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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
14	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	e62419e6-b10a-4ab2-ae8e-24276046fe4d	no_churn	0.448785	0	no_churn	0.057275	-0.011211	-0.060662	-0.075532	-0.103167	0.03684	0.065677	0.061753	Female	30	No	No	Employed	Suburban	College	1,671,084,000
4	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	fe81eb82-1449-4ed6-845e-dc43e02a724f	no_churn	0.163824	0	no_churn	0.065648	-0.010478	-0.09188	-0.118585	-0.043407	0.047659	0.004401	-0.024455	Male	37	No	Yes	Medical Leave	Suburban	High School or Below	1,671,084,000
59	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	97f30869-24a8-4ae3-9722-abaf54f6773e	no_churn	0.221278	0	no_churn	-0.224617	-0.011054	0.008144	0.036836	-0.021495	0.004408	0.014079	-0.025327	Male	48	No	No	Employed	Suburban	High School or Below	1,671,084,000
13	No	No phone service	High Speed	Expired	Two year	0hrs	Disabled	aa3573b2-c948-44f4-9f8f-f344f3413c8d	no_churn	0.010849	0	no_churn	0.001551	0.027056	0.00733	-0.062662	0.010914	-0.215644	-0.01752	-0.020053	Male	36	Yes	Yes	Unemployed	Urban	Bachelor	1,671,084,000
3	Yes	No	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	b5fb242c-a042-4f10-9a1c-ddbf648510bc	no_churn	0.116992	0	no_churn	0.158355	-0.011856	-0.026153	-0.009324	0.036291	0.1007	-0.022828	-0.005884	Male	48	Yes	No	Retired	Urban	College	1,671,084,000
59	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	92b30255-095e-405e-ae66-39b91ea7826d	no_churn	0.314527	0	no_churn	-0.179377	-0.009827	0.000067	0.007361	-0.017026	0.012151	0.008935	0.028691	Male	29	No	Yes	Employed	Rural	College	1,671,084,000
35	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	6fb8750f-2aa3-463d-a732-1446ff241eb0	churn	0.308337	0	no_churn	-0.196466	-0.004802	-0.061614	0.089019	-0.075443	0.047269	-0.016844	-0.040145	Female	53	Yes	Yes	Medical Leave	Suburban	Bachelor	1,671,084,000
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	bfa573a6-d5fc-40cb-9cbb-8701775433d1	no_churn	0.367753	0	no_churn	-0.159381	-0.004755	0.024691	-0.088583	0.013489	0.005648	-0.043591	-0.006544	Male	45	Yes	No	Unemployed	Suburban	College	1,671,084,000
50	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	6548b30b-1ce7-428d-ac99-3bad2e8ae05a	no_churn	0.228404	0	no_churn	-0.003821	-0.000635	0.031293	0.036592	0.130052	0.115984	0.045255	0.019588	Male	47	Yes	No	Unemployed	Suburban	College	1,671,084,000
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	5ef7b251-4e3c-4385-98e9-022d074bbeef	no_churn	0.880153	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Female	69	Yes	No	Employed	Suburban	High School or Below	1,671,084,000
63	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	6c2683d6-db66-4f2a-b984-7b99ecadfb0b	no_churn	0.066729	0	no_churn	-0.263863	-0.011551	0.022391	0.056738	-0.045059	0.022586	-0.011304	-0.028965	Female	32	No	No	Unemployed	Rural	Bachelor	1,671,084,000
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	788f8a6e-d67a-4504-b95f-fc986a1f4189	no_churn	0.273465	0	no_churn	-0.077835	-0.004708	0.060052	0.024278	0.026078	0.059342	0.012923	-0.030718	Male	51	No	No	Employed	Rural	Master	1,671,084,000
50	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	31e39884-273c-4aea-b7f3-a8a27e977751	no_churn	0.228404	0	no_churn	-0.04364	-0.004354	0.063139	-0.056994	-0.078621	0.072289	-0.009637	-0.011209	Male	28	No	Yes	Unemployed	Suburban	High School or Below	1,671,084,000
48	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Disabled	0ae1830f-a5aa-4311-935d-d6e8a6f7c707	no_churn	0.081428	0	no_churn	-0.025553	-0.001129	-0.020589	0.117404	0.026377	-0.164428	0.004432	-0.018873	Female	56	Yes	No	Unemployed	Suburban	Bachelor	1,671,084,000
