	45	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	102.15	4735.35	No
1506	Female	0	No	No	18	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71.1	1247.75	No
1507	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.7	74.7	Yes
1508	Male	0	Yes	No	68	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	54.1	3794.5	No
1509	Male	0	No	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)	19.65	1008.7	No
1510	Female	1	Yes	Yes	23	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	88.45	2130.55	No
1511	Male	0	No	No	17	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	76.65	1313.55	Yes
1512	Male	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	80.4	5727.15	No
1513	Female	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	Bank transfer (automatic)	19.25	1372.9	No
1514	Female	0	Yes	Yes	14	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.8	1203.9	No
1515	Female	1	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	25.8	25.8	Yes
1516	Female	0	No	Yes	63	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)	19.5	1215.1	No
1517	Female	0	No	No	41	Yes	Yes	DSL	No	No	Yes	Yes	No	Yes	One year	Yes	Electronic check	68.6	2877.05	No
1518	Female	0	Yes	No	17	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	92.6	1579.7	No
1519	Male	0	Yes	No	56	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	One year	Yes	Electronic check	100.55	5514.95	No
1520	Female	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	Credit card (automatic)	20.55	96.1	No
1521	Female	0	No	No	2	No	No phone service	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	42.6	72.4	Yes
1522	Female	0	Yes	No	3	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	19.6	55.25	No
1523	Male	0	No	No	37	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Electronic check	67.45	2443.3	No
1524	Female	0	No	No	29	Yes	No	DSL	Yes	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	68.85	1970.5	Yes
1525	Male	0	No	No	8	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	43.55	335.4	No
1526	Female	0	No	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	109.85	7002.95	No
1527	Female	0	Yes	Yes	7	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	20.65	158.95	No
1528	Female	0	No	No	3	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	95.4	293.15	No
1529	Male	0	Yes	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	No	Bank transfer (automatic)	21.0	1493.75	No
1530	Female	0	No	No	19	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	56.2	1093.4	No
1531	Female	0	Yes	No	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	Bank transfer (automatic)	18.4	1057.85	No
1532	Male	0	Yes	Yes	2	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	No	Credit card (automatic)	90.0	190.05	Yes
1533	Female	0	Yes	Yes	35	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	25.75	882.55	No
1534	Male	0	No	No	14	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)	19.6	300.4	No
1535	Female	0	No	No	14	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	75.35	1025.95	Yes
1536	Female	0	Yes	Yes	69	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	1436.95	No
1537	Male	1	Yes	No	7	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	64.2	475.0	No
1538	Male	0	Yes	Yes	69	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	75.75	5388.15	No
1539	Female	0	Yes	Yes	72	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	78.95	5730.15	No
1540	Male	0	No	No	8	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	100.85	819.55	Yes
1541	Female	0	Yes	Yes	4	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	50.3	217.1	No
1542	Male	0	Yes	Yes	63	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	80.3	4896.35	No
1543	Male	0	No	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	Bank transfer (automatic)	19.85	1434.1	No
1544	Female	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	Yes	Electronic check	21.1	937.1	No
1545	Female	0	Yes	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.95	330.15	Yes
1546	Male	0	Yes	No	30	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	50.0	1474.9	No
1547	Male	0	No	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.75	6536.5	No
1548	Female	0	No	No	60	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	1128.1	No
1549	Female	0	Yes	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	107.5	6873.75	Yes
1550	Male	0	Yes	Yes	25	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	85.9	2199.05	No
1551	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.85	45.85	Yes
1552	Male	1	Yes	No	6	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	80.8	457.1	No
1553	Male	0	No	No	22	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	25.25	566.5	No
1554	Female	0	Yes	Yes	31	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	80.55	2471.6	No
1555	Female	0	Yes	Yes	39	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	81.5	3107.3	No
1556	Male	0	No	No	26	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	20.9	518.3	No
1557	Female	0	Yes	No	53	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	106.1	5769.75	Yes
1558	Female	0	No	No	1	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	No	Electronic check	91.7	91.7	Yes
1559	Male	0	No	No	12	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	67.25	832.3	No
1560	Female	0	No	No	16	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	95.6	1555.65	Yes
1561	Female	0	No	No	2	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	45.3	No
1562	Male	0	No	Yes	39	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	One year	No	Bank transfer (automatic)	45.05	1790.6	No
1563	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.95	74.95	Yes
1564	Female	0	Yes	Yes	7	No	No phone service	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Mailed check	34.65	246.6	No
1565	Male	1	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.35	261.65	No
1566	Male	1	No	No	10	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.35	898.35	Yes
1567	Female	0	No	No	55	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	81.55	4509.5	No
1568	Male	0	Yes	Yes	72	Yes	No	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	75.4	5480.25	No
1569	Female	0	Yes	No	10	Yes	No	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	67.8	653.15	No
1570	Male	1	No	No	11	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	111.4	1183.05	No
1571	Female	0	Yes	Yes	15	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	46.3	639.45	No
1572	Female	0	Yes	Yes	23	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)	20.4	478.75	No
1573	Male	0	No	Yes	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	20.05	20.05	No
1574	Female	1	No	No	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.0	127.1	Yes
1575	Male	0	Yes	Yes	47	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	Yes	Electronic check	96.1	4391.45	No
1576	Female	0	No	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	270.6	No
1577	Male	0	No	No	66	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	99.5	6710.5	Yes
1578	Female	1	Yes	No	68	Yes	No	DSL	No	Yes	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	60.65	3975.9	No
1579	Female	0	Yes	Yes	17	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	98.6	1704.95	Yes
1580	Female	0	No	No	7	Yes	No	DSL	No	No	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	59.5	415.95	Yes
1581	Male	1	Yes	No	12	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.45	950.2	Yes
1582	Female	1	Yes	No	21	Yes	Yes	DSL	No	Yes	Yes	No	No	Yes	One year	No	Bank transfer (automatic)	71.7	1497.05	No
1583	Male	0	No	No	21	No	No phone service	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	36.0	780.15	No
1584	Female	0	Yes	Yes	56	Yes	Yes	DSL	Yes	No	No	No	Yes	No	One year	No	Bank transfer (automatic)	65.2	3512.15	No
1585	Female	0	Yes	Yes	6	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	48.95	273.25	No
1586	Female	1	No	No	65	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	53.5	3517.9	No
1587	Male	0	Yes	No	42	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	One year	No	Credit card (automatic)	80.45	3375.9	No
1588	Female	0	Yes	Yes	68	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109.05	7508.55	No
1589	Male	0	Yes	Yes	48	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)	26.3	1245.05	No
1590	Female	1	No	No	50	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	106.8	5347.95	No
1591	Female	1	No	No	7	Yes	No	DSL	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	64.95	493.65	No
1592	Female	0	Yes	Yes	63	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	19.35	1263.85	No
1593	Male	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	Month-to-month	No	Credit card (automatic)	21.1	385.55	No
1594	Female	0	Yes	Yes	42	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	77.95	3384.0	Yes
1595	Male	0	Yes	Yes	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	18.85	84.2	No
1596	Female	0	No	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	No	Bank transfer (automatic)	26.0	1638.7	No
1597	Male	1	No	No	2	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.7	165.4	Yes
1598	Female	0	Yes	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.35	120.25	No
1599	Male	0	Yes	No	48	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Bank transfer (automatic)	96.9	4473.45	No
1600	Male	0	Yes	No	27	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)	19.55	520.55	No
1601	Female	0	Yes	Yes	70	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	80.4	5717.85	No
1602	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	88.8	88.8	Yes
1603	Male	0	Yes	No	46	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Electronic check	94.65	4312.5	No
1604	Male	0	No	No	30	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.25	2755.35	Yes
1605	Female	0	No	No	15	Yes	Yes	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	64.65	994.55	Yes
1606	Male	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	No	Credit card (automatic)	95.75	6511.25	No
1607	Male	0	No	No	65	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)	19.55	1218.65	No
1608	Male	1	Yes	Yes	72	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	104.1	7447.7	No
1609	Male	1	Yes	No	13	Yes	No	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.05	1169.35	Yes
1610	Male	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	Yes	Mailed check	20.1	279.5	No
1611	Male	0	Yes	No	51	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	111.55	5720.35	No
1612	Male	0	Yes	Yes	51	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Credit card (automatic)	60.5	3121.45	No
1613	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	90.95	6468.6	No
1614	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	One year	No	Electronic check	87.4	5918.8	Yes
1615	Male	0	No	No	34	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	19.7	675.6	No
1616	Male	0	Yes	No	67	No	No phone service	DSL	Yes	Yes	No	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	50.95	3521.7	No
1617	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	One year	Yes	Bank transfer (automatic)	20.05	923.1	No
1618	Male	0	Yes	Yes	53	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	19.4	1110.35	No
1619	Male	0	No	No	27	Yes	Yes	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	59.45	1611.65	No
1620	Female	1	No	No	23	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.75	2293.6	Yes
1621	Male	0	No	No	69	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	81.5	5553.25	No
