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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
26	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	b50f3e58-5742-4025-b2de-78f8e026f170	no_churn	0.079328	0	no_churn	-0.12991	0.08808	0.030604	-0.02359	-0.000127	0.095711	0.058224	-0.038019	Female	29	Yes	No	Unemployed	Suburban	Bachelor	1,670,997,600
66	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	ce2dbeac-2451-4b53-bcdf-8a794f080204	no_churn	0.018821	0	no_churn	-0.072863	-0.003678	-0.056288	-0.001354	0.034596	0.059296	0.03511	-0.043844	Female	56	No	No	Employed	Suburban	Master	1,670,997,600
58	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	ff8e3c3a-cbd3-4bd7-88e5-8dff36d18d19	no_churn	0.111936	0	no_churn	-0.069534	0.068279	0.039543	-0.115212	0.031194	0.073681	0.031774	-0.018751	Female	60	No	No	Employed	Suburban	College	1,670,997,600
72	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	eaa02993-a04d-48ee-8105-c23196ad8818	no_churn	0.002203	0	no_churn	-0.112551	-0.00257	0.024809	0.017083	0.080909	0.087644	0.071446	-0.046058	Female	64	No	Yes	Disabled	Suburban	High School or Below	1,670,997,600
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	1d2ca076-b252-42ae-8c94-1db5b054b550	no_churn	0.513	0	no_churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Male	45	Yes	No	Employed	Suburban	Bachelor	1,670,997,600
1	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	352ee9dc-b84b-415e-a5bb-5ff1a76f97f8	no_churn	0.678107	1	churn	0.32574	0.081901	0.04639	0.015392	0.044446	0.184561	0.057813	-0.025268	Female	44	No	No	Employed	Urban	Bachelor	1,670,997,600
59	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	727091a7-9cda-452d-8ca8-1da1425b35fa	no_churn	0.033932	0	no_churn	-0.118615	-0.010381	-0.023009	-0.037655	-0.027484	0.002468	-0.02131	-0.02304	Male	36	No	Yes	Unemployed	Suburban	College	1,670,997,600
19	Yes	No	Medium Speed	Expired	Two year	100hrs+	Disabled	e5b0e0d5-97b9-4b1a-8c14-1a6eb673a1a3	no_churn	0.010955	0	no_churn	-0.008749	-0.005671	-0.024982	-0.060023	-0.037796	-0.116893	0.016797	-0.02171	Female	77	Yes	Yes	Employed	Suburban	High School or Below	1,670,997,600
4	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	eaba2d2a-8552-4a05-9abe-14796b99f6ec	no_churn	0.326557	0	no_churn	0.112921	-0.008028	-0.059569	-0.087406	-0.028945	0.064951	-0.03045	-0.017897	Male	22	Yes	Yes	Medical Leave	Suburban	High School or Below	1,670,997,600
64	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	e1ae6d4b-841d-4e0a-b121-3e344f3078bf	no_churn	0.009049	0	no_churn	-0.13115	-0.017424	-0.033972	-0.031237	-0.067459	0.023518	0.015003	-0.016306	Female	62	Yes	No	Medical Leave	Suburban	Master	1,670,997,600
25	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	596b770f-98b6-4156-8207-f895a4a31e34	no_churn	0.021674	0	no_churn	-0.069256	-0.01148	-0.058338	-0.094162	0.051912	0.045242	0.042406	-0.041411	Male	32	No	Yes	Employed	Rural	High School or Below	1,670,997,600
18	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	e8eb2d50-0289-4dd1-b279-1e2918be12ee	no_churn	0.657869	1	churn	-0.061614	-0.005838	0.054127	-0.06048	-0.067602	0.013761	0.018684	0.049935	Male	74	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
52	Yes	Yes	High Speed	Expired	One year	<50hrs	Active	ed415922-a6a2-4c72-b08f-8c12589b6ff8	no_churn	0.312572	0	no_churn	-0.176493	-0.004539	0.015315	-0.020179	-0.012464	-0.092873	-0.020411	0.042618	Male	25	No	No	Disabled	Urban	High School or Below	1,670,997,600
20	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	bf032181-f3c0-4ada-89cd-18c83e8e5bee	no_churn	0.535176	0	no_churn	0.051207	-0.009228	0.007894	0.018623	-0.030874	0.084146	0.091159	0.068046	Female	30	Yes	Yes	Employed	Urban	High School or Below	1,670,997,600
