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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
42	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	34971098-98d1-483a-a2d5-efd9e7e4ca4b	no_churn	0.062592	0	no_churn	-0.086347	-0.009646	-0.044619	-0.07261	-0.045826	0.029158	0.000072	-0.019209	Male	22	No	No	Employed	Urban	High School or Below	1,673,416,800
10	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	5610543b-c2f7-44d4-9954-1f6b01b104c7	no_churn	0.094697	0	no_churn	0.004583	-0.009767	-0.014714	-0.048075	-0.086103	0.053219	0.006658	-0.016456	Male	63	No	No	Employed	Suburban	College	1,673,416,800
3	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	d41f4c3a-dc1f-4461-a117-fafbb5ba1ec1	no_churn	0.290394	0	no_churn	0.106348	-0.006458	-0.067522	0.10205	-0.031048	0.069127	-0.013931	0.005533	Female	24	No	No	Disabled	Rural	High School or Below	1,673,416,800
41	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	9a833e26-8f30-46aa-b26b-96718329933d	churn	0.133312	0	no_churn	-0.08504	-0.009631	0.03282	-0.085815	-0.10347	0.060011	0.033454	0.056311	Female	49	No	Yes	Employed	Rural	College	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	045671c6-9408-4cbd-9b55-e95d4cc6adcb	no_churn	0.589671	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	35	No	No	Employed	Suburban	College	1,673,416,800
64	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	531f4710-ba8c-4db3-acba-01ffddbc64aa	no_churn	0.211973	0	no_churn	-0.19452	-0.005059	0.006411	0.003415	-0.065707	0.041762	0.007959	0.006714	Male	43	No	No	Employed	Suburban	College	1,673,416,800
25	Yes	No	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Active	41938b87-de34-42e3-8da7-975f2ca5736e	no_churn	0.077565	0	no_churn	-0.080875	-0.003061	-0.009238	0.015547	-0.117728	0.0679	0.111343	0.057085	Female	27	No	No	Employed	Suburban	High School or Below	1,673,416,800
71	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	4e9b8972-4ba5-41ac-90fd-df73db2b7fca	no_churn	0.003162	0	no_churn	-0.112035	-0.008942	-0.025877	-0.058058	-0.076469	0.036532	-0.009807	0.03563	Male	36	Yes	Yes	Medical Leave	Suburban	College	1,673,416,800
25	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	4731e598-3af8-4ba2-805b-9660b25e5767	no_churn	0.268763	1	churn	-0.11776	-0.007853	-0.096732	0.096754	-0.022895	0.048455	-0.002454	-0.003994	Female	76	No	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
41	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	bcc3b6c7-7170-4b56-9575-a132dcb0937c	no_churn	0.021085	0	no_churn	-0.075993	-0.006835	-0.028432	-0.0809	-0.059607	0.042498	0.026552	-0.033809	Female	80	No	Yes	Unemployed	Rural	Bachelor	1,673,416,800
30	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	42d30c46-1757-4e91-8763-528bb767aac0	no_churn	0.028006	0	no_churn	-0.060476	-0.017633	-0.022692	-0.033815	-0.048654	0.045324	0.000334	-0.010712	Male	25	Yes	Yes	Retired	Urban	High School or Below	1,673,416,800
3	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	1494af5e-4e3d-4a8f-a8c4-f05b11805a72	no_churn	0.290394	0	no_churn	0.10715	-0.007487	-0.052507	0.159071	-0.02186	0.070831	0.030225	-0.008338	Male	36	Yes	Yes	Employed	Suburban	High School or Below	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	5c5eab50-7513-47a8-8c94-42dc5bd07855	no_churn	0.620165	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	65	No	No	Employed	Rural	High School or Below	1,673,416,800
