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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
28	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Disabled	45bac7da-6f0c-4068-b108-7064b563cbde	no_churn	0.113775	0	no_churn	-0.085795	-0.003321	-0.067429	0.00812	-0.008583	-0.115515	0.031405	-0.027909	Male	67	Yes	No	Employed	Suburban	Bachelor	1,673,503,200
2	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	e37e1c38-91be-41eb-ba26-76c86c8fc80b	no_churn	0.115046	1	churn	0.243484	-0.009772	-0.038376	-0.001531	0.01347	0.109201	0.07704	-0.040642	Male	35	No	No	Employed	Suburban	Master	1,673,503,200
22	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	6ba58e40-5053-41cf-a8fb-7d15493629d1	no_churn	0.053951	0	no_churn	-0.066588	-0.006373	-0.039338	-0.038025	0.035422	0.041856	0.060359	-0.04634	Male	57	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
71	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Disabled	ebd37c12-f63e-49e2-bc0d-4d6a1f4ec067	no_churn	0.009715	0	no_churn	-0.153814	-0.00277	0.023668	0.014534	-0.014813	-0.140368	0.059106	-0.031236	Male	80	No	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
22	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	f9c4b64f-e8cb-43d6-bec5-a9f59dfaf353	no_churn	0.378324	1	churn	-0.085507	-0.004745	-0.068933	-0.013909	0.067189	0.05706	-0.001463	0.061283	Female	33	No	No	Unemployed	Suburban	College	1,673,503,200
16	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	72b3adfc-2040-4327-8b96-4e5d2e52691a	no_churn	0.015351	0	no_churn	0.213694	0.002941	0.036594	-0.011928	0.078327	0.128506	-0.000403	0.009984	Female	43	No	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
64	No	No phone service	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	116c99eb-a06c-41bf-8a3c-34b2b5253e30	no_churn	0.13598	0	no_churn	-0.129725	0.014998	0.023641	0.016942	0.010943	0.063252	0.068242	0.07268	Female	29	No	Yes	Retired	Suburban	Master	1,673,503,200
72	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	e9f786e1-ea15-4d1e-a317-405411454b65	no_churn	0.001763	0	no_churn	-0.097103	-0.007192	0.002973	-0.023799	-0.024479	-0.11748	0.012262	-0.014208	Male	28	No	Yes	Employed	Rural	College	1,673,503,200
16	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	5a8c2036-8816-46a6-997e-9daaba38e7c3	no_churn	0.358791	1	churn	0.140727	-0.002474	-0.01265	-0.043895	0.018004	0.100286	0.010665	-0.007165	Female	67	Yes	No	Medical Leave	Suburban	Bachelor	1,673,503,200
52	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	6b8a9bda-59be-47cc-bbaf-d7d06c78c9ee	no_churn	0.21391	0	no_churn	-0.120375	-0.010042	-0.039569	-0.020579	-0.138108	0.02387	0.017562	0.028215	Female	29	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
66	Yes	No	High Speed	Web_Chat_Support	One year	100hrs+	Active	d6c80881-eea1-4ace-a270-ecf41d830a91	no_churn	0.217638	0	no_churn	-0.084499	-0.002025	-0.088776	-0.001909	0.024418	-0.166802	0.04448	0.051086	Male	52	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
4	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	1423ad80-1593-43a6-a112-952e8af71423	no_churn	0.675014	1	churn	-0.007375	-0.097956	-0.065679	-0.035395	-0.038905	0.082658	-0.040002	0.016295	Female	37	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
72	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	69cf60b7-ac0a-4522-9763-fe17f9e593fc	no_churn	0.034373	0	no_churn	-0.272601	-0.003816	0.024865	-0.011984	0.015511	0.03676	-0.063771	0.052677	Male	37	No	Yes	Employed	Suburban	Master	1,673,503,200
44	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	3dbd3ca1-6473-457e-8263-328d6e92d1f8	no_churn	0.196402	0	no_churn	-0.147455	-0.006436	-0.051194	0.068868	-0.01593	0.010619	-0.002959	0.025462	Female	62	No	No	Employed	Suburban	Bachelor	1,673,503,200