1	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	0847e0fe-c1a4-4c09-85e6-270b52686a02	no_churn	0.9168	1	churn	0.234669	-0.006789	0.080916	-0.00787	-0.048253	0.123602	0.048321	0.060997	Male	58	No	No	Medical Leave	Rural	High School or Below	1,670,997,600
15	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	241b1713-023e-4062-b14b-8c0dc96a3d54	no_churn	0.691294	1	churn	0.133618	-0.00146	0.086848	0.031057	0.174129	0.136295	0.0472	0.042288	Male	39	Yes	No	Employed	Suburban	College	1,670,997,600
7	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Active	4e30a405-f7fc-439a-ba8f-bc1de0ee35b3	no_churn	0.667523	1	churn	0.067624	-0.004738	-0.023842	-0.002945	-0.102398	0.06206	0.0036	0.051612	Female	33	No	No	Unemployed	Suburban	College	1,670,997,600
43	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	e43594f4-e679-4b89-be85-a09104456509	no_churn	0.468556	0	no_churn	-0.127582	-0.006547	0.034969	-0.078455	-0.020796	0.056246	-0.011185	0.050324	Male	39	No	No	Employed	Suburban	Bachelor	1,670,997,600
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	0a856724-858d-45bc-b90d-ee8440bc395e	no_churn	0.827113	1	churn	0.218512	-0.007112	-0.015082	-0.014567	0.093425	0.135641	0.061242	0.105581	Male	76	No	Yes	Employed	Suburban	College	1,670,997,600
60	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	665f28a1-6f8d-4f98-9683-33de5d42dbdb	no_churn	0.116582	0	no_churn	-0.185528	-0.012753	0.021289	-0.063544	-0.008111	0.044877	0.004723	0.030022	Male	68	Yes	No	Employed	Suburban	College	1,670,997,600
32	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	e6f17c9a-3dfc-4e2e-8bd7-e9c3a6e0b434	no_churn	0.532582	0	no_churn	-0.095697	-0.012195	0.023691	-0.08248	-0.136245	0.061162	0.028585	0.051653	Male	58	Yes	Yes	Employed	Suburban	College	1,670,997,600
64	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	3cba5af0-6996-469d-98eb-94dbb57354e1	no_churn	0.113658	0	no_churn	-0.137498	-0.014503	-0.040458	-0.021604	-0.099928	0.019338	0.014732	0.020895	Female	41	Yes	Yes	Unemployed	Suburban	College	1,670,997,600
56	Yes	Yes	Low Speed	Web_Chat_Support	One year	100hrs+	Active	211ca2f1-9204-4be3-85af-e57ea32346fd	no_churn	0.299507	0	no_churn	-0.11437	-0.002207	0.01366	-0.066667	0.015181	-0.116907	-0.02109	0.033374	Female	70	Yes	No	Unemployed	Suburban	High School or Below	1,670,997,600
49	Yes	Yes	High Speed	Expired	One year	<80hrs	Active	c40743d3-33a8-4a4e-bed2-90d09309be44	no_churn	0.28585	1	churn	-0.070445	-0.005069	0.026976	-0.034987	-0.096577	-0.114094	0.008535	0.029135	Male	50	No	No	Employed	Suburban	Master	1,670,997,600
12	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	326059ca-cec5-4e52-9fb1-3840ce240b05	no_churn	0.217786	0	no_churn	-0.057334	-0.005489	-0.091343	-0.051955	0.070905	0.062848	0.028616	0.054726	Female	44	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
51	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	5b6c4075-9d55-419f-92a1-da85bc115be0	no_churn	0.253746	0	no_churn	-0.143392	-0.006492	0.045302	-0.036144	-0.085787	0.042733	0.006885	0.017869	Male	40	No	No	Employed	Rural	Bachelor	1,670,997,600
67	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	8d8f107a-e883-4471-bac5-38680868d363	no_churn	0.403275	1	churn	-0.129707	-0.002908	0.019806	-0.081593	-0.061096	-0.075269	0.02657	0.045172	Female	32	No	Yes	Employed	Suburban	College	1,670,997,600
18	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	38c23c4c-2906-4742-9977-683eead1ee0b	no_churn	0.793534	1	churn	-0.036384	-0.013001	0.024169	-0.041614	-0.126041	0.031202	0.001644	0.044333	Male	77	Yes	No	Unemployed	Suburban	Bachelor	1,670,997,600
