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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
2	Yes	No	Low Speed	Expired	One year	<80hrs	Disabled	f5c4746a-7f25-4815-b509-14e1bc1cdfeb	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	1,670,824,800
6	No	No phone service	High Speed	Expired	Two year	100hrs+	Active	8f7f0588-d4fc-4a1b-b114-8565bb1db560	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	1,670,824,800
62	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	7eb7b18d-7351-4b7e-9ff6-9208c70f4b45	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	1,670,824,800
28	Yes	No	Fiber optic	Expired	Month-to-month	<50hrs	Active	3b8d2e8d-9993-4c38-8c85-01dafbd31b8b	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	1,670,824,800
2	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	f0a6cc10-8264-43b9-bc94-05c1495e24fe	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	1,670,824,800
6	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	4a5eab17-eba4-4608-9de2-b455cd4fb9c6	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	1,670,824,800
39	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	1b53f567-128c-4659-889a-6dca8c4c5cc5	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	1,670,824,800
15	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	d952f52c-1b5e-4046-9dc6-e09d85b5596c	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	1,670,824,800
68	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	5c8cac3d-eba3-4569-bbb7-b4e080533e95	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	1,670,824,800
50	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	16395d7a-12ae-4dac-b7a3-673dae37d75e	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	1,670,824,800
8	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	5306851e-6b7f-4306-9c6e-2f07bee10c7f	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	1,670,824,800
23	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	999393d9-b0d7-4da8-a701-981a6e38259a	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	1,670,824,800
46	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	2a4cb7fd-5699-4360-9442-c1c5a1472de7	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	1,670,824,800
17	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	236284bd-c842-41e1-89aa-d9b0177a51ac	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	1,670,824,800
12	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	cc1e39fa-b97e-4bf1-8f10-ce42027427e2	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	1,670,824,800
18	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	6b2bdbbe-9a7f-40e3-a7f8-05ee3b180ebb	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	1,670,824,800
64	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	1adff0ba-d1e2-42af-b242-42b5eececf1c	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	1,670,824,800
59	Yes	Yes	Low Speed	Web_Chat_Support	One year	100hrs+	Active	3df6a38c-057a-4a99-b6ff-2e47ecfeb3b9	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	1,670,824,800
10	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	41a508d4-602b-478f-9d29-5239b7b251f1	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	1,670,824,800
67	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	fa7786db-a486-40e4-859f-d08b696ae92c	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	1,670,824,800
8	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	e790d7bd-6e26-4129-8958-9d0cd6c77f02	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	1,670,824,800
15	Yes	No	High Speed	Web_Chat_Support	One year	<80hrs	Disabled	fe7c61c2-926a-42a0-851f-ea9d07accfe3	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	1,670,824,800
16	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	0875451f-cc8b-484e-82af-dc5aa3b396a3	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	1,670,824,800
46	Yes	No	Fiber optic	In_Store_Support	One year	100hrs+	Active	ee24bc25-d9c8-487a-8124-2be3b423c03b	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	1,670,824,800
