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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
56	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	625e1716-913f-4864-8190-34f63aef7bd2	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	1,673,503,200
70	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	00f1862c-ca3c-402b-86a7-96ee140184f4	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	1,673,503,200
70	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	10fa0805-f2cd-42bf-ad65-637c7ebcc64d	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	1,673,503,200
32	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	2aebf4ff-878f-495b-9d73-105c528eed18	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	1,673,503,200
36	Yes	No	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	ca50b383-d0a6-4f48-bfd0-5471d2a7aa5b	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	1,673,503,200
50	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	f3d1d53d-7b23-4e9d-b4bc-e0e57d5677aa	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	1,673,503,200
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<80hrs	Active	0bb845cc-9549-4689-bcd8-ad66ee761fb6	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	1,673,503,200
24	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	3ba7568f-99c9-45e7-9f97-d9647959f8bd	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	1,673,503,200
11	Yes	No	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Disabled	315aa8bb-f306-4f6c-8346-700e3efbc9c6	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	1,673,503,200
59	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	3ae00db3-eeae-442f-ad63-6661885aca0a	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	1,673,503,200
10	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	8e1cedbc-e572-4832-9cb8-a248ab96004f	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	1,673,503,200
19	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	48f8c460-038f-41f4-9da8-314a9be99d72	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	1,673,503,200
13	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	0d90ba87-0400-41aa-90c6-453ed2abc7f1	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	1,673,503,200
17	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	affa2d00-229a-48e8-8628-f951ef6c52d5	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	1,673,503,200
17	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	8e1cc035-ab0b-4545-81c3-691b7be98b46	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	1,673,503,200
15	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	e60150d4-25b5-4af0-b36b-0f5c013d8401	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	1,673,503,200
68	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Active	5a92ebb7-8cdb-40f3-bc0c-7cc0638255c7	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	1,673,503,200
4	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	2c026cdb-c868-40ef-8b17-ed50960124d8	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	1,673,503,200
4	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	fc881e19-aea8-41d0-b5dc-9482d16a7010	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	1,673,503,200
9	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	c6d5ea82-52a1-467e-b3ed-4cd7b07b8691	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	1,673,503,200
2	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	0377bf43-3cb8-497a-85d1-8d698c053393	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	1,673,503,200
24	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	c41ae256-abbe-4527-a3f6-93747a1a891f	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	1,673,503,200
40	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	592a8f09-4229-458f-904f-6bc22fd2d588	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	1,673,503,200
23	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	867e34df-773b-4444-a99c-60237dbeb6b8	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	1,673,503,200
52	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	eac30509-37ee-4e8b-b004-8fb1dea098fa	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	1,673,503,200
72	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	a624a0c5-d50e-4e73-af11-7678898989f3	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	1,673,503,200