40	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	f0b3d0f7-1b59-439e-918b-63062315087d	no_churn	0.492201	0	no_churn	-0.15498	-0.006005	0.002997	-0.127608	0.0439	0.043435	-0.053357	0.082591	Male	28	Yes	No	Employed	Suburban	High School or Below	1,670,997,600
39	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	91cfc9c4-cab3-4483-a242-e1410e4129ca	no_churn	0.3491	0	no_churn	-0.027733	-0.004603	0.019637	-0.029177	-0.076863	0.087041	0.0013	0.034158	Male	74	No	Yes	Employed	Rural	Bachelor	1,670,997,600
9	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	86e81c01-f1f2-41ed-b94d-c349c9a2eb3d	no_churn	0.762746	1	churn	0.008741	-0.008887	0.026136	-0.023908	-0.059348	0.047487	-0.031733	-0.057514	Female	51	Yes	No	Unemployed	Urban	College	1,670,997,600
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	40c63909-7a92-4253-964f-d1b68ad69f37	no_churn	0.90863	1	churn	0.244159	-0.003649	0.062551	0.113793	0.064776	0.153708	0.049851	0.045785	Male	59	No	No	Medical Leave	Suburban	High School or Below	1,670,997,600
22	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	526fc906-012e-4d51-ae32-e40b1f975e12	no_churn	0.697197	0	no_churn	-0.056433	-0.003745	0.042193	0.033797	0.033814	0.048768	0.073357	0.057866	Male	66	No	Yes	Employed	Suburban	College	1,670,997,600
62	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	f6eaf31a-f4cd-4db3-a17a-3c730636ec08	no_churn	0.453805	0	no_churn	-0.227289	-0.009296	-0.010281	0.051817	0.021618	-0.004823	-0.011169	0.020397	Male	72	Yes	Yes	Unemployed	Suburban	College	1,670,997,600
69	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	9b188e08-ccd8-46a7-8d42-e290937d028c	no_churn	0.255203	0	no_churn	-0.146655	-0.001744	0.012376	-0.055757	0.047241	0.031125	-0.013843	0.044446	Female	71	Yes	Yes	Employed	Urban	High School or Below	1,670,997,600
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	12d608cb-2873-4951-87eb-6add15026761	no_churn	0.594083	0	no_churn	0.019749	-0.004452	0.157674	0.01257	0.094625	0.073811	0.059014	0.064056	Male	31	No	Yes	Employed	Rural	High School or Below	1,670,997,600
65	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	3502e3be-ac97-4c7d-87fd-a635e5d086bd	churn	0.305267	1	churn	-0.276684	-0.003898	0.025964	-0.045927	0.017261	0.032966	-0.020202	0.001493	Male	42	No	Yes	Employed	Suburban	Master	1,670,997,600
17	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	8e67ca10-e5fe-47fc-981d-bd63403c9fe9	no_churn	0.786865	1	churn	0.121485	-0.000779	0.051358	0.168045	0.049756	0.080964	0.060813	0.002666	Male	58	No	No	Unemployed	Suburban	Master	1,670,997,600
65	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	cf1c50bb-e466-4c19-9f2d-f935244f01db	no_churn	0.226175	0	no_churn	-0.216429	-0.007299	-0.004623	0.0252	0.017636	0.037417	-0.05748	0.026551	Male	43	No	No	Disabled	Urban	High School or Below	1,670,997,600
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	f06c7d02-1b2f-4367-a533-36d73137d23f	churn	0.522056	1	churn	0.08987	-0.005639	0.012089	-0.014435	0.010796	0.071414	-0.003058	0.050936	Male	75	No	No	Disabled	Suburban	College	1,670,997,600
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	e31c398d-497a-478c-9fbc-4f77d91398b9	no_churn	0.509473	0	no_churn	-0.270389	-0.003691	0.033851	-0.071571	0.013133	0.043695	-0.001183	-0.012872	Male	72	Yes	No	Disabled	Suburban	Bachelor	1,670,997,600
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	0758b54d-ff38-48b3-a811-a0df825154a2	no_churn	0.843054	1	churn	0.244159	-0.003649	0.062551	0.113793	0.064776	0.153708	0.049851	0.045785	Male	52	No	No	Employed	Suburban	Doctor	1,670,997,600
