	COUNTRY	CITY	PHONE SERVICE	MULTIPLE LINES	LATITUDE	ONLINE SECURITY	SENIOR CITIZEN	MONTHLY CHARGES	STREAMING MOVIES	PAYMENT METHOD	...	CHURN SCORE	GENDER	LONGITUDE	ONLINE BACKUP	TOTAL CHARGES	CLTV	CHURN REASON	DEVICE PROTECTION	STATE	ZIP CODE
0	United States	San Diego	Yes	Yes	32.747484	No	False	100.45	Yes	Mailed check	...	1	Female	-117.166877	Yes	4941.80	4235	Competitor offered higher download speeds	No	California	92103
1	United States	Oakland	Yes	No	37.828416	No	False	89.75	No	Electronic check	...	1	Male	-122.216005	Yes	608.80	3807	Poor expertise of online support	No	California	94611
2	United States	Long Beach	Yes	No	33.802664	No internet service	False	19.50	No internet service	Mailed check	...	0	Female	-118.179971	No internet service	19.50	5279	do not know	No internet service	California	90806
3	United States	Wilmington	Yes	Yes	33.782068	Yes	False	110.15	Yes	Credit card (automatic)	...	0	Female	-118.262263	No	7881.20	4498	do not know	Yes	California	90744
4	United States	San Bernardino	Yes	Yes	34.183286	No	False	84.50	Yes	Credit card (automatic)	...	0	Male	-117.221722	No	6130.85	6202	do not know	No	California	92404
5	United States	Olema	No	No phone service	38.052209	Yes	False	29.35	No	Mailed check	...	0	Male	-122.775567	No	216.45	5369	do not know	No	California	94950
6	United States	Penn Valley	Yes	No	39.203817	No internet service	False	19.45	No internet service	Mailed check	...	0	Male	-121.195840	No internet service	1195.95	5343	do not know	No internet service	California	95946
7	United States	Oroville	Yes	No	39.624561	Yes	False	104.90	Yes	Credit card (automatic)	...	0	Male	-121.552866	No	7559.55	5169	do not know	Yes	California	95965
8	United States	Berkeley	Yes	No	37.871416	No	False	78.25	No	Electronic check	...	1	Male	-122.246597	Yes	1490.95	3666	Competitor had better devices	Yes	California	94704
9	United States	Glendale	No	No phone service	34.167926	No	False	29.95	No	Bank transfer (automatic)	...	1	Female	-118.267539	Yes	29.95	4534	Long distance charges	No	California	91202
10	United States	San Diego	Yes	No	32.741499	Yes	True	101.25	Yes	Electronic check	...	1	Female	-117.127409	No	2754.45	4853	Attitude of service provider	Yes	California	92104
11	United States	Bayside	Yes	Yes	40.825486	No	True	86.60	No	Electronic check	...	1	Male	-124.049485	No	1281.00	2508	Network reliability	No	California	95524
12	United States	Clearlake	Yes	No	38.965804	No internet service	False	20.20	No internet service	Mailed check	...	0	Male	-122.631779	No internet service	387.40	4821	do not know	No internet service	California	95422
13	United States	Coulterville	Yes	Yes	37.722127	Yes	True	83.85	No	Bank transfer (automatic)	...	0	Male	-120.110174	Yes	5588.80	5261	do not know	No	California	95311
14	United States	Oceano	Yes	Yes	35.059695	No	False	103.75	Yes	Bank transfer (automatic)	...	0	Male	-120.604741	Yes	5969.95	6237	do not know	No	California	93445
15	United States	La Quinta	Yes	No	33.695532	No internet service	False	19.80	No internet service	Credit card (automatic)	...	0	Male	-116.310571	No internet service	1468.75	5368	do not know	No internet service	California	92253
16	United States	Belmont	No	No phone service	37.509366	No	False	50.80	Yes	Electronic check	...	1	Female	-122.306132	Yes	3027.40	4941	Competitor offered more data	No	California	94002
17	United States	Sebastopol	No	No phone service	38.398815	No	False	60.80	Yes	Credit card (automatic)	...	0	Female	-122.861923	Yes	3603.45	5784	do not know	Yes	California	95472
18	United States	Bayside	No	No phone service	40.825486	No	False	45.25	No	Mailed check	...	0	Female	-124.049485	Yes	2933.95	5712	do not know	No	California	95524
19	United States	Pleasanton	Yes	Yes	37.633361	No	True	80.60	No	Bank transfer (automatic)	...	1	Female	-121.862395	Yes	2656.50	3601	Competitor offered more data	No	California	94566
20	United States	Union City	Yes	No	37.594850	No	False	95.35	Yes	Electronic check	...	1	Female	-122.051521	No	660.90	3077	Competitor made better offer	Yes	California	94587
21	United States	Palo Alto	No	No phone service	37.386978	No	True	50.25	Yes	Electronic check	...	0	Male	-122.177746	Yes	2997.45	5546	do not know	No	California	94304
22	United States	San Diego	Yes	No	32.762506	No	False	75.90	No	Bank transfer (automatic)	...	0	Male	-117.072450	No	1373.05	4668	do not know	No	California	92115
23	United States	Santa Maria	Yes	No	34.818227	No	False	54.80	No	Mailed check	...	0	Male	-120.418784	Yes	452.80	2848	do not know	No	California	93455
24	United States	Lomita	Yes	No	33.794209	No internet service	False	19.60	No internet service	Mailed check	...	0	Male	-118.317354	No internet service	1170.55	4393	do not know	No internet service	California	90717