40	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Active	99e6062e-9684-4b01-820c-e77faeff228b	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	1,673,503,200
46	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	14eda05e-ca1f-4aa8-b332-52f19fcf9943	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	1,673,503,200
43	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Active	be2a0a09-4044-46aa-9b72-7932ed10ddec	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	1,673,503,200
1	No	No phone service	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	09e92664-093b-46d7-860c-aaa517995084	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	1,673,503,200
16	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	c6a82c50-bd3a-4b54-8bb1-104011318d2b	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	1,673,503,200
52	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Disabled	55293b03-a6fb-4715-8611-6b216c666501	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	1,673,503,200
5	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	4b3a2e17-2ec9-41ac-b820-a17a3f58c7c1	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	1,673,503,200
58	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	e207c289-9f12-4005-a870-10d7b1eaf3df	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	1,673,503,200
13	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	2dcde2f3-4537-445d-b075-a54763369c56	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	1,673,503,200
5	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	2e228aa5-4aed-40fd-bf55-4384aef5706c	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	1,673,503,200
59	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	5797b1fd-741e-4ac4-838f-02ea36c32c0b	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	1,673,503,200
1	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	34afc7f2-c034-44f6-ba07-f3d0ff977edf	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	1,673,503,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	4ffc85ba-b6ae-4b4d-84d5-4ca77c3cd3ff	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	1,673,503,200
56	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	a44b53a5-5329-421d-9b83-763bc514bd4d	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	1,673,503,200
7	No	No phone service	High Speed	Expired	Two year	<80hrs	Disabled	9bd7cf36-0be9-4a53-8be2-42468195784d	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	1,673,503,200
22	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	46584df2-a397-4153-892d-bf32ce675e1b	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	1,673,503,200
51	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	3f0fa62e-2b90-46f3-891e-7e399a066546	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	1,673,503,200
1	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	2151b2fc-df24-4eec-a050-1487ecb4ba42	no_churn	0.714761	1	churn	0.284981	-0.006176	0.098003	0.032313	0.042957	0.160941	0.030417	-0.017462	Female	23	No	Yes	Disabled	Suburban	Master	1,673,503,200
24	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	70b65818-cee7-418a-9e52-bedb1c1dc670	no_churn	0.01502	0	no_churn	-0.113271	-0.008186	-0.043637	-0.075571	-0.002964	0.03071	-0.024204	-0.021902	Male	68	No	Yes	Retired	Suburban	College	1,673,503,200
15	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	94d2ef86-be68-45fd-affa-91f86c71194a	no_churn	0.017551	0	no_churn	0.027434	-0.00408	0.024733	-0.03719	-0.036372	-0.188245	-0.000556	-0.013749	Female	46	No	No	Unemployed	Suburban	College	1,673,503,200
58	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	715b6f8c-2fce-4ee8-8387-f12a8d845240	no_churn	0.059027	0	no_churn	-0.111979	-0.012881	-0.02854	-0.029375	-0.051298	0.027443	0.018146	-0.020543	Female	35	No	No	Employed	Urban	Bachelor	1,673,503,200
56	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	4b85b4f5-805e-4e93-a4fd-02ca3bf02d22	no_churn	0.010555	0	no_churn	-0.068954	-0.010752	0.001944	0.00031	-0.12824	0.029764	0.048308	-0.031407	Male	73	No	No	Employed	Suburban	College	1,673,503,200
64	Yes	No	Low Speed	In_Store_Support	One year	100hrs+	Disabled	7b2f66ad-c393-475e-a5dd-6936d9d570da	no_churn	0.01776	0	no_churn	-0.083351	-0.00479	-0.017628	-0.01713	-0.022065	-0.100532	0.014171	-0.017701	Female	23	No	No	Unemployed	Suburban	Bachelor	1,673,503,200