26	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	b3df121b-047c-47fc-9a66-52e5b02fa205	no_churn	0.586622	1	churn	-0.070167	-0.001907	-0.010508	-0.021705	-0.011901	0.094376	0.02405	0.061285	Female	30	No	Yes	Employed	Suburban	Master	1,670,997,600
7	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	73dd451d-65e5-435d-a269-e3a31ea8b0d9	no_churn	0.865461	1	churn	-0.010185	-0.004001	0.032526	-0.011435	-0.114689	0.031711	-0.036405	-0.066547	Male	59	No	Yes	Medical Leave	Suburban	College	1,670,997,600
58	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	a5fc9e5a-7574-4273-af0c-8300a6872d71	no_churn	0.17267	1	churn	-0.1829	-0.01102	-0.010334	-0.023446	-0.002887	0.011718	0.005756	0.044086	Female	57	No	Yes	Employed	Suburban	College	1,670,997,600
43	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	05a44fd6-02a2-4b48-8f44-516a2e368121	no_churn	0.622487	1	churn	-0.053673	-0.001315	-0.003505	0.095908	-0.103853	0.057205	0.009169	0.041037	Male	59	Yes	No	Unemployed	Suburban	College	1,670,997,600
4	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	037f97ca-49e7-4f63-a7fd-6d4c01375ed1	no_churn	0.59742	1	churn	0.134302	-0.00023	-0.046239	0.079519	-0.041155	0.073162	-0.003876	0.002879	Male	78	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
7	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	fab78f29-d848-401a-91d4-c9314a2bbead	no_churn	0.720624	0	no_churn	0.067362	-0.002198	-0.006605	0.176141	0.051637	0.096051	-0.06391	0.021827	Male	32	Yes	Yes	Disabled	Suburban	Master	1,670,997,600
25	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	24c95607-6fe5-428b-b3d2-7c7bd1300d22	no_churn	0.511022	0	no_churn	-0.11776	-0.007853	-0.096732	0.096754	-0.022895	0.048455	-0.002454	-0.003994	Male	41	No	No	Employed	Suburban	College	1,670,997,600
16	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	6abd282c-dc7c-431b-b275-5c038eb94062	no_churn	0.631962	0	no_churn	0.069269	-0.000463	0.0134	0.178551	0.109702	0.126862	-0.003448	-0.023006	Male	30	No	No	Employed	Suburban	Bachelor	1,670,997,600
47	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	e539edd3-e346-4dbe-8741-f1d8720147c6	no_churn	0.324513	0	no_churn	0.018476	-0.001328	0.04095	0.120505	0.068955	0.10062	0.02531	-0.017157	Male	58	Yes	No	Employed	Rural	High School or Below	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	be6c2bdc-5b15-4f31-910e-057e834aa07c	no_churn	0.53321	0	no_churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Female	78	No	No	Unemployed	Rural	Master	1,670,997,600
5	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	06a4aadc-f677-4082-a278-7e3e799d94b9	no_churn	0.441715	1	churn	0.149375	-0.001155	-0.008741	0.113468	0.05218	0.08097	-0.030687	0.017564	Male	54	Yes	No	Unemployed	Suburban	Master	1,670,997,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e429a4cc-5c87-43ec-b476-9865700e16c7	churn	0.824498	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	68	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
57	Yes	No	Fiber optic	Expired	One year	100hrs+	Disabled	dfda08f0-1c95-4f78-972b-406c3c3c5a38	no_churn	0.133835	0	no_churn	-0.14239	-0.003984	-0.013165	0.039155	0.007964	-0.087071	0.01051	-0.030045	Male	38	No	No	Retired	Rural	High School or Below	1,670,997,600
2	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	c1ec48ab-5bff-4928-bf3c-7ba1dd8b0001	no_churn	0.489225	1	churn	0.211548	-0.008184	-0.05143	0.158282	0.056538	0.106806	0.001318	0.008227	Male	75	Yes	No	Employed	Suburban	College	1,670,997,600