72	Yes	Yes	Fiber optic	Expired	Two year	<80hrs	Disabled	c68bf34d-acd6-4c54-827b-18d7e60a9127	no_churn	0.016534	0	no_churn	-0.169719	-0.00457	-0.001802	0.048377	-0.002069	-0.133338	0.009257	-0.015161	Male	34	No	Yes	Employed	Rural	College	1,671,084,000
5	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	33bb5a34-10f4-478f-be01-5bc4d81e3a8c	no_churn	0.31192	0	no_churn	0.074426	0.01502	-0.006653	-0.116094	0.022404	0.082721	-0.036242	-0.045359	Female	66	No	No	Employed	Suburban	College	1,671,084,000
51	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	58f9af4d-7e3b-42b6-8450-ef3faa4fa4b7	no_churn	0.043853	0	no_churn	-0.069341	-0.00224	-0.080264	0.022283	0.08887	0.063041	0.084762	-0.052805	Male	44	No	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
53	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	0db568d6-84b6-4460-a8bd-ce200aafa3da	no_churn	0.06999	0	no_churn	-0.218457	-0.0053	0.00621	0.066413	-0.089292	0.01712	0.027516	-0.023237	Male	22	No	No	Employed	Rural	College	1,671,084,000
48	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	e21e3ca9-317e-45f6-abf6-dd99feccf984	no_churn	0.081428	0	no_churn	0.01243	-0.000478	0.135246	0.203825	0.082188	0.114227	-0.001896	0.016585	Male	49	Yes	Yes	Employed	Rural	High School or Below	1,671,084,000
7	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	9376f5e0-2a70-4509-bba5-42c4f1e35708	no_churn	0.106636	0	no_churn	-0.004412	-0.00714	-0.040035	-0.056292	-0.155875	0.04159	0.009253	-0.025284	Female	74	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
57	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	66d80966-95e0-4f23-824f-b4e3750d2367	no_churn	0.176335	0	no_churn	-0.139874	-0.004188	-0.030028	-0.070706	0.053261	0.026044	-0.048913	-0.044622	Male	78	No	No	Employed	Urban	Bachelor	1,671,084,000
44	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	4356e53c-858f-433f-83ad-b6ea9808b838	no_churn	0.109537	0	no_churn	-0.118847	-0.003756	-0.016268	-0.04826	-0.01518	-0.035941	0.037967	-0.028741	Male	62	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,084,000
35	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	12bff8b2-8826-4258-8e54-70d8fadaf9ba	no_churn	0.057714	0	no_churn	-0.088284	-0.004765	-0.008394	-0.070129	-0.071378	0.045385	0.042606	-0.024067	Female	68	Yes	No	Employed	Rural	Bachelor	1,671,084,000
23	Yes	No	Low Speed	Expired	One year	100hrs+	Disabled	92c0eee4-6d55-4ff2-83dd-7525f8bd19f2	no_churn	0.024627	0	no_churn	-0.057932	-0.005257	-0.026493	-0.051975	0.007497	-0.042334	0.06247	-0.035002	Male	45	No	Yes	Unemployed	Urban	Bachelor	1,671,084,000
18	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	af24a9da-8783-4f91-9201-1e796de70aeb	no_churn	0.557626	0	no_churn	-0.072611	-0.008522	0.037887	0.059976	-0.097822	0.055395	-0.068002	-0.035327	Female	77	No	Yes	Employed	Suburban	College	1,671,084,000
20	Yes	No	Fiber optic	Expired	One year	100hrs+	Active	e0599e7a-0a55-4441-bfd6-b305ee6fe721	no_churn	0.218339	0	no_churn	0.029791	0.000716	-0.039403	0.098587	0.102327	0.014456	0.087519	0.102815	Female	46	Yes	No	Unemployed	Suburban	College	1,671,084,000
4	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	2a812822-6c8a-4fab-8cf1-913434ae9c6f	no_churn	0.502647	1	churn	-0.00701	0.044259	-0.013092	-0.048741	-0.073048	0.100154	-0.037946	-0.012987	Female	66	Yes	No	Employed	Suburban	Bachelor	1,671,084,000
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	efad0687-4b29-4113-b012-d01ee616b883	no_churn	0.880153	1	churn	0.29497	-0.006309	-0.047054	0.072626	0.083062	0.143915	0.0078	-0.012272	Male	53	No	No	Employed	Urban	College	1,671,084,000
