Split (1)

train · 17.7k rows

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
52	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	4e96e9ca-aa90-4289-8251-a1b602a13dec	no_churn	0.037436	0	no_churn	-0.07149	-0.005349	-0.010157	-0.041224	0.007198	-0.089305	-0.030182	-0.028517	Male	75	No	Yes	Medical Leave	Suburban	College	1,671,256,800
35	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	917d85c3-48f8-4ab7-a6a2-81b78c66c154	no_churn	0.060565	0	no_churn	-0.042166	-0.0054	-0.014485	-0.116817	0.012765	-0.054686	-0.014619	-0.033617	Female	38	No	No	Employed	Suburban	College	1,671,256,800
66	No	No phone service	High Speed	Phone_Support	One year	0hrs	Disabled	ebdcc45c-46f3-4e1b-8aef-d18aa6a60e67	no_churn	0.044582	0	no_churn	-0.093061	0.007535	-0.005077	-0.017937	0.006741	-0.106093	-0.01855	-0.022583	Female	29	No	No	Employed	Rural	Bachelor	1,671,256,800
2	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	0d486d13-72b5-4ce3-b948-05a8197724e7	no_churn	0.395784	0	no_churn	0.143067	-0.007023	-0.027661	-0.051391	0.051677	0.08347	-0.027797	-0.054996	Female	61	No	Yes	Employed	Suburban	College	1,671,256,800
18	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e0e5e2f1-f328-4556-b03d-d98052b28928	no_churn	0.160768	0	no_churn	-0.008454	-0.006007	0.004014	0.002339	0.020268	0.062352	-0.028401	-0.013684	Male	56	No	Yes	Unemployed	Rural	High School or Below	1,671,256,800
23	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	e1585c77-99e4-4ca4-ad8e-ed561d807391	no_churn	0.051018	0	no_churn	-0.091721	-0.004132	-0.016009	-0.024536	0.007563	-0.059036	-0.030089	-0.051065	Male	70	No	Yes	Unemployed	Rural	Master	1,671,256,800
1	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	cc6d9ba1-c813-48df-88cb-23570587eb76	no_churn	0.44839	0	no_churn	0.308048	0.118279	0.067553	0.029049	0.067418	0.180741	-0.015453	-0.024661	Female	34	No	No	Retired	Suburban	Bachelor	1,671,256,800
2	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e00513f9-b370-45de-9c51-ed7d9c9d5a74	no_churn	0.255325	0	no_churn	0.179694	-0.015275	-0.013266	-0.050628	0.007986	0.110382	-0.014215	-0.017062	Female	32	Yes	Yes	Disabled	Rural	Bachelor	1,671,256,800
3	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	93357983-95cc-4afc-9d95-61253cb92512	no_churn	0.270671	0	no_churn	0.161613	0.100334	0.035027	0.010374	0.067211	0.145554	-0.007111	0.004512	Female	69	No	No	Medical Leave	Suburban	Master	1,671,256,800
3	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	674f74e2-c489-4766-8108-4aa32a411523	churn	0.450269	1	churn	0.108306	0.037428	0.008872	-0.110218	-0.044789	0.094386	-0.029743	-0.037441	Male	73	No	No	Employed	Suburban	High School or Below	1,671,256,800
18	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	b5040a64-5bc1-4a74-a617-10ba3a023639	no_churn	0.352454	0	no_churn	-0.030482	0.106478	0.042133	0.036959	0.025466	0.102661	-0.040202	-0.033789	Male	34	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
53	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	1fa484cd-6d48-4187-9c72-5eeb428c9571	no_churn	0.010332	0	no_churn	-0.053428	-0.003286	-0.013798	-0.013882	-0.057747	-0.090208	-0.011739	-0.015938	Female	52	Yes	No	Employed	Suburban	Bachelor	1,671,256,800
19	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	3b3849f4-ff00-4281-9c29-27d3405c69d4	no_churn	0.090735	0	no_churn	-0.052689	-0.007144	-0.030111	-0.110831	0.01802	0.04195	-0.061963	-0.066259	Male	63	No	No	Employed	Urban	Master	1,671,256,800
4	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	64471af1-7e3d-4c1a-8b5d-06a2e9b425bf	no_churn	0.443382	0	no_churn	0.078754	-0.011243	-0.03788	-0.109608	-0.130874	0.064211	-0.03427	-0.024428	Male	40	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