11	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	e37f3408-9b05-47d0-a0fe-e08e370be833	no_churn	0.147692	0	no_churn	0.029286	-0.012667	-0.025482	-0.095286	-0.06354	0.050861	-0.013959	-0.007182	Female	78	No	Yes	Employed	Rural	Bachelor	1,673,503,200
6	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	3338b996-7c1c-4129-adda-bc2f955688de	no_churn	0.103797	0	no_churn	0.107391	-0.001759	-0.01152	-0.057093	0.011798	0.068729	0.034464	-0.012835	Male	25	Yes	Yes	Employed	Suburban	High School or Below	1,673,503,200
17	Yes	No	Medium Speed	Phone_Support	One year	100hrs+	Disabled	dcf22133-c7a9-4037-b184-e9f8d03ee75e	no_churn	0.038392	0	no_churn	-0.009277	-0.003748	-0.016682	-0.012419	0.032516	-0.114622	0.068932	-0.043727	Male	56	No	Yes	Employed	Suburban	College	1,673,503,200
18	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	de0b2c1c-36b5-42e7-9beb-aec3d177841c	no_churn	0.01312	0	no_churn	0.035146	-0.008366	-0.008274	0.017647	-0.028759	0.068695	0.101559	-0.056674	Female	41	Yes	No	Employed	Suburban	College	1,673,503,200
62	Yes	No	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	f8404599-6667-49d4-a2eb-3b0e85cc641a	no_churn	0.007525	0	no_churn	-0.072479	-0.007255	0.006067	-0.012399	-0.009924	0.062309	0.008458	-0.013804	Male	79	Yes	Yes	Employed	Rural	Bachelor	1,673,503,200
10	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	a6fe6c88-3958-473c-857a-fe46004b5a53	no_churn	0.125389	0	no_churn	0.02409	-0.014305	-0.052216	-0.063033	-0.031968	0.044817	0.044701	-0.033624	Female	34	Yes	No	Disabled	Suburban	College	1,673,503,200
24	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	0785bb01-2c0a-4a01-a778-d238d1665203	no_churn	0.061159	0	no_churn	-0.060771	-0.010771	-0.08792	-0.032547	0.011907	0.053505	-0.004034	-0.015228	Male	65	No	No	Unemployed	Suburban	Master	1,673,503,200
37	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	e9c7fd82-df94-4847-8c0f-243b795c2c46	no_churn	0.032067	0	no_churn	0.028048	-0.010579	0.009371	-0.020355	0.085952	0.083206	-0.024587	0.019917	Female	22	Yes	Yes	Employed	Suburban	High School or Below	1,673,503,200
9	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	2e07aac8-9240-4d71-a527-ef8552ebd422	no_churn	0.073467	0	no_churn	0.022606	-0.017071	-0.065755	-0.164609	-0.019969	0.053483	0.038652	-0.036364	Male	60	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
29	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	eec142b9-16ad-43ce-a824-31b921ea96f3	no_churn	0.01663	0	no_churn	-0.096499	-0.004331	-0.020671	-0.050441	-0.021034	-0.06614	0.009259	-0.01917	Male	37	No	Yes	Employed	Rural	Bachelor	1,673,503,200
24	Yes	No	Low Speed	In_Store_Support	One year	<80hrs	Disabled	ffebd80c-d2cb-42d4-8436-cf2bcce8d936	no_churn	0.015156	0	no_churn	-0.078157	-0.008945	-0.019543	-0.019879	-0.032818	-0.072648	0.02756	-0.024596	Female	69	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
24	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	63ac312f-a49d-4a75-abb0-1a42015ecba6	no_churn	0.008172	0	no_churn	-0.084718	-0.006402	-0.004058	-0.033114	-0.033146	0.064363	0.050644	-0.042596	Female	20	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
25	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	ef8b260f-5741-4ea1-b832-612263df687d	no_churn	0.026205	0	no_churn	-0.082474	-0.012752	-0.071368	-0.06787	-0.03006	0.005937	0.009231	-0.01967	Female	64	No	No	Retired	Suburban	High School or Below	1,673,503,200
11	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	bb1aa582-645f-4024-9dbb-de5ea9c0523b	no_churn	0.207364	1	churn	0.029286	-0.012667	-0.025482	-0.095286	-0.06354	0.050861	-0.013959	-0.007182	Male	50	No	No	Employed	Rural	High School or Below	1,673,503,200
72	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	c6d71a19-477a-4f29-bae2-39ddd37fcb73	no_churn	0.001763	0	no_churn	-0.097103	-0.007192	0.002973	-0.023799	-0.024479	-0.11748	0.012262	-0.014208	Female	30	No	No	Retired	Suburban	Bachelor	1,673,503,200
4	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	a120ef13-4c38-44af-9fe8-efa07ae7ec11	no_churn	0.168585	0	no_churn	0.112921	-0.008028	-0.059569	-0.087406	-0.028945	0.064951	-0.03045	-0.017897	Female	28	Yes	No	Unemployed	Suburban	Bachelor	1,673,503,200
30	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Disabled	bf4cc887-efbb-41de-874b-0bae8f26e8a4	no_churn	0.00939	0	no_churn	-0.016496	-0.003702	0.016227	-0.024534	0.051137	-0.104294	0.044789	-0.032041	Female	21	No	Yes	Employed	Suburban	Master	1,673,503,200