4	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	ec33ed7f-fc96-4c19-ac75-a4562fdd461c	no_churn	0.19314	0	no_churn	0.14037	-0.001307	-0.069	-0.072871	0.023227	0.078277	0.089381	-0.059097	Male	50	No	Yes	Employed	Urban	Bachelor	1,671,084,000
14	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	188577b9-de35-46e7-b6a2-fd975e568287	no_churn	0.195279	0	no_churn	-0.064122	-0.008919	-0.04942	-0.065173	0.013542	0.051784	-0.060829	-0.073389	Male	48	No	Yes	Unemployed	Suburban	College	1,671,084,000
48	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	0e406690-3106-440c-ac50-d11c3626f2b9	no_churn	0.341782	0	no_churn	-0.059146	-0.002519	-0.068299	0.06256	0.060187	0.069626	0.036553	-0.038488	Female	76	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
2	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	b3bbe3c5-aefa-4481-9c2c-156e0d14e282	no_churn	0.532169	0	no_churn	0.209961	-0.012944	-0.01992	-0.049625	0.042746	0.095723	-0.01107	-0.040642	Male	27	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
14	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	789f2056-9765-4ee9-9c36-88c4a38914b9	no_churn	0.63559	1	churn	-0.002892	-0.008	-0.03355	0.119519	0.028164	0.082519	-0.038689	-0.00443	Male	21	Yes	No	Employed	Suburban	High School or Below	1,671,084,000
31	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	b0ee8d7f-196b-4c08-b688-c61f4fe2ef5d	no_churn	0.273465	0	no_churn	-0.079202	-0.006484	0.025098	0.107026	-0.033403	0.084305	0.059108	-0.061473	Male	43	No	Yes	Employed	Suburban	College	1,671,084,000
22	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	e8d1b105-ec53-4689-ace9-688488063203	no_churn	0.136092	0	no_churn	-0.135464	-0.002389	0.041627	0.002992	-0.056369	0.078125	-0.004043	-0.006095	Male	39	No	Yes	Unemployed	Rural	Master	1,671,084,000
69	No	No phone service	Medium Speed	Expired	Month-to-month	100hrs+	Active	f61e67c8-e2be-437c-a6ad-badbb1bdde72	no_churn	0.058853	0	no_churn	-0.082753	0.03851	0.010126	-0.04753	0.028884	0.087812	0.049834	0.026092	Female	63	No	No	Retired	Suburban	Master	1,671,084,000
68	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	f139f961-87d3-4c57-92d2-c0ba62bde977	no_churn	0.073679	0	no_churn	-0.148878	0.002283	0.017649	-0.02291	0.009245	0.046207	0.043194	-0.045816	Female	36	No	No	Employed	Suburban	High School or Below	1,671,084,000
22	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4010865d-8306-4f46-919d-3e96493d747c	no_churn	0.136092	0	no_churn	0.048682	0.00042	0.128286	0.171872	0.102267	0.105239	0.001249	-0.007042	Male	21	No	No	Employed	Suburban	High School or Below	1,671,084,000
18	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	1153407f-3c18-4bc6-9a84-41a892dcaf4e	no_churn	0.557626	0	no_churn	-0.072611	-0.008522	0.037887	0.059976	-0.097822	0.055395	-0.068002	-0.035327	Female	39	No	No	Employed	Urban	Bachelor	1,671,084,000
2	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	4750664f-df7f-4aed-8a8c-9720b24f59fd	no_churn	0.532169	0	no_churn	0.243484	-0.009772	-0.038376	-0.001531	0.01347	0.109201	0.07704	-0.040642	Male	34	Yes	Yes	Employed	Suburban	Bachelor	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	06fb54cc-6781-4734-a82e-b55747c68f2a	no_churn	0.329431	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	48	No	Yes	Employed	Suburban	College	1,671,084,000
33	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	f633e5f2-0d0f-45eb-9d81-a0a24e4fce63	no_churn	0.286137	0	no_churn	-0.100607	-0.002691	-0.005929	0.134504	-0.014022	0.056	0.080083	-0.036364	Male	76	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	8cf31272-2a4f-42c3-9ecf-21a69f409be6	no_churn	0.778443	1	churn	0.139149	-0.009425	-0.056514	0.047337	-0.101405	0.050447	-0.028579	-0.002315	Female	36	No	No	Employed	Suburban	Master	1,671,084,000
