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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
9	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	abf62843-80b1-4bff-8943-7e7a5571dcc2	no_churn	0.011006	0	no_churn	-0.00578	-0.004374	-0.013566	-0.032902	-0.034107	-0.144077	-0.0161	-0.018119	Male	62	Yes	No	Unemployed	Urban	College	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	27c46dd1-6ba2-4aab-ba78-1a05b309acb2	no_churn	0.630346	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	46	No	No	Disabled	Suburban	Bachelor	1,671,256,800
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d00d80f2-2f18-4447-bbca-9db0f4f887d5	churn	0.461061	1	churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Male	80	Yes	Yes	Unemployed	Suburban	College	1,671,256,800
16	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	3688f50b-ebc2-45bc-b39d-0618a1bf2612	no_churn	0.034091	0	no_churn	0.009115	-0.004192	-0.030909	-0.016301	-0.031971	-0.143702	-0.022294	-0.028773	Female	53	Yes	Yes	Unemployed	Rural	Bachelor	1,671,256,800
33	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	beff93d0-3d21-4434-b547-c2e3b2ee4197	no_churn	0.052153	0	no_churn	-0.046111	-0.004811	-0.00368	-0.103317	0.041315	0.043948	-0.053808	-0.057562	Female	77	Yes	No	Unemployed	Rural	Bachelor	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ceefecd0-525c-4f91-af8d-3be4b8109209	churn	0.629044	1	churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	64	No	No	Employed	Suburban	College	1,671,256,800
39	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	d927649d-880d-41fc-94e4-37ff2bed62dc	no_churn	0.015923	0	no_churn	-0.025044	-0.007613	-0.002511	-0.09399	-0.005442	-0.079409	-0.021146	-0.033871	Female	78	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	174901b3-d461-43e2-b009-ad3ab1ce7d30	no_churn	0.617187	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	66	Yes	No	Retired	Suburban	College	1,671,256,800
72	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	aafa87a0-8534-425f-86fc-2ba5068689bd	no_churn	0.002327	0	no_churn	-0.077724	-0.00368	-0.015199	-0.014857	0.00305	-0.120785	-0.016394	-0.023437	Female	27	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
72	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	141870cb-33be-432e-a373-4bd1d2baa10c	no_churn	0.001778	0	no_churn	-0.078641	-0.003957	-0.010697	-0.020207	0.000268	-0.112405	-0.019716	-0.023672	Male	56	No	No	Unemployed	Urban	College	1,671,256,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	451817f7-0d06-4c7a-a5a2-689caf9ef5ba	no_churn	0.570112	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	61	No	Yes	Unemployed	Rural	Bachelor	1,671,256,800
70	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	f5b909dd-7bb3-4d5b-b6d1-a4dd3d2fee95	no_churn	0.004603	0	no_churn	-0.011337	-0.002076	0.015754	-0.05245	0.007794	-0.078447	-0.00938	-0.010528	Male	22	No	Yes	Employed	Suburban	Master	1,671,256,800
46	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	dc34b744-a8bc-4f3d-a335-adda6b327e6f	no_churn	0.007156	0	no_churn	-0.005213	-0.00047	0.013358	-0.006298	0.018406	-0.042394	-0.008124	-0.004261	Female	41	No	No	Employed	Rural	Bachelor	1,671,256,800
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	a04466f3-e4a0-4cb9-8b8a-25f7ff0bb0a8	churn	0.543671	1	churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Male	79	Yes	No	Employed	Urban	College	1,671,256,800