72	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	bd17925c-dbab-406b-b09c-6b91dafc83b7	no_churn	0.001981	0	no_churn	-0.134819	-0.017149	0.00083	-0.03344	-0.031508	0.03947	-0.014805	-0.035938	Male	71	No	No	Employed	Urban	College	1,673,503,200
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	bf229982-7987-475e-b6bb-57dc8f591030	churn	0.577903	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	73	No	No	Medical Leave	Suburban	Master	1,673,503,200
3	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	f1456fb6-4d79-4ee7-a3c3-460ba075ce56	no_churn	0.507173	0	no_churn	0.122123	-0.009795	0.024158	-0.094825	-0.044316	0.090956	0.096968	-0.050962	Female	49	Yes	Yes	Unemployed	Rural	High School or Below	1,673,503,200
2	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	6b733c89-9320-43bf-a9d4-165ef1c2af90	no_churn	0.115046	1	churn	0.142337	-0.00693	-0.031788	-0.076019	0.018235	0.096927	0.072761	-0.059144	Male	37	Yes	No	Employed	Rural	High School or Below	1,673,503,200
8	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	04319626-12bf-471f-8b43-f16da645cf30	no_churn	0.345487	0	no_churn	0.024812	-0.017217	-0.021723	-0.110033	-0.024079	0.0517	-0.015855	-0.018274	Female	57	No	Yes	Unemployed	Suburban	College	1,673,503,200
72	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	5173a6bc-d222-4a37-8349-6f4a71dea099	no_churn	0.002164	0	no_churn	-0.096888	-0.004858	0.004773	-0.027838	-0.014716	-0.134363	0.02163	-0.016767	Male	53	No	Yes	Unemployed	Rural	College	1,673,503,200
20	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	8d250b6a-8bf3-4e57-9f63-54f1624e519d	no_churn	0.421441	1	churn	-0.161462	0.00682	-0.010699	-0.065589	-0.064331	0.052279	0.001139	-0.027183	Male	58	No	No	Medical Leave	Suburban	College	1,673,503,200
59	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	3daa0789-5a9b-4599-baee-6fa33c8ac680	no_churn	0.007659	0	no_churn	-0.05639	-0.015023	0.039405	0.010987	-0.010999	0.070834	0.069506	-0.042347	Male	55	No	Yes	Employed	Rural	High School or Below	1,673,503,200
57	Yes	No	Low Speed	Phone_Support	One year	<80hrs	Disabled	398a6510-af9a-419e-bcb7-b296d2ae8266	no_churn	0.03911	0	no_churn	-0.010794	-0.004657	-0.017705	-0.00057	0.052837	-0.091487	0.078116	-0.049767	Male	70	Yes	No	Unemployed	Suburban	College	1,673,503,200
3	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	a5b967cd-a185-46f7-a52d-c358df58e0dc	no_churn	0.222642	1	churn	0.124996	-0.007543	-0.046483	-0.029701	-0.033623	0.082641	0.045263	-0.043736	Female	30	No	No	Medical Leave	Rural	High School or Below	1,673,503,200
28	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	d5b7bfa1-bce1-433f-b6c1-d40dcbbdeee1	no_churn	0.014671	0	no_churn	-0.100879	-0.015262	-0.027875	-0.04963	-0.07566	0.035155	0.021279	-0.026154	Female	61	No	No	Disabled	Rural	High School or Below	1,673,503,200
45	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	8245d09f-c6ea-4459-b9eb-688f269613c6	no_churn	0.009062	0	no_churn	-0.144471	-0.007559	0.016254	-0.04576	-0.069194	0.03474	-0.034021	-0.019016	Female	66	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
69	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	3de7bbd9-9bf0-497c-b99c-993148ab7756	no_churn	0.012042	0	no_churn	-0.095213	-0.007709	-0.069167	-0.023517	-0.049778	0.034847	0.037211	-0.035701	Male	71	No	No	Employed	Suburban	High School or Below	1,673,503,200
6	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	4dfd458f-ae1d-4a4c-a151-af11208401c2	no_churn	0.386986	0	no_churn	0.028228	-0.003586	-0.048166	-0.089941	-0.060948	0.071634	0.049125	-0.039371	Male	71	Yes	No	Disabled	Rural	College	1,673,503,200
3	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	13845978-3255-4843-8141-5aed5673097d	no_churn	0.545418	0	no_churn	0.08657	-0.01326	-0.069369	-0.089676	-0.068191	0.05521	-0.027576	-0.017556	Male	26	No	No	Employed	Suburban	High School or Below	1,673,503,200
1	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	510927af-c478-4017-9c7f-ee2431cdf87d	no_churn	0.288461	0	no_churn	0.244116	-0.00648	-0.043291	-0.066378	-0.007533	0.110156	0.071517	-0.015839	Female	60	No	No	Employed	Urban	Bachelor	1,673,503,200
6	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	ecfec851-6954-4d1c-8581-8a14bac43139	no_churn	0.160563	0	no_churn	-0.019614	-0.015739	-0.029274	-0.133685	0.012223	0.048289	-0.051672	-0.067054	Male	20	Yes	No	Disabled	Suburban	High School or Below	1,673,503,200
