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Tenure int64 0 72	PhoneService stringclasses 2 values	MultipleLines stringclasses 3 values	InternetSpeed stringclasses 4 values	SupportEligibility stringclasses 4 values	Contract stringclasses 3 values	MonthlyStreamingTime stringclasses 4 values	PremiumHDStreaming stringclasses 2 values	prediction_id stringlengths 36 36	prediction_label stringclasses 2 values	prediction_score float64 0 0.95	actual_score int64 0 1	actual_label stringclasses 2 values	shap/Tenure float64 -0.3 0.39	shap/PhoneService float64 -0.11 0.2	shap/MultipleLines float64 -0.15 0.17	shap/InternetSpeed float64 -0.22 0.25	shap/SupportEligibility float64 -0.22 0.2	shap/Contract float64 -0.28 0.19	shap/MonthlyStreamingTime float64 -0.18 0.23	shap/PremiumHDStreaming float64 -0.09 0.14	Gender stringclasses 2 values	Age int64 20 80	Dependents stringclasses 2 values	Partner stringclasses 2 values	EmploymentStatus stringclasses 5 values	LocationCode stringclasses 3 values	Education stringclasses 5 values	timestamp int64 1.67B 1.67B
17	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	b8eaa7fc-bffd-4480-bc07-df7413f33b18	churn	0.575438	1	churn	0.063912	-0.005336	-0.011302	0.097985	0.001301	0.09018	-0.025298	0.010894	Male	24	No	No	Disabled	Rural	Bachelor	1,673,503,200
71	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	48c335e0-2516-45c2-a58d-27117a1e16a3	no_churn	0.009715	0	no_churn	-0.280373	-0.010766	0.013769	0.058672	0.016935	0.043603	-0.01304	-0.057825	Male	48	No	Yes	Employed	Suburban	Master	1,673,503,200
72	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	6dbc94fd-a788-4686-b2e9-032654b1d2a2	no_churn	0.24426	1	churn	-0.052895	-0.004306	0.08038	0.09936	0.034233	0.084657	0.101964	0.089082	Female	41	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
2	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	b7f6d679-6c46-4970-9b8f-52b898a891b1	no_churn	0.593072	1	churn	0.211548	-0.008184	-0.05143	0.158282	0.056538	0.106806	0.001318	0.008227	Male	33	Yes	Yes	Employed	Rural	Bachelor	1,673,503,200
72	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	05488148-67eb-40a4-8a7d-0d6b6f9e3cab	churn	0.076045	0	no_churn	-0.052895	-0.004306	0.08038	0.09936	0.034233	0.084657	0.101964	0.089082	Female	41	No	No	Unemployed	Suburban	College	1,673,503,200
9	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	cf35c3ad-a039-40f2-af3d-69fedae87718	no_churn	0.344332	0	no_churn	0.123011	0.144182	0.085754	-0.018612	0.063725	0.154212	0.061266	0.063937	Female	56	Yes	No	Employed	Suburban	College	1,673,503,200
50	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	df90387d-3915-47f7-9a59-7d9d05d3424a	churn	0.318932	0	no_churn	-0.166027	-0.005047	0.035299	0.015772	-0.03123	0.037159	-0.033385	-0.001567	Female	68	Yes	Yes	Disabled	Suburban	College	1,673,503,200
5	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	e9f5ef1a-4ebe-45a9-a067-9159c43d4c98	no_churn	0.126652	0	no_churn	0.117633	-0.006899	-0.086323	0.01193	0.084527	0.095897	-0.009046	-0.017638	Male	39	Yes	No	Retired	Suburban	College	1,673,503,200
42	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	e8e03862-6cfd-4d03-b9cf-ab764ada6246	no_churn	0.553319	0	no_churn	0.01117	-0.00279	0.096021	0.174579	0.074865	0.086159	-0.011294	-0.007737	Male	41	Yes	Yes	Employed	Suburban	College	1,673,503,200
