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Tenure int64 0 72	PhoneService stringclasses 2 values	MultipleLines stringclasses 3 values	InternetSpeed stringclasses 4 values	SupportEligibility stringclasses 4 values	Contract stringclasses 3 values	MonthlyStreamingTime stringclasses 4 values	PremiumHDStreaming stringclasses 2 values	prediction_id stringlengths 36 36	prediction_label stringclasses 2 values	prediction_score float64 0 0.95	actual_score int64 0 1	actual_label stringclasses 2 values	shap/Tenure float64 -0.3 0.39	shap/PhoneService float64 -0.11 0.2	shap/MultipleLines float64 -0.15 0.17	shap/InternetSpeed float64 -0.22 0.25	shap/SupportEligibility float64 -0.22 0.2	shap/Contract float64 -0.28 0.19	shap/MonthlyStreamingTime float64 -0.18 0.23	shap/PremiumHDStreaming float64 -0.09 0.14	Gender stringclasses 2 values	Age int64 20 80	Dependents stringclasses 2 values	Partner stringclasses 2 values	EmploymentStatus stringclasses 5 values	LocationCode stringclasses 3 values	Education stringclasses 5 values	timestamp int64 1.67B 1.67B
3	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	1e24eb77-2d5b-431a-8d41-8cd16b5eebf8	no_churn	0.52047	1	churn	0.039286	-0.016937	-0.0878	-0.120189	-0.032741	0.054326	-0.058014	0.023043	Male	38	No	No	Disabled	Suburban	College	1,671,084,000
71	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	4ed1837c-9f14-444d-8e2f-1e426c8214ed	no_churn	0.026886	0	no_churn	-0.140831	-0.013138	0.01639	-0.022683	-0.049198	0.027789	-0.011253	0.043898	Male	66	No	Yes	Employed	Suburban	College	1,671,084,000
56	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	60f034c6-9da7-431d-9018-60e589218535	no_churn	0.15605	0	no_churn	0.040323	0.147769	0.092645	0.045877	0.080353	0.142436	0.011454	0.020117	Male	32	Yes	Yes	Retired	Suburban	Master	1,671,084,000
62	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	e6720305-0a14-4c69-b4e0-c19ef61203e3	no_churn	0.110118	0	no_churn	-0.127528	-0.003379	-0.007804	0.018648	-0.011082	-0.095474	-0.017112	-0.025296	Male	52	Yes	Yes	Employed	Suburban	High School or Below	1,671,084,000
40	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	f2086575-5ab2-41e8-b7e7-09404402cbe7	no_churn	0.512272	1	churn	-0.118073	-0.005064	0.074784	0.014477	-0.065594	0.087288	0.049534	0.069622	Male	75	Yes	Yes	Disabled	Suburban	High School or Below	1,671,084,000
5	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	402f69b0-3400-4a02-a81d-44ca867302b2	no_churn	0.151654	0	no_churn	0.195331	-0.002506	0.036576	0.039321	0.120809	0.138322	0.033442	-0.029508	Male	39	No	No	Unemployed	Urban	Bachelor	1,671,084,000
72	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	f0ab99b2-1a58-41bc-a3ed-fea3ee2b6883	churn	0.005171	0	no_churn	-0.104441	-0.004174	0.010704	-0.03072	-0.022539	-0.170353	0.023317	0.02918	Male	61	No	No	Employed	Rural	High School or Below	1,671,084,000
27	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	894cfe81-347e-42aa-859e-e6fbe052cdc3	no_churn	0.320061	0	no_churn	-0.128642	-0.011476	-0.122944	0.047955	-0.027045	0.016978	-0.013264	0.006079	Male	42	No	Yes	Employed	Suburban	College	1,671,084,000
48	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	caebcc30-5392-4b70-9fb1-bb6ab89f7f37	churn	0.101507	0	no_churn	-0.152623	0.049706	0.018976	-0.041713	-0.031915	0.055662	0.050048	-0.037167	Male	33	No	Yes	Retired	Suburban	Bachelor	1,671,084,000