1622	Female	0	Yes	Yes	2	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	29.05	44.75	No
1623	Female	0	No	No	35	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	86.45	3029.1	Yes
1624	Female	0	Yes	No	46	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	One year	No	Mailed check	70.6	3231.05	No
1625	Female	0	No	No	54	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	97.2	5129.45	No
1626	Female	0	Yes	No	56	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	98.25	5508.35	Yes
1627	Female	0	Yes	No	9	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.75	655.9	Yes
1628	Male	0	No	No	20	Yes	Yes	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	59.2	1191.2	No
1629	Male	0	No	No	11	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	75.9	866.4	No
1630	Female	1	Yes	No	30	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	90.05	2627.2	No
1631	Male	0	Yes	No	68	Yes	No	DSL	Yes	Yes	Yes	No	No	Yes	Two year	No	Bank transfer (automatic)	70.95	4741.45	No
1632	Male	1	Yes	No	38	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	102.6	4009.2	No
1633	Female	1	Yes	No	17	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	85.35	1463.45	Yes
1634	Male	0	No	No	48	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	106.1	5082.8	Yes
1635	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	43.8	43.8	No
1636	Male	0	Yes	Yes	63	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Electronic check	59.0	3707.6	No
1637	Female	0	No	No	3	Yes	No	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	69.95	220.45	No
1638	Female	0	No	No	48	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)	24.35	1133.7	No
1639	Male	0	No	No	66	No	No phone service	DSL	No	No	No	Yes	No	No	One year	No	Credit card (automatic)	29.45	1983.15	No
1640	Female	0	Yes	Yes	68	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Two year	Yes	Credit card (automatic)	84.4	5746.75	No
1641	Male	1	No	No	17	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.05	770.6	Yes
1642	Female	0	Yes	Yes	7	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	134.05	No
1643	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	87.1	6230.1	No
1644	Female	0	Yes	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	Mailed check	19.85	573.05	No
1645	Male	0	Yes	No	37	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	90.35	3419.3	No
1646	Female	0	No	No	34	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Mailed check	109.8	3587.25	Yes
1647	Female	1	No	No	42	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.65	3541.35	Yes
1648	Female	0	Yes	Yes	59	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	One year	No	Mailed check	65.5	3801.3	No
1649	Male	0	Yes	Yes	11	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	79.5	868.5	Yes
1650	Male	1	Yes	Yes	60	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	80.95	4859.1	No
1651	Female	0	No	No	27	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	56.15	1439.35	No
1652	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Mailed check	85.8	85.8	Yes
1653	Male	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.1	79.1	Yes
1654	Male	0	Yes	No	17	No	No phone service	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Mailed check	34.4	592.75	No
1655	Male	0	Yes	No	58	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	20.75	1185.95	No
1656	Male	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	One year	No	Mailed check	18.8	18.8	No
1657	Female	0	Yes	Yes	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.3	134.5	Yes
1658	Female	0	No	No	53	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	90.8	4921.2	No
1659	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	Month-to-month	Yes	Electronic check	25.6	901.25	No
1660	Male	0	Yes	Yes	50	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	105.95	5341.8	Yes
1661	Male	0	Yes	Yes	68	Yes	Yes	DSL	No	Yes	No	Yes	No	Yes	Two year	No	Credit card (automatic)	70.8	4859.95	No
1662	Male	0	Yes	No	47	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	Electronic check	25.4	1139.2	No
1663	Female	1	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	108.8	7082.45	No
1664	Male	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.75	324.6	Yes
1665	Male	0	Yes	No	51	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.65	4812.75	Yes
1666	Female	0	No	No	46	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	96.05	4399.5	Yes
1667	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.85	663.55	No
1668	Female	0	No	No	8	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	20.25	174.65	No
1669	Male	0	No	No	14	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)	24.8	321.7	No
1670	Female	0	No	No	45	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	115.65	5125.5	No
1671	Female	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.6	548.9	No
1672	Male	1	No	Yes	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	50.15	50.15	Yes
1673	Male	0	Yes	Yes	66	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.15	7031.3	No
1674	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	72.1	5016.65	No
1675	Female	0	Yes	No	41	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	113.6	4594.95	Yes
1676	Female	0	Yes	Yes	23	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	25.1	611.45	No
1677	Female	0	No	No	29	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	78.9	2384.15	Yes
1678	Female	0	No	No	4	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	80.15	319.85	No
1679	Male	0	Yes	Yes	6	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	25.4	153.3	No
1680	Female	1	Yes	No	67	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	105.4	7035.6	No
1681	Male	1	No	Yes	7	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.75	344.2	No
1682	Male	0	Yes	Yes	56	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Mailed check	24.45	1431.65	No
1683	Female	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)	25.0	1849.2	No
1684	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	85.25	6083.1	No
1685	Male	0	Yes	Yes	23	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)	19.6	426.65	No
1686	Female	0	No	Yes	35	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	50.15	1655.35	No
1687	Male	1	Yes	No	27	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.55	1943.9	No
1688	Female	0	Yes	Yes	26	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	60.05	1616.15	Yes
1689	Male	0	Yes	Yes	12	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	26.4	314.95	No
1690	Female	0	No	No	40	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	20.15	804.85	No
1691	Male	0	Yes	Yes	7	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	No	Mailed check	58.85	465.7	No
1692	Male	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	97.55	6669.05	No
1693	Male	0	Yes	Yes	60	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)	19.65	1161.75	No
1694	Male	0	Yes	Yes	39	No	No phone service	DSL	No	No	No	No	No	No	One year	Yes	Credit card (automatic)	25.25	947.75	No
1695	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	114.45	8375.05	No
1696	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	34.7	34.7	Yes
1697	Male	0	Yes	Yes	54	Yes	Yes	DSL	No	Yes	No	Yes	Yes	No	One year	Yes	Electronic check	70.7	3770.0	No
1698	Male	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.3	264.8	Yes
1699	Female	0	Yes	Yes	63	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	75.55	4707.85	No
1700	Male	0	Yes	Yes	71	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	Two year	Yes	Electronic check	84.8	6152.4	No
1701	Female	0	No	No	42	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	20.65	958.1	No
1702	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	943.0	No
1703	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
1704	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
1705	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
1706	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
1707	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
1708	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
1709	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
1710	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
1711	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
1712	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
1713	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
1714	Female	0	No	No	29	Yes	Yes	DSL	No	Yes	No	No	No	No	One year	Yes	Electronic check	55.25	1620.2	No
1715	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
1716	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
1717	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
1718	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
1719	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
1720	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
1721	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
1722	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
1723	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
1724	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
1725	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
1726	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
1727	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
1728	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
1729	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
1730	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
1731	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
1732	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
1733	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
1734	Male	1	Yes	Yes	61	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	No	Electronic check	99.0	5969.3	No
1735	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
1736	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
1737	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
1738	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
1739	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
1740	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
1741	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
1742	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
1743	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
1744	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
1745	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
1746	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
1747	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
1748	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
1749	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
1750	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
1751	Male	1	No	No	52	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	110.75	5832.0	No
1752	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
1753	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
1754	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
1755	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
1756	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
1757	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
1758	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
1759	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
1760	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
1761	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
1762	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
1763	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