36	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	250abc58-50bd-44da-a08e-ef292f2650d7	no_churn	0.0245	0	no_churn	-0.081469	-0.006595	-0.007633	-0.081753	-0.063972	0.046269	0.040733	-0.024606	Female	68	Yes	No	Employed	Suburban	Bachelor	1,673,503,200
46	Yes	No	Fiber optic	In_Store_Support	One year	<80hrs	Active	a381ae05-638a-4e95-959d-a537cfe4bfec	no_churn	0.237898	1	churn	-0.167559	-0.003561	-0.007392	-0.01914	-0.027795	-0.047704	0.050286	0.043839	Female	76	Yes	No	Employed	Suburban	High School or Below	1,673,503,200
69	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	6de3e67a-d322-44c1-8e05-c020f3b3a637	no_churn	0.129599	0	no_churn	-0.062812	-0.000099	-0.03067	0.141264	0.096183	0.009749	0.13433	0.083029	Female	53	No	No	Employed	Urban	Master	1,673,503,200
17	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	81a0bedd-5fc8-4d3f-9567-d76aa5a973dd	churn	0.575438	1	churn	0.123856	-0.001848	-0.047814	0.126846	0.062846	0.095233	-0.008709	0.000261	Female	64	No	No	Employed	Rural	Bachelor	1,673,503,200
42	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Active	745788cf-0bcb-45d9-9af5-872a9e2252a9	no_churn	0.027958	0	no_churn	-0.159863	-0.007233	0.017135	-0.088351	0.036606	0.027811	-0.054518	-0.000613	Male	71	No	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	171feacc-dced-4b8e-9c87-7fa9317e4ad6	no_churn	0.305014	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	42	Yes	No	Employed	Suburban	High School or Below	1,673,503,200
59	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	00cacbcd-e747-4326-8a9e-a465723f58f2	no_churn	0.007659	0	no_churn	-0.05639	-0.015023	0.039405	0.010987	-0.010999	0.070834	0.069506	-0.042347	Male	59	No	No	Employed	Suburban	High School or Below	1,673,503,200
34	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	2d8e4f27-e21c-491c-a028-28d964863ba4	no_churn	0.037298	0	no_churn	-0.102314	-0.005923	-0.041145	-0.102844	0.020749	0.032249	-0.026364	-0.043434	Male	55	No	No	Employed	Suburban	College	1,673,503,200
72	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	5a110ac2-0d5d-4a07-8339-649227f084d1	no_churn	0.01701	0	no_churn	-0.091218	-0.003881	0.009509	-0.043064	-0.015539	-0.175716	0.022052	0.028831	Female	20	Yes	Yes	Unemployed	Suburban	Master	1,673,503,200
32	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	faaa53fd-3be2-4c3c-85d4-389d1e668212	no_churn	0.509527	1	churn	0.008066	-0.003004	0.064296	0.096504	0.083474	0.048955	0.059481	-0.024224	Male	54	No	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
67	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Disabled	3a817480-97d8-4565-b259-58f1fde5cf3f	no_churn	0.014644	0	no_churn	-0.07943	-0.002582	0.009107	-0.038382	0.018046	-0.158897	0.031491	-0.021951	Male	62	No	No	Employed	Urban	High School or Below	1,673,503,200
4	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	1c898784-80f3-4e1d-a40e-d9429ccda945	no_churn	0.675014	1	churn	0.111892	0.08951	0.041063	-0.032206	-0.02205	0.126278	0.106245	0.050909	Female	45	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
52	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Active	cdbd25d1-bb20-4274-81e3-df5dc8f09de0	no_churn	0.21391	0	no_churn	0.02609	0.000234	0.002052	0.082552	0.177319	0.087423	0.105768	0.112867	Female	79	No	No	Employed	Suburban	Bachelor	1,673,503,200