3	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	5c58862e-905d-4d29-9217-577634b986eb	no_churn	0.52047	1	churn	0.112101	-0.006569	-0.071171	-0.040972	-0.010812	0.056556	0.024141	0.034366	Female	75	No	No	Employed	Suburban	College	1,671,084,000
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	4a411e23-d1ca-418f-aec3-d3ce2e2d00f6	no_churn	0.567815	1	churn	0.214725	-0.002978	-0.037345	0.130666	0.035984	0.133186	0.055862	-0.036143	Male	77	Yes	No	Employed	Rural	Bachelor	1,671,084,000
55	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	786e0231-6cd1-43fb-a0e6-8fde174138f2	no_churn	0.106411	0	no_churn	-0.109021	-0.007914	-0.029097	-0.006488	-0.079611	0.008456	0.006828	-0.022178	Male	41	No	No	Employed	Suburban	College	1,671,084,000
23	Yes	No	Low Speed	Expired	One year	100hrs+	Disabled	3c530f74-2bb9-4dd9-b5be-bf0efc9c308f	churn	0.024627	0	no_churn	-0.057932	-0.005257	-0.026493	-0.051975	0.007497	-0.042334	0.06247	-0.035002	Female	51	No	No	Medical Leave	Suburban	Bachelor	1,671,084,000
2	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	8f46f1a1-5853-4b94-afa9-423e60fcaed1	churn	0.609848	0	no_churn	0.169868	-0.009387	-0.027216	0.160069	-0.002259	0.084411	0.001658	0.000413	Male	24	No	Yes	Disabled	Rural	High School or Below	1,671,084,000
18	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	69853ed5-63c9-431a-83f0-af529a4e5588	no_churn	0.557626	0	no_churn	-0.072611	-0.008522	0.037887	0.059976	-0.097822	0.055395	-0.068002	-0.035327	Male	58	Yes	Yes	Disabled	Rural	Bachelor	1,671,084,000
3	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	9090c0bd-c554-414e-b5ed-e76cf68ac5ad	no_churn	0.159217	0	no_churn	0.116649	-0.009452	-0.026843	-0.068472	-0.040845	0.078202	-0.017671	-0.043736	Male	42	No	No	Employed	Rural	College	1,671,084,000
10	No	No phone service	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	abc184d1-23e2-42d5-b256-5f18a50b3b8b	churn	0.545733	1	churn	0.009002	0.048997	-0.033442	-0.110494	-0.036657	0.055117	0.005084	-0.033302	Female	60	Yes	Yes	Employed	Suburban	College	1,671,084,000
4	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	1c24f4dd-e14d-4854-995f-d704e3aab296	no_churn	0.14958	0	no_churn	0.054683	-0.00697	-0.106507	-0.129003	-0.005385	0.068023	-0.0314	-0.059097	Male	79	No	No	Unemployed	Suburban	High School or Below	1,671,084,000
49	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	54e8ec6c-c9e3-43db-af44-3e107943ae5b	no_churn	0.239017	0	no_churn	0.010208	-0.000064	0.152244	0.128517	0.114637	0.119547	-0.002325	0.018607	Female	51	No	No	Unemployed	Suburban	High School or Below	1,671,084,000
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	62ae6283-e0f7-40e6-ad65-7c5263e82718	no_churn	0.273465	0	no_churn	-0.030097	-0.003086	0.067915	0.094061	0.025826	0.107424	0.059585	-0.043873	Male	33	No	Yes	Employed	Rural	College	1,671,084,000
1	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	791dfa4c-d4e5-4e4c-8261-eee97c26becb	no_churn	0.319711	1	churn	0.18506	-0.013081	-0.095902	-0.034473	-0.058075	0.096768	0.030791	-0.020321	Male	64	No	No	Employed	Suburban	High School or Below	1,671,084,000
22	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	38a3d3bb-66af-4ffe-a385-0de30b3d6a70	no_churn	0.409648	0	no_churn	-0.187727	-0.00925	-0.084236	0.043732	-0.000729	0.020881	-0.003723	-0.006307	Male	66	Yes	Yes	Retired	Urban	High School or Below	1,671,084,000