17	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	3f8dd6fd-4637-4dd5-85d3-1109d3ea20ef	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	1,670,824,800
63	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	4433c6f3-6454-4b5b-a934-a4223418717c	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	1,670,824,800
15	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	7325afc3-0e89-4adb-95a1-41eacfbb9aab	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	1,670,824,800
46	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	577ce4f2-4baf-4011-8ff5-111095c351d8	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	1,670,824,800
16	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	e7cdc5f2-1d9a-4ca5-8176-659ad6d4e1da	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	1,670,824,800
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e9a1aa77-4f79-43b0-ac45-02b62d62dc9d	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	1,670,824,800
2	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	3d973da7-9573-47c1-9b1e-661ab8ad65cb	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	1,670,824,800
65	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	0f645a4c-116d-4d45-a00f-67e3c4f9b596	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	1,670,824,800
68	No	No phone service	High Speed	Expired	Two year	<80hrs	Disabled	91fe5bfd-15ba-497b-ab5f-7f41cda079b8	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	1,670,824,800
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	6ace7392-5500-45de-81c0-ef9364333205	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	1,670,824,800
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	bdcffad5-dc2b-4580-83eb-cddf6c6a3a0c	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	1,670,824,800
13	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	c8d42103-59d4-4600-aeb3-86742465ac76	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	1,670,824,800
56	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	74588b9d-eec3-482b-b465-77f17db9bb18	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	1,670,824,800
71	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	2f3b50af-9ad7-4a10-b798-c60abb6348e0	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	1,670,824,800
62	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	e7fa9c60-df20-4472-b76e-671aebc64caa	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	1,670,824,800
8	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	c5cd089d-9ac8-4873-842e-74f111eec794	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	1,670,824,800
71	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Disabled	ee441be8-b4df-4f93-ba7b-5581c89c96c4	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	1,670,824,800
18	Yes	No	Low Speed	Expired	Two year	100hrs+	Disabled	4867a2a1-0247-46ba-9eab-b3ce06d4abdd	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	1,670,824,800
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	cd42b590-645f-4ae8-907c-1696170be131	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	1,670,824,800
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	229ff107-b74b-4231-82ab-37bbfadd2d2a	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	1,670,824,800
46	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	a43b68ea-ffcd-4089-8c66-fd6d8a64fbed	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	1,670,824,800
52	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Disabled	64610c74-ee81-40a8-8ac5-23b4cf323bdc	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	1,670,824,800
31	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	9100b58f-46e6-4171-a641-c0353db09b6f	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	1,670,824,800
33	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	9d1f03cf-a4b5-4a03-ab7b-48318eb5215f	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	1,670,824,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	ec6268b5-97db-4092-9e46-a0fa54f33066	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	1,670,824,800
72	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	11ce9e20-c5b5-47d6-bfa1-d74df5f67220	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	1,670,824,800
