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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
3	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Active	d34c1b12-f99c-43cd-a1a3-f6a6adce4a5f	no_churn	0.359654	0	no_churn	0.070456	-0.012618	-0.064294	-0.094243	-0.095563	0.055313	-0.001101	0.009514	Female	72	No	Yes	Unemployed	Urban	High School or Below	1,670,824,800
65	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	eea806c1-d3fb-42f6-9651-803db96acc07	no_churn	0.023228	0	no_churn	-0.102586	-0.006027	0.017435	-0.0106	-0.071923	0.043042	-0.030665	0.042298	Female	21	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
47	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	f9d77fc9-79b4-4bde-b487-73aa1b0af053	no_churn	0.018514	0	no_churn	-0.069225	-0.002931	0.009088	-0.048966	-0.040702	-0.15436	0.013564	0.024507	Female	49	No	Yes	Retired	Suburban	High School or Below	1,670,824,800
68	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	38a3c8a8-da2b-4afb-bd58-941a7de914cd	no_churn	0.014027	0	no_churn	-0.047777	0.091381	0.047037	0.007788	0.034013	0.113882	0.023486	0.001166	Female	46	No	No	Unemployed	Urban	High School or Below	1,670,824,800
4	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	246d6b84-c83c-459c-879d-3f1831acb631	no_churn	0.298382	0	no_churn	0.098478	-0.000025	0.042419	-0.020271	-0.133822	0.093604	0.018172	0.074085	Male	51	No	No	Employed	Suburban	College	1,670,824,800
72	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	00ba607d-36b8-4a26-ba16-ee9bae8ec67f	no_churn	0.01701	0	no_churn	-0.091218	-0.003881	0.009509	-0.043064	-0.015539	-0.175716	0.022052	0.028831	Female	55	No	Yes	Medical Leave	Suburban	Bachelor	1,670,824,800
6	No	No phone service	High Speed	Expired	Two year	<80hrs	Active	117070f6-e4d7-4838-8da3-39c48ac13c16	churn	0.017438	0	no_churn	-0.017281	-0.011058	-0.014316	-0.060548	-0.024204	-0.162504	0.019305	0.02158	Female	76	No	No	Employed	Rural	High School or Below	1,670,824,800
46	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	aa58057c-1ab5-474c-8dfe-86b5aced3f03	churn	0.0173	0	no_churn	-0.148473	-0.007693	-0.029676	-0.026444	-0.087117	0.022222	-0.000978	0.029133	Male	30	No	Yes	Employed	Suburban	College	1,670,824,800
67	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	26d37500-703b-4fe1-bec7-cec0e19deed3	no_churn	0.01118	0	no_churn	-0.108334	-0.013341	-0.053893	-0.038934	-0.089219	0.027881	0.017976	0.028836	Male	65	No	No	Unemployed	Suburban	High School or Below	1,670,824,800
54	No	No phone service	Medium Speed	Expired	One year	<80hrs	Active	bca299e8-b8e3-4285-a71d-f8c81c308211	no_churn	0.062373	0	no_churn	-0.036358	0.036646	0.009335	-0.024628	-0.063787	-0.048315	0.065176	0.042905	Male	60	Yes	No	Employed	Rural	High School or Below	1,670,824,800
42	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	0a54c003-7e23-4cf9-a89b-24c79e022f01	no_churn	0.027958	0	no_churn	-0.095774	-0.006217	0.046367	-0.080376	-0.003959	0.060496	-0.014264	0.040701	Male	39	Yes	Yes	Employed	Suburban	College	1,670,824,800
63	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	0c7cff3c-aaa2-4125-ae3a-f4c6d01a89e9	no_churn	0.078104	0	no_churn	-0.181877	-0.012727	0.021507	-0.064234	-0.066719	0.040588	0.024212	0.030223	Female	33	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