22	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	cc4555b9-8558-45df-b06b-ec16885d555f	no_churn	0.136092	0	no_churn	0.019014	-0.00255	0.111929	0.153076	0.087985	0.115443	-0.037826	0.003904	Male	70	No	No	Employed	Suburban	College	1,671,084,000
19	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	40d88cd5-ad80-4a05-8c62-b4c28aae4b01	no_churn	0.394096	0	no_churn	0.047571	-0.003992	-0.085777	0.125805	-0.042531	0.040846	0.050058	0.047279	Female	46	Yes	Yes	Medical Leave	Suburban	Bachelor	1,671,084,000
52	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	ea301525-b843-4ba4-a02b-bf102acef624	no_churn	0.076522	0	no_churn	-0.101304	-0.005853	0.029895	-0.008911	-0.117742	0.047955	0.008764	-0.00933	Male	36	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
40	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	ab08bf84-286d-465b-9292-dae53de1cde4	no_churn	0.116052	0	no_churn	0.065444	0.158972	0.084853	0.036787	0.042174	0.153982	0.02459	0.004172	Female	24	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	e3521052-660e-4643-800a-fb228a57bc37	no_churn	0.758736	0	no_churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Male	41	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
4	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	1fb3d7f5-ebe4-4645-a776-0c44c3f53d24	no_churn	0.163824	0	no_churn	0.065648	-0.010478	-0.09188	-0.118585	-0.043407	0.047659	0.004401	-0.024455	Female	53	No	No	Employed	Suburban	College	1,671,084,000
51	Yes	No	High Speed	Expired	One year	0hrs	Disabled	0a6c395f-7db2-46c3-a285-61e424001512	no_churn	0.043853	0	no_churn	-0.086609	-0.004046	-0.028078	-0.035089	-0.010752	-0.070446	-0.014667	-0.019339	Female	53	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
6	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	757ad6b7-c3dd-4cbd-8d2f-c99ca3cfbce9	churn	0.748197	1	churn	0.092979	0.000177	-0.009216	0.18212	0.036709	0.103282	-0.039048	0.01647	Female	76	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	03cd8df9-e1c5-4f2a-952a-b09cde465031	no_churn	0.319711	1	churn	0.234565	-0.004121	-0.01509	-0.049517	0.076808	0.131016	0.090659	-0.061319	Female	21	Yes	Yes	Employed	Suburban	Bachelor	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	17f411c8-8064-44d8-be4d-945e8937e9f3	no_churn	0.402803	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	53	No	No	Unemployed	Suburban	High School or Below	1,671,084,000
67	Yes	No	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	e7ef0b3a-3320-472c-9bf1-b3e4fa0b8d6b	no_churn	0.021535	0	no_churn	-0.121394	-0.000239	-0.004299	0.005474	0.087809	0.054687	0.054548	0.070388	Female	39	No	No	Unemployed	Rural	College	1,671,084,000
61	Yes	Yes	Medium Speed	Expired	One year	<80hrs	Disabled	7f1c7fa6-c8e2-428e-8271-4473fa99acba	no_churn	0.123199	0	no_churn	-0.079415	-0.004354	-0.012046	-0.048729	-0.031992	-0.07602	0.016806	-0.023276	Female	68	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
26	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	5de17981-ca7a-451d-b726-4236c7ababd0	no_churn	0.558152	0	no_churn	-0.016939	-0.00141	0.12708	0.189055	0.117669	0.112437	-0.013366	-0.017886	Female	21	No	No	Employed	Suburban	College	1,671,084,000
72	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Active	aabfd2a3-832c-4ce1-8ba5-47519920af21	no_churn	0.050133	0	no_churn	-0.148708	-0.00309	0.02138	0.048559	0.005734	-0.248072	0.025762	0.029408	Female	56	No	No	Employed	Suburban	Bachelor	1,671,084,000