1764	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
1765	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
1766	Male	0	Yes	Yes	63	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Mailed check	75.7	4676.7	No
1767	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
1768	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
1769	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
1770	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
1771	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
1772	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
1773	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
1774	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	79.0	143.65	Yes
1775	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
1776	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
1777	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
1778	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)	25.0	1802.55	No
1779	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
1780	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
1781	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
1782	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
1783	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
1784	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
1785	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
1786	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
1787	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
1788	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
1789	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
1790	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
1791	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
1792	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
1793	Female	0	Yes	No	44	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Mailed check	61.5	2722.2	No
1794	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
1795	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
1796	Female	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	91.05	6293.75	No
1797	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
1798	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
1799	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
1800	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
1801	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
1802	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	43.85	43.85	No
1803	Male	0	No	No	22	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.7	1490.4	No
1804	Male	0	Yes	Yes	7	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Mailed check	38.55	280.0	No
1805	Female	0	No	No	36	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Mailed check	53.1	1901.25	No
1806	Female	0	Yes	Yes	34	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	20.65	716.4	No
1807	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Credit card (automatic)	64.45	4720.0	No
1808	Male	0	Yes	Yes	36	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)	25.1	930.95	No
1809	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	76.35	76.35	Yes
1810	Female	0	No	No	23	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.15	1676.95	Yes
1811	Male	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.0	2642.05	Yes
1812	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	95.15	6770.85	No
1813	Female	1	No	No	23	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	79.35	1835.3	No
1814	Male	0	Yes	No	17	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	96.65	1588.25	No
1815	Male	0	No	No	1	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	75.5	75.5	No
1816	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	Mailed check	19.7	258.35	No
1817	Female	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)	20.5	1502.25	No
1818	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	19.2	19.2	No
1819	Male	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	No	Bank transfer (automatic)	98.35	6929.4	No
1820	Male	0	Yes	Yes	60	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	74.35	4453.3	No
1821	Female	0	Yes	Yes	61	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	51.35	3244.4	No
1822	Female	0	Yes	No	6	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.65	323.45	No
1823	Male	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	85.3	2661.1	Yes
1824	Female	0	No	Yes	31	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	86.55	2697.4	Yes
1825	Male	0	No	No	19	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.85	1424.5	Yes
1826	Male	0	Yes	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	No	Bank transfer (automatic)	20.3	1401.15	No
1827	Female	0	No	No	32	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	54.2	1739.6	No
1828	Male	0	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	90.65	5931.0	No
1829	Female	0	Yes	Yes	45	No	No phone service	DSL	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	50.9	2333.85	No
1830	Male	0	No	No	42	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	25.05	949.85	No
1831	Male	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.85	572.45	No
1832	Male	0	No	Yes	32	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	20.5	696.8	No
1833	Female	1	Yes	No	22	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	63.55	1381.8	No
1834	Male	1	Yes	No	57	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	44.85	2572.95	Yes
1835	Male	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	47.95	47.95	No
1836	Male	1	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.1	45.1	Yes
1837	Female	0	Yes	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.0	45.0	No
1838	Male	0	No	No	24	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	96.0	2122.45	Yes
1839	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)	20.05	20.05	Yes
1840	Male	1	No	No	54	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	90.05	4931.8	No
1841	Female	0	No	No	4	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)	25.3	116.95	No
1842	Male	0	Yes	Yes	65	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	108.65	6937.95	Yes
1843	Female	0	Yes	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	24.3	1261.7	No
1844	Male	0	No	No	45	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	75.95	3273.8	No
1845	Female	0	Yes	Yes	71	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	1415.85	No
1846	Male	0	Yes	No	59	Yes	No	DSL	Yes	Yes	Yes	No	Yes	No	One year	No	Credit card (automatic)	66.4	3958.2	No
1847	Male	0	No	No	69	No	No phone service	DSL	No	Yes	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	35.75	2492.25	No
1848	Male	0	No	No	19	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	18.8	279.2	No
1849	Female	0	Yes	Yes	55	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	1083.0	No
1850	Female	0	No	No	38	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	19.3	755.5	No
1851	Male	0	No	No	10	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.55	402.6	Yes
1852	Female	1	Yes	No	47	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	67.45	3252.0	No
1853	Female	0	Yes	No	2	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	35.1	68.75	Yes
1854	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	46.2	46.2	Yes
1855	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.15	45.15	Yes
1856	Male	1	No	No	1	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	43.3	43.3	Yes
1857	Male	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	20.1	936.85	No
1858	Female	1	No	No	38	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	57.15	2250.65	Yes
1859	Female	0	Yes	No	65	Yes	No	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Credit card (automatic)	58.9	3857.1	No
1860	Female	0	Yes	No	19	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.2	1441.1	Yes
1861	Male	0	No	No	52	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.35	4338.6	Yes
1862	Male	0	Yes	Yes	71	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	19.45	1378.45	No
1863	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.95	45.95	Yes
1864	Female	1	No	No	52	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	50.5	2566.3	No
1865	Male	0	Yes	No	6	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	25.1	171.0	No
1866	Female	1	Yes	No	26	Yes	No	DSL	No	No	Yes	No	No	Yes	One year	No	Mailed check	60.7	1597.4	No
1867	Male	1	No	No	48	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	99.0	4744.35	No
1868	Female	0	Yes	Yes	64	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.4	6721.6	No
1869	Female	0	No	No	3	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	83.75	247.25	Yes
1870	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	44.05	44.05	No
1871	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)	24.1	1734.65	No
1872	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.55	45.55	No
1873	Female	0	Yes	Yes	51	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	93.8	4539.35	No
1874	Female	0	Yes	Yes	41	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)	19.7	804.25	No
1875	Female	0	Yes	Yes	72	Yes	No	DSL	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Credit card (automatic)	70.65	5011.15	No
1876	Female	0	Yes	No	43	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Credit card (automatic)	86.45	3574.5	No
1877	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	114.1	8086.4	No
1878	Male	0	Yes	No	47	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	95.2	4563.0	No
1879	Male	0	No	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	88.55	6362.35	No
1880	Male	0	No	No	3	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)	20.75	67.1	No
1881	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.05	70.05	Yes
1882	Male	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.0	165.45	Yes
1883	Male	0	No	No	26	No	No phone service	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	44.65	1156.55	No
1884	Male	0	Yes	Yes	29	Yes	No	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	60.2	1834.15	No
1885	Female	1	Yes	No	35	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	100.5	3653.35	Yes
1886	Male	0	No	No	27	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	No	Bank transfer (automatic)	55.45	1477.65	No
1887	Male	0	Yes	Yes	24	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	70.3	1706.45	No
1888	Male	0	Yes	Yes	67	Yes	No	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	60.4	3953.7	No
1889	Female	0	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	72.65	1194.3	Yes
1890	Female	0	No	No	23	Yes	No	DSL	No	Yes	Yes	No	No	No	One year	No	Bank transfer (automatic)	55.8	1327.85	No
1891	Male	0	No	No	14	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	31.1	419.7	No
1892	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	Month-to-month	Yes	Electronic check	21.0	21.0	Yes
1893	Female	1	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.1	45.1	Yes
1894	Male	1	No	No	4	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	50.95	207.35	No
1895	Male	0	No	Yes	16	Yes	Yes	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	69.1	1083.7	No
1896	Female	0	Yes	No	46	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	43.95	2007.85	No
1897	Male	0	No	Yes	68	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	86.5	5882.75	No
1898	Male	0	No	No	38	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Month-to-month	No	Electronic check	69.95	2657.55	No
1899	Male	1	Yes	No	30	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	50.4	1527.5	Yes