57	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	3a91abb6-255d-45fa-af47-9848e6cd076b	no_churn	0.105694	0	no_churn	-0.10895	-0.012259	-0.022061	-0.060758	-0.035005	0.026025	-0.02029	-0.025727	Male	63	No	Yes	Unemployed	Suburban	Doctor	1,673,416,800
63	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	cc5b00d3-00b3-4e59-acc2-bfe1d1cef08a	no_churn	0.011877	0	no_churn	-0.11994	-0.01414	-0.028708	-0.043925	-0.107826	0.032344	0.014204	0.018964	Female	21	No	No	Employed	Urban	High School or Below	1,673,416,800
30	Yes	Yes	Low Speed	Expired	Month-to-month	0hrs	Disabled	8b8fd62b-11ad-4f7e-863c-4ee265848a3c	no_churn	0.098543	0	no_churn	-0.093047	-0.009951	-0.017591	-0.054444	-0.053143	0.035693	-0.033176	-0.043367	Female	62	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
29	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	4fe162d4-b6cf-447b-a019-9e1551acd23c	no_churn	0.32131	0	no_churn	-0.130696	-0.010894	-0.116276	0.048602	-0.029508	0.022238	-0.003109	0.00395	Female	52	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
72	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	1d01c86a-5123-4586-8528-fe839d1a790a	churn	0.005304	0	no_churn	-0.104441	-0.004174	0.010704	-0.03072	-0.022539	-0.170353	0.023317	0.02918	Female	21	Yes	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
58	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	743ee0ea-334a-473a-b19d-2fdfcb7d16a9	no_churn	0.06346	0	no_churn	-0.06806	-0.004596	0.008717	-0.089092	-0.037649	-0.133362	0.024627	0.03039	Male	56	No	No	Employed	Suburban	High School or Below	1,673,416,800
25	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	8c3f889d-793d-48b0-b8bc-eb5fc5fa4485	no_churn	0.246193	0	no_churn	-0.055598	-0.011246	0.024105	-0.081795	-0.068701	0.045886	0.054913	-0.038257	Male	69	No	Yes	Employed	Suburban	High School or Below	1,673,416,800
45	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	3da4c3f1-29d1-4b8b-9fdb-03d22ddc3ab9	no_churn	0.05823	0	no_churn	-0.220089	-0.007597	0.016151	-0.051067	-0.034435	0.034934	-0.019453	0.022529	Male	33	No	Yes	Disabled	Rural	College	1,673,416,800
63	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	51b63b0b-2ba6-4068-8d9e-6fe7fbd247a1	no_churn	0.011877	0	no_churn	-0.11994	-0.01414	-0.028708	-0.043925	-0.107826	0.032344	0.014204	0.018964	Female	45	Yes	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	c8a58e39-6634-4f2f-8a8c-f543060a46d1	no_churn	0.589671	0	no_churn	0.263506	-0.009693	-0.025628	-0.025964	0.094741	0.134205	0.082925	-0.049345	Male	50	Yes	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
72	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	868771ae-fc14-4f47-a760-4558058f48a5	no_churn	0.002182	0	no_churn	-0.059845	-0.00361	0.000853	-0.031221	0.000365	0.054503	-0.016787	-0.013285	Male	78	No	Yes	Employed	Suburban	Master	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	566d4830-fabd-4b86-8d4a-6c9ee2e10c20	no_churn	0.694361	0	no_churn	0.389476	-0.007459	-0.015435	0.015043	-0.030387	0.139382	0.167033	0.063321	Male	63	No	Yes	Employed	Suburban	Master	1,673,416,800
