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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
8	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	172645f7-495a-474e-bec1-8f2423390965	no_churn	0.689601	1	churn	0.061842	-0.007041	0.013852	0.159495	-0.025964	0.058029	0.084397	-0.029635	Male	45	No	No	Disabled	Suburban	High School or Below	1,671,084,000
67	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	065f5c89-f00a-47a2-99df-f150f2916312	churn	0.085046	0	no_churn	-0.043625	-0.004076	0.093097	0.090182	0.098235	0.056223	0.087094	0.078843	Male	45	No	No	Employed	Suburban	High School or Below	1,671,084,000
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	820de358-89ec-4b44-8fa9-531fbb81b0b0	no_churn	0.808938	1	churn	-0.074058	-0.00197	0.024265	-0.080251	-0.008873	0.073301	-0.177891	-0.003549	Male	47	No	Yes	Employed	Suburban	Doctor	1,671,084,000
57	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	a6ba1a8a-b434-4105-88d1-1e698916a04b	no_churn	0.176335	0	no_churn	-0.148904	-0.013372	-0.043497	0.042019	-0.014159	0.017505	-0.015819	0.007201	Male	30	No	Yes	Unemployed	Rural	Bachelor	1,671,084,000
30	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	7ac3aad7-954b-475d-bfa8-d5edcd10692e	no_churn	0.367753	0	no_churn	-0.059366	-0.00767	0.055619	0.119421	0.053606	0.082139	-0.000682	0.057905	Female	34	Yes	No	Retired	Urban	Bachelor	1,671,084,000
32	Yes	Yes	Fiber optic	Expired	Month-to-month	<50hrs	Active	1be78d4d-0cd8-4d64-8973-af00bd1728f2	no_churn	0.663535	1	churn	0.009485	-0.004228	0.069931	0.121561	0.018528	0.094024	0.068721	0.082954	Male	35	Yes	No	Unemployed	Suburban	College	1,671,084,000
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	332e078c-50c4-4721-8b2f-08b981c4abf0	no_churn	0.218339	0	no_churn	0.11912	-0.004624	0.0101	0.058712	0.11155	0.126145	0.093937	0.0957	Male	77	No	Yes	Disabled	Suburban	Bachelor	1,671,084,000
19	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	78065adb-77eb-4c90-ad36-a5cc84041474	no_churn	0.394096	0	no_churn	0.047571	-0.003992	-0.085777	0.125805	-0.042531	0.040846	0.050058	0.047279	Female	27	No	Yes	Employed	Suburban	College	1,671,084,000
59	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	6910f9fa-fd58-476b-a07e-e28eb1e8c8af	churn	0.314527	0	no_churn	-0.174653	-0.00781	0.050543	0.046837	0.038496	0.031542	0.024508	0.031511	Female	78	No	No	Unemployed	Suburban	High School or Below	1,671,084,000
45	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	dbc5ba4c-16a7-4086-9fbe-ff6194c54e72	no_churn	0.488717	1	churn	-0.099009	-0.002646	0.096758	0.028457	0.047294	0.10206	0.117181	0.031547	Male	24	Yes	Yes	Unemployed	Urban	Bachelor	1,671,084,000
2	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	b165514e-9065-4849-b14b-a801f2a58e4a	no_churn	0.865262	1	churn	0.125009	-0.011298	-0.016499	0.134791	-0.076627	0.060948	0.022684	-0.008034	Male	31	No	Yes	Unemployed	Urban	Master	1,671,084,000
14	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	e0f2894f-f894-44d1-b8bf-785a4caf4c91	no_churn	0.822843	1	churn	0.000795	-0.005978	-0.033381	0.023186	-0.040385	0.041754	-0.02354	-0.008144	Male	20	No	No	Employed	Rural	Doctor	1,671,084,000
57	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	789ca079-06d2-41a4-ac75-ba38f8d9976a	no_churn	0.344492	1	churn	-0.2102	-0.003963	0.010075	0.008082	0.046588	0.016825	0.012424	0.031143	Female	22	No	Yes	Employed	Suburban	College	1,671,084,000
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	572a4b85-7f53-4c97-a35b-a82e0e09086f	no_churn	0.493887	1	churn	0.006605	-0.003307	0.146481	0.119195	0.075384	0.144175	0.113117	0.057887	Female	51	No	No	Employed	Suburban	High School or Below	1,671,084,000