59	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	3e62c819-01a9-4144-926a-90057df2752d	no_churn	0.010777	0	no_churn	-0.023914	-0.002761	-0.001771	-0.011314	-0.011865	-0.154657	-0.013081	-0.009664	Male	33	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	5998133a-aad3-4fb7-b9d4-6fa72a840fd8	no_churn	0.516664	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	35	No	No	Employed	Urban	Doctor	1,671,256,800
42	No	No phone service	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	c1a5ab91-72c9-4129-8c3e-df157a982205	no_churn	0.206325	0	no_churn	-0.038316	-0.054848	-0.015522	-0.100961	-0.042645	0.051095	-0.021938	-0.035892	Male	23	Yes	Yes	Disabled	Suburban	High School or Below	1,671,256,800
11	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	28eed160-12f2-4c9b-8702-900ce329d76e	no_churn	0.035958	0	no_churn	-0.009936	-0.009074	-0.014101	-0.041847	0.025963	-0.070904	-0.026985	-0.042142	Female	31	Yes	No	Unemployed	Suburban	Bachelor	1,671,256,800
67	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	4b68228e-23f0-4062-98ef-463324093e68	no_churn	0.011018	0	no_churn	-0.055061	-0.003676	-0.017272	-0.019762	-0.000203	-0.116597	-0.026769	-0.029686	Female	79	No	Yes	Medical Leave	Suburban	Bachelor	1,671,256,800
42	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c21eddd9-300f-4d58-b5d7-4eec505fb8f7	no_churn	0.181158	0	no_churn	-0.062862	0.073306	0.031262	-0.000976	-0.039773	0.072838	-0.010186	-0.012635	Male	52	No	No	Employed	Suburban	College	1,671,256,800
26	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	34858ee6-1b16-4885-861c-e0aeb002c1e7	no_churn	0.050358	0	no_churn	-0.062388	-0.004463	-0.02695	-0.025571	0.008913	-0.076535	-0.039477	-0.042555	Male	55	Yes	No	Employed	Suburban	High School or Below	1,671,256,800
56	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	2c2b2dd7-40af-41e2-bb9e-6791e7ae0beb	no_churn	0.024169	0	no_churn	0.004004	-0.003098	0.01324	0.006671	-0.002553	-0.222005	-0.034665	-0.030619	Male	63	No	No	Unemployed	Urban	College	1,671,256,800
12	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	ef1d05ea-e9aa-4f02-84b9-edeb6774f03b	no_churn	0.221626	0	no_churn	-0.056453	-0.007658	-0.028512	-0.10258	0.011337	0.048558	-0.063801	-0.069917	Male	53	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
60	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	53f1a2b1-82b8-40be-aad9-62e3f0fbc950	no_churn	0.006924	0	no_churn	-0.056129	-0.003968	-0.010231	-0.027065	-0.005244	-0.110848	-0.029385	-0.026157	Male	66	No	Yes	Employed	Suburban	Master	1,671,256,800
55	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	28144881-5b62-4625-97f3-7d030f6ad32b	no_churn	0.233101	0	no_churn	-0.153369	0.021292	0.00449	-0.070433	-0.031407	0.036317	-0.033487	-0.04243	Female	74	Yes	Yes	Employed	Suburban	Master	1,671,256,800
11	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	07c41ba1-38c7-4a8e-a481-3bc9115b07d6	churn	0.312643	1	churn	0.155522	0.005033	0.021146	0.029398	0.148619	0.140766	-0.032568	-0.015275	Male	20	No	No	Employed	Suburban	Bachelor	1,671,256,800
33	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	73babea6-3ce9-437b-aa55-ee89c94a838e	no_churn	0.019272	0	no_churn	-0.02759	-0.003849	-0.021756	-0.091092	0.014971	-0.062518	-0.036264	-0.040929	Male	70	No	Yes	Unemployed	Suburban	Doctor	1,671,256,800
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	c071497b-65bc-46f2-aa21-5f380dd5709e	no_churn	0.29278	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	54	No	Yes	Unemployed	Suburban	Master	1,671,256,800
25	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	99d8178d-60b6-4768-b00a-4a9cfd26fdf6	no_churn	0.063871	0	no_churn	-0.064143	-0.017124	-0.098994	-0.078449	0.022424	0.037473	-0.032967	-0.037246	Male	35	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