1900	Female	1	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	78.95	378.4	Yes
1901	Male	0	No	No	17	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	90.95	1612.2	No
1902	Male	0	Yes	Yes	4	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	19.9	76.65	No
1903	Female	0	No	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	Electronic check	20.15	260.7	No
1904	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	90.6	6441.85	No
1905	Male	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	92.0	266.8	No
1906	Male	0	No	No	56	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	94.45	5124.6	Yes
1907	Female	0	No	No	41	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Mailed check	24.85	962.25	No
1908	Male	0	No	No	40	No	No phone service	DSL	No	Yes	No	Yes	No	No	One year	No	Credit card (automatic)	36.0	1382.9	No
1909	Female	0	No	No	7	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	78.5	571.05	No
1910	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	No	Credit card (automatic)	19.95	1399.35	No
1911	Male	0	Yes	Yes	7	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	150.0	No
1912	Female	0	Yes	Yes	5	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	30.5	167.2	No
1913	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	106.1	7657.4	No
1914	Male	0	Yes	Yes	44	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)	20.5	865.05	No
1915	Female	0	No	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Electronic check	95.5	6153.85	No
1916	Female	0	No	No	3	Yes	Yes	DSL	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	64.6	174.2	No
1917	Male	0	No	No	24	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	51.1	1269.6	No
1918	Female	0	No	No	44	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	84.8	3862.55	Yes
1919	Female	1	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.1	6352.4	No
1920	Male	0	No	No	24	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Electronic check	54.95	1348.5	No
1921	Male	0	No	No	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	50.9	50.9	Yes
1922	Male	0	Yes	No	22	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)	20.45	471.55	No
1923	Male	0	Yes	Yes	70	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	85.95	5931.75	No
1924	Male	0	Yes	Yes	25	Yes	Yes	DSL	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	60.35	1404.65	No
1925	Male	0	Yes	Yes	37	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)	19.8	726.1	No
1926	Female	1	Yes	Yes	22	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	85.35	1961.6	No
1927	Female	0	Yes	Yes	59	Yes	Yes	DSL	No	No	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	72.1	4194.85	No
1928	Male	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.8	4872.45	Yes
1929	Male	0	Yes	Yes	47	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	107.35	5118.95	Yes
1930	Female	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	Mailed check	19.55	658.95	Yes
1931	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	81.05	81.05	No
1932	Male	0	No	No	3	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	20.5	76.95	No
1933	Female	0	Yes	No	53	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	111.8	5809.75	No
1934	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	No
1935	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	One year	Yes	Mailed check	19.7	415.9	No
1936	Female	0	No	No	3	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.1	246.5	Yes
1937	Female	0	No	No	51	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)	19.85	996.95	No
1938	Female	0	Yes	No	51	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	60.5	3145.15	No
1939	Female	0	Yes	Yes	13	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	265.3	No
1940	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	20.9	20.9	No
1941	Male	0	No	Yes	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	21.05	21.05	No
1942	Male	0	No	No	63	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Electronic check	71.5	4576.3	No
1943	Male	0	No	No	3	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	No	Mailed check	54.65	189.1	No
1944	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	Credit card (automatic)	19.2	908.15	No
1945	Male	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	49.8	49.8	No
1946	Male	0	No	Yes	8	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	25.5	215.2	Yes
1947	Female	0	Yes	Yes	71	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)	20.5	1500.95	No
1948	Male	0	Yes	Yes	55	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	90.4	5099.15	No
1949	Female	0	No	No	70	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	90.25	6385.95	No
1950	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	80.75	159.45	Yes
1951	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	104.6	6885.75	No
1952	Male	0	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	91.85	5940.85	Yes
1953	Male	0	Yes	No	14	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	50.2	668.85	No
1954	Female	0	Yes	Yes	20	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.5	1916.2	No
1955	Male	0	No	Yes	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	75.35	75.35	Yes
1956	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.45	75.45	Yes
1957	Female	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.4	4613.95	No
1958	Female	0	No	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Bank transfer (automatic)	101.3	7261.25	No
1959	Female	0	Yes	No	46	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	53.1	2459.8	No
1960	Male	0	No	No	24	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	84.85	2048.8	No
1961	Female	0	Yes	Yes	5	No	No phone service	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	34.25	163.55	No
1962	Female	0	Yes	Yes	33	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	No	Credit card (automatic)	88.6	2888.7	No
1963	Female	0	No	No	42	Yes	Yes	DSL	Yes	Yes	No	No	No	No	One year	Yes	Bank transfer (automatic)	60.15	2421.6	No
1964	Male	0	No	No	23	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	99.95	2292.75	No
1965	Male	0	No	No	8	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	70.7	553.4	No
1966	Male	0	No	No	66	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	Yes	Mailed check	54.8	3465.7	No
1967	Male	0	No	No	24	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	49.55	1210.4	Yes
1968	Male	1	No	No	24	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	54.8	1291.3	No
1969	Male	0	No	No	69	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	78.6	5356.45	Yes
1970	Female	0	No	No	53	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Mailed check	100.3	5200.8	No
1971	Female	0	No	No	60	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	Two year	No	Electronic check	53.6	3237.05	No
1972	Female	0	Yes	No	7	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	81.1	576.65	Yes
1973	Female	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	One year	Yes	Credit card (automatic)	19.35	433.75	No
1974	Female	0	Yes	Yes	23	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	85.6	1868.4	No
1975	Male	0	Yes	Yes	72	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	80.8	5728.55	No
1976	Male	0	Yes	No	11	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.95	825.7	Yes
1977	Male	0	No	No	21	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	19.6	390.4	No
1978	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.55	93.55	Yes
1979	Male	1	No	No	31	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	90.7	2845.15	No
1980	Female	0	No	No	57	Yes	No	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Mailed check	69.75	3894.4	No
1981	Female	0	Yes	Yes	45	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)	20.0	886.4	No
1982	Male	0	No	No	10	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	95.25	1021.55	No
1983	Female	0	Yes	No	58	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	102.1	5885.4	Yes
1984	Male	0	No	Yes	14	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	19.95	268.4	No
1985	Male	0	Yes	No	27	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	One year	No	Mailed check	80.85	2204.35	No
1986	Female	0	Yes	Yes	14	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	90.9	1259.0	Yes
1987	Female	0	Yes	Yes	12	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	29.2	309.1	Yes
1988	Female	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	93.3	6398.05	No
1989	Female	0	Yes	Yes	25	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	89.15	2257.75	Yes
1990	Male	1	Yes	No	58	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	108.85	6287.25	Yes
1991	Female	0	Yes	Yes	35	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	46.35	1662.05	No
1992	Female	1	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.75	1350.15	Yes
1993	Male	0	Yes	Yes	45	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	78.75	3600.65	No
1994	Female	0	No	No	17	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	83.55	1329.15	No
1995	Female	0	Yes	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.7	45.7	Yes
1996	Male	0	No	No	22	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	19.6	422.5	No
1997	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.95	69.95	Yes
1998	Male	0	Yes	Yes	67	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Mailed check	67.85	4627.65	No
1999	Female	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	105.65	6717.9	No
2000	Female	0	Yes	No	2	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	44.6	97.1	Yes
2001	Male	0	No	No	23	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.95	1710.45	Yes
2002	Female	1	No	No	9	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	75.5	637.4	No
2003	Female	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	20.15	117.95	No
2004	Male	0	No	No	54	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	Two year	No	Credit card (automatic)	45.2	2460.55	No
2005	Female	0	No	No	57	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	Yes	Electronic check	95.25	5464.65	Yes
2006	Male	0	No	No	24	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Mailed check	89.85	2165.05	Yes
2007	Female	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	No	Mailed check	100.45	4941.8	Yes
2008	Male	0	No	No	5	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	47.15	223.15	Yes
2009	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.2	181.1	Yes
2010	Female	0	No	Yes	4	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	87.1	341.45	Yes
2011	Male	0	Yes	Yes	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	79.25	5731.85	No
2012	Male	0	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.9	357.75	Yes
2013	Male	0	Yes	Yes	53	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	85.7	4616.1	No
2014	Female	0	Yes	No	47	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	98.75	4533.7	Yes
2015	Female	0	No	Yes	31	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)	20.1	589.25	No
2016	Male	0	Yes	Yes	13	Yes	No	DSL	No	Yes	Yes	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	61.8	750.1	No
2017	Female	0	Yes	Yes	28	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	49.9	1410.25	No
2018	Female	0	No	No	10	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	86.45	830.85	Yes
2019	Male	0	Yes	No	38	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)	20.4	743.5	No
2020	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.3	45.3	Yes