59	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	b7d1648b-6071-4aa4-ac21-66e11f3262a7	no_churn	0.130154	0	no_churn	-0.10065	-0.00543	-0.015742	-0.039746	0.006202	0.036539	-0.054867	-0.045334	Male	71	No	No	Employed	Suburban	Bachelor	1,671,256,800
46	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	7e118c0d-0ada-4857-9702-0dda3ad0f875	churn	0.047273	1	churn	-0.058347	-0.00493	-0.010333	-0.01688	-0.001355	-0.100685	-0.02932	-0.047176	Male	32	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
33	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	684bb984-b162-4186-87c5-b57ffa7a67a4	no_churn	0.015385	0	no_churn	-0.038337	-0.003633	-0.012202	-0.05527	-0.031416	-0.099397	-0.013712	-0.015059	Male	43	No	Yes	Retired	Urban	College	1,671,256,800
12	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	1641b8d5-1548-4f1c-849d-0f68ed1869ec	churn	0.167249	1	churn	0.005094	-0.00411	-0.095397	-0.018486	0.003618	0.068773	-0.038072	-0.032909	Male	30	No	No	Employed	Rural	High School or Below	1,671,256,800
58	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	a1087988-a09c-424f-8a68-b52dc9ba8a37	no_churn	0.018331	0	no_churn	-0.026645	-0.002994	0.002603	-0.006025	-0.00853	-0.144646	-0.010852	-0.011937	Female	41	No	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
60	No	No phone service	High Speed	In_Store_Support	Two year	0hrs	Disabled	dcb115f1-a1b9-462b-9ac3-6944b5d7a0f0	no_churn	0.017482	0	no_churn	-0.064132	0.006139	-0.004492	-0.024939	-0.030138	-0.127301	-0.013306	-0.010857	Male	58	Yes	No	Employed	Urban	High School or Below	1,671,256,800
24	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	9bfd7b0c-73ac-4786-af18-26ead7e23b84	no_churn	0.218404	0	no_churn	-0.105834	-0.01673	-0.055348	-0.021383	-0.062374	0.028994	-0.009349	0.032999	Female	63	Yes	No	Employed	Rural	College	1,671,256,800
62	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	dd4d9cdf-a186-4c58-80b7-d605ddc8d015	churn	0.07177	0	no_churn	-0.113654	-0.002356	0.003068	0.011193	0.036836	-0.244045	0.044257	0.055673	Female	47	No	No	Employed	Suburban	High School or Below	1,671,256,800
12	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Active	c8e60f0b-9606-4ba8-994b-b27276033ec7	churn	0.751347	1	churn	0.100112	-0.002369	0.109363	-0.00856	0.073997	0.108014	0.032204	0.062926	Female	60	Yes	Yes	Employed	Suburban	College	1,671,256,800
64	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	8d2e95c7-2992-429e-a558-3f963fe5dbc7	no_churn	0.10727	0	no_churn	-0.115666	-0.004465	0.000822	-0.008363	-0.124769	-0.051373	0.032158	0.03263	Female	61	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
62	Yes	No	Medium Speed	Phone_Support	Two year	<80hrs	Active	2dda9241-76dd-4a4a-af45-a9b14902d26c	no_churn	0.075746	0	no_churn	-0.055926	-0.001542	0.007384	0.041007	0.070195	-0.187971	0.054224	0.058604	Male	63	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
69	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	3b09a048-edf3-4e10-8909-bb1e4680de09	no_churn	0.075187	0	no_churn	-0.042849	-0.002342	0.016572	-0.074093	-0.046436	-0.155238	0.050278	0.035082	Female	68	No	No	Employed	Suburban	Master	1,671,256,800
52	Yes	No	High Speed	In_Store_Support	One year	<80hrs	Active	a2d6a4c6-a0d4-469c-89fb-22b235295bb3	churn	0.239912	1	churn	-0.033115	-0.01111	-0.020452	-0.005219	-0.013711	-0.04988	0.001294	0.054418	Male	33	No	Yes	Employed	Suburban	College	1,671,256,800
25	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	b3c34b59-8b3d-46b8-82f9-bebf92fc0d3e	no_churn	0.136331	0	no_churn	0.050637	-0.001813	0.01095	-0.016774	0.074845	-0.222403	0.058886	0.060646	Female	78	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