70	Yes	Yes	Fiber optic	Expired	Two year	<80hrs	Active	a3361962-02af-4268-a06e-c219d157eca1	no_churn	0.151249	1	churn	-0.114995	-0.002635	0.007257	0.057682	-0.000663	-0.199418	-0.00816	0.011906	Female	72	No	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
27	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	8c16d560-9ca5-479f-add5-19f6341a0285	no_churn	0.631473	1	churn	0.073126	-0.001939	-0.017232	0.081812	0.131282	0.140184	0.172671	0.081071	Female	26	Yes	Yes	Employed	Rural	College	1,671,084,000
36	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	cb9f2629-b160-4258-a64f-912d7d0cadbd	churn	0.315094	0	no_churn	-0.086699	-0.005329	-0.064345	0.095878	-0.002245	0.032884	-0.064872	-0.044299	Female	75	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
51	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	b86527e2-899c-49cb-9678-c220feace39f	no_churn	0.081319	0	no_churn	-0.211472	-0.006522	-0.04274	0.054799	-0.010303	0.003737	0.000497	-0.017022	Male	42	No	No	Employed	Suburban	High School or Below	1,671,084,000
22	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Disabled	2c5b23fd-03e4-4e24-a819-ea0a9cede4c1	no_churn	0.136092	0	no_churn	0.023573	0.00018	0.038021	0.06639	0.055783	-0.114271	0.070836	-0.049539	Male	59	Yes	Yes	Employed	Suburban	High School or Below	1,671,084,000
46	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	200eb6f6-3b31-4769-ba5b-2cc67805895e	no_churn	0.126831	0	no_churn	-0.245947	-0.004984	0.029116	0.069279	0.010976	0.032833	-0.012692	-0.022607	Male	57	Yes	No	Unemployed	Suburban	High School or Below	1,671,084,000
48	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	af25e4ee-b4ca-4311-9f11-9832c16eab37	no_churn	0.341782	0	no_churn	-0.059146	-0.002519	-0.068299	0.06256	0.060187	0.069626	0.036553	-0.038488	Female	25	No	No	Unemployed	Rural	College	1,671,084,000
39	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	56110dcc-61c9-4155-9188-8480eb8b916d	no_churn	0.302344	1	churn	0.132363	-0.007208	-0.012692	0.161434	0.072146	0.072616	0.01279	0.027025	Female	74	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
68	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	fdab3dfe-1778-4bdc-80ad-c2b74fdae606	no_churn	0.208111	0	no_churn	-0.263706	-0.010656	0.015624	0.058374	0.012039	0.036248	-0.017381	-0.064569	Female	25	No	Yes	Employed	Suburban	Master	1,671,084,000
26	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	1638cc29-ffef-43bb-8152-90817b785114	no_churn	0.558152	0	no_churn	-0.004093	-0.003732	0.128229	0.164049	0.085828	0.098519	0.005777	-0.017886	Male	26	No	Yes	Unemployed	Suburban	College	1,671,084,000
49	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	a466bd11-763c-4571-aa5b-895a457b1d50	no_churn	0.239017	0	no_churn	-0.042601	-0.000974	0.116636	0.091748	0.072388	0.091626	-0.048836	0.018607	Male	80	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
56	Yes	No	Fiber optic	Web_Chat_Support	Two year	<80hrs	Disabled	1e28ec24-4fe8-41e4-967b-a6dfcb9ff8d2	no_churn	0.021286	0	no_churn	-0.011996	-0.001945	-0.016563	0.026205	-0.011688	-0.203638	0.020298	-0.019697	Female	73	No	Yes	Disabled	Suburban	College	1,671,084,000
62	Yes	Yes	Fiber optic	Expired	One year	0hrs	Disabled	d94f189c-dc45-4a85-a2d7-1115978e97fa	no_churn	0.110118	0	no_churn	-0.143693	-0.003302	0.00557	0.054903	0.026747	-0.135364	-0.037203	-0.026684	Female	28	Yes	No	Employed	Urban	Bachelor	1,671,084,000
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4ef5df74-3758-4cb8-b02a-52cf2ef19e9c	no_churn	0.880153	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Female	72	Yes	Yes	Employed	Urban	High School or Below	1,671,084,000