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	<80hrs	Disabled	0135602c-f086-4778-801f-e5c60207e837	no_churn	0.002989	0	no_churn	-0.10197	-0.00293	0.014652	-0.009215	0.023809	-0.146718	0.040292	-0.023835	Male	43	Yes	No	Employed	Suburban	Bachelor	1,671,084,000
3	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	09be7dc5-12c5-4ee6-918f-c27bff258114	churn	0.622866	1	churn	0.112596	-0.006608	-0.077395	0.133795	0.016977	0.086551	-0.006348	0.005533	Female	70	No	Yes	Employed	Suburban	College	1,671,084,000
6	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	523c65e2-da52-43f3-9402-6ede9724540d	no_churn	0.751921	1	churn	0.0819	-0.002439	0.013669	0.152838	0.038135	0.113422	0.065926	-0.042072	Male	70	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
70	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	eebe4d4d-3752-4d61-8fd0-b19aee2a81fe	churn	0.151249	1	churn	-0.137314	-0.001865	0.026734	0.022998	0.007375	-0.161334	-0.019187	0.042424	Male	46	No	No	Employed	Suburban	College	1,671,084,000
2	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	da1d737d-dce1-4702-b697-0cb6f190b067	no_churn	0.159217	0	no_churn	0.071702	-0.019281	-0.065203	-0.179436	-0.059781	0.054184	-0.04089	-0.030322	Male	73	No	No	Employed	Suburban	High School or Below	1,671,084,000
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	2d66ea9e-9f4c-4e2c-ac07-57c16c8150f4	no_churn	0.486183	1	churn	-0.061354	-0.005553	0.080114	0.074228	0.045655	0.106857	0.008385	-0.024163	Male	48	No	Yes	Unemployed	Suburban	College	1,671,084,000
61	Yes	Yes	Medium Speed	Expired	One year	<80hrs	Disabled	be82391a-5d99-4365-9a6f-c8d7c82c2787	no_churn	0.123199	0	no_churn	-0.079415	-0.004354	-0.012046	-0.048729	-0.031992	-0.07602	0.016806	-0.023276	Male	36	No	No	Employed	Suburban	High School or Below	1,671,084,000
2	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	f15f6cdc-9f11-4765-9eb1-56b9d0e601c9	no_churn	0.609848	0	no_churn	0.211548	-0.008184	-0.05143	0.158282	0.056538	0.106806	0.001318	0.008227	Male	33	Yes	Yes	Employed	Urban	College	1,671,084,000
4	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	400083ce-a0e7-4cfa-8a5e-cf1e5fd88adf	no_churn	0.531463	0	no_churn	0.21182	0.0016	0.090856	0.169116	0.05923	0.139955	0.015612	0.029034	Female	28	No	Yes	Employed	Rural	College	1,671,084,000
4	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	5fbe6d1c-be25-49c8-b6a0-6a5051d513aa	no_churn	0.502647	1	churn	-0.013547	-0.017925	-0.033575	-0.045434	-0.060643	0.091094	-0.020999	-0.012987	Female	70	No	Yes	Disabled	Suburban	Bachelor	1,671,084,000
34	No	No phone service	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	d7c1782f-d6c8-4f34-a61b-f6111529fc5a	no_churn	0.131582	0	no_churn	-0.179149	0.022862	-0.016391	-0.058374	0.025014	0.051854	0.029342	-0.024184	Female	28	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
51	Yes	No	High Speed	In_Store_Support	Two year	100hrs+	Active	19ed134b-88d6-4501-a2c8-c3a44a23772f	no_churn	0.016261	0	no_churn	-0.076477	-0.003944	-0.010238	-0.010144	-0.105141	-0.107197	0.016708	0.027407	Female	40	No	No	Employed	Suburban	Bachelor	1,671,084,000
45	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	73ad612d-af78-4cf7-a3f9-cd24dac3e973	no_churn	0.488717	1	churn	-0.215677	-0.005195	0.02605	0.059741	0.018429	0.019767	-0.005927	0.013786	Male	42	Yes	Yes	Employed	Urban	High School or Below	1,671,084,000