37	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	0c299cc8-7689-430f-9319-78ffae3b75d3	churn	0.153249	0	no_churn	-0.090736	-0.00893	-0.051902	-0.045138	-0.002989	0.03866	-0.032673	-0.055318	Female	64	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
41	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	aaf441df-f3ed-4dd0-92e4-4a2221a0cc7c	no_churn	0.061676	0	no_churn	-0.074488	-0.010177	-0.027276	-0.071922	-0.038476	0.020043	-0.003648	-0.023081	Male	24	Yes	Yes	Employed	Rural	Master	1,673,416,800
38	Yes	No	Low Speed	Expired	One year	100hrs+	Active	afad6789-dded-4ee7-950d-0c147b68c46e	no_churn	0.103776	1	churn	0.012686	-0.002657	-0.00369	-0.007946	-0.001924	0.033953	0.043547	0.077004	Female	59	No	No	Retired	Rural	Master	1,673,416,800
72	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Disabled	926b1866-3ab0-4d82-8b37-d917bf9d2d17	no_churn	0.009269	0	no_churn	-0.23638	-0.006136	0.004369	0.037659	-0.020742	0.021215	0.004707	-0.013719	Female	35	Yes	Yes	Disabled	Suburban	Bachelor	1,673,416,800
6	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	a898389d-b784-404a-8421-105b08b2226e	churn	0.847475	1	churn	0.131184	-0.001309	0.006039	0.146076	0.118367	0.110936	0.0696	0.075535	Male	21	Yes	No	Employed	Suburban	Bachelor	1,673,416,800
50	Yes	Yes	High Speed	Expired	One year	0hrs	Disabled	f66243d9-7821-4986-9fbf-3ec8d48e7af8	no_churn	0.05886	0	no_churn	-0.045115	-0.002504	0.026277	-0.021304	-0.009235	-0.172288	-0.017001	-0.027857	Female	25	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
19	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	fcebef55-92d7-4aeb-bd8a-608bd23557b6	no_churn	0.038352	0	no_churn	-0.067372	-0.008148	-0.053597	-0.080261	-0.064838	0.020157	0.01219	-0.027157	Male	67	No	Yes	Employed	Rural	College	1,673,416,800
53	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	646c660b-c1d3-43e1-949d-2e5904d2da51	no_churn	0.041772	0	no_churn	-0.123549	-0.006464	-0.033868	-0.017631	-0.059578	0.02203	-0.028395	-0.021571	Male	65	Yes	Yes	Employed	Urban	Master	1,673,416,800
68	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	c1dd0073-f0af-4e4b-ae6c-0b6101b83be5	no_churn	0.102942	0	no_churn	-0.105036	-0.010858	0.028632	-0.022852	-0.048923	0.04047	0.005848	0.048693	Female	54	No	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
1	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	e1d4f282-bb69-4002-bf73-384d416a3284	no_churn	0.505257	0	no_churn	0.306775	0.079506	0.03969	0.024977	0.080743	0.177682	0.041262	-0.024661	Male	63	Yes	Yes	Retired	Suburban	Bachelor	1,673,416,800
6	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	0124db6d-4863-4983-9d3d-b180575ab4c8	no_churn	0.847475	1	churn	0.022779	-0.001786	-0.026997	0.082528	-0.069964	0.06113	-0.011765	-0.044952	Female	32	No	Yes	Unemployed	Suburban	High School or Below	1,673,416,800
20	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	bb745830-a907-4cb2-932d-3cdf5e0d7d0c	no_churn	0.437943	0	no_churn	0.023523	-0.003511	0.105271	0.164393	0.049916	0.107351	-0.046941	0.002638	Male	20	No	No	Employed	Urban	College	1,673,416,800
37	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	006398af-cda3-468c-a5ec-f0da047626ea	no_churn	0.013551	0	no_churn	0.028048	-0.010579	0.009371	-0.020355	0.085952	0.083206	-0.024587	0.019917	Male	57	No	Yes	Unemployed	Urban	Bachelor	1,673,416,800