67	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	fbe9b1e2-9676-457e-af79-2185dbaa32ee	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	1,670,824,800
72	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	f3de521c-8ce4-4ccf-a871-eab7deeee5c6	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	1,670,824,800
11	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	2c748c98-2267-48fb-91b7-ab7001b7b8d5	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	1,670,824,800
47	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	01d3cf9a-04bf-43c1-8e92-3e2aab9ab725	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	1,670,824,800
72	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	28e07881-4f65-4b42-a7b8-c20b96090685	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	1,670,824,800
43	No	No phone service	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	1933f124-e734-445b-b824-8e6675d6a656	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	1,670,824,800
62	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	a00a0d8a-ebf7-41af-8ecb-81dbc6cdae72	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	1,670,824,800
18	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	668ca4ff-370e-4fac-8d4c-ea20f892fc15	no_churn	0.178131	0	no_churn	-0.091906	-0.017061	-0.051293	-0.046374	-0.032556	0.03005	-0.028141	-0.025078	Female	63	Yes	No	Employed	Rural	High School or Below	1,670,824,800
4	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	10bcd7c0-9bf1-456a-a441-0a2e76c44e5a	no_churn	0.675014	1	churn	-0.007375	-0.097956	-0.065679	-0.035395	-0.038905	0.082658	-0.040002	0.016295	Female	65	No	Yes	Employed	Urban	Master	1,670,824,800
61	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	32987247-ab48-4ada-ac69-2fab07ddc99d	no_churn	0.338925	0	no_churn	-0.106951	-0.001781	0.067973	0.10589	-0.057848	0.094573	0.08211	0.067009	Female	45	No	No	Unemployed	Rural	College	1,670,824,800
40	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	6cba7cc8-b310-4484-87fc-6f656bb459da	no_churn	0.304495	1	churn	-0.137644	-0.008632	-0.051542	0.017773	-0.016041	0.059302	0.014238	-0.011343	Female	64	No	No	Medical Leave	Suburban	High School or Below	1,670,824,800
11	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	2611520c-5c71-4ed1-9658-411771454bd2	no_churn	0.147692	0	no_churn	0.042504	-0.004822	-0.012015	-0.009245	-0.11045	0.061873	-0.008189	-0.001919	Male	39	Yes	Yes	Employed	Suburban	Bachelor	1,670,824,800
4	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	31652ae1-4fba-4752-acac-a9d5867c868f	no_churn	0.168585	0	no_churn	0.112921	-0.008028	-0.059569	-0.087406	-0.028945	0.064951	-0.03045	-0.017897	Male	74	No	No	Unemployed	Suburban	High School or Below	1,670,824,800
7	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	9783bdb4-254f-493d-8c2e-25467bfebb91	no_churn	0.012767	0	no_churn	-0.128692	-0.004172	-0.009644	-0.113928	-0.002587	0.065635	-0.04073	-0.034907	Female	69	No	No	Employed	Suburban	Bachelor	1,670,824,800
54	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	3dfd3324-342f-4294-aa26-08e43dae298a	no_churn	0.017655	0	no_churn	-0.110411	-0.014638	0.03273	-0.033476	-0.068129	0.028005	0.031615	-0.02639	Female	42	No	No	Employed	Suburban	Master	1,670,824,800
17	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	27f30fbc-2e08-4eb4-96c7-387359b596b0	churn	0.575438	1	churn	0.063912	-0.005336	-0.011302	0.097985	0.001301	0.09018	-0.025298	0.010894	Female	28	No	Yes	Employed	Urban	Master	1,670,824,800
3	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	154cca60-ad35-48ca-9e43-5b958a615527	no_churn	0.681748	1	churn	0.180909	-0.005352	0.057325	0.155152	-0.027226	0.114085	-0.008227	0.006725	Female	69	Yes	No	Employed	Rural	College	1,670,824,800
9	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	97d36a6f-44ee-41f1-8e74-753e78376a1f	no_churn	0.728551	0	no_churn	0.093142	-0.004252	0.009317	0.134766	0.067383	0.102633	-0.027571	0.016668	Female	49	No	No	Employed	Rural	Bachelor	1,670,824,800