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	0d04909e-e7f5-4ee3-917b-5435524cfbab	no_churn	0.394096	0	no_churn	0.019372	-0.004175	-0.077148	-0.022821	0.061956	0.087538	-0.055438	0.00769	Male	64	Yes	No	Employed	Urban	College	1,671,084,000
1	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	1dc26ddb-2ba8-4272-9994-f1a41bb340b4	no_churn	0.610302	1	churn	0.263506	-0.009693	-0.025628	-0.025964	0.094741	0.134205	0.082925	-0.049345	Male	24	Yes	No	Employed	Rural	Bachelor	1,671,084,000
67	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	a96c9603-e850-488f-b0a0-8a910eec16d9	no_churn	0.011276	0	no_churn	-0.101207	-0.008474	-0.024653	-0.050738	-0.061773	0.031557	0.0013	-0.025039	Female	20	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
51	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	19e5dc7b-8894-4492-a767-da91ab1dbf9a	no_churn	0.043853	0	no_churn	-0.134849	-0.0084	-0.058298	-0.027037	-0.064687	0.027609	0.014362	-0.017726	Male	45	No	No	Employed	Suburban	Bachelor	1,671,084,000
57	Yes	No	Low Speed	Web_Chat_Support	Two year	<80hrs	Disabled	07ac5d79-6123-4c78-b9c4-1295b6dca6c2	no_churn	0.02111	0	no_churn	-0.008904	-0.003052	-0.014534	-0.014229	0.055172	-0.131242	0.060232	-0.042468	Male	59	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
63	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Disabled	26ca30b8-e635-4502-848b-6a35a2bd1e19	no_churn	0.066729	0	no_churn	-0.099902	-0.00286	0.036341	0.082424	0.038666	-0.097595	0.017007	-0.013107	Female	69	No	No	Employed	Suburban	Doctor	1,671,084,000
23	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	a75dd0f5-c0a0-4b17-9300-ce00914de29f	no_churn	0.024627	0	no_churn	-0.073349	-0.008327	-0.025994	-0.023848	0.003053	-0.070437	-0.034281	-0.035842	Male	24	No	Yes	Medical Leave	Suburban	Master	1,671,084,000
34	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	80490457-883d-4417-a46d-5816f07be50b	no_churn	0.130273	0	no_churn	-0.005079	-0.001418	0.057868	0.013458	-0.000572	0.080258	0.112334	-0.054233	Female	22	Yes	Yes	Employed	Suburban	College	1,671,084,000
17	Yes	Yes	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	057a3878-9668-4f15-9637-787d56587f8a	no_churn	0.236127	0	no_churn	0.119808	-0.007184	0.068535	-0.028074	0.129531	0.12238	0.100976	-0.044998	Male	71	No	No	Employed	Suburban	College	1,671,084,000
1	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	480abd30-e1c7-43ce-9e51-026c6ed26269	no_churn	0.534113	0	no_churn	0.19168	-0.013091	-0.03949	-0.052996	-0.099762	0.092572	-0.044211	-0.006668	Female	28	Yes	No	Employed	Suburban	Bachelor	1,671,084,000
63	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Disabled	1e04e287-9b28-4954-8544-1726aeacb8ad	no_churn	0.066729	0	no_churn	-0.099902	-0.00286	0.036341	0.082424	0.038666	-0.097595	0.017007	-0.013107	Female	80	No	No	Employed	Suburban	Bachelor	1,671,084,000
44	No	No phone service	High Speed	In_Store_Support	One year	<80hrs	Active	681997b2-ae5e-418f-a369-4116c0c8fc1a	no_churn	0.18831	0	no_churn	-0.067337	-0.039677	-0.00888	-0.02478	0.023763	-0.071749	0.035982	0.043652	Female	68	No	No	Employed	Urban	Bachelor	1,671,084,000
18	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	f870f827-443a-4379-8f3d-c2a4e277adfa	no_churn	0.557626	0	no_churn	0.021848	-0.002715	0.053853	0.129378	0.051447	0.056051	0.037306	-0.002861	Male	36	No	No	Employed	Urban	Bachelor	1,671,084,000