15	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	997b35fb-dcf3-4c87-8a3b-2305e3a869f6	no_churn	0.473349	1	churn	0.096467	-0.009537	-0.02997	-0.091192	-0.074797	0.067923	0.048848	0.053231	Male	79	Yes	No	Employed	Suburban	College	1,673,503,200
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	8e3ec5d3-a6a1-4313-a879-b80244e0f8a9	no_churn	0.190623	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Male	32	Yes	Yes	Employed	Urban	Bachelor	1,673,503,200
42	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	1c65e739-1de4-4c56-9fd6-058db3f5c077	no_churn	0.384044	0	no_churn	-0.159863	-0.007233	0.017135	-0.088351	0.036606	0.027811	-0.054518	-0.000613	Male	27	Yes	No	Employed	Suburban	Bachelor	1,673,503,200
2	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	086ca4cf-b62d-4a71-ba63-9f4a88ff0495	no_churn	0.685874	1	churn	0.211548	-0.008184	-0.05143	0.158282	0.056538	0.106806	0.001318	0.008227	Female	22	No	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
71	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	d2df702e-6e56-4b77-980c-5cc617036976	no_churn	0.00989	0	no_churn	-0.283784	-0.00403	0.015702	-0.001471	0.009718	0.027963	0.005023	-0.024302	Female	73	No	No	Employed	Suburban	High School or Below	1,673,503,200
24	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	3c96c743-9ac2-42e8-ba60-f39d59099df0	no_churn	0.008172	0	no_churn	-0.065174	-0.00964	-0.016822	-0.062895	-0.034526	0.057127	0.006908	-0.024004	Female	72	Yes	No	Disabled	Suburban	College	1,673,503,200
9	Yes	No	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	8a38b5a7-cd82-442c-95b7-b3be08d9eb54	no_churn	0.073467	0	no_churn	0.009865	-0.005534	-0.038143	-0.052609	-0.003448	0.07494	0.070888	-0.042757	Male	28	Yes	No	Employed	Suburban	College	1,673,503,200
68	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	dfe57ebe-61c3-4f9f-bded-3563f95db8d0	no_churn	0.071167	0	no_churn	-0.030219	-0.003977	0.093955	0.086099	0.027734	0.056765	0.095472	0.091312	Male	68	No	Yes	Employed	Suburban	Master	1,673,503,200
3	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	4ec90a37-fd48-42c2-b91d-dfff626aecbf	no_churn	0.141948	0	no_churn	0.09905	-0.009954	-0.059737	-0.063707	-0.006298	0.065798	0.023489	-0.022234	Female	61	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
6	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f5a8a3bc-035b-4b9c-87a0-c26e8e3de386	no_churn	0.386986	0	no_churn	0.057491	-0.014447	0.012902	-0.021311	0.015591	0.069515	-0.043531	-0.034712	Female	56	No	Yes	Employed	Suburban	Master	1,673,503,200
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	0f96a90d-5886-40fe-aa5f-030b3e48e6b7	no_churn	0.305014	0	no_churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Male	41	No	Yes	Unemployed	Suburban	College	1,673,503,200
1	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Disabled	1143d1d3-9ea9-493d-a867-a1b60b8ed4bf	no_churn	0.754858	1	churn	0.247845	0.080078	0.003951	-0.004507	0.020637	0.140728	-0.011106	-0.008775	Female	49	No	No	Employed	Suburban	High School or Below	1,673,503,200
72	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Active	b38150ab-ee5e-49dd-9fb1-019532d744b0	no_churn	0.01701	0	no_churn	-0.104025	-0.004738	0.001035	-0.03496	-0.027319	-0.1303	0.00695	0.024331	Male	49	No	Yes	Medical Leave	Rural	Master	1,673,503,200
56	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	dacc07b5-d230-454e-a224-b319fa2bca1c	no_churn	0.008939	0	no_churn	-0.101839	-0.019	-0.040164	-0.03432	-0.082541	0.022421	0.006966	-0.02055	Female	55	No	No	Employed	Urban	High School or Below	1,673,503,200