33	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	40eceb87-8146-4982-8ef2-5c524eb0a930	churn	0.034736	0	no_churn	-0.193754	0.048887	0.007054	-0.030564	-0.02593	0.062121	0.010049	-0.016889	Female	71	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
25	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	7654f96b-d158-4aab-b85e-a2767cd1e596	no_churn	0.39287	1	churn	-0.11776	-0.007853	-0.096732	0.096754	-0.022895	0.048455	-0.002454	-0.003994	Female	73	No	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
10	Yes	No	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	05dc323f-2c60-49f9-9dcb-ae4e00c25293	no_churn	0.636937	0	no_churn	0.16883	-0.004156	-0.022819	0.168521	0.05577	0.135745	0.08004	-0.04026	Female	45	Yes	No	Employed	Urban	Bachelor	1,670,824,800
29	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	34e6c83c-4d55-49b6-a724-9ed36c2cef89	no_churn	0.179062	0	no_churn	-0.114062	0.064241	0.029634	-0.042016	-0.089334	0.070891	0.028619	-0.028998	Male	60	Yes	No	Employed	Suburban	Master	1,670,824,800
59	Yes	Yes	High Speed	Expired	Two year	0hrs	Disabled	6f739686-0a29-4c67-b9f9-16ed3acc7248	no_churn	0.046512	0	no_churn	-0.062255	-0.00533	0.003623	-0.073888	-0.000217	-0.102973	-0.013948	-0.014039	Female	77	No	No	Retired	Suburban	College	1,670,824,800
29	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	cdb44b18-8529-4b28-ae50-38473e0e3658	no_churn	0.01663	0	no_churn	-0.093649	-0.010026	-0.014566	-0.090434	0.036804	0.051516	0.04724	-0.035911	Female	54	No	Yes	Retired	Suburban	High School or Below	1,670,824,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	9d2267c3-2d6e-4748-86bb-604f551285dd	no_churn	0.576685	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	67	No	No	Employed	Urban	Bachelor	1,670,824,800
69	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	690fb97a-32ca-4f52-8dc9-8e9e3572973f	no_churn	0.293868	0	no_churn	-0.008626	0.002639	0.114158	0.077997	0.011421	0.069859	0.135904	0.127622	Female	50	Yes	No	Employed	Suburban	High School or Below	1,670,824,800
62	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	26aae72d-87b5-4e8e-acc7-a3339370ed49	no_churn	0.181505	0	no_churn	-0.299396	-0.00377	0.018267	-0.078698	0.001564	0.034031	0.02665	0.032326	Female	44	No	No	Employed	Urban	College	1,670,824,800
60	Yes	No	High Speed	Web_Chat_Support	Two year	<80hrs	Disabled	5585de81-64b8-4f89-a40b-6d8ce04fa508	no_churn	0.005597	0	no_churn	-0.066844	-0.003035	-0.005747	-0.017637	0.027484	-0.146471	0.029283	-0.026058	Male	79	Yes	No	Unemployed	Suburban	College	1,670,824,800
13	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	bc2a55d6-ab14-4a68-8b1b-0934b464d07d	no_churn	0.030233	0	no_churn	0.004239	-0.005254	-0.020034	-0.07941	0.015241	-0.058515	0.034685	-0.029978	Female	66	Yes	Yes	Employed	Suburban	College	1,670,824,800
35	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	0f130ed3-f738-4ca1-b94f-93666cc14bf9	no_churn	0.409468	0	no_churn	-0.015412	-0.002907	0.038236	0.193578	0.085806	0.085094	-0.000298	0.016878	Male	21	Yes	Yes	Employed	Urban	High School or Below	1,670,824,800
6	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	72135052-8d16-4201-9d2e-20b73d1afd9b	no_churn	0.386986	0	no_churn	0.008519	-0.006727	-0.015222	-0.138501	-0.019822	0.067072	0.034453	-0.042797	Male	43	Yes	No	Employed	Suburban	Bachelor	1,670,824,800
23	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	0881df73-961c-40a7-bcdb-af74768e8a1e	no_churn	0.4245	0	no_churn	-0.149612	0.046466	0.000338	-0.03481	-0.085519	0.066166	-0.003605	0.03155	Male	45	No	Yes	Unemployed	Urban	College	1,670,824,800
4	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	2b7b1266-ac4b-4309-b4f7-8428963ad267	no_churn	0.675014	1	churn	0.111892	0.08951	0.041063	-0.032206	-0.02205	0.126278	0.106245	0.050909	Female	30	Yes	Yes	Employed	Urban	Bachelor	1,670,824,800
42	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	138f8b7b-38db-466c-aa2a-9f64afd570d9	churn	0.365668	1	churn	-0.046918	-0.002667	-0.038871	0.133307	-0.021948	0.034634	0.060784	-0.037346	Female	52	No	No	Employed	Suburban	Bachelor	1,670,824,800