62	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	cc49b10b-0a55-4b19-b7c7-8faffc6072f6	no_churn	0.115546	0	no_churn	-0.281801	-0.011084	0.012091	0.060823	0.018507	-0.012791	-0.013343	-0.031429	Female	21	Yes	Yes	Employed	Suburban	High School or Below	1,671,084,000
48	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	ca0c5c7b-777c-4e57-ac89-f4e404d0dbbb	no_churn	0.341782	0	no_churn	-0.121006	-0.003343	-0.089874	0.125541	0.055291	0.02863	0.055349	-0.026279	Female	50	Yes	No	Employed	Suburban	College	1,671,084,000
58	Yes	No	Low Speed	Expired	One year	100hrs+	Disabled	5ac0eb51-f6be-4ead-82ce-65b5a154ab65	no_churn	0.051252	0	no_churn	-0.114914	-0.006489	-0.03179	-0.031164	-0.013541	-0.053589	0.02698	-0.024519	Female	45	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
45	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	348446a6-cf82-450f-8643-e15517fa69ab	no_churn	0.488717	1	churn	-0.215677	-0.005195	0.02605	0.059741	0.018429	0.019767	-0.005927	0.013786	Male	49	Yes	No	Employed	Suburban	Master	1,671,084,000
18	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	6bf2d4da-db89-41be-bee9-201c3e9de4ca	no_churn	0.34206	0	no_churn	0.022391	-0.00581	0.143916	0.21314	0.163834	0.120373	0.006046	-0.002916	Female	55	No	No	Unemployed	Suburban	Doctor	1,671,084,000
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	2cf57373-9f60-4fcd-ac92-430b925de711	no_churn	0.314494	1	churn	0.169555	-0.014909	-0.074736	-0.08767	-0.082087	0.092957	-0.030756	-0.003611	Female	54	No	No	Unemployed	Suburban	High School or Below	1,671,084,000
35	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	96a158eb-b65b-40fa-9528-f26e71650f7f	no_churn	0.308337	0	no_churn	-0.015708	-0.003731	0.060514	0.157794	0.066031	0.116547	0.007508	-0.013096	Female	72	Yes	Yes	Employed	Suburban	Bachelor	1,671,084,000
1	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	16be229b-d1c1-4c6d-81bb-103f1e748ec8	no_churn	0.314494	1	churn	0.244116	-0.00648	-0.043291	-0.066378	-0.007533	0.110156	0.071517	-0.015839	Male	24	Yes	No	Employed	Suburban	High School or Below	1,671,084,000
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	283f5f94-d41a-4fa8-92fe-30f7e82111db	no_churn	0.531463	0	no_churn	0.211945	-0.002829	0.052189	0.115937	0.020053	0.152321	0.058218	-0.033966	Male	61	Yes	Yes	Unemployed	Urban	College	1,671,084,000
4	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	1c99edd1-b35e-4610-a063-8927323acdbe	no_churn	0.163824	0	no_churn	0.14037	-0.001307	-0.069	-0.072871	0.023227	0.078277	0.089381	-0.059097	Male	52	No	Yes	Employed	Suburban	College	1,671,084,000
52	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2139504c-377e-49ea-b22d-c263c1037863	no_churn	0.076522	0	no_churn	-0.092212	-0.005816	0.009917	-0.012114	-0.132586	0.035204	-0.021755	-0.016331	Female	72	No	No	Retired	Suburban	Bachelor	1,671,084,000
67	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	100hrs+	Active	d2cd4eaf-efb8-4a88-b2f4-a298e8dd3f94	no_churn	0.085046	0	no_churn	-0.166682	-0.002205	0.032036	0.021173	-0.025592	-0.134103	0.000721	0.035626	Male	30	No	No	Employed	Rural	Bachelor	1,671,084,000
67	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	968b0cf0-6899-425b-b927-b9fb82da8422	no_churn	0.021535	0	no_churn	-0.152085	-0.000516	-0.015444	-0.033749	0.034478	0.017362	-0.018183	0.04911	Female	49	Yes	No	Unemployed	Suburban	High School or Below	1,671,084,000
51	Yes	No	High Speed	Expired	Two year	100hrs+	Active	4977b546-3f6e-479e-a8b3-37ed8964f706	no_churn	0.016261	0	no_churn	-0.074809	-0.003792	-0.019721	-0.032743	-0.079794	-0.098019	0.015479	0.024373	Male	43	No	Yes	Unemployed	Rural	High School or Below	1,671,084,000