25	United States	Branscomb	Yes	Yes	39.710591	No	False	90.15	No	Electronic check	...	1	Female	-123.682799	No	987.95	5250	Competitor offered higher download speeds	No	California	95417
26	United States	Larkspur	Yes	Yes	37.937082	No	True	103.85	Yes	Electronic check	...	1	Male	-122.532369	Yes	5485.50	5860	Competitor had better devices	Yes	California	94939
27	United States	Santa Barbara	Yes	No	34.437945	No	False	88.45	Yes	Electronic check	...	1	Male	-119.771910	No	370.65	2456	Don't know	No	California	93110
28	United States	San Leandro	Yes	Yes	37.687264	No	False	85.30	No	Credit card (automatic)	...	1	Female	-122.157280	Yes	2917.50	2455	Competitor offered more data	No	California	94579
29	United States	Santa Fe Springs	Yes	No	33.933565	Yes	False	71.35	Yes	Mailed check	...	0	Female	-118.062611	Yes	2847.20	5807	do not know	No	California	90670
30	United States	Van Nuys	Yes	No	34.178483	No internet service	False	20.20	No internet service	Mailed check	...	0	Male	-118.431791	No internet service	684.40	3481	do not know	No internet service	California	91401
31	United States	Chico	Yes	Yes	39.903272	No	False	109.85	Yes	Credit card (automatic)	...	0	Female	-121.843567	Yes	7002.95	5775	do not know	Yes	California	95973
32	United States	Whittier	Yes	No	33.929704	No internet service	False	20.05	No internet service	Bank transfer (automatic)	...	0	Male	-118.012080	No internet service	902.00	2942	do not know	No internet service	California	90604
33	United States	San Diego	Yes	No	33.017518	No internet service	False	20.15	No internet service	Mailed check	...	0	Female	-117.118456	No internet service	456.85	3573	do not know	No internet service	California	92127
34	United States	El Monte	Yes	No	34.074492	Yes	False	59.45	No	Bank transfer (automatic)	...	0	Female	-118.014620	Yes	780.85	5723	do not know	No	California	91732
35	United States	Woodbridge	Yes	Yes	38.169605	Yes	False	80.00	No	Credit card (automatic)	...	0	Female	-121.310964	No	1029.35	5577	do not know	No	California	95258
36	United States	Holtville	Yes	Yes	32.811001	No	False	49.40	No	Electronic check	...	1	Female	-115.152865	No	106.55	5115	Product dissatisfaction	No	California	92250
37	United States	Oroville	Yes	No	39.624561	No internet service	False	19.55	No internet service	Mailed check	...	0	Female	-121.552866	No internet service	124.45	5980	do not know	No internet service	California	95965
38	United States	South Pasadena	Yes	No	34.110444	No internet service	False	20.40	No internet service	Electronic check	...	0	Female	-118.156957	No internet service	321.40	3990	do not know	No internet service	California	91030
39	United States	Los Angeles	Yes	Yes	34.007090	No	True	108.80	Yes	Bank transfer (automatic)	...	0	Female	-118.258681	Yes	7082.45	5225	do not know	Yes	California	90011
40	United States	Ukiah	Yes	Yes	39.134075	Yes	False	56.25	No	Mailed check	...	0	Male	-123.234220	No	969.85	2277	do not know	No	California	95482
41	United States	Cool	Yes	Yes	38.880622	Yes	False	111.45	Yes	Bank transfer (automatic)	...	0	Male	-120.973865	Yes	5315.10	2319	do not know	Yes	California	95614
42	United States	Santa Monica	Yes	No	34.031529	No	True	74.85	Yes	Bank transfer (automatic)	...	0	Female	-118.491156	No	3268.05	3253	do not know	Yes	California	90403
43	United States	Tujunga	Yes	Yes	34.296574	No	False	104.40	Yes	Electronic check	...	1	Female	-118.244839	No	242.80	4690	Lack of self-service on Website	Yes	California	91042
44	United States	Denair	Yes	Yes	37.524721	No	False	50.25	No	Electronic check	...	1	Female	-120.757977	No	2203.65	4873	Competitor offered more data	No	California	95316
45	United States	Doyle	Yes	Yes	40.012675	No	True	101.35	Yes	Electronic check	...	1	Male	-120.101857	Yes	1218.55	3967	Product dissatisfaction	No	California	96109
46	United States	San Diego	No	No phone service	33.000269	No	False	25.35	No	Mailed check	...	0	Male	-117.072093	No	25.35	4193	do not know	No	California	92128
47	United States	Oroville	Yes	No	39.473896	No internet service	False	20.85	No internet service	Credit card (automatic)	...	0	Female	-121.415927	No internet service	435.25	5422	do not know	No internet service	California	95966
48	United States	Monterey Park	Yes	Yes	34.050322	No	False	84.80	No	Bank transfer (automatic)	...	1	Female	-118.147037	Yes	3862.55	3997	Attitude of support person	Yes	California	91754
49	United States	Parker Dam	Yes	No	34.273872	No internet service	False	18.25	No internet service	Credit card (automatic)	...	0	Male	-114.192901	No internet service	534.70	5327	do not know	No internet service	California	92267

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