51	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	7ef302ca-3412-4001-9cb0-d69ab922f703	no_churn	0.489173	0	no_churn	-0.115168	-0.006675	-0.03336	-0.054122	-0.121952	0.031797	0.015032	0.02542	Female	65	No	No	Unemployed	Suburban	High School or Below	1,673,416,800
22	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	070b4af8-ceba-4c85-b94e-3f6414fad015	churn	0.552813	0	no_churn	-0.08058	-0.004525	0.043797	-0.085199	-0.017957	0.039644	0.001114	0.03468	Male	53	No	No	Employed	Rural	High School or Below	1,673,416,800
1	No	No phone service	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	d0baa890-bbf3-401b-841a-8737d6d38d36	no_churn	0.830863	1	churn	0.210047	0.048484	0.01433	-0.072059	-0.055958	0.119457	0.022851	-0.037035	Male	60	No	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
15	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	f6705ea4-79a3-4a8d-9b99-a231aee0c73f	no_churn	0.22963	1	churn	0.012623	-0.011438	-0.06617	-0.105841	-0.002534	0.075083	0.009062	-0.029479	Male	25	No	No	Unemployed	Rural	Bachelor	1,673,416,800
26	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	5529bbab-1b6e-4a19-b267-10ed5323e974	no_churn	0.055246	0	no_churn	-0.128997	-0.007354	-0.027479	-0.052243	-0.039912	0.034095	-0.024396	-0.022739	Female	57	No	No	Medical Leave	Rural	College	1,673,416,800
22	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	d8ee3714-6dbf-424b-b491-341aca6952db	no_churn	0.13064	1	churn	-0.045187	-0.010098	-0.045943	-0.05359	-0.067726	0.033286	-0.007898	-0.01337	Female	51	No	Yes	Employed	Rural	College	1,673,416,800
16	Yes	No	Medium Speed	Expired	Two year	<80hrs	Disabled	a2987cf6-9547-4a25-bd60-81664b190bda	no_churn	0.010162	0	no_churn	0.011947	-0.004746	-0.01548	-0.064461	-0.012949	-0.165861	0.028548	-0.016024	Male	23	Yes	No	Disabled	Suburban	High School or Below	1,673,416,800
68	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	b883bff8-e466-415d-bccb-d0b63a5b11bd	churn	0.102942	0	no_churn	-0.105036	-0.010858	0.028632	-0.022852	-0.048923	0.04047	0.005848	0.048693	Female	53	Yes	Yes	Employed	Suburban	High School or Below	1,673,416,800
53	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	ba7da256-d2f7-43bb-8ac0-c6d69deb824c	no_churn	0.041772	0	no_churn	-0.117963	-0.00863	-0.034391	-0.041181	-0.086059	0.023404	0.024097	-0.018302	Male	27	No	No	Employed	Suburban	Bachelor	1,673,416,800
72	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	543071af-5c90-4097-b8eb-9566b9c763f7	no_churn	0.005213	0	no_churn	-0.06007	0.091155	0.050878	0.007357	0.035914	0.112395	0.021856	0.006491	Male	30	No	No	Employed	Suburban	Master	1,673,416,800
58	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	ebb01046-c217-4cab-b9a3-034bb2b7b948	no_churn	0.301239	1	churn	-0.141904	-0.016276	0.031909	-0.056292	-0.029275	0.053857	0.002259	0.046697	Male	74	No	Yes	Employed	Rural	College	1,673,416,800
20	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	6a6f20ed-f169-4fcf-9a88-ae802dc8fa46	churn	0.322845	0	no_churn	-0.139889	-0.008454	-0.069613	0.039859	-0.008147	0.034484	-0.027678	0.020412	Female	76	No	Yes	Disabled	Suburban	College	1,673,416,800