2	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	3a3a7343-6846-43e3-8bc9-94cb962603c5	no_churn	0.602432	1	churn	0.206351	0.078453	0.007458	-0.011543	-0.01241	0.151063	-0.015157	-0.009678	Male	54	No	Yes	Unemployed	Rural	High School or Below	1,673,503,200
65	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	41ceea3b-c883-48a0-8c4f-fe304a4bc619	no_churn	0.029972	1	churn	-0.094267	-0.012046	-0.058616	-0.019119	-0.090244	0.016094	0.0275	0.031672	Female	75	No	No	Unemployed	Urban	High School or Below	1,673,503,200
5	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	abaf5323-635a-489c-9087-c0529adf0ab3	no_churn	0.034377	0	no_churn	0.054379	-0.009408	-0.050743	-0.106678	-0.060277	0.027864	-0.005626	-0.01903	Female	79	No	No	Unemployed	Suburban	College	1,673,503,200
20	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	55a52f64-611a-4c28-bdfa-eb0790eb02a1	no_churn	0.421441	1	churn	-0.176358	0.005983	-0.013775	-0.057436	-0.007004	0.053986	-0.03724	-0.027183	Female	64	No	No	Unemployed	Rural	Master	1,673,503,200
62	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	d2c17366-11f3-4a2f-982d-a1af805a9415	no_churn	0.009164	0	no_churn	-0.122543	0.089243	0.036396	-0.075867	-0.003956	0.080636	0.038722	-0.031657	Male	20	No	Yes	Employed	Suburban	College	1,673,503,200
36	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	2caec052-0ebc-4301-b549-759a6bb58546	no_churn	0.639896	1	churn	-0.078039	-0.003551	0.053237	0.111031	0.004453	0.089525	0.018474	0.045843	Male	76	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
45	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	9ef6bc6d-2161-439a-ae8c-d2ec233d7c2f	no_churn	0.009062	0	no_churn	-0.131935	-0.001363	0.043245	0.005491	0.085154	0.060849	-0.012089	0.002336	Female	38	No	No	Employed	Suburban	College	1,673,503,200
15	Yes	No	High Speed	Expired	One year	0hrs	Disabled	e2f26ea4-3868-447c-892b-702077163f56	no_churn	0.034975	0	no_churn	0.003913	-0.005347	-0.037295	-0.061149	-0.003456	-0.11004	-0.023959	-0.031694	Female	42	No	Yes	Unemployed	Suburban	College	1,673,503,200
3	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	485b7ba3-74e0-4f19-bfe2-fdb77ea65e96	no_churn	0.222642	1	churn	0.124996	-0.007543	-0.046483	-0.029701	-0.033623	0.082641	0.045263	-0.043736	Female	71	No	Yes	Employed	Suburban	College	1,673,503,200
57	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	a0844cd6-973b-48b8-9952-518c198f4cbb	no_churn	0.03911	0	no_churn	-0.089364	-0.012073	-0.025614	-0.073681	-0.071754	0.029486	0.019469	-0.025495	Male	79	No	Yes	Employed	Suburban	College	1,673,503,200
72	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	ecc1d708-44a8-4704-92a1-28802fa42253	no_churn	0.012502	0	no_churn	-0.080262	-0.006742	0.042221	-0.073473	-0.011653	0.075802	0.063188	0.065225	Male	78	No	Yes	Unemployed	Suburban	High School or Below	1,673,503,200
56	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	8a8bd0b0-6618-4a68-ba8e-af221f30c3e6	no_churn	0.010555	0	no_churn	-0.037673	-0.015537	0.032405	0.008574	-0.086062	0.059185	0.061982	-0.046899	Female	52	No	No	Employed	Rural	Bachelor	1,673,503,200
23	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	63aabe49-0d4c-431f-91cf-b8e8fa7910ea	churn	0.503454	0	no_churn	-0.034334	-0.002516	0.111929	0.113801	0.080366	0.074826	0.019247	0.057655	Male	72	No	Yes	Unemployed	Rural	Bachelor	1,673,503,200
59	Yes	Yes	High Speed	Expired	One year	<80hrs	Active	e1fb5d65-3b7c-463b-a037-028206c26a7f	no_churn	0.214729	0	no_churn	-0.079192	-0.004955	0.019693	-0.053942	-0.045555	-0.109972	0.021886	0.043012	Male	76	No	No	Unemployed	Suburban	College	1,673,503,200