69	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	cc6da4b4-1f89-43af-8adf-485eeb7706a4	no_churn	0.044371	0	no_churn	-0.039248	-0.002931	0.011152	-0.049427	-0.089002	-0.138948	0.020192	0.029186	Female	72	Yes	No	Employed	Rural	Bachelor	1,671,256,800
67	Yes	Yes	High Speed	In_Store_Support	One year	<50hrs	Active	d1d1a02a-f0a4-4fb5-9b98-79fdf8a5221a	no_churn	0.120742	0	no_churn	-0.010599	0.002437	0.063902	0.044514	0.027464	0.007595	0.153749	0.07191	Female	24	Yes	No	Employed	Urban	Bachelor	1,671,256,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	c5eccfdb-b030-45aa-9b23-8c6f2299c631	no_churn	0.00893	0	no_churn	-0.100555	-0.002968	0.003151	-0.008944	-0.038572	-0.177568	0.029565	0.026864	Female	35	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
16	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	39b19dd4-0194-4d81-b656-9ce01f95740c	churn	0.53358	1	churn	0.140587	-0.002144	0.049934	0.051507	0.101762	0.147712	0.076373	0.068338	Female	40	No	Yes	Medical Leave	Suburban	College	1,671,256,800
46	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	44ae7362-728b-47fc-b72f-35bb36251ee2	no_churn	0.230498	0	no_churn	-0.214878	-0.00271	0.021009	-0.054239	-0.024302	0.060127	0.024954	0.031012	Male	61	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
72	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	ec99a124-aeab-4b58-8974-5fe324c4e0e4	no_churn	0.016064	0	no_churn	-0.184139	-0.00229	0.007484	0.013985	0.007704	-0.146909	-0.001771	0.03691	Male	25	Yes	No	Employed	Suburban	Master	1,671,256,800
72	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	46b579f0-b6f6-4467-9d19-3b0200342c1c	no_churn	0.025313	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Male	26	No	Yes	Employed	Urban	College	1,671,256,800
59	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	b9e91f98-3ed4-4140-ac8c-69f80ae0410f	no_churn	0.103677	0	no_churn	-0.053136	-0.001772	0.075644	0.104879	0.053226	-0.010209	0.078291	0.074052	Male	59	No	No	Employed	Suburban	Doctor	1,671,256,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	100hrs+	Active	73deff07-13d9-4a50-9ec0-f25e60382ad5	no_churn	0.134484	0	no_churn	-0.124609	-0.00326	0.010237	0.034016	-0.053497	-0.172884	0.015441	0.02553	Male	79	No	Yes	Employed	Suburban	College	1,671,256,800
61	Yes	No	Fiber optic	Phone_Support	One year	<80hrs	Active	48ea7db0-5a5d-413d-ac22-3ba9574eefd5	no_churn	0.063211	0	no_churn	-0.111354	-0.002277	-0.009021	-0.03623	-0.013701	-0.048595	-0.01717	-0.006344	Female	80	No	No	Retired	Suburban	College	1,671,256,800
69	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	ffc88fe5-a6f3-44ba-9d3b-ad307a6b5c9e	churn	0.432274	1	churn	0.084264	0.000684	0.099325	0.144016	0.050756	-0.006862	0.176277	0.082513	Female	25	Yes	Yes	Employed	Suburban	High School or Below	1,671,256,800
31	Yes	Yes	Fiber optic	Phone_Support	One year	0hrs	Disabled	66dbde7c-cee6-4796-9284-5317a351b414	no_churn	0.071539	0	no_churn	-0.040086	-0.003384	0.017835	0.041787	-0.004256	-0.149966	-0.025853	-0.065102	Male	58	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
71	Yes	Yes	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	8fbb65ce-44ca-4f35-a985-9d630195b570	no_churn	0.017794	0	no_churn	-0.096577	-0.002424	0.014861	0.051391	-0.007797	-0.102994	-0.005342	-0.009478	Female	47	No	Yes	Employed	Suburban	College	1,671,256,800
15	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	de3e76cf-f2d5-4ef0-8e78-0d8f41715a28	churn	0.71545	1	churn	0.084784	-0.00214	0.032851	0.046777	0.015984	0.13707	-0.027881	-0.0102	Male	64	Yes	Yes	Unemployed	Suburban	College	1,671,256,800
51	Yes	Yes	Fiber optic	Phone_Support	One year	0hrs	Disabled	b356bebd-7742-42d4-a76e-30c53076f734	no_churn	0.041663	0	no_churn	0.071089	-0.003229	0.099909	0.111264	0.069614	-0.147477	0.005101	0.0078	Female	60	Yes	Yes	Employed	Suburban	College	1,671,256,800