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d0882b46-e596-4492-9ea9-084537e93fae	churn	0.567815	1	churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Female	66	No	No	Employed	Suburban	Bachelor	1,671,084,000
44	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	52611d91-d17f-4ff7-8341-7ad37d45e91f	no_churn	0.390602	0	no_churn	-0.216441	-0.004903	-0.077947	0.015691	-0.001596	0.034051	0.016522	-0.024403	Male	27	Yes	No	Employed	Urban	High School or Below	1,671,084,000
48	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	6fa8f89e-334d-45b4-be61-3b778ff24ad0	no_churn	0.081428	0	no_churn	-0.005414	-0.001307	0.079345	0.116558	0.064953	0.089461	0.030774	-0.018038	Female	32	Yes	No	Unemployed	Urban	Master	1,671,084,000
1	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	ceae7a93-fb2d-48e0-9500-3e9724e87620	no_churn	0.906187	1	churn	0.168508	-0.007009	0.07073	0.061092	-0.046787	0.106318	-0.01573	-0.003899	Female	32	Yes	Yes	Employed	Suburban	High School or Below	1,671,084,000
4	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	a90fdce8-d838-4e37-8cb5-a4a98fc56a09	no_churn	0.531463	0	no_churn	0.150384	0.000993	0.05868	0.090968	-0.008585	0.102694	-0.039527	0.029034	Male	64	Yes	Yes	Employed	Suburban	Master	1,671,084,000
35	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	dd07f94c-451c-4e61-b1bf-51cea423b29a	no_churn	0.308337	0	no_churn	-0.169929	-0.004751	-0.021478	0.090321	-0.055568	0.056531	0.015991	-0.040145	Male	72	No	Yes	Employed	Rural	Bachelor	1,671,084,000
31	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	938b4505-30af-4eeb-8833-4199f6578ec0	no_churn	0.330777	1	churn	-0.079202	-0.006484	0.025098	0.107026	-0.033403	0.084305	0.059108	-0.061473	Male	45	No	No	Employed	Rural	College	1,671,084,000
55	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	efa4b490-5c34-471b-b9f5-ed7e174bf427	no_churn	0.230056	0	no_churn	-0.222425	-0.011455	0.031918	0.048157	-0.027378	0.024661	0.019343	-0.041848	Male	75	Yes	Yes	Employed	Rural	College	1,671,084,000
31	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	e3c3e525-6a5f-4f1c-ba07-d38ffd23f553	no_churn	0.507541	0	no_churn	-0.079202	-0.006484	0.025098	0.107026	-0.033403	0.084305	0.059108	-0.061473	Female	76	Yes	No	Medical Leave	Suburban	High School or Below	1,671,084,000
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	b40992c3-cf07-4a8d-a89a-899c202ea91d	no_churn	0.34206	0	no_churn	-0.052352	-0.004856	0.08137	0.046815	0.012551	0.106522	0.076808	-0.049396	Female	72	No	No	Employed	Suburban	High School or Below	1,671,084,000
9	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	272e329b-4a1d-4a9a-8a73-114c07635b92	no_churn	0.654945	0	no_churn	0.086771	-0.005139	-0.022743	0.184295	0.044401	0.105333	-0.04335	0.018073	Female	69	No	Yes	Employed	Urban	High School or Below	1,671,084,000
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	1b857417-25d8-4029-9e8c-937ea0e8d6a2	no_churn	0.758736	0	no_churn	0.29497	-0.006309	-0.047054	0.072626	0.083062	0.143915	0.0078	-0.012272	Female	62	No	No	Retired	Suburban	Master	1,671,084,000
8	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	178ca5af-8e84-47e8-8196-1b41d49e2f14	no_churn	0.448059	0	no_churn	0.111983	-0.008079	-0.031099	0.170104	0.060617	0.077868	-0.052674	0.035171	Male	46	No	Yes	Employed	Suburban	Master	1,671,084,000
2	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4ec6f542-5769-4818-89e4-c44854aa1e06	no_churn	0.609848	0	no_churn	0.205661	-0.007764	-0.046779	0.111044	-0.002338	0.091911	-0.005905	0.008227	Female	40	Yes	Yes	Employed	Suburban	College	1,671,084,000