72	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	a9c9f28c-5b08-46c8-b923-4855757315b7	no_churn	0.076045	0	no_churn	-0.272601	-0.003816	0.024865	-0.011984	0.015511	0.03676	-0.063771	0.052677	Male	67	Yes	No	Employed	Rural	High School or Below	1,673,503,200
15	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	a3bf848e-1534-4b7a-ac2a-7b50a97502c6	no_churn	0.473349	1	churn	0.026528	-0.013658	-0.024595	-0.094159	-0.073425	0.051946	-0.036394	0.034732	Female	75	No	Yes	Employed	Suburban	College	1,673,503,200
47	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	e8ba0b71-207e-4d8e-9c97-a93672dc3d83	no_churn	0.018514	0	no_churn	-0.109303	-0.004339	0.033154	-0.066249	-0.035063	0.059628	-0.015529	0.038674	Female	77	Yes	Yes	Unemployed	Suburban	College	1,673,503,200
3	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	99a589e5-227f-4ae2-b1b8-39617010fd86	no_churn	0.473759	0	no_churn	0.106348	-0.006458	-0.067522	0.10205	-0.031048	0.069127	-0.013931	0.005533	Male	53	Yes	No	Unemployed	Suburban	Bachelor	1,673,503,200
69	Yes	No	High Speed	Expired	Two year	0hrs	Disabled	282c8833-7aec-4fbe-ba47-7efa1d727d98	no_churn	0.008628	0	no_churn	-0.064166	-0.005001	-0.02189	-0.033694	-0.007725	-0.105484	-0.011613	-0.019453	Female	25	Yes	Yes	Employed	Suburban	High School or Below	1,673,503,200
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4cc77973-511f-4190-a4a9-a0618bb82a72	no_churn	0.681721	0	no_churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Female	56	Yes	No	Employed	Rural	College	1,673,503,200
15	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	ef4f78e9-950d-46e6-b914-a6e208a44d03	no_churn	0.59587	1	churn	0.073981	-0.006546	-0.036997	-0.051891	0.071679	0.104231	0.031802	0.035716	Female	56	No	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
6	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	5a0393c3-068a-4510-80f6-a20df9fa3a99	no_churn	0.103797	0	no_churn	0.067401	-0.003398	-0.005591	-0.100971	-0.035977	0.049561	-0.015784	-0.007031	Male	32	No	No	Employed	Urban	College	1,673,503,200
32	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	918eb83c-1433-4c58-8512-df342d2e809a	no_churn	0.329634	1	churn	-0.098415	-0.002273	0.074412	0.000222	-0.025938	0.085086	-0.032138	0.017768	Male	79	No	No	Medical Leave	Suburban	College	1,673,503,200
31	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	5443e5e5-38e2-439d-bfb9-d48e9c9076d9	no_churn	0.151798	0	no_churn	0.12546	0.09145	0.051467	0.082011	0.116193	0.174281	0.016813	0.013299	Male	47	No	No	Disabled	Urban	College	1,673,503,200
63	Yes	Yes	High Speed	Expired	One year	<80hrs	Active	f5143ae7-57d9-425b-aec5-51a2d9c1d285	no_churn	0.078104	0	no_churn	-0.051883	-0.002605	0.038102	-0.044972	-0.018978	-0.01267	0.064793	0.049187	Female	75	Yes	No	Employed	Rural	Bachelor	1,673,503,200
72	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	84bd823f-3ba3-41a6-932f-ab81ebb5c18c	no_churn	0.011313	0	no_churn	-0.181785	-0.00395	0.009246	0.048534	0.083728	0.084462	-0.012663	0.058163	Female	29	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
68	No	No phone service	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	275d3b05-b9f7-4a17-8fac-a776ab31dc18	no_churn	0.014027	0	no_churn	-0.171855	0.00561	0.001798	-0.016829	-0.129065	0.056619	-0.000575	0.025272	Female	49	No	No	Employed	Suburban	High School or Below	1,673,503,200
42	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	d100ac93-9c66-42b9-b5a5-c0a74c2fc5c1	no_churn	0.384044	0	no_churn	-0.049839	-0.000161	0.059261	0.052211	0.09934	0.02001	0.12645	0.083701	Female	51	Yes	Yes	Unemployed	Suburban	College	1,673,503,200