13	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	8430f4ba-d645-4687-8190-23c00dfe24ca	no_churn	0.014477	0	no_churn	-0.016162	-0.005595	-0.021038	-0.036738	0.008904	-0.120726	-0.036111	-0.041561	Female	42	No	No	Unemployed	Rural	Master	1,671,256,800
64	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	ed459737-8d89-4976-a7cf-6c05f906bd83	no_churn	0.029891	0	no_churn	-0.067262	-0.003981	0.009076	-0.009728	0.014678	-0.113981	-0.041169	-0.056658	Female	47	No	No	Retired	Suburban	High School or Below	1,671,256,800
48	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	8fb9ba03-0de5-4e01-a9c8-c3adb8b000bb	no_churn	0.009673	0	no_churn	-0.041577	-0.00511	-0.016853	-0.031066	0.01396	-0.116932	-0.022618	-0.04883	Male	58	No	No	Employed	Suburban	Master	1,671,256,800
61	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	f519e8dd-3d74-4bf2-86e0-8addcd3fa684	no_churn	0.005477	0	no_churn	-0.073609	-0.003527	0.003766	-0.019467	0.004953	-0.141726	-0.021021	-0.018395	Female	59	No	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	9a8d2984-bc60-4308-adca-047a260c4617	no_churn	0.191331	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	66	No	Yes	Employed	Suburban	College	1,671,256,800
60	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	5d87e972-d896-44bb-a23a-f188154be1ab	no_churn	0.01755	0	no_churn	-0.044229	-0.004669	-0.016507	-0.071238	0.008685	-0.074774	-0.034917	-0.031377	Male	54	Yes	No	Unemployed	Urban	College	1,671,256,800
22	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	5716c277-08ce-492d-a5d1-26e7589664dd	no_churn	0.040238	0	no_churn	-0.07628	-0.006154	-0.069765	-0.045519	-0.017699	0.03931	-0.046578	-0.04634	Male	41	No	No	Employed	Suburban	Bachelor	1,671,256,800
23	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	211c6867-a4ad-477c-b518-ff63f6d10d53	no_churn	0.016975	0	no_churn	-0.017979	-0.004794	0.036911	-0.008967	-0.042808	-0.142012	-0.031168	-0.058208	Female	57	No	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
17	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	91cae1cd-615d-4021-b67b-8690544d6875	no_churn	0.031457	0	no_churn	-0.000005	-0.00364	-0.021565	-0.044962	0.001041	-0.129864	-0.026305	-0.043727	Male	38	Yes	Yes	Disabled	Rural	High School or Below	1,671,256,800
25	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	dea15e5b-b8bb-4014-b850-26d77d3fc215	no_churn	0.010037	0	no_churn	0.029135	-0.004026	0.03181	-0.020796	-0.045306	-0.18695	-0.028492	-0.034401	Female	74	No	No	Employed	Suburban	High School or Below	1,671,256,800
72	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	7f7d6b7c-7a02-4dbb-96f5-d623ae5a7493	no_churn	0.002485	0	no_churn	-0.068223	-0.00301	-0.004667	-0.018331	0.002265	-0.127098	-0.022298	-0.027665	Male	69	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
48	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	7872dbb1-af67-4258-9b22-3ce47ae644be	no_churn	0.009543	0	no_churn	-0.034956	-0.004971	0.016748	-0.023561	0.017716	-0.195392	-0.016057	-0.028554	Male	27	No	Yes	Employed	Rural	Master	1,671,256,800
24	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	72231bdf-461e-41d9-b3a1-d9f368c7e12c	no_churn	0.017085	0	no_churn	-0.052036	-0.00537	-0.030194	-0.017659	0.012853	-0.102288	-0.033495	-0.040837	Female	58	No	Yes	Employed	Urban	Bachelor	1,671,256,800
27	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	5f60e46d-3616-4ca9-b792-9dda820d258d	no_churn	0.114061	0	no_churn	-0.109256	-0.007208	-0.035839	-0.069963	0.015852	0.036851	-0.05342	-0.046042	Female	72	No	No	Employed	Rural	Bachelor	1,671,256,800