2	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	9e59c9e8-f9ed-4ba3-b53e-b014e774560e	no_churn	0.455766	0	no_churn	0.169868	-0.009387	-0.027216	0.160069	-0.002259	0.084411	0.001658	0.000413	Male	60	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	990d3e7d-b50c-446e-b1ec-228f45a03398	no_churn	0.066729	0	no_churn	-0.17894	-0.003399	0.066699	0.008522	0.03911	0.068883	-0.00164	0.010253	Female	44	No	No	Disabled	Suburban	High School or Below	1,671,084,000
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	6892745e-bddc-488d-addb-b532946a656e	churn	0.874798	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Male	74	No	Yes	Employed	Urban	Master	1,671,084,000
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	addc4dcf-0613-4fc4-acc1-018904ae86e2	churn	0.669308	1	churn	0.115651	-0.000912	0.048365	0.198538	0.018537	0.139979	-0.00761	-0.033888	Male	78	No	No	Disabled	Rural	Bachelor	1,671,084,000
22	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	001cf2ab-c5bf-4f46-bf9b-0237f9144c00	no_churn	0.378479	0	no_churn	0.019014	-0.00255	0.111929	0.153076	0.087985	0.115443	-0.037826	0.003904	Male	41	No	No	Unemployed	Rural	College	1,671,084,000
24	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	f74e42c2-7c73-40ec-9dce-75e457ca4672	no_churn	0.486183	1	churn	-0.124821	-0.004501	0.048558	0.072034	-0.016831	0.057047	0.029818	-0.061758	Male	55	No	No	Employed	Suburban	Bachelor	1,671,084,000
6	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	36731968-7143-4455-ac1d-8a780bc9b991	no_churn	0.427607	0	no_churn	0.137554	-0.00125	-0.018325	0.131529	0.04172	0.086109	-0.039265	0.033307	Male	21	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
4	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	532a5e66-f589-4e13-9cae-6f9b83f57c06	no_churn	0.701684	1	churn	0.122894	-0.003968	-0.040077	0.150734	-0.02494	0.071848	0.028072	-0.005083	Female	70	No	No	Employed	Suburban	College	1,671,084,000
6	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	97cb65e3-c0f8-4865-ae34-af72e4af5989	no_churn	0.748197	1	churn	0.078808	-0.000956	0.011765	0.143469	0.03325	0.094598	-0.043811	0.02635	Female	45	Yes	Yes	Employed	Suburban	Master	1,671,084,000
31	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	4c43ed8d-f32f-46d8-9c42-21fdb566e1ca	no_churn	0.273465	0	no_churn	-0.079202	-0.006484	0.025098	0.107026	-0.033403	0.084305	0.059108	-0.061473	Male	59	No	Yes	Employed	Rural	College	1,671,084,000
53	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Disabled	a8a6145c-aa02-479a-8b98-eb854ef16aef	no_churn	0.06999	0	no_churn	-0.141853	-0.001623	0.010098	0.017125	-0.046032	-0.091377	0.047183	-0.032547	Male	74	No	No	Employed	Suburban	High School or Below	1,671,084,000
33	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	b7b08124-9d55-4ff7-9bc6-18f99626b81f	no_churn	0.286137	0	no_churn	-0.041387	-0.001475	-0.062244	0.09026	0.00589	0.033417	0.047161	-0.009696	Male	75	Yes	Yes	Employed	Suburban	College	1,671,084,000
55	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b9efbff3-69b4-4868-b33f-8dcb4cdda588	no_churn	0.067288	0	no_churn	-0.152118	-0.003715	0.05945	0.024264	0.057761	0.071524	-0.030128	-0.045579	Male	64	No	Yes	Employed	Rural	College	1,671,084,000
7	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	b1179c46-ae28-4931-bcae-6dbe21af411e	no_churn	0.681553	0	no_churn	0.090378	-0.000779	0.018903	0.1497	0.005196	0.092856	-0.031486	0.023798	Male	52	No	Yes	Medical Leave	Suburban	Bachelor	1,671,084,000
62	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c6c28563-2a75-4aca-b58f-980b1e11acda	no_churn	0.115546	0	no_churn	-0.27296	-0.004382	0.012778	0.00465	-0.011936	0.034484	-0.01326	-0.018399	Male	37	No	Yes	Unemployed	Suburban	High School or Below	1,671,084,000
6	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	41226693-f6dc-4f89-a518-4b0cea346f11	no_churn	0.751921	1	churn	0.141183	0.000459	0.018567	0.250518	0.126926	0.133872	0.012266	0.02635	Female	60	Yes	No	Employed	Suburban	Bachelor	1,671,084,000