2021	Male	0	Yes	No	67	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	No	Electronic check	104.1	7040.85	Yes
2022	Male	0	Yes	No	52	Yes	No	DSL	Yes	Yes	No	No	Yes	Yes	One year	Yes	Mailed check	75.4	3865.45	No
2023	Male	0	Yes	Yes	62	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	108.15	6825.65	No
2024	Female	0	No	No	16	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.25	1340.1	No
2025	Female	1	Yes	No	5	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	81.0	371.65	Yes
2026	Male	0	No	No	12	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	No	Electronic check	95.7	1184.0	No
2027	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	116.85	8477.7	No
2028	Male	1	No	No	71	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	105.75	7382.85	No
2029	Female	0	Yes	No	24	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	20.15	456.85	No
2030	Female	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	Two year	No	Mailed check	19.6	331.6	No
2031	Male	0	Yes	No	67	Yes	No	Fiber optic	Yes	Yes	No	No	No	Yes	One year	Yes	Credit card (automatic)	90.6	6056.15	Yes
2032	Male	0	No	Yes	2	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	60.95	134.6	No
2033	Female	0	Yes	Yes	5	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	25.05	125.5	No
2034	Female	0	Yes	No	15	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	88.15	1390.6	Yes
2035	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	20.2	20.2	Yes
2036	Male	0	Yes	Yes	41	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	60.3	2511.3	No
2037	Female	0	No	Yes	43	Yes	No	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	63.95	2737.05	No
2038	Male	1	Yes	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	74.3	74.3	No
2039	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.6	70.6	No
2040	Female	0	Yes	Yes	26	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.8	2361.8	Yes
2041	Male	0	No	No	22	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.35	1730.35	Yes
2042	Male	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	90.55	6404.0	No
2043	Male	0	No	No	7	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	19.45	165.35	No
2044	Female	1	No	No	28	Yes	Yes	DSL	No	Yes	Yes	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	64.45	1867.6	No
2045	Male	1	No	No	16	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.65	1043.3	No
2046	Male	0	No	No	7	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	19.5	128.6	No
2047	Female	0	No	No	69	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.5	7455.45	No
2048	Female	0	No	Yes	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	24.7	24.7	No
2049	Male	0	No	No	3	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	77.4	206.15	No
2050	Male	1	No	No	21	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	96.8	2030.3	Yes
2051	Female	0	Yes	No	69	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	85.4	5869.4	No
2052	Female	0	Yes	No	71	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	47.6	3377.8	No
2053	Female	0	Yes	Yes	69	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	1346.2	No
2054	Female	0	No	No	48	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	103.85	4946.05	No
2055	Male	0	Yes	No	47	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	83.35	4065.0	Yes
2056	Female	0	No	No	2	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.4	106.55	Yes
2057	Male	0	No	No	45	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	108.45	4964.7	No
2058	Male	0	No	No	51	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	81.0	4085.75	No
2059	Female	0	Yes	No	22	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	79.2	1742.75	Yes
2060	Male	0	No	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	86.65	6224.8	No
2061	Male	0	Yes	Yes	37	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	92.95	3415.25	No
2062	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	90.35	6325.25	No
2063	Male	0	Yes	Yes	7	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	48.7	340.25	Yes
2064	Female	0	No	No	66	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)	25.15	1683.6	No
2065	Male	0	Yes	Yes	51	Yes	No	DSL	Yes	No	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	76.4	3966.3	No
2066	Female	0	Yes	Yes	30	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)	19.55	608.5	No
2067	Female	0	No	No	34	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	85.35	2896.6	No
2068	Male	0	Yes	Yes	64	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	1514.85	No
2069	Male	1	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.15	6792.45	No
2070	Male	0	No	No	47	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	Month-to-month	No	Mailed check	100.75	4669.2	No
2071	Female	0	No	No	1	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.6	95.6	Yes
2072	Female	0	No	No	49	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	59.75	2934.3	Yes
2073	Female	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Two year	No	Credit card (automatic)	94.1	6302.8	No
2074	Male	0	No	Yes	39	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)	19.35	779.2	No
2075	Male	0	No	No	14	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	283.75	No
2076	Female	1	No	No	43	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	108.15	4600.7	Yes
2077	Male	1	No	No	56	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.05	5594.0	No
2078	Female	0	No	No	14	Yes	No	DSL	No	No	No	Yes	No	Yes	One year	No	Credit card (automatic)	59.1	772.85	No
2079	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	71.35	71.35	Yes
2080	Male	0	Yes	Yes	16	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	Yes	Mailed check	55.85	857.8	No
2081	Male	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.05	7554.05	No
2082	Male	1	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	84.1	5981.65	No
2083	Female	0	Yes	Yes	23	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.3	1702.9	No
2084	Male	0	No	Yes	21	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	Mailed check	24.7	467.15	No
2085	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	20.15	20.15	Yes
2086	Male	0	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	69.75	69.75	Yes
2087	Female	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.2	2931.0	Yes
2088	Male	0	Yes	Yes	17	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	80.85	1400.85	Yes
2089	Female	0	No	No	4	No	No phone service	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	33.65	137.85	Yes
2090	Female	0	No	No	36	Yes	Yes	DSL	No	No	Yes	No	No	No	One year	No	Electronic check	55.8	1941.5	No
2091	Female	0	No	No	50	No	No phone service	DSL	No	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	39.7	1932.75	No
2092	Female	0	Yes	Yes	48	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	29.5	1423.05	No
2093	Female	0	No	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	Credit card (automatic)	20.15	970.85	No
2094	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	79.55	5810.9	No
2095	Male	0	No	Yes	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	No	Credit card (automatic)	24.8	223.9	No
2096	Female	0	No	No	18	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	391.7	No
2097	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.95	79.95	Yes
2098	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	19.3	19.3	Yes
2099	Male	0	No	No	9	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.05	811.65	No
2100	Male	0	No	No	2	Yes	Yes	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	No	Mailed check	90.75	174.75	No
2101	Female	0	Yes	No	40	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	78.85	3126.85	No
2102	Male	0	Yes	No	69	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	99.5	6841.45	No
2103	Female	0	Yes	No	37	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	Yes	One year	Yes	Electronic check	99.2	3754.6	Yes
2104	Male	0	No	Yes	18	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	80.55	1406.65	No
2105	Male	1	Yes	No	11	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.2	834.7	No
2106	Female	0	Yes	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	85.2	627.4	Yes
2107	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.25	242.0	Yes
2108	Male	0	Yes	Yes	55	Yes	No	DSL	Yes	No	No	No	No	Yes	One year	No	Credit card (automatic)	59.45	3157.0	No
2109	Male	0	Yes	No	33	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	93.35	3092.0	No
2110	Female	0	No	No	46	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	44.95	2168.9	No
2111	Male	0	No	No	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	Bank transfer (automatic)	26.1	980.35	No
2112	Female	0	No	No	3	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	20.2	65.95	No
2113	Male	0	Yes	Yes	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	Mailed check	21.25	711.9	No
2114	Female	0	No	No	33	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	No	Electronic check	59.4	1952.8	No
2115	Male	0	Yes	Yes	45	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	95.0	4368.85	No
2116	Male	0	No	No	40	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	61.9	2647.1	No
2117	Female	0	No	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	118.65	8477.6	No
2118	Male	0	No	No	1	Yes	Yes	DSL	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	54.35	54.35	Yes
2119	Female	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	64.45	4528.0	No
2120	Female	0	Yes	Yes	22	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.15	1790.65	No
2121	Male	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	One year	Yes	Bank transfer (automatic)	20.2	845.6	No
2122	Female	0	Yes	Yes	55	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	21.0	1210.3	No
2123	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	20.45	20.45	No
2124	Female	0	No	No	12	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	One year	Yes	Mailed check	75.85	854.45	No
2125	Male	0	No	No	31	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	80.45	2429.1	No
2126	Male	0	Yes	No	5	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.95	100.4	Yes
2127	Female	0	Yes	Yes	67	Yes	Yes	DSL	Yes	No	No	No	Yes	Yes	Two year	Yes	Electronic check	75.5	5229.45	No
2128	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.45	44.45	No
2129	Male	0	Yes	No	40	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Electronic check	42.35	1716.45	Yes
2130	Male	0	Yes	Yes	41	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	74.55	3023.55	No
2131	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.3	75.3	Yes
2132	Male	0	No	No	51	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	One year	Yes	Electronic check	94.8	4837.6	Yes
2133	Male	0	Yes	Yes	42	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	48.15	2032.3	No
2134	Male	0	Yes	Yes	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	Mailed check	19.65	436.9	No
2135	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.55	70.55	Yes
2136	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	20.15	20.15	No
2137	Female	0	No	No	56	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	106.6	5893.95	No
2138	Male	0	No	Yes	15	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	91.0	1430.05	No
2139	Male	0	Yes	Yes	12	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)	25.4	313.0	No
2140	Female	0	Yes	Yes	54	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	69.95	3871.85	No
2141	Female	0	No	No	7	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	66.85	458.1	No