8	Yes	No	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	56c32abd-15c3-4550-98c6-57d9dd0215f3	no_churn	0.217658	0	no_churn	0.147007	-0.001388	0.002453	0.033463	0.192054	0.120123	0.084096	0.093167	Male	50	Yes	No	Employed	Rural	High School or Below	1,670,824,800
65	Yes	No	High Speed	Expired	Two year	100hrs+	Active	583c1d19-fce3-4499-a193-13cdc67af135	no_churn	0.029972	1	churn	-0.003545	-0.00069	-0.006707	0.007283	-0.068377	-0.078029	0.053467	0.047573	Female	62	No	No	Unemployed	Suburban	High School or Below	1,670,824,800
64	No	No phone service	Low Speed	Phone_Support	Two year	<80hrs	Active	febe04d5-29c9-4df4-b32c-520300043d6a	no_churn	0.13598	0	no_churn	-0.104496	-0.004739	0.005267	0.016146	0.032794	-0.160785	0.047292	0.039494	Female	36	No	No	Unemployed	Suburban	College	1,670,824,800
6	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	7127ea2c-eb4f-4b9e-9e90-d817eec327c3	churn	0.205652	0	no_churn	0.062014	-0.004063	-0.052986	-0.046621	-0.138665	0.069497	0.021587	0.060211	Male	23	No	Yes	Employed	Urban	High School or Below	1,670,824,800
66	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	f9c3c5d0-3331-4b34-b513-e000a2ac44cd	no_churn	0.024316	0	no_churn	-0.124951	0.066847	0.025378	-0.097147	0.013388	0.068145	0.013034	-0.02372	Female	70	No	Yes	Employed	Suburban	Master	1,670,824,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	e77582ec-06ff-40b8-a65f-b8dce398fdf6	churn	0.576685	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	79	No	No	Unemployed	Suburban	College	1,670,824,800
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	91268f5a-335b-4a07-84e3-682387d2f976	churn	0.005011	0	no_churn	-0.143113	-0.015326	0.011341	-0.055836	-0.046606	0.042361	0.03909	-0.035938	Male	38	No	No	Unemployed	Rural	College	1,670,824,800
2	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	9c1299be-3111-4635-9295-38384779a7aa	no_churn	0.602432	1	churn	0.206351	0.078453	0.007458	-0.011543	-0.01241	0.151063	-0.015157	-0.009678	Female	37	No	Yes	Medical Leave	Urban	College	1,670,824,800
31	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	4c8907fb-a3b8-4de1-a1f9-fff55ed7de4e	no_churn	0.157933	0	no_churn	-0.050717	-0.011079	-0.072287	-0.058564	-0.073479	0.054295	0.006605	-0.023801	Male	36	Yes	Yes	Retired	Suburban	Bachelor	1,670,824,800
29	No	No phone service	Low Speed	Expired	Month-to-month	0hrs	Disabled	a342e9c6-d416-4ab3-8f52-ad00663851af	no_churn	0.179062	0	no_churn	-0.106101	0.056623	0.01701	-0.113992	-0.097294	0.061075	-0.026153	-0.034694	Male	72	No	Yes	Employed	Urban	High School or Below	1,670,824,800
10	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	b97dea32-dc4b-47ea-818a-3bdb9aa5aedf	no_churn	0.25602	0	no_churn	0.065266	0.108748	0.042126	-0.12383	-0.008687	0.10041	0.000081	-0.003139	Female	47	Yes	No	Employed	Suburban	High School or Below	1,670,824,800
67	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	dc2b1179-31fe-459e-91d3-ae4be2584aee	no_churn	0.014644	0	no_churn	-0.124298	-0.015387	0.013906	-0.066019	-0.037315	0.033993	0.031611	-0.030516	Female	30	Yes	No	Disabled	Suburban	High School or Below	1,670,824,800