43	No	No phone service	High Speed	Web_Chat_Support	One year	0hrs	Disabled	ca274458-adee-4007-8b04-886e7ee4903a	no_churn	0.062533	0	no_churn	-0.047605	0.056711	0.007123	-0.017348	0.037629	-0.066419	-0.009123	-0.019992	Male	45	Yes	Yes	Employed	Suburban	High School or Below	1,671,256,800
32	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	2b7a683a-94c5-4d93-82e9-934c41ff7ad8	no_churn	0.213284	0	no_churn	-0.043925	-0.01548	-0.010146	-0.02433	-0.016583	0.060272	-0.029644	-0.04619	Male	53	No	No	Employed	Suburban	Bachelor	1,671,256,800
58	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	d55d92af-f53e-4140-99ea-4e50f26c5bfb	no_churn	0.147596	0	no_churn	0.036734	-0.001066	0.068703	0.038213	0.103463	-0.132877	0.133355	0.090004	Male	51	Yes	Yes	Medical Leave	Suburban	Bachelor	1,671,256,800
49	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	609ecaf1-35b3-4158-ab15-643f9d9ca19d	no_churn	0.530906	0	no_churn	-0.076812	-0.001174	0.055951	0.02363	0.040605	0.114176	0.017626	0.026469	Male	38	Yes	Yes	Employed	Suburban	Bachelor	1,671,256,800
63	Yes	Yes	Low Speed	Web_Chat_Support	One year	<80hrs	Active	2c892839-260d-42d3-87b8-cbf745c573e4	no_churn	0.202008	0	no_churn	-0.027047	-0.003259	-0.00961	-0.036926	0.075448	-0.032326	-0.020976	0.079671	Male	59	No	Yes	Employed	Suburban	College	1,671,256,800
11	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	2f486a9f-0cad-448d-b709-36af0d27b48c	churn	0.601029	1	churn	0.097297	-0.001456	-0.01367	0.044236	0.159999	0.112133	0.127233	0.126035	Female	40	No	No	Disabled	Suburban	College	1,671,256,800
67	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	c8d81e45-9ef1-4d84-986f-93429f7728e0	no_churn	0.262232	0	no_churn	-0.058993	0.000227	0.088552	0.042046	0.112369	0.007301	0.123105	0.094367	Female	45	No	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
33	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	7d9c45d1-eb55-40a2-8911-394ddfdc445f	churn	0.60142	1	churn	-0.079903	-0.000866	0.092316	-0.028786	0.061511	0.069946	0.055	0.078887	Male	29	No	No	Unemployed	Suburban	High School or Below	1,671,256,800
27	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	a83a2b1c-4e9a-4fee-ae69-fcb6acacab91	no_churn	0.294139	0	no_churn	0.064172	-0.001857	0.032896	0.021129	0.171723	0.128986	0.116614	0.133977	Female	43	Yes	Yes	Unemployed	Suburban	College	1,671,256,800
33	Yes	No	High Speed	Web_Chat_Support	One year	<50hrs	Active	c99b30fa-0d24-4d4c-b1cf-4aa3079bd880	no_churn	0.253423	1	churn	0.072359	0.002071	0.022409	0.019973	0.036858	0.024315	0.133887	0.099102	Female	32	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
64	Yes	Yes	Medium Speed	Web_Chat_Support	One year	100hrs+	Active	448473ce-e6fa-44c6-a7d7-7c347798068f	churn	0.239139	1	churn	-0.001606	0.000255	0.028588	0.017792	0.099267	-0.010461	0.097746	0.092727	Female	45	Yes	Yes	Employed	Suburban	College	1,671,256,800
61	Yes	Yes	Medium Speed	Web_Chat_Support	One year	100hrs+	Active	264dec0d-1fc0-4bc4-8689-905b8ea9c70f	churn	0.22986	1	churn	-0.063996	-0.001103	-0.030837	-0.018578	0.064152	-0.044778	0.037634	0.068479	Male	42	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
21	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	7d388b87-5769-4880-b1a9-9638745533c6	churn	0.642417	1	churn	-0.062069	-0.005577	0.058042	-0.033419	0.080238	0.064273	-0.016639	0.095292	Male	21	No	Yes	Retired	Suburban	High School or Below	1,671,256,800
49	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	f7de2824-1e91-4af6-8d3d-b8d3e848db42	churn	0.600363	1	churn	-0.076812	-0.001174	0.055951	0.02363	0.040605	0.114176	0.017626	0.026469	Female	33	No	Yes	Unemployed	Suburban	College	1,671,256,800