45	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	2e0ebe28-eccd-4305-8ba3-a32d7a3f17aa	no_churn	0.05823	0	no_churn	-0.118945	-0.004817	0.035151	-0.032036	-0.122762	0.062987	0.039422	0.039117	Male	61	Yes	Yes	Employed	Suburban	High School or Below	1,673,416,800
72	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Disabled	cc97bf02-a662-4c34-9d18-a0b33c689dc0	no_churn	0.009269	0	no_churn	-0.164701	-0.003543	0.009034	0.048387	0.013915	-0.175198	0.022674	-0.019593	Female	69	No	Yes	Employed	Rural	College	1,673,416,800
1	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Disabled	6d34bb16-849e-4f1e-9575-4087dd0fd400	no_churn	0.830863	1	churn	0.247845	0.080078	0.003951	-0.004507	0.020637	0.140728	-0.011106	-0.008775	Male	67	No	Yes	Medical Leave	Suburban	Bachelor	1,673,416,800
46	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	dbc631a1-284b-4fef-8d8e-2320120a6955	churn	0.081682	0	no_churn	-0.148473	-0.007693	-0.029676	-0.026444	-0.087117	0.022222	-0.000978	0.029133	Male	76	No	No	Employed	Rural	High School or Below	1,673,416,800
69	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	37a8d6b6-a7b9-4712-890b-e2e399633168	no_churn	0.246825	0	no_churn	-0.123675	-0.003122	0.068447	0.063555	0.045199	0.089987	-0.013162	-0.040149	Female	49	No	No	Employed	Suburban	High School or Below	1,673,416,800
1	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	72ed075e-38f7-40d7-9a03-7bf847d25bf2	no_churn	0.505257	0	no_churn	0.274999	0.076744	0.041029	-0.005973	-0.021101	0.173377	0.071807	-0.030106	Male	75	No	No	Unemployed	Rural	Bachelor	1,673,416,800
13	Yes	Yes	Low Speed	Expired	Month-to-month	0hrs	Disabled	d5b415f4-87b2-4535-bf53-616961b44a76	no_churn	0.205565	0	no_churn	-0.001618	-0.013379	0.018857	-0.117405	-0.075752	0.052064	-0.044434	-0.065692	Female	77	No	Yes	Unemployed	Urban	College	1,673,416,800
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	f379d500-a2b6-4b73-98aa-4cb13b1f626c	no_churn	0.355578	0	no_churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Female	37	Yes	Yes	Employed	Suburban	High School or Below	1,673,416,800
23	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	1af4efb5-93b9-46ca-8ad4-f1b574a1a750	no_churn	0.237191	0	no_churn	-0.034334	-0.002516	0.111929	0.113801	0.080366	0.074826	0.019247	0.057655	Male	79	Yes	Yes	Employed	Suburban	High School or Below	1,673,416,800
41	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	9d523fa7-1b92-45dc-a39a-9122bec672a2	no_churn	0.021085	0	no_churn	-0.12497	-0.01366	-0.057743	-0.102588	0.033718	0.031519	0.015382	-0.027352	Male	76	No	Yes	Employed	Rural	High School or Below	1,673,416,800
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	a420eaa5-a623-4df8-bfca-6dcbb0c0f25c	no_churn	0.549765	1	churn	0.21645	-0.006655	0.018392	0.107161	0.005015	0.129458	0.069619	-0.03265	Female	30	No	No	Employed	Suburban	Master	1,673,416,800
46	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Active	e20e24b9-a5b4-4030-89e7-a1f363d1ea66	no_churn	0.081682	0	no_churn	-0.098128	-0.004035	0.029755	0.054892	0.132191	0.050154	0.053481	0.095997	Male	80	No	No	Employed	Rural	High School or Below	1,673,416,800
71	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	e1f4c85c-0cbf-40e1-96de-9585ca48a84c	churn	0.003162	0	no_churn	-0.09215	-0.00471	-0.077038	-0.003951	-0.087749	0.046592	0.005439	0.004543	Female	38	Yes	Yes	Medical Leave	Rural	High School or Below	1,673,416,800