4	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	70ab75ef-192e-446e-af57-2a969d691c63	no_churn	0.502647	1	churn	0.062601	0.081549	0.025005	-0.042719	-0.05055	0.116527	0.069317	-0.034304	Female	62	No	No	Employed	Rural	Master	1,671,084,000
34	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	e4fbe3fb-9637-488f-8b39-3dffe6abf250	no_churn	0.408042	0	no_churn	-0.183543	0.041299	-0.001248	-0.029736	-0.054551	0.063547	0.001478	0.013728	Male	54	No	No	Unemployed	Rural	College	1,671,084,000
3	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	807c8174-c03f-4f66-954d-cad707be4a8c	no_churn	0.159217	0	no_churn	0.116649	-0.009452	-0.026843	-0.068472	-0.040845	0.078202	-0.017671	-0.043736	Female	74	Yes	Yes	Employed	Suburban	College	1,671,084,000
5	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	8361e970-fa43-411f-9252-b9ebc7255090	no_churn	0.151654	0	no_churn	0.195331	-0.002506	0.036576	0.039321	0.120809	0.138322	0.033442	-0.029508	Female	43	No	No	Employed	Urban	College	1,671,084,000
65	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	97966621-cf7e-4dc6-ab50-0a230ab42911	no_churn	0.160302	0	no_churn	-0.03234	-0.003656	0.011469	-0.04774	-0.001861	-0.176817	0.028729	0.040689	Female	45	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
22	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	f2e8d582-7d38-44a2-a721-cdb163118b5b	no_churn	0.409648	0	no_churn	-0.187727	-0.00925	-0.084236	0.043732	-0.000729	0.020881	-0.003723	-0.006307	Female	46	Yes	Yes	Employed	Urban	High School or Below	1,671,084,000
18	No	No phone service	Medium Speed	Expired	Month-to-month	0hrs	Disabled	a6f2ae8f-d38a-439e-a889-997705bd6a6b	no_churn	0.175934	0	no_churn	-0.117601	0.031365	0.002056	-0.162541	0.010531	0.061485	-0.024018	-0.050303	Male	64	Yes	Yes	Medical Leave	Suburban	Bachelor	1,671,084,000
47	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	bd8c86e5-65a5-4bdf-a92d-146dcf4a9f60	no_churn	0.264975	0	no_churn	-0.110149	-0.001201	-0.002756	0.083728	-0.031879	-0.055643	0.035785	0.043089	Female	57	No	No	Employed	Suburban	High School or Below	1,671,084,000
59	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	46985268-124b-42cf-b76b-0e1246c8e40d	no_churn	0.221278	0	no_churn	-0.224617	-0.011054	0.008144	0.036836	-0.021495	0.004408	0.014079	-0.025327	Male	44	Yes	No	Employed	Rural	Bachelor	1,671,084,000
29	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	442eb4c4-4227-459b-860d-611708d4912a	no_churn	0.067803	0	no_churn	-0.074334	-0.008365	-0.02584	-0.036998	-0.126212	0.032882	0.003208	-0.023367	Male	63	Yes	No	Employed	Suburban	College	1,671,084,000
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	8a165fca-bf52-48eb-98a1-4bfc5c68fca2	no_churn	0.507541	0	no_churn	-0.030097	-0.003086	0.067915	0.094061	0.025826	0.107424	0.059585	-0.043873	Female	65	Yes	Yes	Employed	Suburban	College	1,671,084,000
52	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	1baf6482-3f91-4d7f-bdfa-6a2861f94ffe	no_churn	0.076522	0	no_churn	-0.101304	-0.005853	0.029895	-0.008911	-0.117742	0.047955	0.008764	-0.00933	Female	45	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