1	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	ba91175c-4101-476f-8d5c-8d9685d649d2	no_churn	0.831256	1	churn	0.183083	-0.007165	0.081302	0.102442	-0.013319	0.124762	-0.007453	-0.003899	Male	20	No	No	Employed	Rural	Master	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	d71839e1-037a-436c-b27a-05b4b51021a6	no_churn	0.895085	1	churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Male	47	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
2	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	43d23607-a267-4c36-abf2-4118c76b2e2f	no_churn	0.830066	0	no_churn	0.219861	-0.004791	0.056257	0.072558	0.023633	0.122784	-0.010332	0.010564	Female	22	Yes	No	Employed	Rural	Bachelor	1,670,997,600
30	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	d9c77f01-a7ac-4a65-8fd0-975daafa127e	no_churn	0.37789	1	churn	-0.075937	-0.006281	-0.052386	0.000472	-0.001102	0.071483	-0.006547	-0.003414	Female	22	No	No	Unemployed	Suburban	High School or Below	1,670,997,600
68	Yes	No	Fiber optic	Expired	One year	100hrs+	Disabled	e1da34b2-65bc-4437-a9fd-4d4cbfa75a4d	no_churn	0.088851	0	no_churn	-0.169122	-0.003752	-0.039505	0.032636	0.012258	-0.077016	0.026442	-0.030966	Male	76	Yes	Yes	Employed	Rural	High School or Below	1,670,997,600
7	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	1c88ac77-9403-4e31-881b-e4de2059d909	no_churn	0.664525	0	no_churn	0.067362	-0.002198	-0.006605	0.176141	0.051637	0.096051	-0.06391	0.021827	Male	75	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
20	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	7865f7e4-2e14-4821-ae87-1b15e0816f95	no_churn	0.285445	0	no_churn	-0.057868	-0.004042	-0.101977	0.082235	-0.007829	0.044507	0.045652	-0.032219	Female	44	No	No	Employed	Suburban	Bachelor	1,670,997,600
6	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	c97ae317-0e82-4031-be06-8c4546b82839	no_churn	0.666338	1	churn	0.078808	-0.000956	0.011765	0.143469	0.03325	0.094598	-0.043811	0.02635	Female	52	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	3fc264b3-6004-4a9b-a02e-057cff3f5064	no_churn	0.874638	1	churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Female	33	Yes	No	Unemployed	Suburban	High School or Below	1,670,997,600
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	cf09070f-d88a-4740-ad94-66b2918740ea	no_churn	0.722312	1	churn	0.120445	-0.004984	0.022894	0.151618	0.047484	0.14248	0.069125	-0.039676	Female	54	No	No	Employed	Suburban	High School or Below	1,670,997,600
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	41e63544-7540-49ec-88cb-066e7ae60a23	no_churn	0.634421	1	churn	0.090293	-0.004401	0.064132	0.126913	0.052956	0.120056	0.046195	-0.044426	Male	79	No	No	Employed	Suburban	Master	1,670,997,600
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	76b2c52d-0985-4dbe-85f9-b33f3b2d0ef2	no_churn	0.51004	0	no_churn	0.152993	-0.004167	-0.012665	0.032686	0.052514	0.121207	0.076996	-0.03558	Male	41	Yes	Yes	Employed	Rural	College	1,670,997,600
7	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	28468c57-4f61-4080-a298-f458f5820481	churn	0.531107	1	churn	0.067362	-0.002198	-0.006605	0.176141	0.051637	0.096051	-0.06391	0.021827	Male	26	Yes	Yes	Employed	Rural	High School or Below	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	4c43ccad-1c0d-4816-846c-b2828568d727	no_churn	0.623472	0	no_churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Female	55	No	No	Employed	Suburban	High School or Below	1,670,997,600
30	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	898b91d8-5f01-4622-9715-4fd82653494c	no_churn	0.462506	0	no_churn	-0.109671	-0.006782	0.034408	0.120138	-0.020678	0.076489	0.048346	-0.057942	Female	34	No	Yes	Employed	Urban	College	1,670,997,600