10	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	94c988d6-2c14-4a08-8ee0-f7adb9a1c784	no_churn	0.126353	0	no_churn	0.03806	-0.008465	0.001073	-0.034675	0.07005	0.084868	0.110599	-0.070535	Male	39	No	Yes	Retired	Urban	Master	1,671,084,000
2	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	348db3d0-bf74-46c5-845d-c277fcdffe3d	no_churn	0.178489	0	no_churn	0.121811	-0.010172	-0.051078	-0.078475	-0.033113	0.059329	0.075007	-0.029428	Male	49	No	No	Employed	Suburban	High School or Below	1,671,084,000
30	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	e8a9bfa7-f504-479b-9c36-28858e2e8c6d	no_churn	0.367753	0	no_churn	0.01134	-0.001822	0.101402	0.168072	0.055108	0.116684	0.059176	0.071847	Male	20	Yes	No	Employed	Suburban	Bachelor	1,671,084,000
4	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d879f87c-1fc1-4f92-ac0c-bd2a2b0b0bb8	no_churn	0.152614	0	no_churn	0.127494	-0.008182	0.000709	-0.063779	0.036799	0.088141	-0.031509	-0.005999	Female	54	No	Yes	Medical Leave	Suburban	College	1,671,084,000
18	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	79e64e23-4992-473c-b109-7e4c26e27f4d	no_churn	0.557626	0	no_churn	0.021848	-0.002715	0.053853	0.129378	0.051447	0.056051	0.037306	-0.002861	Male	31	No	No	Employed	Suburban	College	1,671,084,000
55	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	937e70ac-7222-41b1-b6a0-b9e4c3a391d4	no_churn	0.067288	0	no_churn	-0.103382	-0.002759	0.081176	0.017195	0.077202	0.076921	0.064907	-0.041397	Male	67	No	No	Medical Leave	Urban	High School or Below	1,671,084,000
72	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	617d3bfc-fe66-46cd-8d34-b41feb2c2d10	no_churn	0.003648	0	no_churn	-0.125933	-0.006518	-0.097342	-0.011708	-0.057983	0.049511	0.036427	0.044519	Female	77	Yes	Yes	Employed	Suburban	Bachelor	1,671,084,000
58	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	d6d9ddd9-fc93-4bef-bf03-dcae606e70c2	churn	0.051252	0	no_churn	-0.108728	-0.011671	-0.029527	-0.059304	-0.05738	0.02978	0.025959	-0.028154	Male	37	No	Yes	Unemployed	Urban	High School or Below	1,671,084,000
58	No	No phone service	Medium Speed	Expired	Two year	<80hrs	Active	2ba2008e-fc95-49e4-819e-9bd8c1c69163	churn	0.023067	0	no_churn	-0.028565	0.059299	0.028561	0.023232	0.013904	-0.114981	0.088135	0.041389	Male	20	No	Yes	Unemployed	Urban	High School or Below	1,671,084,000
55	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	e0bf26ac-9d29-4e4e-9733-21f63284737f	no_churn	0.067288	0	no_churn	-0.222425	-0.011455	0.031918	0.048157	-0.027378	0.024661	0.019343	-0.041848	Female	72	No	Yes	Disabled	Suburban	College	1,671,084,000
7	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	ee1524a9-f941-470b-9bf7-b101bd008d06	no_churn	0.681553	0	no_churn	0.090378	-0.000779	0.018903	0.1497	0.005196	0.092856	-0.031486	0.023798	Male	79	Yes	No	Employed	Suburban	High School or Below	1,671,084,000
7	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	7283b04d-0a03-433f-8dfc-6ecdf7291d26	no_churn	0.681553	0	no_churn	0.090378	-0.000779	0.018903	0.1497	0.005196	0.092856	-0.031486	0.023798	Male	76	Yes	Yes	Employed	Suburban	College	1,671,084,000
65	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	bf4a3123-24d6-44d9-85aa-62ba90bd8ac0	no_churn	0.160302	0	no_churn	-0.102586	-0.006027	0.017435	-0.0106	-0.071923	0.043042	-0.030665	0.042298	Male	22	No	No	Employed	Suburban	Bachelor	1,671,084,000
41	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	abe15c3d-a107-4de6-948a-9441322d5d74	no_churn	0.70615	1	churn	0.029012	-0.001845	0.048047	0.049223	0.135806	0.122343	0.103332	0.115055	Male	23	No	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
