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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	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	77d871c3-5b40-4a2d-af22-e1f952979a5e	churn	0.254222	1	churn	0.115722	-0.007106	-0.035426	-0.038901	-0.02605	0.09312	-0.030117	-0.046174	Male	20	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
35	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	53ad3e74-e1e2-4704-8225-c70983e38ac5	churn	0.183067	1	churn	-0.064685	-0.006618	0.012247	-0.092795	-0.059904	0.04122	-0.028662	-0.040663	Female	71	Yes	No	Employed	Rural	College	1,672,034,400
14	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	6a64a358-3f50-453e-9ff5-035eca7a0885	churn	0.242405	0	no_churn	0.056764	-0.016506	-0.024309	-0.031673	-0.17199	0.053416	0.013322	0.02195	Male	71	No	No	Unemployed	Suburban	College	1,672,034,400
30	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	007f4d82-da00-4c38-a795-5caa1a2e8542	no_churn	0.063336	0	no_churn	0.001613	-0.00679	-0.005504	0.009116	0.017355	-0.17433	-0.0329	-0.037586	Male	57	No	No	Employed	Urban	College	1,672,034,400
27	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	7741061e-302e-4abb-b824-e66d471e98a3	no_churn	0.44034	0	no_churn	-0.024032	-0.002928	0.062378	0.151789	0.061167	0.113578	-0.03438	-0.021931	Male	73	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
19	Yes	No	High Speed	In_Store_Support	One year	<80hrs	Active	d7fa7385-e172-489b-9f14-38dc322430a5	no_churn	0.152853	0	no_churn	-0.00993	-0.011599	-0.061544	-0.048852	-0.045696	-0.105553	0.038629	0.045518	Male	53	No	No	Employed	Urban	College	1,672,034,400
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0b41d805-23ad-4da5-bfbb-07f08860d614	churn	0.311067	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Male	45	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
71	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	e4c28796-c055-43a1-afa6-f30924ae8ed9	no_churn	0.075714	0	no_churn	-0.148956	-0.002495	0.003095	0.022025	-0.009761	-0.129983	0.000969	0.046794	Male	63	No	No	Disabled	Rural	Master	1,672,034,400
62	No	No phone service	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	d72cf703-fb82-4561-a361-717d77340d04	no_churn	0.009915	0	no_churn	-0.066665	-0.003389	-0.003989	-0.013539	-0.013882	-0.144347	-0.011973	-0.011242	Female	67	No	Yes	Disabled	Suburban	High School or Below	1,672,034,400
4	Yes	No	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Active	f5c02709-fd03-420b-abbb-0b1548259dc9	churn	0.878387	1	churn	0.077259	-0.00251	-0.05262	-0.070774	-0.09828	0.093185	0.047618	0.047094	Female	52	Yes	No	Disabled	Suburban	High School or Below	1,672,034,400
13	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	24d069b8-8b66-434f-b83b-da7bcce55466	churn	0.842274	1	churn	0.151816	-0.00264	0.019828	0.059131	0.083168	0.153631	0.107761	0.036851	Male	39	No	No	Unemployed	Urban	College	1,672,034,400
8	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	416f87d5-6b5e-40b7-9096-f483123e1131	no_churn	0.208954	0	no_churn	-0.005851	-0.006915	-0.006939	-0.034587	-0.085369	0.048977	-0.019102	-0.016818	Male	64	No	Yes	Unemployed	Suburban	Bachelor	1,672,034,400
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	270934d4-1cb5-4da5-a8ed-4de4c542651f	churn	0.488617	1	churn	0.045309	-0.002493	0.131343	0.118339	0.046064	0.145513	0.138861	0.065419	Female	57	No	No	Unemployed	Suburban	High School or Below	1,672,034,400
55	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	8b603c65-b4cd-4e66-aa8a-44e4a902ce50	no_churn	0.034311	0	no_churn	0.054913	-0.003486	-0.000868	0.040493	0.071454	-0.009944	-0.014534	-0.017055	Male	27	No	No	Unemployed	Rural	Bachelor	1,672,034,400
65	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	bdf9fdf7-e79f-42fe-a99f-4b7dc2779ca4	no_churn	0.192088	0	no_churn	0.040184	-0.000437	0.074306	0.046577	0.024711	0.038038	0.108877	0.028718	Female	50	Yes	Yes	Employed	Suburban	High School or Below	1,672,034,400
2	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	1e141bfc-a714-4186-b99e-2e179d017044	no_churn	0.132606	0	no_churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Male	60	No	Yes	Employed	Suburban	High School or Below	1,672,034,400