68	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	26f795d7-1c66-4822-9aac-9d96c46641d4	no_churn	0.010468	0	no_churn	-0.027557	0.163607	0.068365	0.03525	0.122727	0.134244	-0.001045	-0.004618	Male	46	No	Yes	Unemployed	Urban	High School or Below	1,670,824,800
62	No	No phone service	Low Speed	Expired	Two year	<80hrs	Disabled	a32c622b-1f4f-482c-8334-4f0528246f08	no_churn	0.009164	0	no_churn	-0.084799	0.021705	0.003028	-0.041649	-0.013016	-0.156891	0.017387	-0.014792	Female	24	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
54	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	aa0cbd16-d268-450b-bea8-b4bc787f83d0	no_churn	0.017655	0	no_churn	-0.110411	-0.014638	0.03273	-0.033476	-0.068129	0.028005	0.031615	-0.02639	Male	64	Yes	No	Unemployed	Suburban	College	1,670,824,800
33	No	No phone service	High Speed	Expired	One year	<80hrs	Disabled	d547d725-650c-4453-a36d-1173d5e45425	no_churn	0.034736	0	no_churn	-0.088442	-0.005357	-0.005716	-0.055039	-0.029272	-0.075202	0.020454	-0.020452	Female	31	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
16	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	76469eb5-8ba6-46a2-9e0c-ea9c6d644058	no_churn	0.358791	1	churn	0.175774	0.001017	0.028112	-0.061279	0.073043	0.115084	-0.008874	-0.007165	Female	31	Yes	No	Retired	Rural	Bachelor	1,670,824,800
16	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Disabled	eca2cb45-046e-4fbd-9aa1-e36145a97443	no_churn	0.205557	0	no_churn	0.109764	-0.000388	0.010617	-0.021514	0.056905	0.10948	0.092059	-0.049758	Female	47	No	Yes	Employed	Suburban	College	1,670,824,800
45	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	d6a813c0-6274-4c6a-a8a8-716fdbbea72a	no_churn	0.082788	0	no_churn	-0.177018	-0.007343	0.016815	-0.044814	-0.056882	0.033611	-0.004379	-0.019016	Female	72	Yes	Yes	Employed	Rural	College	1,670,824,800
4	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	e2cd33a2-7085-42f1-83bc-24fc554e6a04	no_churn	0.341148	0	no_churn	0.258448	0.003928	0.044957	0.095802	0.075408	0.132316	0.023761	-0.011146	Male	65	Yes	No	Retired	Suburban	Bachelor	1,670,824,800
50	No	No phone service	Medium Speed	Expired	One year	<80hrs	Disabled	eb8755f9-97fa-4386-81d3-7a6e6fd31746	no_churn	0.040607	0	no_churn	-0.046955	0.0372	0.014991	-0.009304	-0.024566	-0.072985	0.053285	-0.030691	Female	53	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
72	Yes	Yes	Low Speed	Expired	Two year	0hrs	Disabled	a15dcd49-4dd2-4d63-ba7c-e6f11a198d89	no_churn	0.004809	0	no_churn	-0.091038	-0.004053	-0.000212	-0.032542	-0.000341	-0.108143	-0.011231	-0.021467	Male	60	Yes	Yes	Employed	Suburban	College	1,670,824,800
47	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	a09af488-1ba0-4ff4-9e6c-8518d68e2b98	no_churn	0.047719	0	no_churn	-0.094393	-0.019354	-0.037001	-0.087262	-0.018077	0.02553	-0.017838	-0.020632	Male	71	No	No	Employed	Suburban	College	1,670,824,800
34	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	2a63935e-1933-42d3-8d7c-a1165e1abafd	no_churn	0.059403	0	no_churn	-0.053415	-0.005415	-0.074816	-0.073006	-0.05665	0.04201	0.021409	-0.019143	Female	55	Yes	No	Employed	Rural	College	1,670,824,800
72	Yes	Yes	High Speed	Expired	Two year	0hrs	Disabled	b33e2656-0d83-441a-a79a-5abbfbc6f66d	no_churn	0.001919	0	no_churn	-0.090768	-0.005076	0.001661	-0.026621	-0.006409	-0.115018	-0.010028	-0.016767	Female	58	Yes	Yes	Medical Leave	Suburban	High School or Below	1,670,824,800