2142	Female	0	Yes	Yes	33	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Credit card (automatic)	86.15	2745.7	Yes
2143	Male	0	Yes	Yes	16	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	20.15	341.35	No
2144	Female	0	No	Yes	21	Yes	No	DSL	Yes	No	Yes	No	No	Yes	One year	No	Mailed check	64.85	1336.8	No
2145	Male	1	Yes	No	30	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	Two year	No	Electronic check	74.85	2181.75	No
2146	Male	0	No	No	3	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	50.5	147.75	No
2147	Male	0	No	No	11	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	72.9	818.45	No
2148	Female	0	No	No	62	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	115.05	7133.45	No
2149	Male	0	No	No	18	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	19.0	348.8	No
2150	Male	0	No	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	128.6	No
2151	Female	0	No	No	46	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	101.1	4674.4	No
2152	Male	0	No	No	21	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.1	1737.45	No
2153	Male	0	No	No	68	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)	24.15	1498.85	No
2154	Female	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.1	50.1	No
2155	Female	0	Yes	No	25	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	74.6	1797.75	No
2156	Female	0	No	Yes	24	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	19.75	498.1	No
2157	Female	0	Yes	No	30	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.0	2624.25	Yes
2158	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	80.55	184.1	Yes
2159	Male	0	Yes	No	51	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	106.8	5498.8	No
2160	Female	0	Yes	Yes	57	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	84.5	4845.4	No
2161	Female	0	No	No	15	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)	25.05	369.1	No
2162	Female	0	Yes	Yes	72	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	83.7	6096.9	No
2163	Female	0	No	No	2	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	75.8	160.75	Yes
2164	Male	0	Yes	No	28	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	No	Credit card (automatic)	96.6	2684.35	No
2165	Male	1	Yes	No	29	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.5	3004.15	Yes
2166	Male	0	Yes	Yes	70	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Credit card (automatic)	101.1	6994.8	No
2167	Female	0	No	No	13	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	20.2	273.25	No
2168	Female	1	Yes	No	59	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	One year	Yes	Electronic check	94.05	5483.9	No
2169	Male	1	Yes	No	13	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.25	1233.65	Yes
2170	Male	1	Yes	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	74.4	527.9	Yes
2171	Female	0	Yes	No	62	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Mailed check	81.0	4985.9	No
2172	Female	0	No	No	21	Yes	No	DSL	Yes	No	Yes	Yes	No	No	One year	Yes	Electronic check	60.25	1258.35	No
2173	Female	0	No	No	2	Yes	No	DSL	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	60.85	111.4	No
2174	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	43.95	43.95	No
2175	Male	0	No	No	4	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	86.05	308.1	No
2176	Female	0	No	No	19	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)	20.25	383.65	No
2177	Female	0	No	No	30	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	85.15	2555.9	Yes
2178	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	Credit card (automatic)	19.4	1284.2	No
2179	Male	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	Two year	Yes	Credit card (automatic)	102.65	7550.3	No
2180	Male	0	Yes	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	Credit card (automatic)	19.9	1110.05	No
2181	Female	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	One year	No	Electronic check	19.55	99.6	No
2182	Male	1	Yes	No	71	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	95.5	6707.15	No
2183	Female	0	Yes	Yes	50	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	84.15	4164.4	No
2184	Male	0	Yes	Yes	56	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	103.2	5873.75	No
2185	Male	0	No	No	2	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	50.2	109.25	No
2186	Female	1	No	No	2	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	88.55	179.25	Yes
2187	Male	0	Yes	Yes	24	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	54.75	1338.15	Yes
2188	Male	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	Credit card (automatic)	19.95	862.4	No
2189	Male	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	116.25	8564.75	No
2190	Female	0	No	No	29	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	31.2	926.2	No
2191	Male	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	No	Bank transfer (automatic)	24.45	1718.2	No
2192	Male	0	Yes	No	71	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	84.2	5956.85	No
2193	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	91.3	91.3	Yes
2194	Male	1	Yes	No	56	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	85.65	4824.45	No
2195	Male	0	No	Yes	56	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	21.2	1238.65	No
2196	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.5	79.5	Yes
2197	Female	0	Yes	No	28	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	25.55	672.2	No
2198	Female	0	Yes	Yes	19	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	382.2	No
2199	Male	0	Yes	No	66	Yes	Yes	DSL	No	No	No	Yes	No	Yes	Month-to-month	No	Electronic check	63.85	4264.6	No
2200	Female	0	Yes	Yes	17	Yes	Yes	DSL	No	No	Yes	Yes	No	No	One year	Yes	Mailed check	61.95	1070.7	No
2201	Male	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	25.75	1345.85	No
2202	Female	0	No	No	19	Yes	No	DSL	No	Yes	No	No	Yes	No	One year	No	Electronic check	58.2	1045.25	No
2203	Female	0	No	No	36	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	85.85	3003.55	No
2204	Male	1	Yes	No	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.1	467.55	Yes
2205	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	104.9	7537.5	No
2206	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	111.3	7482.1	Yes
2207	Male	1	No	No	34	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	99.85	3343.15	No
2208	Male	1	Yes	No	57	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.25	5427.05	Yes
2209	Female	0	Yes	No	7	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	86.25	587.1	Yes
2210	Female	1	Yes	No	1	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.8	100.8	Yes
2211	Male	0	Yes	No	8	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)	19.55	161.15	No
2212	Female	0	No	No	69	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Electronic check	104.0	7028.5	No
2213	Female	0	Yes	No	50	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Mailed check	104.4	5232.9	No
2214	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	One year	No	Mailed check	19.5	225.85	No
2215	Female	0	Yes	Yes	12	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)	25.25	274.7	No
2216	Female	0	No	No	14	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.3	1180.95	Yes
2217	Female	0	Yes	No	70	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	49.85	3370.2	No
2218	Female	1	No	No	64	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	108.95	7111.3	No
2219	Female	0	Yes	Yes	66	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.9	5958.85	No
2220	Female	0	Yes	Yes	71	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	82.0	5999.85	No
2221	Male	1	No	No	20	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	89.95	1648.45	No
2222	Male	0	Yes	No	72	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	79.35	5753.25	No
2223	Female	0	Yes	Yes	71	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	64.05	4492.9	No
2224	Male	0	Yes	Yes	38	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	101.15	3956.7	No
2225	Female	0	No	No	28	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	89.95	2625.55	Yes
2226	Male	1	Yes	No	17	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	76.45	1233.4	Yes
2227	Male	0	No	No	33	No	No phone service	DSL	No	Yes	No	No	Yes	No	One year	Yes	Electronic check	39.1	1309.0	No
2228	Female	0	Yes	Yes	23	No	No phone service	DSL	Yes	No	No	Yes	No	No	Two year	No	Mailed check	34.6	813.45	No
2229	Male	0	Yes	Yes	58	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	19.55	1108.8	No
2230	Female	1	Yes	No	70	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.45	7349.35	No
2231	Male	0	Yes	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.5	294.2	No
2232	Male	0	Yes	Yes	45	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	929.2	No
2233	Male	0	No	No	10	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.0	740.0	Yes
2234	Male	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	Credit card (automatic)	19.45	754.5	No
2235	Male	0	No	No	54	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	69.9	3883.3	No
2236	Male	0	Yes	Yes	23	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Two year	No	Mailed check	59.7	1414.2	No
2237	Female	0	Yes	Yes	41	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	78.35	3211.2	No
2238	Male	1	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	71.45	371.6	No
2239	Male	0	Yes	Yes	27	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	45.85	1246.4	No
2240	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	95.85	95.85	No
2241	Female	0	Yes	Yes	67	No	No phone service	DSL	Yes	No	No	Yes	No	No	Two year	No	Credit card (automatic)	35.7	2545.7	No
2242	Female	1	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	89.55	6448.85	No
2243	Female	0	Yes	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	Credit card (automatic)	24.95	1468.9	No
2244	Male	0	Yes	Yes	44	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	24.85	1013.6	No
2245	Female	1	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.8	6690.75	No
2246	Female	0	No	No	34	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Mailed check	64.4	2088.75	Yes
2247	Female	0	Yes	No	69	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	105.35	7240.65	No
2248	Female	0	Yes	Yes	1	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	102.45	102.45	Yes
2249	Female	0	No	No	40	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)	19.65	830.25	No
2250	Male	0	Yes	Yes	30	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	54.45	1588.7	No
2251	Female	0	No	No	11	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	No	Mailed check	70.5	829.3	No
2252	Female	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	Credit card (automatic)	20.1	302.45	No
2253	Male	0	No	No	11	Yes	No	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	69.35	712.25	No
2254	Female	0	Yes	Yes	64	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	1336.65	No
2255	Male	1	Yes	No	72	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	74.4	5360.75	No
2256	Male	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	93.05	6735.05	No
2257	Female	0	No	Yes	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	51.2	51.2	No
2258	Female	0	No	Yes	15	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Credit card (automatic)	65.6	1010.0	No
2259	Female	0	No	No	60	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	80.55	4847.05	No
2260	Male	0	No	No	56	Yes	No	DSL	Yes	No	Yes	No	No	No	One year	No	Mailed check	52.7	3019.7	No
2261	Female	0	No	No	8	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	20.85	161.65	No