10	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	1a49ca9d-eba9-4017-bc2f-521688312f30	no_churn	0.636937	0	no_churn	0.056629	-0.008809	-0.059574	0.127964	0.03258	0.066446	-0.021681	0.003247	Female	23	Yes	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
71	Yes	No	High Speed	Web_Chat_Support	Two year	<80hrs	Disabled	e8cbc7cd-e4f6-43e6-96ad-e277a75d4fdf	no_churn	0.002329	0	no_churn	-0.095343	-0.00395	-0.026983	-0.016636	0.014554	-0.131687	0.029488	-0.022612	Female	27	No	Yes	Unemployed	Urban	High School or Below	1,673,503,200
59	Yes	Yes	High Speed	Web_Chat_Support	Two year	<80hrs	Disabled	9b8eb189-9f44-48a4-9e28-510efa6d0a18	no_churn	0.046512	0	no_churn	-0.076395	-0.002947	0.006703	-0.011597	0.029364	-0.178263	0.021791	-0.027682	Male	38	No	No	Employed	Suburban	Bachelor	1,673,503,200
66	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	783629d1-7820-4603-ab80-1f4b86b93b7d	no_churn	0.241453	0	no_churn	-0.069477	-0.005562	0.020893	-0.019462	-0.097666	0.04053	-0.020756	0.042474	Male	43	Yes	Yes	Employed	Suburban	Doctor	1,673,503,200
6	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	023214ad-a16c-45d2-b946-94c73848c20f	no_churn	0.689612	1	churn	0.14413	0.000529	0.005862	0.18783	0.064062	0.092946	0.010666	0.005352	Male	27	No	No	Unemployed	Rural	High School or Below	1,673,503,200
18	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	a113c8b0-12b6-4dd7-b25a-820d20d4d25e	no_churn	0.01312	0	no_churn	-0.076751	-0.010515	-0.059459	-0.03645	-0.087286	0.03103	0.024075	-0.03367	Male	39	No	Yes	Employed	Rural	High School or Below	1,673,503,200
56	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	c9bf4091-02d9-4542-84b0-f18daa811f15	no_churn	0.093344	0	no_churn	-0.156767	-0.005512	0.00659	-0.005637	-0.074906	0.030874	-0.001187	0.030853	Female	21	No	Yes	Medical Leave	Rural	Master	1,673,503,200
67	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	d5d9954e-03b8-4445-bc88-d82c22df67d3	no_churn	0.014644	0	no_churn	-0.132479	-0.002844	0.036398	0.02693	0.070146	0.07876	0.032477	-0.021413	Male	29	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
39	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	947ef1f1-abb2-4862-9bb7-4a514989b167	no_churn	0.608417	1	churn	0.006867	-0.003962	0.064726	0.118387	0.029349	0.10352	0.006005	-0.023917	Female	41	Yes	No	Employed	Rural	Doctor	1,673,503,200
20	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	730845e3-097e-4c12-8f3d-950409a19183	no_churn	0.421441	1	churn	-0.090624	0.07477	0.014756	-0.02901	0.006005	0.084088	0.086145	-0.045156	Male	28	No	Yes	Disabled	Urban	Bachelor	1,673,503,200
42	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	33008fcd-0025-4310-ace7-27082384c7e6	no_churn	0.553319	0	no_churn	0.030103	-0.002768	0.10706	0.21164	0.092905	0.108431	0.001341	-0.007737	Male	39	No	Yes	Medical Leave	Rural	Bachelor	1,673,503,200
4	No	No phone service	High Speed	Phone_Support	Month-to-month	<80hrs	Active	8f49f5e1-d909-4a28-9600-70f615793172	no_churn	0.675014	1	churn	0.106562	0.039238	-0.011329	-0.033834	0.016604	0.128911	0.060187	0.021052	Female	24	No	No	Employed	Rural	High School or Below	1,673,503,200