40	No	No phone service	High Speed	Expired	One year	100hrs+	Active	8f75b488-3abb-4b7b-8e80-8a249a46ec33	no_churn	0.116052	0	no_churn	-0.030754	-0.008049	-0.007555	-0.066445	-0.005406	-0.162427	0.030555	0.031054	Female	61	No	No	Retired	Rural	College	1,671,084,000
59	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	1dfbb5a0-9f4e-45ba-bd1a-2b74acb9fb07	no_churn	0.314527	0	no_churn	-0.267257	-0.003907	0.018974	-0.012881	0.00579	0.013211	-0.028285	0.02533	Female	20	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
61	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	b2b6f31b-cdb8-4fac-954b-fea76abda81d	no_churn	0.297622	0	no_churn	-0.172857	-0.007433	0.049583	0.059116	0.055595	0.01975	0.041533	0.035687	Male	31	No	Yes	Retired	Suburban	High School or Below	1,671,084,000
34	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	05bd9c90-3567-4aba-a89b-429a40003d0a	no_churn	0.131582	0	no_churn	-0.18791	0.039298	0.002167	-0.036363	-0.020926	0.063998	0.004459	-0.013749	Female	80	No	Yes	Employed	Suburban	College	1,671,084,000
67	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	db7ea795-ad57-4be1-b153-05fbd85ef04f	no_churn	0.021535	0	no_churn	-0.152085	-0.000516	-0.015444	-0.033749	0.034478	0.017362	-0.018183	0.04911	Female	25	Yes	No	Disabled	Rural	High School or Below	1,671,084,000
51	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	7ceea21c-b329-464b-8464-de2f0513dd15	no_churn	0.043853	0	no_churn	-0.134849	-0.0084	-0.058298	-0.027037	-0.064687	0.027609	0.014362	-0.017726	Male	37	Yes	Yes	Unemployed	Rural	High School or Below	1,671,084,000
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	1fcf7650-7643-45f4-8a48-a5b791505d47	no_churn	0.778443	1	churn	0.139149	-0.009425	-0.056514	0.047337	-0.101405	0.050447	-0.028579	-0.002315	Male	20	No	No	Employed	Suburban	High School or Below	1,671,084,000
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	817665bb-96a7-4f58-8b58-4dbbb79a7ff2	no_churn	0.493887	1	churn	-0.072089	-0.003022	0.099141	0.082377	0.042086	0.107919	0.015812	0.030176	Female	54	No	Yes	Employed	Suburban	Master	1,671,084,000
22	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	89f2dcde-27e4-4dcf-a20f-474d3ec80337	no_churn	0.378479	0	no_churn	0.019014	-0.00255	0.111929	0.153076	0.087985	0.115443	-0.037826	0.003904	Female	73	No	No	Employed	Suburban	Bachelor	1,671,084,000
12	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	2d76419d-0f18-4157-9231-ff133f38cd1c	no_churn	0.83959	1	churn	0.025227	-0.008783	-0.007074	0.001752	-0.021837	0.043029	-0.046029	-0.048645	Male	49	No	Yes	Employed	Urban	Bachelor	1,671,084,000
71	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	17073c93-8395-445e-84d5-c1b54b71d521	no_churn	0.026886	0	no_churn	-0.091105	-0.005015	0.015574	-0.047485	-0.125319	0.046238	0.028566	0.047852	Male	51	No	Yes	Employed	Suburban	Master	1,671,084,000
4	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	676ea2e5-63f4-4de9-846a-16bd700b7c00	no_churn	0.19314	0	no_churn	0.065648	-0.010478	-0.09188	-0.118585	-0.043407	0.047659	0.004401	-0.024455	Female	59	No	Yes	Unemployed	Suburban	College	1,671,084,000
51	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	de757fef-8690-4b80-8823-96f0d8ce983d	no_churn	0.016261	0	no_churn	-0.115168	-0.006675	-0.03336	-0.054122	-0.121952	0.031797	0.015032	0.02542	Male	68	No	Yes	Employed	Suburban	College	1,671,084,000