2262	Female	0	No	No	3	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	No	Credit card (automatic)	80.1	217.55	Yes
2263	Female	0	Yes	No	49	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	52.15	2583.75	No
2264	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.2	146.05	Yes
2265	Female	0	No	No	6	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	98.15	567.45	Yes
2266	Male	0	No	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.95	7711.25	No
2267	Male	0	No	No	12	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	112.95	1384.75	Yes
2268	Male	1	Yes	No	52	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.45	5481.25	No
2269	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	113.65	8124.2	No
2270	Female	0	No	No	40	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)	20.6	827.3	No
2271	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.9	70.9	Yes
2272	Female	1	No	No	3	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	86.85	220.95	Yes
2273	Female	1	No	No	40	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	91.55	3673.6	No
2274	Male	0	No	Yes	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	49.85	49.85	No
2275	Male	0	Yes	No	30	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	576.65	No
2276	Male	0	Yes	Yes	23	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	99.85	2331.3	Yes
2277	Male	0	Yes	Yes	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.5	74.5	Yes
2278	Female	1	Yes	No	44	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	104.15	4495.65	No
2279	Male	0	No	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	109.15	6941.2	Yes
2280	Female	1	No	No	7	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	48.2	340.35	No
2281	Male	1	No	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)	25.1	1789.9	No
2282	Female	1	No	No	8	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	100.15	908.55	No
2283	Female	0	No	No	16	Yes	Yes	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	65.2	1043.35	Yes
2284	Male	1	Yes	Yes	66	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.5	6822.15	Yes
2285	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	71.55	71.55	Yes
2286	Male	0	No	Yes	3	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Mailed check	55.9	157.55	No
2287	Male	0	Yes	No	53	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	93.9	5029.2	Yes
2288	Male	1	Yes	No	8	Yes	No	DSL	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	64.4	581.7	No
2289	Male	1	Yes	No	69	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	108.4	7318.2	Yes
2290	Female	0	No	No	5	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Mailed check	85.3	420.45	No
2291	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Mailed check	107.45	7576.7	No
2292	Female	0	Yes	No	13	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	48.75	633.4	Yes
2293	Female	0	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.65	321.65	Yes
2294	Female	0	Yes	Yes	54	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	91.3	4965.0	No
2295	Male	0	Yes	No	72	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	85.95	6151.9	No
2296	Male	0	No	No	12	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.7	1253.9	Yes
2297	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	25.15	25.15	Yes
2298	Male	1	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.2	45.2	No
2299	Female	0	Yes	No	54	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	No	Electronic check	110.35	5893.15	Yes
2300	Male	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Two year	Yes	Credit card (automatic)	79.2	5420.65	No
2301	Female	0	No	No	48	Yes	No	DSL	Yes	Yes	No	No	No	No	Two year	No	Credit card (automatic)	55.5	2627.35	No
2302	Female	0	Yes	Yes	48	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	103.25	5037.55	Yes
2303	Female	0	Yes	No	8	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	90.25	743.75	No
2304	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	91.25	6589.6	No
2305	Male	0	No	No	2	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	47.8	92.45	Yes
2306	Male	0	Yes	No	67	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	100.9	6733.15	No
2307	Male	0	Yes	Yes	34	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	97.7	3410.0	No
2308	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.85	199.85	No
2309	Female	0	Yes	Yes	9	Yes	No	DSL	No	Yes	No	Yes	Yes	No	One year	Yes	Mailed check	65.6	593.3	No
2310	Male	0	Yes	Yes	71	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.65	7288.4	No
2311	Male	0	No	No	57	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	90.45	5229.8	No
2312	Male	0	No	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	63.7	4464.8	No
2313	Female	1	Yes	Yes	48	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	104.5	5068.05	No
2314	Male	0	No	No	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	Mailed check	20.1	401.85	No
2315	Male	0	Yes	Yes	43	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	104.3	4451.85	No
2316	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	93.25	6688.95	No
2317	Male	0	Yes	Yes	35	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	73.45	2661.1	No
2318	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	No	Mailed check	20.7	73.05	No
2319	Female	0	Yes	Yes	49	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	25.25	1211.65	No
2320	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	No	Bank transfer (automatic)	100.5	7030.65	No
2321	Male	0	Yes	Yes	11	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	90.6	1020.2	No
2322	Male	0	Yes	Yes	63	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	89.4	5597.65	No
2323	Female	1	No	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	95.45	6223.3	No
2324	Female	0	No	Yes	49	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)	20.45	1024.65	No
2325	Female	0	No	No	29	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	98.6	2933.2	Yes
2326	Female	1	Yes	No	15	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	83.05	1258.3	Yes
2327	Female	0	Yes	Yes	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	Electronic check	19.95	82.9	No
2328	Female	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	109.15	7789.6	No
2329	Female	1	Yes	No	26	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	85.7	2067.0	No
2330	Female	1	Yes	No	35	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	102.05	3452.55	No
2331	Female	0	No	No	57	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	One year	No	Electronic check	94.7	5468.95	No
2332	Male	0	Yes	Yes	28	Yes	Yes	DSL	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	64.4	1802.15	No
2333	Female	0	Yes	No	25	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Mailed check	26.8	733.55	No
2334	Female	0	Yes	No	47	Yes	No	DSL	Yes	No	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	66.05	3021.45	No
2335	Female	0	Yes	Yes	57	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	65.2	3687.85	No
2336	Male	1	Yes	No	16	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	85.05	1391.15	No
2337	Male	0	No	No	5	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	55.8	274.35	No
2338	Male	0	Yes	No	17	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	70.4	1214.05	Yes
2339	Female	1	No	No	56	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.75	5510.65	Yes
2340	Male	0	Yes	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	No	Bank transfer (automatic)	19.95	1322.85	No
2341	Female	1	No	No	21	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.25	1973.75	Yes
2342	Female	0	Yes	Yes	48	No	No phone service	DSL	Yes	No	Yes	No	No	Yes	One year	No	Credit card (automatic)	45.0	2196.3	No
2343	Female	0	Yes	No	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	114.9	7843.55	No
2344	Female	0	No	No	30	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	106.4	3211.9	No
2345	Female	0	Yes	No	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	46.1	130.15	No
2346	Female	1	No	No	14	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Mailed check	39.7	692.35	No
2347	Female	0	No	Yes	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	Bank transfer (automatic)	20.05	85.5	No
2348	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Two year	Yes	Credit card (automatic)	95.75	6849.4	No
2349	Male	0	Yes	Yes	8	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	24.4	203.95	No
2350	Male	0	Yes	Yes	61	No	No phone service	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	33.6	2117.2	No
2351	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	90.45	6565.85	No
2352	Female	0	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.0	424.75	No
2353	Female	0	No	No	49	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	67.4	3306.85	No
2354	Male	0	No	No	8	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)	19.7	168.9	No
2355	Male	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.35	253.8	No
2356	Male	0	Yes	Yes	9	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	19.6	197.4	No
2357	Male	0	Yes	Yes	67	Yes	No	DSL	Yes	Yes	No	No	No	No	Two year	Yes	Bank transfer (automatic)	54.2	3838.2	No
2358	Male	0	No	No	46	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	45.2	2065.15	No
2359	Female	0	Yes	No	67	Yes	Yes	DSL	Yes	Yes	Yes	No	No	Yes	One year	No	Mailed check	75.1	5064.45	No
2360	Female	0	Yes	No	55	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	19.7	1140.05	No
2361	Male	0	Yes	No	33	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	72.75	2447.45	No
2362	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)	20.05	1263.9	No
2363	Female	0	No	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.95	45.95	Yes
2364	Male	0	Yes	Yes	49	No	No phone service	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	39.2	1838.15	No
2365	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.75	44.75	No
2366	Male	0	Yes	No	14	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	82.65	1185.0	No
2367	Male	1	No	No	18	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	No	Bank transfer (automatic)	93.9	1743.9	No
2368	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.15	70.15	Yes
2369	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	85.55	85.55	Yes
2370	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	117.15	8529.5	No
2371	Male	0	No	No	64	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	99.25	6549.45	No
2372	Male	0	Yes	No	69	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	112.55	7806.5	No
2373	Female	0	No	No	1	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	25.7	25.7	No
2374	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	90.3	6287.3	No
2375	Female	0	Yes	Yes	66	Yes	No	DSL	No	No	No	Yes	No	No	One year	Yes	Credit card (automatic)	49.4	3251.85	No
2376	Male	0	No	No	2	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	50.6	No
2377	Female	1	Yes	No	71	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109.7	7904.25	No
2378	Male	0	No	No	11	Yes	No	DSL	No	Yes	No	No	Yes	No	One year	Yes	Electronic check	61.25	729.95	No
2379	Male	0	No	Yes	47	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	55.3	2654.05	No
2380	Female	0	Yes	No	35	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.3	2416.55	Yes
2381	Male	1	Yes	No	32	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	106.35	3520.75	Yes
2382	Male	0	Yes	Yes	60	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.75	5969.95	No
2383	Male	0	No	No	11	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	19.5	226.8	No