5	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	da31e4e0-a239-49be-bd9c-205d3fc1078d	no_churn	0.311159	0	no_churn	0.13663	-0.001791	-0.022054	-0.00284	0.046117	0.092403	0.072888	-0.040837	Male	24	No	No	Employed	Suburban	Bachelor	1,670,824,800
53	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	07238d73-caf4-4bbb-a30c-f0fbdf5bcb2b	no_churn	0.058569	0	no_churn	-0.113589	-0.008249	0.024055	-0.022793	-0.140474	0.037855	0.016967	-0.014464	Female	58	No	No	Unemployed	Suburban	College	1,670,824,800
39	No	No phone service	High Speed	Expired	One year	100hrs+	Disabled	991ce67d-9ca7-4c2f-8905-c0c1cfdf33f5	no_churn	0.045157	0	no_churn	-0.010997	0.012102	-0.003806	-0.057103	-0.026901	-0.183179	0.011252	-0.010395	Female	26	Yes	Yes	Unemployed	Suburban	College	1,670,824,800
64	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	7c6bfa18-cffe-456f-adfd-4e2030fcbb28	no_churn	0.102082	0	no_churn	-0.101992	-0.004362	-0.006609	-0.038036	-0.027156	-0.134668	0.019318	0.024479	Male	55	No	No	Employed	Suburban	Bachelor	1,670,824,800
72	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	a50ab66c-26a1-4881-9316-a4cb2f148966	no_churn	0.011313	0	no_churn	-0.151622	-0.01247	0.013885	-0.026094	-0.053508	0.046879	-0.017145	0.041049	Female	30	Yes	No	Disabled	Suburban	High School or Below	1,670,824,800
59	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	f0577257-e605-4032-9afc-b9020e8408dd	no_churn	0.214729	0	no_churn	-0.164554	-0.012476	0.029083	-0.049459	-0.00898	0.043488	-0.000019	0.033891	Male	33	No	No	Unemployed	Suburban	College	1,670,824,800
61	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Active	a25b2f4c-f4d2-4fc9-b106-b39c328f744c	no_churn	0.338925	0	no_churn	-0.147759	-0.011036	0.023064	-0.045265	-0.108012	0.045636	-0.039797	0.044143	Female	46	No	Yes	Unemployed	Suburban	College	1,670,824,800
63	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	7938981a-5831-444a-bcad-896b2e75fb93	no_churn	0.192201	0	no_churn	-0.181877	-0.012727	0.021507	-0.064234	-0.066719	0.040588	0.024212	0.030223	Male	42	No	Yes	Unemployed	Urban	College	1,670,824,800
71	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Active	585db68d-0654-42ea-9def-6eae33f08744	no_churn	0.045407	0	no_churn	-0.063644	-0.00158	-0.026807	0.046248	0.125317	0.113306	0.083315	0.100819	Female	76	No	No	Unemployed	Urban	College	1,670,824,800
69	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	4742c8f6-7e25-488f-9c52-f6aeeefa61d5	no_churn	0.293868	0	no_churn	-0.008626	0.002639	0.114158	0.077997	0.011421	0.069859	0.135904	0.127622	Female	58	No	No	Employed	Suburban	Bachelor	1,670,824,800
26	Yes	No	High Speed	Expired	One year	<50hrs	Active	8633e077-9b99-4919-a7e1-6a4c50a0c636	no_churn	0.14107	0	no_churn	-0.086338	-0.00354	-0.02481	-0.072804	-0.064029	-0.088016	0.022625	0.047886	Female	44	No	No	Employed	Rural	High School or Below	1,670,824,800
34	Yes	No	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	27d87a7a-255c-4883-abbf-6943d9e1b3d4	no_churn	0.448119	0	no_churn	-0.149323	-0.004048	-0.028235	-0.029778	0.006061	-0.00327	-0.02714	-0.027293	Female	25	No	Yes	Employed	Urban	Bachelor	1,670,824,800