16	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	6c5ce19c-410d-4dbc-9774-0f02c0d00edc	no_churn	0.205557	0	no_churn	0.053003	-0.00233	-0.026892	-0.114497	-0.049569	0.079792	0.050777	-0.030894	Male	45	No	Yes	Employed	Suburban	College	1,673,503,200
2	Yes	No	Low Speed	Expired	One year	<80hrs	Disabled	ecb56d1e-2ba7-429a-a0db-9a34fea21048	no_churn	0.115046	1	churn	0.135864	-0.00709	-0.003438	-0.081904	0.028846	-0.063362	0.015581	-0.028332	Female	75	No	Yes	Disabled	Urban	High School or Below	1,673,503,200
6	No	No phone service	High Speed	Expired	Two year	100hrs+	Active	990fb29a-17eb-4c84-99a3-63bb89fe4662	no_churn	0.017438	0	no_churn	-0.009378	-0.015159	-0.023151	-0.044048	-0.029742	-0.179761	0.011994	0.02022	Male	32	No	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
62	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	5311cb5d-5ee3-45f7-8654-7a15abe5d1e1	no_churn	0.003615	0	no_churn	-0.141941	-0.016588	0.002341	-0.023085	-0.053771	0.037526	0.018443	-0.016952	Female	31	Yes	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
28	Yes	No	Fiber optic	Expired	Month-to-month	<50hrs	Active	2ae7195e-77a6-487f-a2cb-e6ada179e6fc	no_churn	0.487776	0	no_churn	-0.109914	-0.007646	-0.13507	0.029846	-0.025445	0.01952	0.044846	0.024838	Male	69	No	No	Employed	Suburban	High School or Below	1,673,503,200
2	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	33fb827c-a2e7-4533-ad62-41168c07383e	no_churn	0.470217	1	churn	0.162498	-0.011715	-0.061305	-0.149699	-0.120471	0.082443	0.009034	0.056855	Male	29	No	No	Employed	Suburban	Bachelor	1,673,503,200
6	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	a5ad5ee6-758f-4432-b9b8-5aaf2a9d4b71	no_churn	0.386986	0	no_churn	0.104943	-0.004607	0.028341	-0.006208	0.010639	0.104366	0.091995	-0.055027	Female	40	Yes	No	Employed	Suburban	Bachelor	1,673,503,200
39	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	0a5acdba-6fc2-4072-8ee1-2e94cc1f8494	no_churn	0.045157	0	no_churn	0.043625	0.144854	0.063924	0.005852	0.023995	0.117064	-0.028418	0.016506	Female	51	Yes	No	Unemployed	Urban	High School or Below	1,673,503,200
15	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	61d08275-2ed7-4492-982b-4d07e94c7149	churn	0.473349	1	churn	0.069512	-0.002748	-0.076897	0.015003	0.117922	0.108417	-0.00857	0.033731	Male	20	No	No	Employed	Suburban	College	1,673,503,200
68	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	f7ee95ba-061f-4ce0-acf3-006d596f888f	no_churn	0.071167	0	no_churn	-0.079117	-0.002956	0.038992	0.03677	-0.128929	0.02473	0.045639	0.052012	Female	47	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
50	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	298aee49-6ef4-4194-8da7-351f5f747951	churn	0.318932	0	no_churn	-0.201919	-0.001635	-0.004797	0.021025	0.003467	-0.091294	0.015158	0.030969	Male	75	No	No	Employed	Urban	Bachelor	1,673,503,200
8	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	c8dfc30d-8dff-4c27-bd72-874293370b09	no_churn	0.540825	1	churn	0.093819	0.114248	0.055532	-0.006489	0.01456	0.135166	0.014666	-0.015528	Male	76	No	Yes	Unemployed	Suburban	Doctor	1,673,503,200
23	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	1b6e7f18-8890-409e-a2ec-9507a76ebeee	no_churn	0.4245	0	no_churn	-0.061657	0.134299	0.065141	-0.006101	0.057733	0.123393	0.111329	0.056837	Male	41	Yes	No	Employed	Rural	College	1,673,503,200
46	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	6a991a1b-5e7b-459c-a4bf-debdfc96cd25	no_churn	0.46419	0	no_churn	-0.153139	-0.003475	-0.012557	-0.050918	0.009251	0.055496	0.025964	0.050351	Female	54	Yes	No	Employed	Suburban	Bachelor	1,673,503,200
17	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	4bfeb299-4f45-43a7-9a9a-1fabc363882b	no_churn	0.038392	0	no_churn	0.04578	-0.008347	-0.026489	-0.13095	-0.058411	0.061396	0.024471	-0.033976	Male	44	No	Yes	Unemployed	Suburban	Doctor	1,673,503,200