72	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	eea36858-b04a-4d62-8a6a-95a71e3b70c2	no_churn	0.009192	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Female	40	Yes	No	Unemployed	Suburban	Bachelor	1,671,256,800
44	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	ac2b4c50-61f5-4feb-9e38-7448f4987aff	no_churn	0.154594	0	no_churn	-0.148574	-0.002951	0.077666	0.058589	0.023219	0.083236	-0.022541	-0.034882	Male	39	No	Yes	Employed	Suburban	College	1,671,256,800
22	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	00aac39d-eb4e-49f7-842f-b7f2fb5981e4	churn	0.325465	1	churn	-0.088734	-0.002508	0.040564	0.065374	-0.054627	0.091821	-0.003613	-0.030724	Female	66	No	Yes	Employed	Suburban	Master	1,671,256,800
9	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	a726f5b9-e2de-46ca-870f-13af122ea7e4	churn	0.577891	1	churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Male	61	No	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
47	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	8939291c-1497-4eab-a46b-e05b4a0cd87a	churn	0.403054	1	churn	0.030882	-0.001331	0.04395	0.134151	0.043117	0.12672	-0.00966	-0.017157	Male	27	No	No	Employed	Suburban	High School or Below	1,671,256,800
28	Yes	No	Fiber optic	In_Store_Support	One year	0hrs	Disabled	fb99e21b-9cd3-40ba-87e9-0c438f14bfbd	no_churn	0.083177	0	no_churn	-0.067018	-0.003464	-0.020077	0.0461	-0.020337	-0.1572	-0.020992	-0.026037	Male	60	Yes	Yes	Employed	Urban	Bachelor	1,671,256,800
1	No	No phone service	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	4e80e92f-080e-43e4-9078-8a48d41197c5	churn	0.896663	1	churn	0.286909	0.013267	-0.009143	-0.05952	0.019872	0.152219	0.108006	0.101864	Male	61	No	No	Unemployed	Urban	College	1,671,256,800
7	Yes	No	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	e242cd96-5c7a-4ad3-8e14-56a38904348d	no_churn	0.175359	0	no_churn	-0.0501	-0.004782	-0.107539	-0.069049	-0.134896	0.05464	0.060608	0.022091	Male	52	Yes	No	Employed	Suburban	Bachelor	1,671,256,800
63	Yes	Yes	Medium Speed	In_Store_Support	Two year	100hrs+	Active	9a46ba0b-8004-4d58-a5f2-6c86fe8e3cd2	no_churn	0.01412	0	no_churn	-0.068373	-0.002918	-0.008646	-0.017008	-0.051236	-0.157246	0.015428	0.020974	Male	24	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
52	Yes	No	High Speed	Phone_Support	One year	<80hrs	Active	4c4fe94e-75bf-4a3a-988b-00a94eb85653	no_churn	0.06369	0	no_churn	-0.017701	-0.005836	-0.059251	-0.003264	0.05085	-0.136669	0.034562	0.063284	Male	46	Yes	Yes	Employed	Suburban	College	1,671,256,800
41	No	No phone service	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	61759066-4ca4-4751-8d03-d8285af7c7e7	no_churn	0.465981	0	no_churn	-0.047871	0.031879	0.015526	0.009946	0.046799	0.075518	0.041934	0.037244	Male	27	No	No	Employed	Suburban	Bachelor	1,671,256,800
58	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	b9ec40f5-3f8c-46c3-8e72-9e181df28c70	no_churn	0.047992	0	no_churn	0.089267	0.00035	0.025071	0.045316	0.134693	-0.148816	0.147421	0.098516	Male	68	No	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
4	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	9dba0f05-b31b-4990-a9a2-d0d078be4120	no_churn	0.407992	0	no_churn	0.125311	-0.001888	-0.036109	-0.068958	-0.17558	0.070119	-0.012668	0.035746	Male	45	No	No	Unemployed	Urban	High School or Below	1,671,256,800
71	No	No phone service	High Speed	Phone_Support	Month-to-month	<50hrs	Active	b508de3c-1c04-4811-9d77-e6b8009ab2dd	no_churn	0.213858	0	no_churn	-0.155164	-0.026623	-0.025126	0.007914	0.05156	0.096739	0.035857	0.065816	Female	28	No	Yes	Unemployed	Suburban	College	1,671,256,800