69	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	9d9689fa-39a3-452e-8f04-99f91f412a1d	no_churn	0.192091	0	no_churn	-0.031651	-0.003985	0.08833	0.068862	0.024211	0.096073	0.079718	0.078915	Female	50	No	No	Employed	Rural	College	1,670,824,800
46	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	b1051f83-a3ee-4397-ab25-6a6ef713c0ea	no_churn	0.237898	1	churn	-0.150977	-0.002371	-0.001598	0.098872	0.059253	-0.076924	0.004539	0.060181	Female	80	Yes	Yes	Employed	Suburban	College	1,670,824,800
72	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	7e82f701-0751-43fb-bcb6-f84623e971ce	no_churn	0.076045	0	no_churn	-0.089585	-0.001925	0.099771	0.041187	0.057441	0.129126	0.13011	0.111111	Female	23	No	No	Employed	Suburban	Bachelor	1,670,824,800
26	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	356a05bf-4691-472c-8193-a3bc8c1193a4	no_churn	0.086754	0	no_churn	-0.134898	-0.011638	-0.126688	0.047302	-0.020515	0.01602	-0.006603	0.004661	Male	56	Yes	Yes	Unemployed	Suburban	College	1,670,824,800
72	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	d0fabb85-d42f-4bbc-97be-5aa5fa56b2cc	no_churn	0.24426	1	churn	-0.056566	-0.00032	0.065961	0.132484	0.109341	-0.011574	0.088611	0.103038	Female	49	No	No	Employed	Suburban	Master	1,670,824,800
68	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	bbc6dec8-a456-4f9d-9ac9-987c27f00ff5	no_churn	0.071167	0	no_churn	-0.167864	-0.006748	0.005452	0.052137	0.006466	0.038116	-0.053021	0.051436	Female	27	No	Yes	Employed	Urban	College	1,670,824,800
52	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	5507c1de-3603-44b8-919a-5fca4d223dc4	no_churn	0.146934	0	no_churn	-0.189067	-0.006022	0.027857	0.033279	-0.070523	0.02521	0.030289	0.029952	Female	29	No	No	Retired	Suburban	Master	1,670,824,800
68	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	5cbca015-34ab-457d-8f89-66eb31ab69a1	no_churn	0.255059	0	no_churn	-0.122804	-0.009148	-0.107552	0.045771	-0.00175	0.040806	0.021804	0.029347	Male	49	Yes	No	Employed	Suburban	Bachelor	1,670,824,800
56	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	e73e0841-f20c-453c-8928-05cfa19f6520	no_churn	0.093344	0	no_churn	-0.178632	-0.011341	0.021964	0.030252	0.010993	0.024346	0.012079	0.031312	Male	79	No	No	Employed	Suburban	High School or Below	1,670,824,800
70	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	d3139e85-632f-4dd7-b998-ef370e54f7ce	no_churn	0.349298	1	churn	-0.169858	-0.002993	0.063188	0.017801	0.03464	0.083007	0.000034	0.077297	Male	62	Yes	No	Unemployed	Suburban	High School or Below	1,670,824,800
70	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	27aaab60-8edb-4dce-9878-a465c700099d	no_churn	0.088859	0	no_churn	-0.021917	-0.003749	0.091175	0.087804	0.029949	0.081802	0.101683	0.095727	Male	46	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
32	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	e96d0683-67e2-4de1-9578-7fe1252429aa	no_churn	0.329634	1	churn	0.022036	-0.001182	0.081829	0.160313	0.020169	0.117533	0.066215	0.08156	Female	73	No	No	Unemployed	Suburban	Master	1,670,824,800
36	Yes	No	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	a12b5803-f5d1-407e-87e0-04fbaab52c79	no_churn	0.342833	1	churn	-0.110512	-0.003657	-0.119546	0.03923	-0.031746	0.034314	0.028507	0.00336	Female	71	No	Yes	Medical Leave	Rural	Bachelor	1,670,824,800