12	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	5f90239a-2b94-4fbc-939c-a7c8f32c215a	no_churn	0.684003	0	no_churn	0.097447	-0.006783	0.002273	0.141537	0.081317	0.100243	-0.034804	0.013356	Male	38	No	Yes	Employed	Rural	Master	1,673,503,200
18	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	f4d8d009-4e18-46bc-8ab3-5654c3c876e6	no_churn	0.01312	0	no_churn	-0.035274	-0.006427	-0.023016	-0.016947	0.001955	-0.103927	-0.037119	-0.048272	Female	51	Yes	Yes	Employed	Suburban	College	1,673,503,200
64	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	0333502e-842d-40b3-8463-b57422f518d4	no_churn	0.01776	0	no_churn	-0.118404	-0.010841	-0.016984	-0.051687	-0.065203	0.029895	0.002193	-0.017994	Male	57	No	Yes	Employed	Suburban	College	1,673,503,200
59	Yes	Yes	Low Speed	Web_Chat_Support	One year	100hrs+	Active	b8dec72a-ecd9-400e-a6e0-7a7db57a4e04	no_churn	0.218294	1	churn	-0.075035	-0.001159	0.037964	-0.029349	0.053608	-0.06923	0.029588	0.07292	Female	20	No	No	Employed	Rural	Bachelor	1,673,503,200
10	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	86c1f408-89e2-40ac-86b2-f26b12d70128	no_churn	0.125389	0	no_churn	-0.007715	-0.012638	-0.024301	-0.094743	-0.001327	0.05134	-0.022198	-0.033624	Female	80	No	No	Unemployed	Suburban	Bachelor	1,673,503,200
67	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	ea2d4efd-8893-4d53-9e1f-03cc61763748	no_churn	0.014644	0	no_churn	-0.052136	-0.003498	0.010768	-0.053436	-0.005483	-0.116794	0.038032	-0.02523	Male	65	No	No	Retired	Rural	Bachelor	1,673,503,200
8	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	2032b5b5-89e6-4b14-a6b7-c9b8732072be	no_churn	0.345487	0	no_churn	0.021973	-0.016486	-0.065253	-0.078365	-0.067493	0.034715	0.016399	-0.018274	Male	63	No	No	Employed	Rural	Master	1,673,503,200
15	Yes	No	High Speed	Web_Chat_Support	One year	<80hrs	Disabled	344d54bb-0e48-4802-88b6-9e87812a578a	no_churn	0.034975	0	no_churn	0.015353	-0.005584	-0.043978	-0.011239	0.028553	-0.179917	0.022478	-0.025193	Female	66	No	No	Employed	Suburban	Bachelor	1,673,503,200
16	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	37865f6f-85b1-4dc4-911c-4696060b3993	no_churn	0.205557	0	no_churn	0.053003	-0.00233	-0.026892	-0.114497	-0.049569	0.079792	0.050777	-0.030894	Female	48	Yes	Yes	Disabled	Urban	Bachelor	1,673,503,200
46	Yes	No	Fiber optic	In_Store_Support	One year	100hrs+	Active	5f76e0b2-ead8-4489-8c0a-f54729c306d1	no_churn	0.237898	1	churn	-0.176783	-0.003971	-0.018169	0.021522	-0.070541	-0.062298	0.004003	0.037211	Male	29	No	No	Unemployed	Suburban	College	1,673,503,200
17	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	01b78f80-9aba-487d-8fcf-ca0bb111a31a	no_churn	0.57167	1	churn	0.123856	-0.001848	-0.047814	0.126846	0.062846	0.095233	-0.008709	0.000261	Female	48	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
63	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	3924cb7f-54d8-4c53-9cd0-f987a66552ed	no_churn	0.078104	0	no_churn	-0.121657	-0.004864	-0.000785	-0.026678	-0.09633	-0.061114	0.031033	0.031368	Male	20	No	No	Unemployed	Rural	College	1,673,503,200
15	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	6b2fcbc2-8d11-40f9-9150-fa4f520c2508	no_churn	0.034975	0	no_churn	0.181643	-0.000755	-0.053958	0.02605	0.115959	0.125032	-0.021561	-0.019042	Female	66	No	Yes	Unemployed	Urban	High School or Below	1,673,503,200
46	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	a7274877-6885-4c9a-8bad-45144cbb03e5	no_churn	0.46419	0	no_churn	-0.16263	-0.005499	-0.030422	0.064443	0.004171	0.00505	-0.01543	0.021292	Male	66	No	No	Employed	Suburban	College	1,673,503,200