18	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	14a41ab3-9675-4644-934e-4f688e7e0b54	no_churn	0.073332	0	no_churn	-0.091779	-0.009211	-0.060073	-0.070752	-0.005798	0.032177	-0.032716	-0.030872	Female	46	Yes	Yes	Medical Leave	Suburban	College	1,673,503,200
11	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	c3254902-4b08-4f99-ad88-65018dfcf2d6	no_churn	0.147692	0	no_churn	0.011833	-0.004027	-0.009713	-0.062379	0.007926	-0.082472	0.025038	-0.025233	Female	48	Yes	No	Employed	Suburban	High School or Below	1,673,503,200
41	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	3b988119-1036-4d5d-a5fa-49dc0e46547b	no_churn	0.376466	0	no_churn	-0.049189	-0.003039	0.061827	0.095502	-0.003135	0.040493	0.043106	0.065408	Female	79	No	No	Unemployed	Rural	High School or Below	1,673,503,200
50	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	d1e91e45-0e86-4015-bdfb-265a01fd8253	no_churn	0.318932	0	no_churn	-0.111282	-0.002521	0.017032	0.081865	-0.022077	-0.168665	0.047665	0.039791	Female	25	Yes	No	Employed	Rural	Bachelor	1,673,503,200
70	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	5438fb70-1e54-42a9-88f3-e535d538fce3	no_churn	0.349298	1	churn	-0.025905	0.000431	0.085203	0.10783	0.112799	-0.014747	0.070198	0.115165	Female	72	Yes	No	Unemployed	Urban	Bachelor	1,673,503,200
45	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Disabled	7b9cd418-e373-40c5-9f01-bc98dc141b28	no_churn	0.009062	0	no_churn	-0.051248	-0.002123	0.02622	-0.019297	0.047406	-0.187459	0.062967	-0.035493	Female	31	No	Yes	Unemployed	Suburban	Master	1,673,503,200
13	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	d12ce17a-9b08-49f2-9d5a-b2c011f0fb5a	no_churn	0.706847	1	churn	-0.027973	-0.016671	0.009377	-0.083961	-0.150686	0.036927	-0.064682	0.038642	Male	62	No	Yes	Medical Leave	Suburban	College	1,673,503,200
29	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Disabled	10ae106c-a46c-4891-a71a-fb038f9bc7a4	no_churn	0.179062	0	no_churn	-0.09282	0.055444	0.015324	-0.086445	-0.088893	0.064055	0.027004	-0.034694	Female	76	Yes	No	Employed	Suburban	Bachelor	1,673,503,200
44	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	4e007af1-f6a5-4592-b51c-24759402cbed	no_churn	0.196402	0	no_churn	-0.147455	-0.006436	-0.051194	0.068868	-0.01593	0.010619	-0.002959	0.025462	Female	44	Yes	No	Employed	Suburban	Master	1,673,503,200
72	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	f04a46ad-ed6e-4a66-b79a-604410ee6d6f	no_churn	0.076045	0	no_churn	-0.052895	-0.004306	0.08038	0.09936	0.034233	0.084657	0.101964	0.089082	Female	21	No	Yes	Employed	Suburban	Master	1,673,503,200
13	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	aa9c17b4-bd03-4817-b98c-d899503135e3	no_churn	0.030233	0	no_churn	0.004239	-0.005254	-0.020034	-0.07941	0.015241	-0.058515	0.034685	-0.029978	Male	78	No	No	Retired	Rural	High School or Below	1,673,503,200
56	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	0ecb597e-c75e-4c54-b7b2-58db9df11d24	no_churn	0.093344	0	no_churn	-0.156767	-0.005512	0.00659	-0.005637	-0.074906	0.030874	-0.001187	0.030853	Male	23	Yes	No	Medical Leave	Suburban	College	1,673,503,200
59	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	127cd618-059b-49d8-a2b4-ae3445fc1bfb	no_churn	0.007659	0	no_churn	-0.05639	-0.015023	0.039405	0.010987	-0.010999	0.070834	0.069506	-0.042347	Female	28	Yes	No	Retired	Suburban	College	1,673,503,200