2384	Female	0	No	No	29	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	No	Credit card (automatic)	39.5	1082.75	No
2385	Male	0	Yes	Yes	21	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	26.05	565.75	No
2386	Male	1	Yes	No	48	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	91.05	4370.75	No
2387	Female	0	No	Yes	3	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	29.65	90.05	No
2388	Female	0	Yes	Yes	43	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	50.2	2169.4	No
2389	Male	0	No	No	5	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	105.3	550.6	No
2390	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	55.45	55.45	No
2391	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Electronic check	85.45	6300.85	No
2392	Female	0	Yes	Yes	8	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	19.8	160.05	No
2393	Male	0	No	No	8	Yes	Yes	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	59.25	436.6	No
2394	Male	0	No	No	20	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	90.7	1781.35	No
2395	Female	0	Yes	Yes	33	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Mailed check	103.7	3467.0	Yes
2396	Male	0	No	No	71	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	One year	Yes	Credit card (automatic)	79.05	5552.5	No
2397	Female	1	Yes	No	31	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	One year	Yes	Electronic check	90.7	2835.5	No
2398	Female	1	Yes	No	38	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	One year	No	Credit card (automatic)	95.0	3591.25	No
2399	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	88.35	88.35	Yes
2400	Female	0	Yes	Yes	2	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	30.25	63.75	No
2401	Female	0	Yes	No	12	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	49.85	617.15	No
2402	Female	0	No	Yes	9	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	Yes	Month-to-month	No	Bank transfer (automatic)	93.0	870.25	No
2403	Male	1	No	Yes	11	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	54.55	601.25	No
2404	Male	0	No	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	19.7	111.65	No
2405	Female	0	Yes	No	71	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	84.8	6046.1	No
2406	Female	0	Yes	Yes	42	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	One year	Yes	Credit card (automatic)	94.45	3923.8	No
2407	Female	0	Yes	Yes	8	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.2	777.3	Yes
2408	Female	0	No	No	5	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.25	512.45	Yes
2409	Female	0	Yes	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.7	141.45	Yes
2410	Female	0	Yes	Yes	45	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	20.85	892.15	No
2411	Male	0	Yes	Yes	28	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	60.0	1682.05	No
2412	Female	0	Yes	No	43	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	80.45	3398.9	No
2413	Male	0	No	Yes	60	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	84.95	4984.85	No
2414	Female	0	Yes	No	42	No	No phone service	DSL	No	Yes	No	Yes	No	No	One year	No	Mailed check	33.55	1445.3	Yes
2415	Male	0	Yes	Yes	7	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	49.65	305.55	No
2416	Female	0	Yes	No	25	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)	20.2	507.9	No
2417	Female	1	Yes	Yes	40	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94.55	3640.45	Yes
2418	Male	0	No	No	27	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	100.5	2673.45	No
2419	Male	0	No	No	10	No	No phone service	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	35.75	389.8	No
2420	Female	1	No	No	27	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	86.45	2401.05	No
2421	Female	0	No	No	11	Yes	No	DSL	No	No	Yes	Yes	No	No	One year	No	Bank transfer (automatic)	53.8	651.55	No
2422	Male	0	Yes	Yes	4	No	No phone service	DSL	Yes	No	No	No	Yes	No	Month-to-month	No	Credit card (automatic)	38.55	156.1	No
2423	Male	0	No	No	68	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	39.9	2796.35	No
2424	Male	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.05	70.05	No
2425	Female	0	No	No	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	Mailed check	20.1	407.05	No
2426	Female	0	No	No	57	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	112.95	6465.0	Yes
2427	Male	0	No	No	26	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	20.3	511.25	No
2428	Female	0	Yes	No	17	No	No phone service	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	35.65	646.05	No
2429	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	35.9	35.9	Yes
2430	Male	0	No	Yes	38	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.25	3777.15	Yes
2431	Male	1	Yes	No	59	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	No	One year	Yes	Credit card (automatic)	82.95	4903.15	No
2432	Male	0	No	No	30	Yes	No	DSL	Yes	No	Yes	No	No	No	Two year	Yes	Mailed check	55.65	1653.85	No
2433	Male	1	No	No	2	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	24.45	47.5	Yes
2434	Female	1	Yes	No	50	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	25.2	1306.3	No
2435	Male	0	No	No	9	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	One year	No	Mailed check	50.8	463.6	No
2436	Female	0	Yes	Yes	3	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	60.65	No
2437	Female	0	No	Yes	14	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	59.8	824.85	No
2438	Female	1	No	No	31	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.55	2094.65	No
2439	Female	0	No	No	7	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	61.4	438.9	No
2440	Female	0	No	No	8	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.35	847.3	Yes
2441	Male	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	Bank transfer (automatic)	19.9	329.75	No
2442	Male	0	Yes	Yes	32	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)	19.45	674.55	No
2443	Female	1	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	81.5	162.55	No
2444	Male	1	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.8	546.95	Yes
2445	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	109.55	7887.25	No
2446	Female	1	No	No	31	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.95	3186.65	Yes
2447	Female	0	Yes	Yes	27	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	74.4	1972.35	No
2448	Female	0	No	No	18	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	90.0	1527.35	Yes
2449	Male	0	No	No	7	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	74.9	490.55	No
2450	Female	1	No	No	14	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.85	1531.4	Yes
2451	Male	0	Yes	Yes	11	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	59.65	683.25	No
2452	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.45	8058.85	No
2453	Male	0	Yes	Yes	28	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	No	Electronic check	106.1	2847.4	Yes
2454	Male	1	No	No	15	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.2	1133.9	Yes
2455	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.45	294.45	No
2456	Female	0	No	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	Electronic check	24.55	1719.15	No
2457	Female	0	No	No	5	Yes	No	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	89.35	461.7	Yes
2458	Male	0	Yes	Yes	47	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	24.55	1160.45	No
2459	Male	1	Yes	No	57	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Electronic check	90.65	5199.8	No
2460	Male	1	Yes	No	50	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	105.05	5163.3	No
2461	Male	0	No	No	8	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)	20.45	162.3	No
2462	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	Mailed check	19.55	883.35	No
2463	Female	0	No	No	70	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	1341.5	No
2464	Male	0	No	Yes	1	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	70.45	70.45	No
2465	Male	0	Yes	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	85.65	659.45	No
2466	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	77.15	77.15	Yes
2467	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	35.25	35.25	Yes
2468	Male	0	Yes	Yes	60	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	20.55	1205.05	No
2469	Male	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	One year	Yes	Electronic check	97.95	4917.9	No
2470	Male	0	Yes	No	4	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	48.55	201.0	Yes
2471	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	One year	No	Mailed check	20.0	599.3	No
2472	Female	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	Yes	Credit card (automatic)	25.25	1733.15	No
2473	Female	0	Yes	No	53	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	98.4	5149.5	Yes
2474	Male	0	Yes	No	67	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	70.9	4677.1	No
2475	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	Month-to-month	No	Mailed check	19.85	119.3	No
2476	Female	0	No	No	47	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.35	4849.1	No
2477	Female	0	No	No	53	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Mailed check	99.5	5424.25	No
2478	Male	0	Yes	No	69	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	84.7	5878.9	No
2479	Male	0	No	No	3	Yes	No	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	86.05	244.85	No
2480	Male	0	No	No	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.55	220.75	No
2481	Male	0	Yes	Yes	56	Yes	Yes	DSL	Yes	Yes	No	Yes	No	Yes	Two year	Yes	Credit card (automatic)	75.85	4261.2	No
2482	Male	1	Yes	No	59	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	93.85	5574.75	Yes
2483	Male	1	Yes	No	61	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)	25.0	1501.75	No
2484	Female	0	Yes	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.0	89.75	No
2485	Male	1	Yes	Yes	46	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	100.7	4541.2	Yes
2486	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	Month-to-month	No	Mailed check	20.5	255.5	No
2487	Female	0	No	No	14	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	80.45	1072.0	Yes
2488	Female	0	Yes	Yes	28	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	One year	Yes	Electronic check	90.45	2509.25	No
2489	Male	0	No	No	24	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	60.45	1440.75	No
2490	Male	0	No	No	31	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	55.25	1715.65	Yes
2491	Female	0	Yes	Yes	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Electronic check	78.45	5333.35	No
2492	Male	0	No	Yes	39	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Two year	No	Mailed check	100.55	3895.35	No
2493	Female	0	Yes	No	42	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)	20.35	869.9	No
2494	Male	0	Yes	No	13	No	No phone service	DSL	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	54.45	706.85	Yes
2495	Female	0	Yes	No	6	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	90.75	512.25	No
2496	Male	0	No	No	35	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	75.35	2636.05	Yes
2497	Female	0	Yes	No	38	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)	20.25	814.75	No
2498	Male	0	No	No	18	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	388.6	No
2499	Female	0	Yes	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	19.6	93.45	No
2500	Male	0	Yes	No	27	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	53.8	1389.85	No

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