62	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	a3aead03-7322-434d-a64e-b13034d7437b	no_churn	0.003615	0	no_churn	-0.159522	-0.016691	0.005304	-0.043863	-0.047789	0.035971	0.023552	-0.020989	Male	23	No	Yes	Disabled	Suburban	Bachelor	1,673,503,200
59	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	6922e578-dd5c-4600-bcf4-3cb0480d849e	no_churn	0.046512	0	no_churn	-0.054608	-0.003362	0.012275	-0.005589	0.013928	-0.176321	-0.031703	-0.023646	Female	45	No	Yes	Retired	Suburban	Master	1,673,503,200
37	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	a55ca106-2fbe-4cdd-aabd-519c818f7af5	no_churn	0.023226	0	no_churn	-0.08079	-0.01252	-0.024821	-0.150454	-0.016951	0.042148	0.008362	-0.0165	Male	42	No	Yes	Unemployed	Suburban	High School or Below	1,673,503,200
18	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	5b47e3b9-d47f-414b-baf0-09ee15580f24	no_churn	0.178131	0	no_churn	-0.089575	-0.014471	-0.060528	-0.057335	-0.052412	0.021089	0.009283	-0.025078	Male	39	Yes	Yes	Unemployed	Suburban	High School or Below	1,673,503,200
33	Yes	Yes	Low Speed	Web_Chat_Support	One year	<80hrs	Disabled	05abb292-923d-4978-ab03-0b7a8e5769ce	no_churn	0.036569	0	no_churn	-0.019525	-0.004666	-0.004545	-0.045229	0.028063	-0.165447	0.043418	-0.032345	Female	68	No	No	Employed	Suburban	Master	1,673,503,200
8	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	a86c7fe8-d71b-42d8-bf53-936f020e1b6a	no_churn	0.540825	1	churn	0.093819	0.114248	0.055532	-0.006489	0.01456	0.135166	0.014666	-0.015528	Female	79	Yes	Yes	Employed	Suburban	High School or Below	1,673,503,200
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	157e3f53-0d31-44f7-94b0-cf721a3eb32d	no_churn	0.186111	0	no_churn	0.187911	-0.01074	-0.030322	-0.035998	0.040212	0.116948	0.128007	-0.068178	Male	43	Yes	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
1	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	7765e58d-5a0b-40bf-a68f-f30e4a5779c5	no_churn	0.852202	1	churn	0.217904	0.025527	0.002254	-0.127959	0.016514	0.12551	0.074527	-0.047144	Male	33	No	No	Retired	Suburban	Bachelor	1,673,503,200
69	Yes	No	High Speed	Expired	Two year	0hrs	Disabled	d85b5cf0-0a88-41c2-b047-5481f4d0ac2e	no_churn	0.008628	0	no_churn	-0.064166	-0.005001	-0.02189	-0.033694	-0.007725	-0.105484	-0.011613	-0.019453	Male	70	Yes	No	Unemployed	Suburban	Master	1,673,503,200
18	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	25bb40d7-d89d-4a9b-977b-2f094e5b266d	no_churn	0.073332	0	no_churn	-0.091779	-0.009211	-0.060073	-0.070752	-0.005798	0.032177	-0.032716	-0.030872	Female	62	Yes	No	Employed	Suburban	High School or Below	1,673,503,200
34	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	9911d01c-84e9-4eb5-b52f-5f9ac3cca325	no_churn	0.037298	0	no_churn	-0.102314	-0.005923	-0.041145	-0.102844	0.020749	0.032249	-0.026364	-0.043434	Male	69	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	01f23012-d757-48ee-a498-751ff81ac702	no_churn	0.190623	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Female	49	No	No	Unemployed	Urban	High School or Below	1,673,503,200
31	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	b1ee3b5a-c680-43d2-8c9f-4dcda7cdacf9	no_churn	0.007073	0	no_churn	0.104184	-0.005417	0.028544	0.028913	0.084915	0.10903	-0.057856	0.01866	Female	45	No	No	Disabled	Rural	High School or Below	1,673,503,200
63	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	324cd74f-4134-49a9-800c-5157c94ccae5	no_churn	0.009349	0	no_churn	-0.115004	-0.016385	-0.030249	-0.042349	-0.071912	0.034269	0.017206	-0.014603	Male	20	No	No	Unemployed	Suburban	High School or Below	1,673,503,200
11	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	166dedea-31c2-4c95-a249-d383ce29e71e	no_churn	0.088052	0	no_churn	0.055938	-0.007045	-0.013646	-0.086239	-0.068833	0.06182	-0.012143	-0.007973	Male	75	No	Yes	Employed	Rural	Master	1,673,503,200
71	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	7be158d5-ab52-4885-bdb4-5e194f484081	churn	0.002329	0	no_churn	-0.086823	-0.005433	-0.021258	-0.026286	-0.019309	-0.111641	0.016536	-0.014812	Female	33	Yes	Yes	Employed	Suburban	Doctor	1,673,503,200
2	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	2d87ae2b-3f31-4a12-85a0-c8e69488ecf1	churn	0.179194	0	no_churn	0.171817	-0.005565	-0.02651	-0.046702	0.02718	0.116413	0.14224	-0.072328	Female	48	Yes	No	Employed	Suburban	College	1,673,503,200

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