38	Yes	No	Medium Speed	Expired	One year	100hrs+	Disabled	b3010adc-205c-43cf-a0d6-95230ba3c0f6	no_churn	0.05645	0	no_churn	-0.045615	-0.004422	0.001189	-0.103431	-0.02856	-0.045029	0.022142	-0.025302	Female	27	No	Yes	Employed	Rural	Bachelor	1,671,084,000
12	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	<80hrs	Disabled	6a566fbc-43f2-4db1-874a-53f7231884fc	no_churn	0.008803	0	no_churn	-0.010355	-0.003386	0.021693	-0.043174	0.047233	-0.138699	0.065259	-0.037598	Female	47	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
12	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	5dd04ced-3f4b-4bbd-b49a-38d76a44526f	no_churn	0.235736	0	no_churn	0.015762	-0.01358	-0.004983	-0.153179	-0.083681	0.071945	0.054362	0.064328	Female	28	No	No	Employed	Suburban	Bachelor	1,671,084,000
33	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6ca03cde-1a55-4406-8771-6b8f94e3c4a2	no_churn	0.286137	0	no_churn	-0.052867	-0.002618	-0.091801	0.106448	0.005765	0.031978	-0.006128	0.005103	Female	32	No	No	Unemployed	Urban	Master	1,671,084,000
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	bf97ee11-5b43-498a-8f75-7148d038f95b	no_churn	0.874798	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Male	51	No	Yes	Employed	Rural	College	1,671,084,000
72	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	b4a332d0-0efa-4e96-afaf-d69ebb2f47b5	no_churn	0.008176	0	no_churn	-0.080262	-0.006742	0.042221	-0.073473	-0.011653	0.075802	0.063188	0.065225	Female	26	No	Yes	Employed	Rural	High School or Below	1,671,084,000
3	Yes	No	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	b5ccd0f5-0f58-4e1a-9cdc-88c7c91d3cfc	no_churn	0.116992	0	no_churn	0.158355	-0.011856	-0.026153	-0.009324	0.036291	0.1007	-0.022828	-0.005884	Male	43	Yes	No	Unemployed	Suburban	Bachelor	1,671,084,000
66	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	c620e4f8-1b98-4215-a32d-7824bf288156	churn	0.020358	0	no_churn	0.001534	-0.005577	0.064087	-0.034856	-0.020847	0.066527	0.06528	0.068159	Male	58	Yes	No	Unemployed	Suburban	College	1,671,084,000
57	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	507f71e7-6fd9-41ea-9f20-12e4603f42de	no_churn	0.02111	0	no_churn	-0.089364	-0.012073	-0.025614	-0.073681	-0.071754	0.029486	0.019469	-0.025495	Female	38	No	Yes	Employed	Urban	High School or Below	1,671,084,000
41	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	11b8cad8-ed03-4db6-be11-68a7e576dce4	no_churn	0.70615	1	churn	-0.079388	-0.003942	0.00774	-0.065996	-0.056435	0.061744	0.02408	0.054005	Female	73	Yes	No	Unemployed	Suburban	High School or Below	1,671,084,000
50	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	4ad6019e-0bf1-4e87-ae31-6d98bf855fe3	no_churn	0.035108	0	no_churn	-0.029813	-0.001751	-0.074234	-0.004972	0.093254	0.067956	0.075323	-0.048123	Male	77	No	No	Unemployed	Suburban	High School or Below	1,671,084,000
20	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	a90d6617-d020-4a5c-ba13-a013da418b1b	churn	0.218339	0	no_churn	-0.139889	-0.008454	-0.069613	0.039859	-0.008147	0.034484	-0.027678	0.020412	Male	60	No	No	Employed	Suburban	Bachelor	1,671,084,000
65	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	66cb9a3a-b42e-451e-990d-bc1f611de1d5	no_churn	0.007614	0	no_churn	-0.10979	-0.014581	0.017702	-0.04602	-0.040434	0.039296	0.040498	-0.035697	Female	39	Yes	Yes	Medical Leave	Suburban	Bachelor	1,671,084,000
24	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	9efcde9f-6753-4904-9de3-b97e3809c89e	no_churn	0.486183	1	churn	-0.190103	-0.00412	0.020327	0.064063	-0.021869	0.052862	-0.041761	-0.061758	Male	35	No	No	Unemployed	Suburban	College	1,671,084,000