33	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	bc2c2bd8-ad61-443a-8f61-9e1c6a46200f	churn	0.326643	1	churn	-0.024214	-0.003502	0.060542	0.019004	0.146503	0.05782	0.090214	0.086844	Male	65	Yes	No	Unemployed	Suburban	High School or Below	1,671,256,800
48	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	0a2bf52c-6cce-4f18-ba71-fa2db9140730	churn	0.260049	1	churn	-0.089886	-0.005023	0.022287	-0.025156	0.033128	-0.1407	-0.067273	0.057597	Female	63	No	No	Employed	Suburban	College	1,671,256,800
10	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	fa492d63-8a7c-44e2-80d1-0e9d66211c6a	churn	0.591154	1	churn	0.140152	-0.00675	-0.035688	-0.035757	0.161052	0.1281	0.148779	0.123503	Female	27	Yes	No	Disabled	Suburban	Bachelor	1,671,256,800
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	100hrs+	Active	b0bef315-ddf1-4ec6-a72e-6b4a2fa35938	no_churn	0.02342	0	no_churn	-0.131928	-0.002706	-0.003185	-0.009854	0.030912	-0.232194	0.03476	0.045168	Female	23	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
60	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	3f9cc771-0502-47a4-bcd3-66847ec25652	no_churn	0.160019	0	no_churn	-0.178071	-0.002159	0.014029	-0.013225	-0.023169	-0.073861	0.033633	0.031678	Male	37	Yes	No	Employed	Urban	Bachelor	1,671,256,800
66	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	fccb97b8-341c-45d0-a51c-6a2f1f3d2b0d	no_churn	0.2749	0	no_churn	-0.089465	-0.001677	0.017232	-0.050881	-0.04129	-0.105865	0.034704	0.038216	Female	60	No	Yes	Employed	Urban	Doctor	1,671,256,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	07cdf787-6f25-4d16-80f1-ddfef6a92881	churn	0.891088	1	churn	0.315653	-0.003485	0.023281	0.057351	0.060702	0.161476	0.049507	0.04649	Female	71	No	No	Employed	Urban	High School or Below	1,671,256,800
46	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	0ddec8b6-4174-474f-8b55-bfc8fec29bf1	no_churn	0.216349	0	no_churn	-0.170193	-0.002789	0.029671	-0.0324	-0.002013	-0.06181	0.041458	0.05417	Male	25	Yes	Yes	Unemployed	Urban	Bachelor	1,671,256,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	05dc87a1-fda9-48d7-adda-1a6a5b8db1a0	churn	0.901575	1	churn	0.315653	-0.003485	0.023281	0.057351	0.060702	0.161476	0.049507	0.04649	Male	28	No	No	Employed	Urban	College	1,671,256,800
58	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	7b38d7d5-0e2f-4cce-8ec1-bfe17cb3908f	no_churn	0.219095	0	no_churn	-0.090119	-0.002272	-0.011002	-0.065183	-0.036527	-0.130368	0.05324	0.060484	Female	59	Yes	Yes	Employed	Suburban	College	1,671,256,800
63	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	1807a02d-7825-4271-8194-03e2cb04930d	churn	0.111564	0	no_churn	-0.19634	-0.002292	0.029208	-0.074959	0.016026	-0.075647	0.006127	0.032185	Male	78	No	No	Employed	Suburban	Master	1,671,256,800
20	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	a1bd8d32-87a2-4ddd-bf7e-440634c2063a	churn	0.598985	1	churn	0.105754	-0.003065	0.062977	0.047841	0.05695	0.140061	0.138807	0.066292	Female	44	No	Yes	Disabled	Suburban	College	1,671,256,800
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	a1b4cf1c-1597-401b-b9b2-805afbe983c2	no_churn	0.540877	0	no_churn	-0.078532	-0.004572	-0.034881	-0.084526	-0.019656	0.081436	-0.08475	0.023122	Male	47	Yes	Yes	Employed	Suburban	Bachelor	1,671,256,800
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	70735150-4665-43ea-afbd-5b4b08565876	churn	0.701688	1	churn	0.244159	-0.003649	0.062551	0.113793	0.064776	0.153708	0.049851	0.045785	Female	29	Yes	Yes	Employed	Suburban	Master	1,671,256,800