26	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	5d48cdb5-5c6b-4c33-affc-5d61e1a15e31	no_churn	0.397808	0	no_churn	-0.00463	-0.003336	0.120729	0.182782	0.098909	0.114734	-0.004168	-0.014213	Female	53	No	No	Unemployed	Urban	College	1,671,084,000
6	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	1b66814b-91bb-424b-b1c8-e82fd433642b	churn	0.751921	1	churn	0.092979	0.000177	-0.009216	0.18212	0.036709	0.103282	-0.039048	0.01647	Female	52	No	No	Disabled	Urban	High School or Below	1,671,084,000
48	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	34f7b25c-b35f-4cf7-ab51-65293e3e9e55	no_churn	0.341782	0	no_churn	-0.121006	-0.003343	-0.089874	0.125541	0.055291	0.02863	0.055349	-0.026279	Female	43	No	Yes	Retired	Suburban	Doctor	1,671,084,000
1	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	9a02976e-95b1-4a9a-89c4-af1c05221b95	no_churn	0.610302	1	churn	0.263506	-0.009693	-0.025628	-0.025964	0.094741	0.134205	0.082925	-0.049345	Female	27	No	Yes	Medical Leave	Suburban	Bachelor	1,671,084,000
58	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Active	47775b0b-8d35-46f2-8060-59a1629ba908	churn	0.023067	0	no_churn	-0.059806	0.056904	0.031494	-0.130886	-0.000013	0.064796	0.037768	0.030716	Female	71	Yes	Yes	Employed	Suburban	Master	1,671,084,000
66	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	93f41d7f-ca59-4360-a10b-df3bff9e004c	no_churn	0.020358	0	no_churn	-0.006089	-0.003621	0.023001	-0.052938	-0.006301	-0.181658	0.02848	0.042601	Male	62	No	Yes	Employed	Rural	Bachelor	1,671,084,000
2	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	1ba7091e-75d0-49ad-994e-32a827b19ccc	no_churn	0.455766	0	no_churn	0.205661	-0.007764	-0.046779	0.111044	-0.002338	0.091911	-0.005905	0.008227	Male	38	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,084,000
35	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	25114d8e-e973-4620-b1d2-2d93c4de79f8	no_churn	0.308337	0	no_churn	-0.169929	-0.004751	-0.021478	0.090321	-0.055568	0.056531	0.015991	-0.040145	Female	75	Yes	Yes	Employed	Suburban	Bachelor	1,671,084,000
8	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	968ff107-3cfd-4138-bb3b-8add65379250	no_churn	0.448059	0	no_churn	0.132704	-0.005976	0.000832	0.209439	0.060026	0.090649	0.011402	0.004814	Male	22	No	No	Employed	Suburban	High School or Below	1,671,084,000
19	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	6d6895fb-d287-4c85-a677-8376f5657dc1	no_churn	0.394096	0	no_churn	0.047571	-0.003992	-0.085777	0.125805	-0.042531	0.040846	0.050058	0.047279	Female	66	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
52	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	ca1cc36e-c487-4edf-95d0-69222897e8cf	no_churn	0.076522	0	no_churn	-0.111375	-0.006198	0.035909	-0.015067	-0.083895	0.037455	0.021382	-0.014737	Female	40	Yes	Yes	Medical Leave	Urban	High School or Below	1,671,084,000
47	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	41908093-8957-4dcd-8e9e-fe217854e20f	no_churn	0.264975	0	no_churn	-0.087055	-0.003479	0.044275	0.062396	-0.039413	0.060012	-0.047499	-0.048263	Female	77	No	No	Employed	Suburban	College	1,671,084,000
23	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	23e86b8a-4a59-459a-a5ac-9bda58f68708	no_churn	0.066932	0	no_churn	-0.019246	0.000628	-0.03655	-0.004855	0.043522	0.018168	0.100872	-0.041564	Female	27	No	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
52	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	21c0100d-3ef3-464a-b260-ce0cbe67f6f6	no_churn	0.076522	0	no_churn	-0.111375	-0.006198	0.035909	-0.015067	-0.083895	0.037455	0.021382	-0.014737	Female	24	No	No	Employed	Urban	Doctor	1,671,084,000