70	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	80b245af-9115-48bb-9879-855971330f8d	no_churn	0.09035	0	no_churn	-0.05479	0.000094	0.041584	-0.009857	-0.053277	0.054914	0.056369	0.055938	Male	66	No	No	Unemployed	Urban	College	1,673,416,800
4	No	No phone service	Medium Speed	Expired	Month-to-month	0hrs	Disabled	c4440333-e9b1-4d43-9514-10abc0dfc57e	no_churn	0.431748	0	no_churn	0.020721	-0.107699	-0.023429	-0.094172	-0.049944	0.080999	-0.036234	-0.029269	Female	35	No	No	Employed	Urban	High School or Below	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	4797200c-b9be-45d9-be62-12953d5c210f	no_churn	0.775154	1	churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	26	No	Yes	Unemployed	Rural	High School or Below	1,673,416,800
37	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	b83d148b-1d85-462a-bf58-75fe786ba9b4	churn	0.153249	0	no_churn	-0.090736	-0.00893	-0.051902	-0.045138	-0.002989	0.03866	-0.032673	-0.055318	Female	37	No	No	Unemployed	Suburban	High School or Below	1,673,416,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	69addb02-ef10-4ee3-a810-d1a18130496e	no_churn	0.35472	1	churn	0.295646	-0.008284	-0.008392	-0.033921	-0.043434	0.138132	0.089762	-0.039876	Female	28	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
18	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	788c22e1-25af-4807-8890-5dbd7771f97f	no_churn	0.20613	0	no_churn	-0.166756	-0.011049	-0.126434	0.073664	0.042907	0.036803	-0.013821	-0.039341	Female	55	Yes	Yes	Employed	Rural	Bachelor	1,673,416,800
13	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	f069b5c3-15bb-403d-97d3-008b54bb46ea	no_churn	0.499515	1	churn	0.06133	-0.008738	-0.019531	0.142875	0.064963	0.088138	-0.051918	0.010299	Male	27	No	No	Employed	Suburban	Bachelor	1,673,416,800
64	Yes	No	High Speed	Expired	One year	100hrs+	Active	8f94740b-87fc-45ac-9a24-8fa1f4e4557b	churn	0.091133	0	no_churn	-0.173062	-0.004864	-0.034226	-0.022653	-0.032822	-0.057628	0.024384	0.031843	Male	71	Yes	Yes	Disabled	Suburban	Bachelor	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	c01c60cf-0235-47fc-b3b9-9a4c3e9c1230	no_churn	0.48795	1	churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Male	62	Yes	No	Employed	Suburban	Bachelor	1,673,416,800
55	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	358d1587-1d97-4128-a7c7-e14dc5a1681e	no_churn	0.097193	0	no_churn	-0.150153	-0.011034	-0.093314	-0.017199	-0.058436	0.034391	0.023124	0.043594	Male	63	Yes	No	Employed	Suburban	College	1,673,416,800
63	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	06f05795-6fdb-4478-a476-387a75ebf63c	no_churn	0.011877	0	no_churn	-0.11994	-0.01414	-0.028708	-0.043925	-0.107826	0.032344	0.014204	0.018964	Male	61	No	Yes	Disabled	Suburban	High School or Below	1,673,416,800
43	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	80b51dcc-36a9-489e-b5aa-f8233f6489bb	no_churn	0.087061	0	no_churn	-0.063277	-0.006336	-0.020522	-0.029789	-0.06821	0.044895	-0.018957	-0.026829	Female	27	No	No	Unemployed	Rural	Bachelor	1,673,416,800