16	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	7f690c99-c5bc-4f51-8baa-4dea323e2707	no_churn	0.015351	0	no_churn	0.028186	-0.002693	-0.020635	-0.042593	-0.007008	-0.213404	0.013156	-0.014034	Male	35	No	Yes	Employed	Suburban	College	1,673,503,200
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4609e67b-2947-4fe1-88bb-980f5a34fb40	no_churn	0.575438	1	churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	60	No	No	Unemployed	Rural	College	1,673,503,200
2	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	8df2ff70-69d9-4146-9f75-33e674b24b8f	churn	0.115046	1	churn	0.16258	-0.01562	-0.061672	-0.075386	-0.041313	0.071134	-0.038277	-0.01041	Female	50	No	No	Unemployed	Suburban	Bachelor	1,673,503,200
65	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	e1424b85-f619-4c14-8d32-9adc7491e017	no_churn	0.441397	1	churn	-0.016175	-0.004704	0.062075	-0.021362	-0.004518	0.07991	0.070771	0.074978	Male	60	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
68	No	No phone service	High Speed	Expired	Two year	<80hrs	Disabled	a0b54747-a48c-40f0-b549-09ad2c7dfa2e	no_churn	0.010468	0	no_churn	-0.076726	0.027007	0.007052	-0.019117	0.003618	-0.210574	0.011932	-0.012217	Female	65	No	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	e61c4d3e-c73f-473d-9e66-ff5223735485	no_churn	0.684003	0	no_churn	0.052503	-0.001953	0.077773	0.041285	0.038166	0.103606	0.047038	-0.025854	Male	25	No	No	Unemployed	Suburban	Bachelor	1,673,503,200
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	4bfb5892-fca5-43c1-88d8-d1101ff3a871	no_churn	0.186111	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Female	35	No	Yes	Employed	Rural	High School or Below	1,673,503,200
13	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	4e7a1f0d-b131-47e6-b657-77decb9da8ec	no_churn	0.706847	1	churn	0.08889	-0.011935	0.077732	0.005735	-0.028663	0.078553	0.094451	0.08621	Male	64	No	Yes	Employed	Suburban	Master	1,673,503,200
56	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	292e254f-c888-4ea8-ac08-8e521828e904	no_churn	0.008939	0	no_churn	-0.07106	-0.017092	-0.055052	-0.050097	-0.092365	0.033108	0.027488	-0.023956	Male	31	No	No	Unemployed	Suburban	Bachelor	1,673,503,200
71	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	ad448166-40b5-48ad-a03b-ebdc7649e762	no_churn	0.002329	0	no_churn	-0.12298	-0.016284	-0.027881	-0.044806	-0.054437	0.033625	0.015091	-0.021354	Male	28	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
62	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	4ed76443-f24a-418b-bd24-9b4f7d71ecc2	no_churn	0.003615	0	no_churn	-0.082948	-0.004845	0.003915	-0.061854	-0.009011	-0.112895	0.008505	-0.009893	Female	29	No	No	Employed	Rural	High School or Below	1,673,503,200
8	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	2602497d-9957-401a-8714-55a280ed0793	no_churn	0.641078	1	churn	-0.045933	-0.005721	-0.110033	-0.132559	0.030855	0.057733	-0.094347	0.060979	Male	65	No	No	Retired	Suburban	High School or Below	1,673,503,200
71	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Disabled	ed55fa5a-bdea-4677-9f8c-b1bdbc5f4c96	no_churn	0.009715	0	no_churn	-0.12939	-0.002469	0.027257	0.066678	0.046857	-0.071869	0.078516	-0.054607	Female	27	No	No	Employed	Suburban	College	1,673,503,200
18	Yes	No	Low Speed	Expired	Two year	100hrs+	Disabled	dd6f95b9-85ac-429f-a981-c91316be65da	no_churn	0.01312	0	no_churn	-0.0292	-0.004911	-0.029801	-0.03468	-0.028191	-0.112712	0.02638	-0.025912	Male	48	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	5aa48400-549c-41e7-80de-c4eea7f918de	no_churn	0.190623	0	no_churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Male	21	Yes	Yes	Employed	Suburban	High School or Below	1,673,503,200