65	Yes	No	Low Speed	In_Store_Support	Two year	100hrs+	Active	420a8422-c13e-4792-91d0-5f09fe42373b	no_churn	0.016101	0	no_churn	0.023294	0.001784	0.019231	-0.047137	-0.003572	-0.06737	0.05675	0.057995	Female	27	No	No	Unemployed	Rural	Bachelor	1,671,256,800
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	72bd2a04-022a-4ef8-a8d3-2ab755928568	no_churn	0.674897	1	churn	0.117378	-0.015989	-0.105141	-0.066631	-0.185649	0.063304	-0.038947	-0.021518	Male	44	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
3	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	fddbc7d0-dd43-4603-81c9-f7c2ad985a3b	no_churn	0.78643	1	churn	0.11732	0.012676	-0.019619	-0.001212	0.063761	0.106809	0.050517	0.053582	Male	35	No	Yes	Employed	Suburban	College	1,671,256,800
3	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	8f97d2f1-19bf-4eaf-b6ab-de8f24f0cde5	no_churn	0.04358	0	no_churn	0.039204	-0.005722	-0.023647	-0.065945	-0.016343	-0.127023	-0.032069	-0.037482	Female	51	Yes	Yes	Employed	Suburban	High School or Below	1,671,256,800
61	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	2872b891-d672-40a4-a704-3d7196564f87	no_churn	0.015616	0	no_churn	-0.053939	-0.004605	-0.010715	-0.06402	0.00463	-0.075749	-0.033367	-0.03126	Male	26	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
59	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	17c1c6b5-4674-4bb0-a2e3-00f7c2455bad	no_churn	0.020379	0	no_churn	-0.023914	-0.002761	-0.001771	-0.011314	-0.011865	-0.154657	-0.013081	-0.009664	Female	44	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
9	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	5da1f89c-2399-4c49-b9e2-110220862a97	no_churn	0.0466	0	no_churn	-0.00498	-0.006285	-0.020145	-0.047888	-0.030982	-0.106671	-0.022625	-0.029452	Female	75	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
28	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	973b4d48-97f6-416d-a486-4b26075449b1	churn	0.340891	0	no_churn	-0.108946	0.09442	0.027527	-0.01739	0.002534	0.081461	-0.027974	-0.030659	Male	71	No	Yes	Medical Leave	Suburban	High School or Below	1,671,256,800
55	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	1bcf66cb-7af9-4e04-a086-a392a34d29ea	no_churn	0.215591	0	no_churn	-0.084812	-0.007286	0.0122	-0.009303	-0.113294	0.026084	-0.034919	-0.027695	Male	80	No	No	Unemployed	Urban	College	1,671,256,800
12	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ab6e91d2-78db-48c5-852f-0375c34ce295	churn	0.145016	1	churn	0.022361	-0.004476	-0.061592	-0.014264	-0.035641	0.037441	-0.011759	-0.009565	Female	30	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
35	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	66228c0f-8dfa-48d0-bbc3-8cada8f4e35b	no_churn	0.006307	0	no_churn	-0.052039	-0.004151	-0.011382	-0.060805	0.016323	-0.097216	-0.02202	-0.037738	Male	28	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
37	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	ea2f3499-10ff-452e-be5d-c242daebec5e	no_churn	0.054265	0	no_churn	-0.10779	-0.018883	-0.076706	-0.038655	-0.036495	0.048067	-0.016618	-0.021945	Female	53	Yes	No	Employed	Suburban	High School or Below	1,671,256,800
4	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	01097d40-b35a-4fb4-ad35-c7dea9e4b23a	churn	0.400928	1	churn	0.127494	-0.008182	0.000709	-0.063779	0.036799	0.088141	-0.031509	-0.005999	Female	80	No	Yes	Medical Leave	Suburban	Master	1,671,256,800
15	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	46b8e5e8-f2dc-431b-9a35-998d92b30dee	no_churn	0.030421	0	no_churn	-0.004523	-0.006068	-0.036773	-0.027622	-0.042733	-0.099661	-0.021084	-0.030563	Female	49	Yes	Yes	Employed	Suburban	College	1,671,256,800