72	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Disabled	d6c29540-dec2-4c45-8a06-b2b922b90785	no_churn	0.00569	0	no_churn	-0.10197	-0.00293	0.014652	-0.009215	0.023809	-0.146718	0.040292	-0.023835	Male	23	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
5	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	3d06fda1-2040-4306-8151-48b3809b9e35	no_churn	0.151654	0	no_churn	0.099337	-0.007112	0.048286	-0.083986	-0.1009	0.070587	0.024748	-0.026986	Male	39	No	No	Unemployed	Suburban	High School or Below	1,671,084,000
38	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	e70a6549-da38-4aed-9666-886f12d9c33c	no_churn	0.05645	0	no_churn	-0.048329	-0.013712	-0.02292	-0.176541	-0.013469	0.041017	0.004099	-0.011671	Female	56	No	No	Employed	Rural	Bachelor	1,671,084,000
72	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	03f59b70-656d-404b-b3c2-68f80d5ef976	no_churn	0.002989	0	no_churn	-0.149524	-0.015901	0.004574	-0.024247	-0.046542	0.039513	0.00999	-0.021888	Male	52	No	No	Employed	Suburban	College	1,671,084,000
54	Yes	No	Fiber optic	Expired	Two year	0hrs	Disabled	1e5c31cf-c32b-44a9-9c38-dbbebfbabb49	no_churn	0.020824	0	no_churn	-0.07021	-0.001042	0.000876	0.126906	0.092641	-0.015135	-0.018629	-0.014433	Male	44	Yes	Yes	Employed	Suburban	Bachelor	1,671,084,000
41	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	2ad164b9-d513-47f5-be16-dfd1a7cea47c	no_churn	0.70615	1	churn	-0.064915	-0.001074	0.028507	-0.063266	0.090762	0.048225	0.001879	0.080856	Male	25	No	No	Unemployed	Suburban	College	1,671,084,000
14	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	5157dcc0-4264-41a3-b7f0-dd03d2912dce	no_churn	0.195279	0	no_churn	0.028474	-0.007365	-0.047174	-0.013212	0.067205	0.087425	0.129011	-0.073389	Male	71	Yes	No	Employed	Suburban	High School or Below	1,671,084,000
48	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	9b1f7982-c38a-4503-bf13-06d32f109827	no_churn	0.192863	0	no_churn	-0.168985	-0.003022	-0.028878	0.089148	0.035175	-0.120396	0.00384	0.034092	Male	60	No	No	Employed	Suburban	Bachelor	1,671,084,000
34	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	53510959-4b98-43ef-9683-28f27b0a9e54	no_churn	0.020288	0	no_churn	-0.060751	-0.003554	-0.021416	-0.042983	-0.036295	-0.103922	0.012298	-0.012402	Male	49	No	Yes	Medical Leave	Suburban	Bachelor	1,671,084,000
5	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	43d4255d-57b7-4607-b50b-3058aa0c7e43	no_churn	0.767819	1	churn	0.02532	-0.004919	-0.109338	-0.037425	0.023521	0.067031	-0.100423	0.048374	Female	43	No	No	Employed	Urban	College	1,671,084,000
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	5c1adbb9-55e5-48ab-a67b-406624d3d0a9	no_churn	0.701684	1	churn	0.198347	-0.003815	-0.046914	0.145856	0.011204	0.126746	0.046815	-0.02965	Male	51	Yes	No	Employed	Rural	Bachelor	1,671,084,000
13	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	ce6eca5a-194f-48fa-83fc-aa4fe47841bc	no_churn	0.012885	0	no_churn	0.029811	-0.015388	0.001359	-0.109542	-0.017411	0.054997	0.058854	-0.051706	Male	54	No	No	Employed	Urban	High School or Below	1,671,084,000
4	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	acc2e8d1-74f7-42b0-bcc8-8844267a4b35	no_churn	0.502647	1	churn	-0.013547	-0.017925	-0.033575	-0.045434	-0.060643	0.091094	-0.020999	-0.012987	Male	33	No	Yes	Employed	Suburban	Master	1,671,084,000
22	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	3d6f792e-9d0e-47be-b4c1-fbd788e4e0dd	no_churn	0.378479	0	no_churn	-0.135464	-0.002389	0.041627	0.002992	-0.056369	0.078125	-0.004043	-0.006095	Male	54	No	No	Employed	Suburban	Bachelor	1,671,084,000