41	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	7a61a63b-4998-47d2-8a4f-b3180200f6e4	no_churn	0.061676	0	no_churn	-0.075993	-0.006835	-0.028432	-0.0809	-0.059607	0.042498	0.026552	-0.033809	Female	30	No	Yes	Employed	Suburban	High School or Below	1,673,416,800
45	Yes	Yes	High Speed	Expired	Month-to-month	<50hrs	Active	db5869cb-a95e-414d-b63f-59bf74900559	churn	0.05823	0	no_churn	-0.057971	-0.007069	0.090103	0.041934	0.051383	0.127335	0.18753	0.07773	Female	33	Yes	No	Employed	Urban	Bachelor	1,673,416,800
21	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	b97c289b-da9a-49d4-a4c0-f81d8b51bb16	no_churn	0.108017	0	no_churn	-0.026964	-0.003652	-0.056059	0.008369	-0.004552	0.071308	0.077499	-0.044975	Female	80	Yes	No	Employed	Suburban	College	1,673,416,800
67	Yes	No	Fiber optic	Expired	One year	<80hrs	Disabled	d0d9dfe9-b0d9-4518-8c48-9213d85894da	no_churn	0.066103	0	no_churn	-0.19124	-0.003942	-0.021854	0.037836	-0.001159	-0.086941	0.020448	-0.022174	Male	75	No	No	Employed	Suburban	Bachelor	1,673,416,800
72	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Active	5477cec4-6acd-4985-b9e7-dd85f7c76d38	no_churn	0.00456	0	no_churn	-0.104025	-0.004738	0.001035	-0.03496	-0.027319	-0.1303	0.00695	0.024331	Female	60	No	No	Employed	Suburban	High School or Below	1,673,416,800
16	Yes	No	Medium Speed	Web_Chat_Support	Two year	<80hrs	Disabled	8538bf30-e6a0-4669-9070-f55e03d79e68	no_churn	0.010162	0	no_churn	0.015391	-0.002573	-0.022138	-0.029239	0.033206	-0.196492	0.051138	-0.032318	Female	43	No	Yes	Employed	Urban	College	1,673,416,800
57	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	0ed48994-681c-4be0-8027-38ae85ad5bf7	no_churn	0.009835	0	no_churn	0.0282	-0.011254	0.081582	0.04919	0.021027	0.11185	0.133145	0.077234	Female	68	Yes	Yes	Disabled	Suburban	College	1,673,416,800
41	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	ebbdf8f5-2722-4e96-a24f-9d95dd400935	no_churn	0.061676	0	no_churn	-0.071515	-0.002611	-0.014444	-0.051156	-0.019255	-0.036112	0.046239	-0.040172	Male	62	No	Yes	Unemployed	Suburban	Master	1,673,416,800
69	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	29cf7613-2354-4f9f-849a-5a28eb2b230f	no_churn	0.018587	0	no_churn	0.032955	0.0012	0.060289	-0.006563	0.037218	-0.107253	0.080322	0.064433	Male	39	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
67	Yes	Yes	Low Speed	Phone_Support	Two year	<80hrs	Disabled	f0a2f63b-3e05-4ab4-907f-fb619304e078	no_churn	0.005235	0	no_churn	-0.100754	-0.00244	-0.003329	-0.038071	0.023036	-0.096684	0.037658	-0.028443	Female	39	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
64	Yes	No	High Speed	Web_Chat_Support	One year	100hrs+	Active	abeb8a3c-ffe9-4074-be51-655691d6cb45	no_churn	0.091133	0	no_churn	-0.111174	-0.002446	-0.089524	0.002937	0.028062	-0.151774	0.030722	0.049172	Male	49	No	No	Employed	Suburban	High School or Below	1,673,416,800
61	No	No phone service	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	7b9a73fc-34d5-4a08-bb75-e23bd3b0d06a	no_churn	0.090103	0	no_churn	-0.151305	0.005291	0.002514	-0.014896	-0.10461	0.05536	-0.008681	-0.012698	Female	47	Yes	No	Employed	Urban	College	1,673,416,800
63	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	e0c4b78f-ea7e-4724-b6b5-94a078b58d9b	no_churn	0.034199	0	no_churn	-0.18605	-0.010549	-0.06463	0.031181	0.000813	0.031078	0.002496	0.006636	Male	56	Yes	Yes	Unemployed	Rural	Bachelor	1,673,416,800