68	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	793fb3ae-34c5-4330-a412-1fb9d91767e7	no_churn	0.008456	0	no_churn	-0.06142	-0.003706	-0.014377	-0.018269	-0.000219	-0.11634	-0.024979	-0.029715	Male	72	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
3	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	aa61d564-ae95-40f7-ade1-1399fdd2af83	no_churn	0.012051	0	no_churn	0.068771	-0.004446	0.030364	-0.03121	0.025032	-0.244411	-0.019745	-0.023381	Female	40	No	No	Employed	Rural	Bachelor	1,671,256,800
26	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	74b3e317-b9f8-4246-b8cb-1c255b409ada	no_churn	0.026204	0	no_churn	-0.066673	-0.004618	-0.039976	-0.021964	-0.024797	-0.07183	-0.017739	-0.021429	Female	53	No	Yes	Employed	Rural	Master	1,671,256,800
8	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	402a1e78-1925-40b2-9756-590bab48d79c	no_churn	0.105474	0	no_churn	-0.005851	-0.006915	-0.006939	-0.034587	-0.085369	0.048977	-0.019102	-0.016818	Male	37	No	No	Employed	Urban	High School or Below	1,671,256,800
20	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	55d9eaca-d2f3-4ae1-a074-d5791e732c9a	no_churn	0.08709	0	no_churn	-0.076156	-0.007335	-0.022373	-0.052653	-0.058295	0.033943	-0.040118	-0.024789	Male	39	Yes	No	Unemployed	Urban	College	1,671,256,800
26	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	1ac971b7-882c-411c-9976-a4729226644f	no_churn	0.020773	0	no_churn	-0.095579	-0.00389	-0.015669	-0.03031	-0.030857	-0.051566	-0.017612	-0.023543	Female	33	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
2	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	00fb0fcc-f30a-4f48-8406-168af0103d3d	churn	0.553671	1	churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Female	33	Yes	Yes	Employed	Rural	Master	1,671,256,800
40	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2eebe989-6b93-402a-8193-2c8e4508b8ef	no_churn	0.109394	0	no_churn	-0.095833	-0.020112	-0.009526	-0.030106	-0.114509	0.037364	-0.019355	-0.01695	Female	27	No	Yes	Employed	Suburban	College	1,671,256,800
38	Yes	Yes	Low Speed	Phone_Support	One year	0hrs	Disabled	2759bf16-e60b-4556-9b0e-0fa892ff6898	no_churn	0.041691	0	no_churn	-0.046892	-0.006863	-0.006272	-0.047923	-0.001014	-0.094533	-0.022417	-0.038568	Female	31	No	Yes	Employed	Suburban	College	1,671,256,800
3	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	a14c61cc-37f2-46d9-818c-b390d55932b0	churn	0.481511	1	churn	0.08727	-0.012275	-0.096188	-0.045743	0.015217	0.090362	-0.020635	-0.012085	Female	57	No	Yes	Employed	Suburban	Master	1,671,256,800
33	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	5103623d-5b79-401b-a893-f608ade6bb73	churn	0.125019	0	no_churn	-0.094503	-0.009444	0.004055	-0.076413	-0.052493	0.032243	-0.029217	-0.043256	Male	28	Yes	No	Disabled	Urban	Bachelor	1,671,256,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	818af7c5-f428-4a2f-8bcd-606919d5bd80	no_churn	0.314494	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	41	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
60	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	e97909d6-6d54-445d-ac34-9c08c36cce8e	no_churn	0.011764	0	no_churn	-0.043886	-0.003508	-0.011308	-0.023258	-0.023544	-0.136455	-0.013187	-0.01388	Male	46	No	No	Disabled	Suburban	High School or Below	1,671,256,800
68	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	8c774432-c0cd-4f74-bc31-3ca669eb286f	no_churn	0.008379	0	no_churn	-0.064676	-0.003618	-0.017177	-0.017092	0.003373	-0.124578	-0.019782	-0.025476	Female	67	Yes	No	Employed	Rural	College	1,671,256,800