50	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	a56a2d41-db88-407e-a7e7-875afba84cce	no_churn	0.292288	1	churn	-0.053043	-0.004637	0.088765	0.098241	-0.073726	0.052554	0.118486	0.048834	Female	23	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<80hrs	Active	ae6338d8-8c6e-49bd-86f6-570973718a90	no_churn	0.034307	0	no_churn	-0.157379	-0.003192	0.006919	0.03463	-0.050445	-0.147903	0.023061	0.025284	Male	29	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
24	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	41ebfb15-ac24-45e5-9176-b6e2dc2f58d9	no_churn	0.436553	0	no_churn	-0.010888	-0.002229	0.118413	0.09503	-0.016921	0.119086	0.128507	0.082642	Male	20	No	Yes	Medical Leave	Suburban	College	1,670,824,800
11	Yes	No	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Disabled	ac5ce153-dbdd-4924-97b0-daf5f66c5df6	no_churn	0.576226	0	no_churn	0.028447	-0.003595	-0.025361	0.079098	-0.0958	0.06761	0.054557	-0.053983	Female	45	No	No	Employed	Suburban	Bachelor	1,670,824,800
59	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	c5cc4ec2-cd53-436c-895d-1f131da7e27d	no_churn	0.117996	0	no_churn	-0.078985	-0.002968	0.026256	0.094065	0.057836	-0.062874	0.064619	-0.056975	Female	34	Yes	Yes	Employed	Suburban	College	1,670,824,800
10	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	c486d7cd-aed6-427c-8388-ea29bdfd8597	no_churn	0.636937	0	no_churn	0.056629	-0.008809	-0.059574	0.127964	0.03258	0.066446	-0.021681	0.003247	Female	80	No	No	Medical Leave	Suburban	High School or Below	1,670,824,800
19	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	e9c8e8e7-8069-4a06-aec8-1eab9648b66c	no_churn	0.187588	0	no_churn	-0.042842	-0.004922	-0.105846	0.102728	-0.047567	0.043208	0.040149	-0.033267	Male	40	Yes	Yes	Unemployed	Urban	College	1,670,824,800
13	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	7b33db5d-31bd-4f20-a361-f1afdbc3efa6	no_churn	0.591991	1	churn	0.087234	-0.007706	-0.030794	0.193624	-0.001666	0.09994	-0.035423	0.003543	Male	63	No	No	Employed	Suburban	Bachelor	1,670,824,800
17	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	cdfd2687-8841-407e-adf7-23e45657eefc	no_churn	0.57167	1	churn	0.065317	-0.003033	0.002991	-0.067941	-0.164111	0.075272	-0.012166	-0.026851	Male	46	No	No	Employed	Suburban	College	1,670,824,800
17	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	66b36ae1-8cca-42d7-acc8-ac9b4fe0ba15	no_churn	0.164267	0	no_churn	-0.031454	-0.006314	0.014388	-0.09129	-0.108664	0.019489	0.007144	0.017675	Female	27	No	No	Employed	Urban	College	1,670,824,800
15	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	c3069965-39d1-4b33-bd3f-3077bf4c09ba	no_churn	0.219242	1	churn	0.047668	-0.008136	0.0288	-0.075437	-0.044872	0.054678	0.01835	0.009923	Male	34	No	No	Employed	Suburban	Master	1,670,824,800
68	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Active	2b46e2a3-87da-42db-9390-be8985f42a14	no_churn	0.012177	0	no_churn	-0.103687	-0.001044	-0.050831	0.018348	0.088288	0.092043	0.059096	0.094905	Male	49	No	No	Employed	Rural	Bachelor	1,670,824,800
4	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	6350c2c4-f625-47f9-8886-33a6d18c6e2b	no_churn	0.675014	1	churn	0.111892	0.08951	0.041063	-0.032206	-0.02205	0.126278	0.106245	0.050909	Female	74	No	Yes	Employed	Rural	High School or Below	1,670,824,800