53	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	134ccd70-0be4-496d-a726-7cc9ac41a317	no_churn	0.332831	1	churn	-0.218457	-0.0053	0.00621	0.066413	-0.089292	0.01712	0.027516	-0.023237	Female	40	No	No	Employed	Rural	High School or Below	1,670,997,600
7	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	dc1afc86-740c-42a3-affd-71fd75ab09db	churn	0.646958	1	churn	0.137489	-0.001581	-0.022823	0.178224	0.033109	0.081387	-0.034478	0.036885	Female	52	No	No	Unemployed	Suburban	High School or Below	1,670,997,600
6	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	c18c8bc6-67e3-4121-93c5-01eb9868f8c0	no_churn	0.627243	1	churn	0.137554	-0.00125	-0.018325	0.131529	0.04172	0.086109	-0.039265	0.033307	Female	64	No	No	Unemployed	Suburban	High School or Below	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	b91e56c7-fa6d-405c-8c07-7f2ff89d5027	no_churn	0.913967	1	churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Female	48	Yes	No	Unemployed	Suburban	High School or Below	1,670,997,600
20	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	aaf5cab2-de9f-4bcd-b855-a907d3bf863e	no_churn	0.323394	1	churn	-0.057868	-0.004042	-0.101977	0.082235	-0.007829	0.044507	0.045652	-0.032219	Male	62	Yes	No	Unemployed	Rural	Bachelor	1,670,997,600
25	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	80eb77aa-1069-4224-90ea-8dd591df171a	no_churn	0.662172	1	churn	0.039963	-0.004547	0.103257	0.162436	0.021723	0.093253	0.00857	-0.024681	Male	55	No	No	Employed	Suburban	College	1,670,997,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	f377cd46-0927-4231-bbd5-a6eaa22621c0	churn	0.787462	1	churn	0.29497	-0.006309	-0.047054	0.072626	0.083062	0.143915	0.0078	-0.012272	Female	62	No	No	Employed	Urban	High School or Below	1,670,997,600
57	Yes	Yes	Fiber optic	Expired	One year	0hrs	Disabled	ef52bfb2-dc3d-4cad-8bbc-02100bb5f39d	no_churn	0.169975	0	no_churn	-0.131195	-0.003957	0.000827	0.048353	0.015288	-0.13499	-0.032517	-0.030834	Female	20	No	No	Employed	Suburban	Bachelor	1,670,997,600
4	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	47bfd1e6-5335-4924-bac0-39dc52186b32	no_churn	0.731218	1	churn	0.134302	-0.00023	-0.046239	0.079519	-0.041155	0.073162	-0.003876	0.002879	Male	55	No	Yes	Employed	Suburban	Master	1,670,997,600
50	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	76e81675-e33f-4838-ba21-e9f7b914ff06	no_churn	0.032389	0	no_churn	-0.180083	-0.00539	-0.045001	0.069486	-0.050415	0.002564	-0.021356	-0.012831	Female	65	Yes	No	Unemployed	Suburban	Doctor	1,670,997,600
1	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	4d13176e-2fed-49a0-930f-cac009c9bad2	churn	0.892188	1	churn	0.220709	-0.006085	0.035968	0.075524	-0.042424	0.123789	0.027063	-0.01565	Female	74	No	Yes	Disabled	Suburban	Bachelor	1,670,997,600
5	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	12acf065-3c01-4946-82ea-3bcb923f15f4	no_churn	0.684728	1	churn	0.083139	-0.001086	0.01386	0.093746	0.031162	0.086299	-0.050644	0.026653	Male	70	No	Yes	Unemployed	Urban	Bachelor	1,670,997,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	8ecaf114-926a-4e4b-8ad2-33bbccdf0a5f	no_churn	0.866001	1	churn	0.289491	-0.005461	0.041379	0.109399	0.075988	0.147179	0.036029	-0.028467	Male	77	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
57	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dfc02aaf-ffd7-4704-a782-1e144d3a3291	no_churn	0.169975	0	no_churn	-0.197239	-0.004329	-0.092479	0.010568	0.034353	0.043069	-0.027009	-0.025961	Male	56	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
65	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	6a3f4a09-e653-4412-b463-24fac948f11e	no_churn	0.305267	1	churn	-0.152702	-0.001474	0.046244	-0.072226	0.00292	-0.038863	-0.026198	-0.006728	Female	74	No	No	Employed	Rural	Bachelor	1,670,997,600