1	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	225c8d15-80fe-43f1-bd23-be8b130a1bf7	no_churn	0.288461	0	no_churn	0.190801	-0.010232	-0.072976	-0.058053	-0.034925	0.081892	-0.014387	0.001797	Male	77	Yes	Yes	Employed	Suburban	High School or Below	1,673,503,200
3	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	0ed2a242-ea4e-489d-b484-93c5711c6d88	no_churn	0.507173	0	no_churn	0.097717	-0.007124	-0.00743	-0.135349	-0.063594	0.079357	0.064223	-0.042382	Female	50	Yes	Yes	Medical Leave	Suburban	Bachelor	1,673,503,200
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	26216f0b-259e-44d9-80a9-c71d2693aa8c	no_churn	0.001919	0	no_churn	-0.143113	-0.015326	0.011341	-0.055836	-0.046606	0.042361	0.03909	-0.035938	Female	48	No	No	Unemployed	Urban	Master	1,673,503,200
24	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	c2388c3d-81de-46bb-b83d-6ab15c65ebbc	no_churn	0.008172	0	no_churn	-0.037362	-0.005764	0.011974	-0.036659	0.012683	-0.129057	-0.04154	-0.043301	Male	44	No	Yes	Unemployed	Suburban	College	1,673,503,200
66	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	5b419f81-2538-418d-8172-251f8649d9d0	no_churn	0.125883	0	no_churn	-0.096059	-0.002798	0.033826	0.03837	0.092893	0.085347	0.007469	0.046175	Male	61	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
47	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4c515737-62f4-4d65-97d5-8e9db8b664da	no_churn	0.432192	1	churn	-0.010373	-0.001448	0.101716	0.16257	0.038312	0.098615	-0.035463	0.018199	Female	74	Yes	Yes	Employed	Suburban	College	1,673,503,200
4	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Active	7339ad10-4dcd-4008-8421-e68a3fafcd89	no_churn	0.428144	1	churn	0.180155	0.001727	-0.038743	0.047535	0.083854	0.139718	0.133195	0.113532	Female	51	No	No	Employed	Suburban	Bachelor	1,673,503,200
45	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	16648d45-826d-49f1-9f1f-311f80af4117	no_churn	0.009062	0	no_churn	-0.096053	-0.003388	0.005566	-0.04073	-0.024162	-0.108372	0.012802	-0.014688	Female	53	No	No	Employed	Urban	Bachelor	1,673,503,200
19	Yes	No	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Disabled	658f0c27-0333-49ca-92a2-5d5bf0625eb4	no_churn	0.187588	0	no_churn	-0.073266	-0.004814	-0.076086	-0.02148	-0.122251	0.03887	0.036577	-0.026576	Male	69	No	Yes	Medical Leave	Rural	Bachelor	1,673,503,200
72	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Active	9b709e30-2141-43bc-bab3-8dc14b6a926e	no_churn	0.026808	0	no_churn	-0.148708	-0.00309	0.02138	0.048559	0.005734	-0.248072	0.025762	0.029408	Male	63	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
4	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	0419d03b-db90-465e-84a0-cd492c4d52fa	no_churn	0.675014	1	churn	0.111892	0.08951	0.041063	-0.032206	-0.02205	0.126278	0.106245	0.050909	Female	63	No	Yes	Employed	Urban	Bachelor	1,673,503,200
34	Yes	No	Low Speed	Expired	One year	0hrs	Disabled	4e374bef-45da-478e-9a5a-92f8e33d4276	no_churn	0.059403	0	no_churn	-0.040737	-0.003198	-0.044078	-0.047676	-0.00686	-0.058497	-0.032646	-0.035336	Female	70	No	No	Employed	Suburban	Master	1,673,503,200
69	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	739c3026-e2fe-4ddb-bd13-bbadf96d8f76	no_churn	0.012042	0	no_churn	-0.096284	-0.008433	-0.027493	-0.061369	-0.060531	0.031915	0.001728	-0.028559	Male	49	Yes	No	Employed	Rural	Bachelor	1,673,503,200