18	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	92ceea82-5286-4ff9-b0fd-768c4ae4caea	no_churn	0.557626	0	no_churn	-0.023169	-0.01121	-0.001689	0.090387	-0.101335	0.047081	0.007122	0.063787	Male	72	No	No	Employed	Suburban	College	1,671,084,000
48	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Disabled	a894e7fe-c99c-4557-beb9-5f8b8b104ba2	no_churn	0.081428	0	no_churn	-0.025553	-0.001129	-0.020589	0.117404	0.026377	-0.164428	0.004432	-0.018873	Female	50	Yes	No	Employed	Suburban	College	1,671,084,000
34	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	d9ecbe16-607b-4918-a02f-27a03de30b14	no_churn	0.131582	0	no_churn	-0.206923	0.026055	0.001513	-0.062891	-0.017566	0.061728	-0.000386	-0.010557	Female	43	No	Yes	Unemployed	Suburban	College	1,671,084,000
29	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	37a89fda-31cc-416b-87f8-37b76a949bb1	no_churn	0.159467	0	no_churn	-0.199165	-0.007411	-0.071381	0.066338	-0.070415	0.033833	0.007436	-0.018262	Female	65	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
7	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	ed75458c-9121-4eac-ae5a-4f4c379bda76	no_churn	0.808938	1	churn	-0.016836	-0.005878	-0.023297	0.072467	-0.011532	0.053547	-0.053905	-0.053594	Female	48	No	Yes	Unemployed	Suburban	High School or Below	1,671,084,000
22	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	df1abc16-2af5-464c-90b3-d15f68880e17	no_churn	0.258371	0	no_churn	-0.07343	-0.010615	-0.06869	0.004887	-0.131691	0.01305	0.030215	0.027249	Female	74	Yes	No	Employed	Suburban	High School or Below	1,671,084,000
5	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	96ee4257-592e-45ec-84d2-78364969dc6e	no_churn	0.31192	0	no_churn	0.093118	0.080716	0.033547	-0.012362	0.028368	0.100986	0.059164	-0.035658	Female	75	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
20	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	96f000b7-b308-499a-b2c5-b531d34b2c8a	no_churn	0.218339	0	no_churn	-0.021354	-0.004061	-0.088738	0.000793	-0.037673	-0.185868	0.057871	0.060004	Female	68	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
67	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	15b39030-c4a2-4d52-b93e-f6e945c32ab4	no_churn	0.011276	0	no_churn	-0.099912	-0.009355	-0.030292	-0.038559	-0.043083	0.033131	-0.017578	-0.033378	Female	57	No	No	Employed	Suburban	College	1,671,084,000
25	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	d0a76c4b-e98c-4a93-8aaf-8c03bb7e8c17	no_churn	0.023747	0	no_churn	0.005253	-0.001191	-0.016936	-0.013208	0.030021	-0.00248	0.068201	-0.02694	Female	67	Yes	No	Employed	Suburban	College	1,671,084,000
51	Yes	Yes	High Speed	In_Store_Support	One year	100hrs+	Disabled	eccfe7ce-54fd-4e42-ba60-b80a874b315a	no_churn	0.027574	0	no_churn	-0.086298	-0.003547	0.009343	-0.03161	-0.075968	-0.078065	0.018063	-0.020945	Female	75	Yes	Yes	Employed	Suburban	College	1,671,084,000
32	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	bc489967-afc2-4ae0-837e-335666520267	no_churn	0.663535	1	churn	-0.027962	-0.006805	0.063475	0.130721	-0.013331	0.091827	0.027066	0.070983	Male	29	No	Yes	Employed	Rural	College	1,671,084,000
35	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	5a779278-6da1-4d2a-9cdb-f37c812feacf	no_churn	0.057714	0	no_churn	0.079569	0.001476	0.044402	0.089058	0.111899	0.088995	-0.018167	-0.016259	Male	36	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
7	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	d337f0f9-8c76-4be2-bc8f-5d18918a939a	no_churn	0.67519	1	churn	0.026422	-0.005295	-0.039789	0.072522	-0.146131	0.014102	-0.046808	-0.084049	Male	35	Yes	No	Employed	Rural	College	1,671,084,000

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