4	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	fcc56016-ff6e-47fe-a03f-58252e338319	no_churn	0.428144	1	churn	0.273557	0.00506	-0.011399	0.052078	0.020163	0.126984	0.098828	0.105703	Female	74	Yes	No	Employed	Urban	Bachelor	1,670,824,800
9	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	8ccf0f21-5137-4694-b233-14af0aa0af37	no_churn	0.344332	0	no_churn	0.123011	0.144182	0.085754	-0.018612	0.063725	0.154212	0.061266	0.063937	Male	74	Yes	Yes	Employed	Suburban	College	1,670,824,800
2	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	ffc86ac4-e5f0-41c2-b33e-2e2c64825dbf	no_churn	0.470217	1	churn	0.162498	-0.011715	-0.061305	-0.149699	-0.120471	0.082443	0.009034	0.056855	Female	44	Yes	No	Employed	Suburban	Bachelor	1,670,824,800
24	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	a1456a78-fdb4-44a9-a0a8-02fe7ce2ba3c	churn	0.018662	0	no_churn	-0.045717	-0.004508	0.021028	-0.039304	-0.060178	-0.161581	0.013816	0.017419	Female	20	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
40	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	af00d790-ef4b-4dc8-b110-395fb11adf0f	no_churn	0.172036	0	no_churn	-0.061058	-0.007608	-0.035866	-0.098451	-0.055061	0.048381	0.022164	0.035806	Female	56	Yes	No	Medical Leave	Suburban	High School or Below	1,670,824,800
23	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	b6ad095b-0a78-4b9a-b644-a27ce2a3ccbc	no_churn	0.4245	0	no_churn	-0.061657	0.134299	0.065141	-0.006101	0.057733	0.123393	0.111329	0.056837	Female	78	Yes	Yes	Employed	Rural	College	1,670,824,800
52	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	d9f54953-3792-4263-b74c-35f17aebfbc8	no_churn	0.21391	0	no_churn	-0.106604	-0.006753	-0.024489	-0.057892	-0.134335	0.0296	0.016029	0.025418	Male	21	Yes	No	Unemployed	Suburban	Bachelor	1,670,824,800
72	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	a66a2823-038a-4679-aa2e-426e56af64b3	churn	0.012502	0	no_churn	-0.080262	-0.006742	0.042221	-0.073473	-0.011653	0.075802	0.063188	0.065225	Female	27	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
40	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Active	4215cff1-ba8f-4dea-a314-dc914886cb8a	no_churn	0.363556	1	churn	-0.062792	0.036592	0.02335	-0.081937	-0.01279	0.069971	-0.05598	-0.01544	Male	47	Yes	No	Employed	Urban	College	1,670,824,800
46	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	f21312de-6e14-436e-94f6-2a7eafabb364	no_churn	0.117141	0	no_churn	-0.11558	-0.009262	-0.038493	-0.073072	-0.099579	0.035125	0.016513	0.035322	Male	70	No	No	Employed	Rural	Bachelor	1,670,824,800
43	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Active	9f8220cb-4d77-4b8f-9dfe-61b2810338f5	no_churn	0.305899	1	churn	-0.12545	0.01851	-0.019902	-0.023678	-0.072332	0.046122	0.00218	0.035525	Male	31	No	No	Employed	Suburban	Bachelor	1,670,824,800
1	No	No phone service	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	935e0ce3-6e3a-474c-94a4-52194e020173	no_churn	0.56937	0	no_churn	0.293943	0.06239	0.032502	-0.025027	-0.067209	0.164414	0.096448	-0.042172	Male	51	No	No	Unemployed	Suburban	College	1,670,824,800
16	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	41866cc7-d148-4ddb-b6e3-eff98ab52dfe	no_churn	0.015351	0	no_churn	0.148747	-0.006307	0.01637	-0.040339	-0.001119	0.097854	-0.040515	0.010298	Female	44	No	No	Employed	Suburban	Bachelor	1,670,824,800