72	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	b6d234f6-3cfc-48af-8c0c-9bc03837a4e4	no_churn	0.24426	1	churn	-0.056566	-0.00032	0.065961	0.132484	0.109341	-0.011574	0.088611	0.103038	Female	75	Yes	No	Retired	Rural	College	1,673,503,200
1	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	16b8e750-9c51-4beb-a9b7-077cf5ebe84d	no_churn	0.620165	1	churn	0.192447	-0.014857	-0.100827	-0.068217	-0.033533	0.102209	-0.016407	-0.020321	Male	40	No	No	Unemployed	Suburban	High School or Below	1,673,503,200
68	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Active	f5e32d66-f991-46fb-b8d4-5472635f8d3a	no_churn	0.012177	0	no_churn	-0.103687	-0.001044	-0.050831	0.018348	0.088288	0.092043	0.059096	0.094905	Male	64	No	No	Unemployed	Suburban	College	1,673,503,200
10	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	48b853fc-2714-471c-908b-0d8317af3cfd	no_churn	0.636937	0	no_churn	0.085735	-0.008043	-0.021019	0.189802	0.011984	0.081322	0.050781	-0.014036	Male	40	Yes	Yes	Employed	Suburban	College	1,673,503,200
6	Yes	No	Low Speed	In_Store_Support	Month-to-month	<50hrs	Active	d904a5c3-203a-4de0-b255-386f7b93f6a9	no_churn	0.205652	0	no_churn	0.131043	-0.001449	-0.032824	-0.0122	-0.028897	0.093162	0.136354	0.085785	Male	43	Yes	Yes	Employed	Suburban	High School or Below	1,673,503,200
5	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	0e074e97-56f1-4d08-a780-56010c9cfc61	no_churn	0.126652	0	no_churn	0.135378	-0.002656	-0.024563	-0.058989	-0.039185	0.068114	0.08563	-0.052732	Male	54	No	No	Employed	Suburban	College	1,673,503,200
72	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	fcd351a2-4c2d-4a38-8fd8-4c0187cf6558	no_churn	0.028361	0	no_churn	-0.089585	-0.001925	0.099771	0.041187	0.057441	0.129126	0.13011	0.111111	Female	43	Yes	Yes	Unemployed	Suburban	College	1,673,503,200
16	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	45ffdc35-05cd-4f2d-8d67-7da926146041	no_churn	0.015351	0	no_churn	0.157134	-0.001373	0.015537	-0.035549	0.042057	0.100737	-0.02187	0.009984	Male	69	No	No	Unemployed	Suburban	College	1,673,503,200
29	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Disabled	153ad218-d600-4700-ae43-7c07c5086c2b	no_churn	0.179062	0	no_churn	-0.09282	0.055444	0.015324	-0.086445	-0.088893	0.064055	0.027004	-0.034694	Female	80	Yes	No	Unemployed	Suburban	College	1,673,503,200
2	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	978c9eed-4f39-4038-a75e-73ef3b883443	no_churn	0.42675	0	no_churn	0.205661	-0.007764	-0.046779	0.111044	-0.002338	0.091911	-0.005905	0.008227	Female	49	Yes	Yes	Retired	Urban	Bachelor	1,673,503,200
10	No	No phone service	Medium Speed	Expired	Month-to-month	0hrs	Disabled	fd99add5-b1f1-4dce-9009-daeca048628e	no_churn	0.25602	0	no_churn	0.095587	0.160597	0.054538	-0.037162	0.004686	0.125719	-0.003208	-0.009783	Male	25	Yes	No	Unemployed	Suburban	Bachelor	1,673,503,200
32	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	f361ec0b-4206-475d-86d9-011aa883a793	no_churn	0.329634	1	churn	0.012814	-0.002789	0.103485	0.02601	0.087342	0.067056	0.071346	0.048847	Female	61	No	Yes	Disabled	Suburban	High School or Below	1,673,503,200
3	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	fcc29438-3634-4947-affd-c786734a6f29	no_churn	0.545418	0	no_churn	0.08657	-0.01326	-0.069369	-0.089676	-0.068191	0.05521	-0.027576	-0.017556	Male	24	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