23	No	No phone service	High Speed	Phone_Support	Month-to-month	<80hrs	Active	9d2df7b4-8b10-424a-a7d4-408b61dc569c	no_churn	0.4245	0	no_churn	-0.160181	0.065473	0.021148	-0.027178	0.003196	0.055019	-0.051401	-0.015101	Male	77	No	No	Retired	Suburban	Bachelor	1,670,824,800
68	No	No phone service	High Speed	Expired	Two year	100hrs+	Disabled	95eb5092-ffdc-4b6e-9cc1-d94d6219d0c1	no_churn	0.010468	0	no_churn	-0.061542	0.021568	-0.00195	-0.022917	0.005106	-0.210838	0.016372	-0.014825	Male	51	No	No	Employed	Suburban	High School or Below	1,670,824,800
59	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Active	64e73974-0690-4377-8ea0-4bf03f18be50	no_churn	0.218294	1	churn	-0.104567	-0.010223	0.041331	-0.045329	-0.094116	0.062306	-0.008016	0.059588	Male	36	Yes	Yes	Employed	Suburban	Bachelor	1,670,824,800
29	No	No phone service	Low Speed	Expired	Month-to-month	0hrs	Disabled	e58df155-c5da-4386-805b-7a86e06365b7	no_churn	0.179062	0	no_churn	-0.106101	0.056623	0.01701	-0.113992	-0.097294	0.061075	-0.026153	-0.034694	Male	67	No	No	Disabled	Suburban	College	1,670,824,800
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	10870a90-6223-434b-a60b-fecc0485ea6d	no_churn	0.186111	0	no_churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Female	79	No	Yes	Unemployed	Suburban	College	1,670,824,800
13	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	dfa70abe-1251-48d5-8635-fc92ce5229c7	no_churn	0.706847	1	churn	-0.027973	-0.016671	0.009377	-0.083961	-0.150686	0.036927	-0.064682	0.038642	Male	27	No	Yes	Unemployed	Suburban	Bachelor	1,670,824,800
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	0a9c2f92-965d-4d45-afe7-04175868d842	no_churn	0.70797	1	churn	0.143447	-0.002267	0.131871	0.080633	0.122465	0.119629	0.060961	0.069235	Male	57	No	Yes	Employed	Urban	High School or Below	1,670,824,800
7	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	e5900e99-35e6-41dd-bf7c-7beb81cafae5	churn	0.510842	1	churn	0.111286	-0.001958	0.001246	0.197049	0.110092	0.086124	-0.017325	0.011698	Female	51	No	No	Employed	Suburban	High School or Below	1,670,824,800
72	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	42990a85-c9a0-4b85-aca5-a33601d9e4ff	churn	0.01701	0	no_churn	-0.158728	-0.005773	-0.004727	-0.045026	-0.034203	0.042829	-0.030303	0.036905	Male	34	No	No	Employed	Urban	High School or Below	1,670,824,800
15	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	46af5956-e699-423c-996a-5f9e0fe3b132	no_churn	0.034975	0	no_churn	0.013447	-0.017565	-0.058412	-0.110904	-0.070908	0.04946	-0.007292	-0.016852	Female	30	Yes	No	Unemployed	Suburban	High School or Below	1,670,824,800
42	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	c3942cc9-49a6-42b3-826c-47717ab818c2	no_churn	0.027958	0	no_churn	-0.095774	-0.006217	0.046367	-0.080376	-0.003959	0.060496	-0.014264	0.040701	Male	68	No	No	Employed	Suburban	High School or Below	1,670,824,800
14	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	9c80b530-32ed-40c8-bf97-b5e0388c6495	no_churn	0.646028	1	churn	0.066585	-0.002361	0.087075	0.045199	0.146169	0.129762	0.059281	0.111264	Female	30	No	Yes	Unemployed	Suburban	Master	1,670,824,800
16	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	f0a623e8-8ed1-41b7-8bae-d90db6959ae8	no_churn	0.015351	0	no_churn	0.026628	-0.003356	-0.018231	-0.046868	-0.012745	-0.204365	0.006433	-0.011522	Male	30	Yes	Yes	Employed	Urban	College	1,670,824,800
68	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	f783c746-300b-45c7-9e20-3f124e1f29b6	no_churn	0.012177	0	no_churn	-0.092496	-0.00734	-0.037945	-0.044193	-0.086388	0.035803	-0.013882	0.037414	Female	71	Yes	Yes	Unemployed	Suburban	College	1,670,824,800
9	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	62de1317-5c55-475c-9cb4-fa815018e485	churn	0.603586	1	churn	0.144358	-0.004246	-0.028303	0.107542	0.114969	0.094943	-0.043972	0.031682	Female	40	No	Yes	Employed	Suburban	College	1,670,824,800
28	Yes	No	Fiber optic	Expired	One year	100hrs+	Disabled	902c62de-66fd-43ce-9ac2-6c11cf03a6e0	no_churn	0.113775	0	no_churn	-0.097689	-0.002069	-0.035063	0.056281	0.038072	-0.040867	0.056039	-0.047064	Female	66	No	Yes	Disabled	Suburban	Master	1,670,824,800

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