47	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	c678d95a-3e41-4253-b6f0-9ac8d5fecdca	no_churn	0.264975	0	no_churn	0.049119	-0.000013	0.071703	0.158417	0.085688	0.120841	0.077826	-0.002608	Male	62	No	Yes	Unemployed	Suburban	High School or Below	1,671,084,000
55	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	a3875ec0-ed0c-4325-b5d8-eb7db2f047d9	no_churn	0.230056	0	no_churn	-0.265851	-0.012394	0.020035	0.058645	-0.016687	0.019454	-0.03038	-0.041848	Female	77	No	Yes	Employed	Urban	High School or Below	1,671,084,000
48	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	9cca6667-f21d-46f1-bc96-f37a27e2872e	no_churn	0.192863	0	no_churn	-0.099321	-0.005428	-0.053835	0.074897	-0.063032	0.021034	-0.009184	0.015843	Male	68	No	No	Unemployed	Urban	High School or Below	1,671,084,000
45	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	417d0855-b730-44c7-92a7-d8d26a96f69f	no_churn	0.300233	0	no_churn	-0.04795	-0.000828	0.064817	0.049218	0.115632	0.120267	0.174043	0.055775	Male	29	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
3	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	bbe05138-19fb-46cc-8c88-e9d87074a97b	no_churn	0.52047	1	churn	0.045462	-0.015875	-0.101346	-0.097099	-0.054684	0.029134	-0.057802	0.009849	Male	35	No	Yes	Retired	Suburban	College	1,671,084,000
51	Yes	No	High Speed	Expired	Two year	<80hrs	Active	3920d53b-69ac-488d-9f39-f315e8508fe0	no_churn	0.016261	0	no_churn	-0.054968	-0.003323	-0.011265	-0.07007	-0.035341	-0.090489	0.022377	0.024053	Male	27	No	No	Unemployed	Suburban	College	1,671,084,000
12	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	<80hrs	Disabled	f88eff9e-7add-4ce3-b74c-bb49dca5c7bb	no_churn	0.008803	0	no_churn	-0.010355	-0.003386	0.021693	-0.043174	0.047233	-0.138699	0.065259	-0.037598	Female	22	No	No	Unemployed	Suburban	College	1,671,084,000
4	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	48b85675-dc6e-4118-a067-e4a3e65b76df	no_churn	0.114973	0	no_churn	0.052755	-0.012489	-0.007166	-0.146546	-0.095977	0.057505	-0.050622	-0.055123	Female	61	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
3	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	571fd84b-fdda-4593-803a-1fdcff986176	no_churn	0.345934	1	churn	0.045462	-0.015875	-0.101346	-0.097099	-0.054684	0.029134	-0.057802	0.009849	Male	33	No	Yes	Unemployed	Urban	High School or Below	1,671,084,000
64	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	eb9ebb78-d3d7-426f-8096-7c28833926f6	no_churn	0.095854	0	no_churn	-0.184508	-0.012773	0.020101	-0.066114	-0.061813	0.036882	0.025086	0.034113	Female	62	No	Yes	Medical Leave	Suburban	High School or Below	1,671,084,000
50	Yes	Yes	High Speed	Expired	One year	0hrs	Disabled	8dff7807-e513-4ef7-997a-93267cfed527	no_churn	0.042398	0	no_churn	-0.045115	-0.002504	0.026277	-0.021304	-0.009235	-0.172288	-0.017001	-0.027857	Male	71	No	Yes	Employed	Rural	High School or Below	1,671,084,000
61	Yes	Yes	Medium Speed	In_Store_Support	One year	<80hrs	Disabled	216d4632-0c9c-47b8-b26b-899767b812f3	no_churn	0.123199	0	no_churn	-0.068189	-0.002694	-0.06402	-0.006123	-0.024026	-0.084519	0.018702	-0.018157	Female	66	Yes	No	Medical Leave	Suburban	Doctor	1,671,084,000
67	Yes	Yes	Fiber optic	Expired	Two year	<80hrs	Active	d5f1559c-c7ba-42b7-baab-74424c772485	no_churn	0.085046	0	no_churn	-0.094761	-0.002312	0.022857	0.060236	-0.098818	-0.121034	-0.0501	0.034907	Female	68	No	Yes	Retired	Suburban	College	1,671,084,000

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