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	db9345cc-9dcf-46e5-884d-300c11f272ef	churn	0.692695	1	churn	0.006605	-0.003307	0.146481	0.119195	0.075384	0.144175	0.113117	0.057887	Male	54	Yes	Yes	Unemployed	Rural	Bachelor	1,671,256,800
15	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	0f49c393-0d83-4de2-be92-0369095d2d54	no_churn	0.566323	0	no_churn	0.027006	-0.003555	-0.097221	0.007128	-0.006347	0.083935	-0.072077	0.022106	Female	29	No	No	Employed	Suburban	College	1,671,256,800
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	aff4eaac-0e80-432a-aa76-16e7e81e38c1	churn	0.826933	1	churn	0.158927	-0.002756	0.040862	0.120457	0.098183	0.150659	0.107302	0.05734	Male	38	No	No	Employed	Suburban	Bachelor	1,671,256,800
41	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	0cdd6c05-e17c-4334-ac4c-6974471abaf6	no_churn	0.270728	0	no_churn	-0.034498	-0.004062	-0.05226	0.100871	0.01654	0.103029	0.062609	-0.021255	Female	46	No	Yes	Employed	Suburban	College	1,671,256,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	cc6c3487-a4ff-4713-adfd-69b940702cca	churn	0.558732	1	churn	0.1786	-0.00332	-0.008852	0.141426	0.05126	0.138744	0.176979	0.056137	Male	49	No	Yes	Unemployed	Suburban	College	1,671,256,800
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	f2b5f5db-3d84-409f-a332-183670011e16	no_churn	0.642361	0	no_churn	0.213749	-0.003526	-0.032711	0.141969	0.066223	0.141772	0.150105	0.053393	Male	69	No	No	Employed	Suburban	College	1,671,256,800
65	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	ee3f6964-928f-4e60-8fc8-c1073dce7b86	no_churn	0.241075	0	no_churn	-0.248281	-0.002444	-0.017285	-0.060226	0.015769	0.008519	0.026811	0.01411	Male	26	No	Yes	Unemployed	Rural	High School or Below	1,671,256,800
36	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	0de762c7-d1da-4343-9f62-2f128c2e36e8	no_churn	0.393831	0	no_churn	-0.141527	-0.005325	-0.093692	0.0154	0.001316	0.002758	-0.006766	-0.003941	Female	45	Yes	Yes	Employed	Urban	Master	1,671,256,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	c7f07e5b-3fb7-4b1e-ab2a-7cbf723d2e1e	churn	0.891816	1	churn	0.28411	-0.004907	0.070539	0.064627	0.080494	0.157836	0.036574	0.041702	Male	76	No	Yes	Unemployed	Rural	Bachelor	1,671,256,800
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	9a25417f-51e1-4f49-a0ee-97746dab5ef8	churn	0.851162	1	churn	0.218786	-0.005116	0.129818	0.048423	0.055929	0.146592	0.064267	0.062275	Female	37	No	No	Employed	Suburban	College	1,671,256,800
15	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	6be1d96f-5212-4f71-8481-912786b3a1f2	no_churn	0.775634	0	no_churn	0.001017	-0.004669	-0.06062	-0.0254	0.011105	0.064591	-0.039422	0.018502	Female	52	No	No	Medical Leave	Urban	High School or Below	1,671,256,800
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	2c2128be-cb1f-486e-9196-8b53ba5f5035	churn	0.726694	1	churn	0.219952	-0.000674	-0.015623	0.114802	0.097826	0.141496	0.077494	0.085701	Male	75	Yes	No	Retired	Suburban	Master	1,671,256,800
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	1a3d5d2b-1fc6-47e4-bca9-12799d6fae0d	no_churn	0.566714	0	no_churn	-0.003612	-0.005464	-0.101966	-0.048662	0.048981	0.093134	0.053998	0.023898	Female	34	Yes	No	Employed	Suburban	College	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	75d00eeb-f5ca-4622-a9f2-5eedb37496f0	churn	0.885627	1	churn	0.220842	-0.005909	-0.061361	0.083931	0.036071	0.142791	0.000402	0.013149	Female	56	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	100hrs+	Active	28533f56-7d23-4f62-a3c5-d32e333dbcff	no_churn	0.043197	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Female	27	No	Yes	Employed	Suburban	College	1,671,256,800