52	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	a04a360c-6526-4c30-acb4-4026f2484c56	churn	0.443352	1	churn	-0.063413	-0.002207	0.082672	0.032752	0.115029	0.091129	0.068421	0.08659	Male	58	No	No	Unemployed	Rural	Bachelor	1,673,503,200
58	Yes	No	Medium Speed	Expired	One year	100hrs+	Disabled	1ec4bd35-41eb-4d2f-9444-555bec92941b	no_churn	0.059027	0	no_churn	-0.075351	-0.003766	-0.005195	0.002955	-0.053877	-0.024689	0.026852	-0.025954	Male	58	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
62	No	No phone service	Low Speed	Phone_Support	Two year	100hrs+	Disabled	1c9f4dfc-cf1e-4601-935b-8cd54b5441b6	no_churn	0.009164	0	no_churn	-0.108257	0.005603	-0.003246	-0.010612	0.021317	-0.131831	0.031193	-0.023193	Female	54	No	Yes	Disabled	Suburban	High School or Below	1,673,503,200
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	feeab848-3168-43fd-be38-1d5887fcd15c	no_churn	0.002164	0	no_churn	-0.143113	-0.015326	0.011341	-0.055836	-0.046606	0.042361	0.03909	-0.035938	Female	56	Yes	No	Disabled	Suburban	High School or Below	1,673,503,200
25	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	5da568ca-0dcc-46d0-a2d8-ed8e4f5b39c7	no_churn	0.39287	1	churn	-0.084319	-0.005082	-0.092968	0.107801	0.002701	0.047567	-0.011033	-0.003336	Female	55	No	No	Employed	Rural	College	1,673,503,200
23	No	No phone service	High Speed	Phone_Support	Month-to-month	<80hrs	Active	3066b241-0bec-4203-9884-232c7ce0da02	no_churn	0.4245	0	no_churn	-0.160181	0.065473	0.021148	-0.027178	0.003196	0.055019	-0.051401	-0.015101	Female	73	No	Yes	Employed	Suburban	College	1,673,503,200
1	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	9b4d79a1-96c1-4abf-b97a-88d66413e2b8	no_churn	0.56937	0	no_churn	0.212382	0.106936	0.037348	-0.011588	-0.025131	0.158494	-0.028461	-0.006957	Female	71	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
26	Yes	No	High Speed	Expired	Month-to-month	<50hrs	Active	9f2ad628-a0db-4e02-aeed-2fd6cc51fce9	no_churn	0.14107	0	no_churn	-0.044857	-0.008281	-0.074248	-0.003846	-0.038256	0.076074	0.125777	0.061109	Male	74	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
6	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	d191c97a-5738-4759-beb8-2e8f58707bc5	no_churn	0.160563	0	no_churn	0.05098	-0.006939	-0.035259	-0.105444	-0.015021	0.063132	0.080094	-0.047237	Female	23	Yes	No	Employed	Rural	College	1,673,503,200
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	b2733dc4-ec2b-4543-8324-7c072c3da1a0	no_churn	0.190623	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Male	33	Yes	Yes	Employed	Suburban	High School or Below	1,673,503,200
69	Yes	No	Fiber optic	Expired	One year	<50hrs	Active	aaaece07-5e04-4432-94e6-da087c9a3767	no_churn	0.129599	0	no_churn	-0.164447	-0.003397	-0.076271	0.067139	0.00704	-0.02762	0.031752	0.049278	Male	46	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
17	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	66508e25-b8a6-43c6-844b-5dc75d47bb1f	no_churn	0.038392	0	no_churn	0.04578	-0.008347	-0.026489	-0.13095	-0.058411	0.061396	0.024471	-0.033976	Male	32	Yes	No	Employed	Suburban	College	1,673,503,200
10	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	aa8eeff2-ccd9-499e-8713-bf1246145b2b	no_churn	0.125389	0	no_churn	0.02409	-0.014305	-0.052216	-0.063033	-0.031968	0.044817	0.044701	-0.033624	Male	36	No	No	Unemployed	Urban	High School or Below	1,673,503,200

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