67	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	2c4aa4d8-df3c-4b1d-b721-db94d9defc26	no_churn	0.00691	0	no_churn	-0.066386	-0.009783	0.016188	-0.038994	-0.003023	0.043249	0.060642	-0.04592	Male	27	No	No	Disabled	Suburban	College	1,670,997,600
25	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ab2158f6-69e5-4b74-bdbf-fce3f65a6307	no_churn	0.662172	1	churn	0.097429	-0.005818	0.077577	0.151973	0.084703	0.13934	-0.023893	-0.038598	Male	69	No	Yes	Disabled	Suburban	High School or Below	1,670,997,600
40	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	47f18813-312f-418b-b5cc-136e4d19df89	no_churn	0.116673	0	no_churn	-0.064314	-0.019725	-0.039211	-0.026272	0.020072	0.046668	0.001668	-0.007911	Female	72	Yes	No	Retired	Suburban	College	1,670,997,600
72	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	0ab738fb-a1e9-4ef4-9243-01b5a2bac1c0	no_churn	0.002472	0	no_churn	-0.125672	-0.01534	-0.025646	-0.045381	-0.055013	0.035549	0.013223	-0.020746	Female	41	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	75c7db2e-cb97-4ffc-8495-2e7b8ff08513	no_churn	0.913967	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	79	No	Yes	Medical Leave	Suburban	High School or Below	1,670,997,600
72	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	471b3096-60be-4e80-a3b4-cdc32b0e496c	no_churn	0.002203	0	no_churn	-0.134819	-0.017149	0.00083	-0.03344	-0.031508	0.03947	-0.014805	-0.035938	Male	23	No	No	Employed	Urban	High School or Below	1,670,997,600
64	Yes	No	High Speed	Expired	One year	<80hrs	Active	028f45b3-f466-41b8-b1a8-2a7e6fb57efe	no_churn	0.113658	0	no_churn	-0.119381	-0.005829	-0.060989	-0.023953	-0.043353	-0.050243	0.016845	0.027877	Female	34	No	Yes	Medical Leave	Suburban	College	1,670,997,600
15	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	776a0fce-cd89-4799-80e2-ed069fab0ee0	no_churn	0.691294	1	churn	0.047668	-0.008136	0.0288	-0.075437	-0.044872	0.054678	0.01835	0.009923	Male	64	No	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
25	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	9d0065ed-375f-43d1-9dd9-16ad01bac3f8	no_churn	0.020726	1	churn	-0.06587	-0.012096	0.025325	-0.117149	-0.079274	0.016091	-0.017889	-0.018164	Female	25	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
42	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	ed81c785-22bb-4437-980d-95485e42f6de	no_churn	0.131237	0	no_churn	-0.058006	-0.006432	-0.038765	-0.089854	-0.074125	0.042913	0.018156	-0.027915	Male	57	Yes	No	Employed	Rural	Doctor	1,670,997,600
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	deec9bcc-c72d-4a45-b9f0-6b363eb670b2	no_churn	0.622501	0	no_churn	0.180619	-0.010238	-0.059604	-0.047864	-0.08901	0.098403	-0.026111	-0.000988	Male	77	No	No	Employed	Urban	High School or Below	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	cf6d79b4-363a-435b-ba3d-2baf8189a445	no_churn	0.787462	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Female	53	No	Yes	Unemployed	Urban	High School or Below	1,670,997,600
19	Yes	No	Medium Speed	Expired	Two year	100hrs+	Disabled	433364d4-5091-4060-8a50-44eb1777a293	churn	0.010303	0	no_churn	-0.008749	-0.005671	-0.024982	-0.060023	-0.037796	-0.116893	0.016797	-0.02171	Female	24	No	No	Disabled	Suburban	Bachelor	1,670,997,600
58	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	d5e1e337-5980-4528-9e3b-c26b48bd039d	no_churn	0.02515	0	no_churn	-0.042261	-0.015686	0.044191	0.027626	0.007346	0.078323	0.08635	-0.059915	Male	21	Yes	Yes	Employed	Suburban	College	1,670,997,600

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