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	f78201ab-475f-439e-bfac-c9a4d6a1e052	churn	0.510842	1	churn	0.170393	-0.001067	-0.039337	0.072507	0.062729	0.12811	0.08551	-0.03727	Female	69	No	No	Disabled	Suburban	Doctor	1,673,503,200
46	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	fe3608c9-d31a-486f-bfac-d202d4791bb3	no_churn	0.46419	0	no_churn	-0.121028	-0.002228	-0.032415	0.133812	0.068349	0.052572	0.115807	0.056105	Female	30	No	No	Medical Leave	Suburban	High School or Below	1,673,503,200
52	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Disabled	82a032a2-81b9-46e3-b199-1d298410ecdc	no_churn	0.009145	0	no_churn	-0.074283	-0.004006	0.004915	-0.070857	-0.015194	-0.110297	0.018615	-0.01792	Female	41	No	No	Unemployed	Suburban	College	1,673,503,200
31	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	679a394c-e2a8-4ba7-9ef4-b4b0f1bff722	no_churn	0.151798	0	no_churn	-0.148265	0.046577	-0.00898	-0.047971	-0.057008	0.068402	-0.005632	-0.01365	Female	40	No	Yes	Employed	Suburban	College	1,673,503,200
33	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	2e01c239-bdbf-41c9-ae95-2a2aa3cc88f8	churn	0.036569	0	no_churn	-0.083918	-0.004333	0.022194	-0.047703	-0.083688	0.042723	0.029186	-0.033488	Female	27	No	Yes	Employed	Suburban	College	1,673,503,200
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	63ad269d-0754-464c-a911-183be8b306bf	no_churn	0.305014	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	34	No	No	Employed	Suburban	College	1,673,503,200
72	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	dc847ddc-7c4b-4a0b-adbd-cca9da40e0a1	no_churn	0.028361	0	no_churn	-0.272601	-0.003816	0.024865	-0.011984	0.015511	0.03676	-0.063771	0.052677	Male	22	No	Yes	Employed	Urban	Doctor	1,673,503,200
67	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	747b96f7-a809-4e18-bc01-17c57ec18c3b	no_churn	0.014644	0	no_churn	-0.071762	-0.004329	0.007639	-0.031059	-0.027441	-0.134998	0.009251	-0.016327	Female	52	No	Yes	Unemployed	Urban	Master	1,673,503,200
72	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	f68d96c4-de37-4de6-8d37-7aa7a29c51db	no_churn	0.034373	0	no_churn	-0.272601	-0.003816	0.024865	-0.011984	0.015511	0.03676	-0.063771	0.052677	Male	57	No	No	Employed	Suburban	College	1,673,503,200
11	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	e9e34f5c-0f9a-4def-88ff-ee8afcf3b7d8	no_churn	0.147692	0	no_churn	0.042504	-0.004822	-0.012015	-0.009245	-0.11045	0.061873	-0.008189	-0.001919	Female	62	No	No	Employed	Suburban	High School or Below	1,673,503,200
47	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	66c0fc47-dcc8-488f-b427-bc50e587e734	no_churn	0.018514	0	no_churn	-0.052452	-0.003021	0.006505	-0.030375	-0.051424	-0.198931	0.032672	0.028	Male	69	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
72	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	4f99b0d6-a1bd-41ed-b440-33b9cc1a9f52	no_churn	0.001981	0	no_churn	-0.134819	-0.017149	0.00083	-0.03344	-0.031508	0.03947	-0.014805	-0.035938	Male	70	No	No	Retired	Suburban	College	1,673,503,200
43	No	No phone service	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	af5e6b1d-f3b6-439d-a602-c58acf04565d	no_churn	0.305899	1	churn	0.018857	0.059149	0.028928	0.001066	0.042842	0.113254	0.036671	0.070207	Male	39	Yes	Yes	Employed	Suburban	College	1,673,503,200
62	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	ec92e7b0-35fc-47d1-aaf3-a79c4bd09ff8	no_churn	0.181505	0	no_churn	-0.182736	-0.007545	0.049251	0.052091	0.058325	0.031413	0.044232	0.035942	Female	33	No	No	Employed	Rural	College	1,673,503,200

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