58	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	af0044a1-1cd3-43f0-826c-0ba5d8c9f6f0	no_churn	0.255719	0	no_churn	-0.183452	-0.005231	-0.038284	-0.077844	0.010867	0.03444	-0.000255	0.031567	Female	34	Yes	Yes	Employed	Urban	Master	1,671,256,800
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	e9b5581e-aed6-42a4-b485-e197fbfe653c	no_churn	0.699115	1	churn	0.219952	-0.000674	-0.015623	0.114802	0.097826	0.141496	0.077494	0.085701	Female	31	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	7043f1f5-2e4b-40ce-9c98-d19e236bd627	churn	0.681248	1	churn	0.178349	-0.002785	0.026468	0.042644	0.106936	0.156119	0.145336	0.067907	Male	77	Yes	Yes	Unemployed	Suburban	College	1,671,256,800
38	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	e3a09396-4a6f-4827-abc6-b650e7d6448d	no_churn	0.386093	0	no_churn	-0.009148	-0.003654	0.112573	0.082482	0.038672	0.130938	0.162887	0.034509	Female	20	Yes	Yes	Unemployed	Rural	High School or Below	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	291c1961-a89d-4bcc-9dc9-6badbe77bfe8	churn	0.783377	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	67	No	Yes	Employed	Suburban	College	1,671,256,800
70	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	607defd6-0c8c-4b44-88f7-bd0fe8025c19	no_churn	0.058094	0	no_churn	-0.099256	-0.002655	0.01554	0.041088	-0.056391	-0.111002	-0.022895	-0.028454	Male	58	Yes	No	Employed	Suburban	College	1,671,256,800
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1ffdae47-9eb5-4769-ac8b-270c4f401c85	churn	0.333974	1	churn	-0.126559	-0.003168	0.083777	0.067687	0.05296	0.085137	0.003366	0.010253	Female	28	Yes	No	Employed	Urban	High School or Below	1,671,256,800
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1e2c2604-f301-4020-9a28-b5209201831c	churn	0.454426	1	churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	77	No	No	Employed	Urban	Bachelor	1,671,256,800
49	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b50260f4-2a1b-4958-9c1d-a5ca0328f58c	no_churn	0.313736	0	no_churn	-0.064309	-0.001687	0.109327	0.0559	0.000835	0.104889	-0.021242	-0.01427	Male	58	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
68	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	04c19724-1eac-4f27-8299-7b13fab7b7b2	no_churn	0.022112	0	no_churn	-0.108396	-0.002992	0.008557	0.032295	-0.008058	-0.140239	-0.022186	-0.028006	Female	71	No	No	Employed	Urban	College	1,671,256,800
65	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	ba2b5ec2-ec27-472b-9994-b6381dcea29f	no_churn	0.1407	0	no_churn	0.079373	-0.00035	0.102263	0.113986	0.085336	0.00342	-0.00061	0.010485	Male	78	Yes	Yes	Employed	Rural	College	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3e941ed5-bdbb-4f7f-b0a4-392c2c6f02f5	churn	0.878255	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	53	Yes	No	Unemployed	Rural	High School or Below	1,671,256,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ae603deb-944e-4b4b-8a28-c2c4677e6469	churn	0.857863	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	68	No	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
51	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	ef9d4945-edd8-4083-8042-b2ee8f50f2fc	churn	0.171366	1	churn	0.071089	-0.003229	0.099909	0.111264	0.069614	-0.147477	0.005101	0.0078	Female	45	No	Yes	Employed	Suburban	Bachelor	1,671,256,800

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