20	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c84afaa2-dbf6-4cd3-b4d6-dd4ef2daced0	no_churn	0.064823	0	no_churn	-0.094318	-0.01844	-0.021612	-0.056113	-0.04254	0.038285	-0.033626	-0.030662	Female	51	No	No	Employed	Urban	Bachelor	1,671,256,800
71	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	5621b815-6df8-455a-b026-85bc5c1ae1ae	no_churn	0.002747	0	no_churn	-0.076247	-0.003737	-0.016402	-0.015735	0.003698	-0.119689	-0.016406	-0.024508	Female	49	Yes	Yes	Unemployed	Suburban	College	1,671,256,800
72	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	a4debe73-1f56-492b-b080-cb8a90bae882	no_churn	0.006647	0	no_churn	-0.077724	-0.00368	-0.015199	-0.014857	0.00305	-0.120785	-0.016394	-0.023437	Female	55	Yes	Yes	Unemployed	Suburban	College	1,671,256,800
36	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	7aa8047d-62e2-4cb0-b4ff-b7c324d7ef21	no_churn	0.088936	0	no_churn	-0.053441	-0.004027	0.00323	-0.039226	-0.025668	-0.070116	-0.022219	-0.056311	Male	68	Yes	Yes	Employed	Suburban	Master	1,671,256,800
8	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	ad3f3748-5856-47bc-bfce-3187d65bb03e	no_churn	0.011927	0	no_churn	-0.003701	-0.004765	-0.012632	-0.03485	-0.029863	-0.1383	-0.019024	-0.019225	Male	36	No	No	Employed	Suburban	College	1,671,256,800
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f28e5be3-6177-4870-b2b6-5b68034635a8	no_churn	0.659957	0	no_churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Female	44	Yes	Yes	Unemployed	Rural	High School or Below	1,671,256,800
18	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	56028cdc-4636-4d3e-b597-e55b269b613b	no_churn	0.025885	0	no_churn	-0.044237	-0.006204	-0.034929	-0.018206	-0.000261	-0.083025	-0.040512	-0.041653	Male	43	No	No	Retired	Suburban	College	1,671,256,800
5	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ab360b1a-2364-4948-9ea6-a6eeb9c2c625	no_churn	0.244156	0	no_churn	-0.000893	-0.020225	-0.090986	-0.060594	-0.060785	0.047495	-0.042813	-0.036378	Male	32	No	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	cb3edfcd-6d47-4ea3-90a6-3b1a2cb89af5	churn	0.604036	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	45	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
11	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	b666e3c1-e1ad-4ea1-afcf-9debba1431a4	no_churn	0.211062	0	no_churn	-0.032361	-0.00702	-0.03234	-0.06134	-0.042743	0.052851	-0.031715	-0.025024	Female	34	No	No	Employed	Suburban	Bachelor	1,671,256,800
48	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	0e1550f9-6b50-4f98-8791-b7b7dfee63b0	no_churn	0.01247	0	no_churn	-0.046026	-0.004912	-0.013878	-0.039946	0.006616	-0.104844	-0.026284	-0.039753	Female	25	No	Yes	Unemployed	Suburban	College	1,671,256,800
72	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	5b94b8c6-5c1d-4446-a229-a6a77492f313	no_churn	0.002002	0	no_churn	-0.063191	-0.003443	-0.011658	-0.018819	-0.01579	-0.131201	-0.01156	-0.013364	Male	71	No	No	Disabled	Suburban	Bachelor	1,671,256,800
13	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	9cf26b56-733a-4cb9-8c13-fef0c4cd99ef	no_churn	0.010671	0	no_churn	-0.001915	-0.005139	0.016819	-0.026379	-0.028775	-0.179487	-0.024679	-0.019471	Female	35	Yes	Yes	Employed	Rural	Doctor	1,671,256,800
4	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	32438ca1-ab68-4ea9-ae3b-264ce98e15f1	churn	0.457537	1	churn	0.085727	-0.008205	0.081313	-0.049327	0.016739	0.11838	-0.047178	-0.055787	Female	53	No	Yes	Employed	Urban	College	1,671,256,800
35	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	cf702b48-a349-4c88-a3bd-73e3a53ddc53	no_churn	0.008507	0	no_churn	-0.045507	-0.004671	0.003546	-0.032193	0.012011	-0.125464	-0.036715	-0.040034	Female	20	No	Yes	Employed	Suburban	College	1,671,256,800

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