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	9a13f7c6-e301-42ee-9647-5862628bb580	no_churn	0.513778	0	no_churn	0.162141	-0.011448	-0.026743	-0.038363	0.03108	0.109743	0.085479	-0.056107	Male	28	No	Yes	Employed	Rural	College	1,671,084,000
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	46fe14e6-6194-44b2-9ce9-cb68e444bd57	no_churn	0.513778	0	no_churn	0.187911	-0.01074	-0.030322	-0.035998	0.040212	0.116948	0.128007	-0.068178	Male	75	No	Yes	Employed	Suburban	Master	1,671,084,000
27	Yes	No	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	1c12e37f-ea9a-4605-ab1e-a54030a7df79	no_churn	0.320061	0	no_churn	0.11201	-0.001611	-0.02421	0.02902	0.152472	0.141026	0.16627	0.082997	Female	27	No	No	Employed	Urban	Master	1,671,084,000
63	Yes	Yes	Fiber optic	Expired	Month-to-month	<50hrs	Active	b161e46d-08a1-4ce6-8454-4ff739c3f48d	churn	0.134853	0	no_churn	-0.240858	-0.00533	0.019456	0.008969	-0.009006	0.003767	-0.018912	0.012888	Male	20	Yes	Yes	Retired	Suburban	Bachelor	1,671,084,000
4	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	0c1d0235-7a34-4fa4-a3e4-dc0975406617	no_churn	0.701684	1	churn	0.122894	-0.003968	-0.040077	0.150734	-0.02494	0.071848	0.028072	-0.005083	Male	55	No	Yes	Employed	Suburban	College	1,671,084,000
52	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	12f2dde8-1394-48d1-b2bd-40403a8f3620	churn	0.076522	0	no_churn	-0.092549	-0.006248	0.011268	-0.022087	-0.141085	0.037375	0.023965	-0.016331	Female	78	No	No	Employed	Suburban	Master	1,671,084,000
56	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	63d5af61-3b1d-4b24-8377-c13206200729	no_churn	0.021286	0	no_churn	-0.178758	-0.013754	-0.006041	0.065568	-0.094912	0.007836	-0.021011	-0.017955	Male	49	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
70	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	264cf619-879d-48b8-a941-847136cf7f61	no_churn	0.151249	1	churn	-0.021917	-0.003749	0.091175	0.087804	0.029949	0.081802	0.101683	0.095727	Male	43	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	d0d3925c-4681-481e-90c6-d1911952bc3a	no_churn	0.610302	1	churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Male	60	Yes	No	Employed	Suburban	High School or Below	1,671,084,000
18	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	6d901ac3-098e-4844-956a-9317e3694490	no_churn	0.34206	0	no_churn	0.032012	-0.004575	0.115523	0.180949	0.129133	0.098883	0.021964	-0.002916	Male	65	Yes	No	Unemployed	Suburban	Bachelor	1,671,084,000
33	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	b94edfe3-0851-4db4-8a75-a0540a0dec72	no_churn	0.014708	0	no_churn	-0.124762	-0.0084	-0.030584	-0.050519	-0.045692	0.017784	0.007312	-0.024166	Male	22	Yes	No	Employed	Rural	Bachelor	1,671,084,000
30	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	be26c88c-ba71-42cf-9ed4-a29feb924855	no_churn	0.367753	0	no_churn	0.01134	-0.001822	0.101402	0.168072	0.055108	0.116684	0.059176	0.071847	Male	39	No	No	Disabled	Suburban	College	1,671,084,000
5	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	a06dd10a-4881-41f1-b702-d908f28a5c51	no_churn	0.482787	1	churn	0.075217	-0.009671	-0.058461	-0.079902	-0.06466	0.014112	-0.084806	0.040312	Female	57	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
2	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	4c57a430-0ec5-45c4-a1b5-596e621f06d0	no_churn	0.455766	0	no_churn	0.169868	-0.009387	-0.027216	0.160069	-0.002259	0.084411	0.001658	0.000413	Male	55	No	No	Unemployed	Rural	Bachelor	1,671,084,000
14	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	d3bc60c5-6d2b-4dd0-8c1b-4cdabfeab4d4	churn	0.63559	1	churn	0.023709	-0.00819	0.000698	0.138915	0.077424	0.10398	-0.008977	-0.008252	Male	54	No	Yes	Medical Leave	Suburban	Master	1,671,084,000

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