52	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Disabled	162173ff-53f8-4648-8fbb-3c374c0a49c1	no_churn	0.009145	0	no_churn	-0.074283	-0.004006	0.004915	-0.070857	-0.015194	-0.110297	0.018615	-0.01792	Male	35	Yes	No	Disabled	Rural	High School or Below	1,670,824,800
5	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	e636514b-1a49-4307-b1f3-68236a796809	no_churn	0.034377	0	no_churn	0.112602	-0.000914	0.00641	-0.045357	0.02957	-0.029792	0.0867	-0.045745	Male	54	No	No	Disabled	Suburban	Bachelor	1,670,824,800
58	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	d5a645b2-1a0a-4253-b56b-8ee7255db4f9	no_churn	0.022176	0	no_churn	-0.144164	-0.006633	-0.031066	-0.025314	-0.05269	0.034847	0.037348	-0.021354	Male	71	No	Yes	Employed	Suburban	Master	1,670,824,800
13	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	64c5739f-1fc6-4754-8dd8-216f3c1990ae	no_churn	0.030233	0	no_churn	0.001064	-0.019227	-0.056473	-0.117029	-0.039241	0.026594	0.048411	-0.033125	Female	67	No	Yes	Employed	Suburban	College	1,670,824,800
5	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	8e87ea33-cc1f-49be-89c3-a6a6d7c9cb5a	no_churn	0.126652	0	no_churn	0.178229	-0.007471	-0.063379	0.015039	0.092223	0.120913	-0.028936	-0.048381	Female	64	No	No	Unemployed	Suburban	High School or Below	1,670,824,800
59	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	bab29ec4-b96c-4bae-b3d8-1b6e5780b6a1	no_churn	0.02166	0	no_churn	-0.134833	-0.009471	-0.051502	-0.024511	-0.049272	0.013212	0.017057	-0.02304	Female	71	No	No	Employed	Urban	College	1,670,824,800
1	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	53c51308-a823-431b-856e-fc60193f5c7f	no_churn	0.620165	1	churn	0.192447	-0.014857	-0.100827	-0.068217	-0.033533	0.102209	-0.016407	-0.020321	Male	56	No	Yes	Employed	Urban	College	1,670,824,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	a23c777c-032a-4a6a-bcbf-e392b54c0b37	no_churn	0.260078	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	32	No	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
56	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	24e26127-9dec-4a95-ad05-7cbaac4a3219	no_churn	0.008939	0	no_churn	-0.056143	-0.009876	-0.022781	-0.010447	-0.071811	0.044598	0.057102	-0.029858	Male	55	No	No	Employed	Suburban	Bachelor	1,670,824,800
7	No	No phone service	High Speed	Expired	Two year	<80hrs	Disabled	79262cd8-e743-476b-a813-1d00b67cede3	no_churn	0.012767	0	no_churn	-0.014792	0.006301	0.001678	-0.064257	0.001612	-0.170462	0.027925	-0.017032	Male	27	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,824,800
22	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	5dfaff69-f931-461a-a1ca-f28647bbf51a	no_churn	0.053951	0	no_churn	-0.063836	-0.006262	-0.040036	-0.064709	-0.031153	-0.011384	-0.020665	-0.018315	Male	37	No	No	Unemployed	Rural	Master	1,670,824,800
51	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	9846a8a9-4189-4114-a70d-e1cb10f29625	no_churn	0.028125	0	no_churn	-0.064179	-0.004363	-0.062184	-0.012817	0.064854	0.055757	0.093089	-0.059184	Male	76	Yes	Yes	Employed	Suburban	High School or Below	1,670,824,800

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