18	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	2a9e0251-d9dd-4543-992d-7657c953493a	no_churn	0.20613	0	no_churn	-0.096927	-0.008676	-0.102251	0.093773	0.01266	0.040395	0.054673	-0.039341	Female	51	Yes	No	Employed	Suburban	Bachelor	1,673,416,800
5	No	No phone service	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	6042da7d-f69b-465d-89b7-93705835bce9	no_churn	0.503806	0	no_churn	0.037833	-0.00499	-0.017401	-0.030802	-0.118801	0.077202	0.003226	0.041374	Female	67	No	No	Unemployed	Suburban	College	1,673,416,800
41	Yes	No	Low Speed	Expired	One year	100hrs+	Disabled	6c4d93e9-b227-4da7-9710-20500b11c801	no_churn	0.02849	0	no_churn	-0.0645	-0.006721	-0.027033	-0.052575	-0.026044	-0.055365	0.043367	-0.040155	Female	71	No	Yes	Employed	Suburban	College	1,673,416,800
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	49111b0a-63b3-4248-b893-9e3ce68decdc	no_churn	0.237191	0	no_churn	-0.170431	-0.004973	0.084282	-0.079176	0.004166	0.011862	0.006861	-0.01995	Female	66	No	No	Unemployed	Suburban	High School or Below	1,673,416,800
71	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	100e086c-b390-4d53-b2b2-6bca63022f35	no_churn	0.00278	0	no_churn	-0.068576	-0.00346	-0.09088	-0.001634	-0.003346	0.051529	-0.010401	-0.032259	Male	43	No	No	Retired	Suburban	Bachelor	1,673,416,800
59	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	d3143fe0-f0a6-4c2c-a261-883c33e19b92	no_churn	0.175152	1	churn	-0.226716	-0.010691	0.032764	0.059996	0.003945	0.01106	0.021387	-0.030771	Female	32	Yes	Yes	Unemployed	Urban	Master	1,673,416,800
5	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	6f38bf11-a6b1-4da6-8780-410fa11871ec	no_churn	0.854695	1	churn	0.077005	-0.004328	0.007138	0.061682	-0.075246	0.066021	0.024478	-0.032442	Female	39	No	No	Disabled	Urban	High School or Below	1,673,416,800
58	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	48891ffc-b948-4c77-b1a0-51e33bf67cd4	no_churn	0.06346	0	no_churn	-0.114344	-0.010331	0.036301	-0.067802	-0.020839	0.060916	0.047025	0.055047	Male	42	No	Yes	Employed	Suburban	Master	1,673,416,800
2	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	f80d4327-bab2-4d9d-9d5c-44362a8c7b17	no_churn	0.355578	0	no_churn	0.23398	-0.009519	-0.02104	-0.023204	-0.036395	0.115153	0.029805	-0.031149	Female	42	No	No	Employed	Rural	Master	1,673,416,800
25	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	5b3e8462-8aeb-455c-ab30-d86e23180d85	no_churn	0.246193	0	no_churn	-0.074361	-0.008717	0.024314	-0.097139	-0.054792	0.042902	0.050881	-0.042114	Male	61	Yes	Yes	Employed	Suburban	High School or Below	1,673,416,800
35	Yes	Yes	High Speed	Expired	One year	<80hrs	Disabled	beeaa807-462a-49e9-ba02-1d1d17de3ef4	no_churn	0.030901	0	no_churn	-0.030588	0.000082	0.039272	-0.021631	0.020891	-0.029167	-0.020323	0.002439	Female	71	No	No	Employed	Rural	College	1,673,416,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	e215d313-bcaf-410d-8608-62c7e64d8f9e	no_churn	0.854489	0	no_churn	0.289491	-0.005461	0.041379	0.109399	0.075988	0.147179	0.036029	-0.028467	Male	48	Yes	No	Medical Leave	Urban	Master	1,673,416,800

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