4	No	No phone service	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	e5c910af-6f14-42c8-b2bc-3a1acea36770	churn	0.491705	1	churn	0.056584	-0.038439	-0.019862	-0.156541	-0.034923	0.076595	-0.043058	-0.04662	Female	62	Yes	Yes	Unemployed	Rural	Doctor	1,672,034,400
4	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	e81284db-f477-4007-9f69-273cc4a0a8d1	churn	0.448671	1	churn	0.011936	-0.01301	-0.086743	-0.125288	-0.022233	0.064519	-0.049692	-0.048516	Male	57	Yes	No	Employed	Rural	Master	1,672,034,400
37	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	df91e230-0d0e-46ca-9202-3fe37c1250e1	no_churn	0.00861	0	no_churn	-0.053854	-0.003802	-0.012164	-0.036695	-0.025448	-0.098799	-0.015505	-0.022759	Female	76	No	No	Employed	Suburban	Master	1,672,034,400
34	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	586f26b3-2b6b-4efc-bc98-74bc71648591	no_churn	0.171996	0	no_churn	-0.094012	-0.008419	-0.0233	-0.096567	-0.027475	0.032023	-0.033092	-0.018185	Male	43	No	Yes	Medical Leave	Urban	Master	1,672,034,400
54	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	657bcc14-8691-4f7c-b221-afb72fcbba4a	no_churn	0.566138	0	no_churn	-0.113938	-0.00308	0.024999	0.08074	0.013603	0.056179	0.009665	0.061735	Male	60	Yes	No	Employed	Suburban	Bachelor	1,672,034,400
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ff591982-9188-42c2-b404-0b67a1118671	churn	0.906187	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	67	No	Yes	Employed	Rural	High School or Below	1,672,034,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8b54d0e9-20fe-4c29-800f-06e933235358	churn	0.876743	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	70	Yes	Yes	Medical Leave	Suburban	College	1,672,034,400
7	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	3b7e5047-7fb8-4bc5-8132-072296782e15	no_churn	0.328027	0	no_churn	-0.044725	-0.007484	-0.068637	-0.110122	-0.058889	0.042847	0.006194	0.011789	Female	59	Yes	No	Employed	Suburban	Master	1,672,034,400
27	Yes	Yes	Low Speed	In_Store_Support	One year	<50hrs	Active	4fec09bf-773d-4715-b158-f605c54eb156	no_churn	0.115751	0	no_churn	-0.087518	-0.003048	-0.022023	-0.039196	-0.08316	-0.083388	0.059564	0.049743	Male	41	No	No	Employed	Urban	High School or Below	1,672,034,400
7	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	a5e58735-5d3c-46bb-9572-ddc869a48916	no_churn	0.328027	0	no_churn	-0.044725	-0.007484	-0.068637	-0.110122	-0.058889	0.042847	0.006194	0.011789	Male	72	Yes	Yes	Unemployed	Rural	College	1,672,034,400
61	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	168c3330-cb40-4d0a-b083-588abe69c4b8	churn	0.101675	1	churn	-0.054998	-0.001454	0.007248	0.010658	-0.042005	0.054067	-0.03984	-0.042703	Male	61	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
66	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	c57db090-73ac-4540-aac6-92f87ebc599f	churn	0.489647	0	no_churn	-0.188533	-0.002565	0.055552	-0.067166	-0.008758	0.062453	-0.02379	-0.037718	Female	79	No	No	Employed	Suburban	Bachelor	1,672,034,400
20	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	19ecc7a5-e04c-4fe4-9273-83304ba078b7	no_churn	0.619185	1	churn	0.02071	-0.004546	0.036253	0.112075	0.154218	0.134061	0.138783	0.139421	Male	21	No	No	Unemployed	Suburban	College	1,672,034,400
65	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	2b8630c5-e691-49e7-9043-623fb8608248	no_churn	0.192088	0	no_churn	0.040184	-0.000437	0.074306	0.046577	0.024711	0.038038	0.108877	0.028718	Male	55	Yes	No	Employed	Suburban	High School or Below	1,672,034,400
13	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	2b8d5102-de9b-4393-aebb-88f3b5a82f9e	churn	0.842274	1	churn	0.151816	-0.00264	0.019828	0.059131	0.083168	0.153631	0.107761	0.036851	Male	56	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
44	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	49893aeb-15ba-49f4-aaae-2d6de93cc6be	no_churn	0.079497	0	no_churn	-0.071501	-0.005878	-0.006634	-0.003775	-0.093643	-0.030719	-0.026963	-0.019915	Female	51	Yes	No	Unemployed	Suburban	Bachelor	1,672,034,400
30	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	ebe1f686-c56d-4cdc-ae43-76a269875fa4	no_churn	0.140454	0	no_churn	-0.066348	-0.006948	0.013559	-0.042359	-0.064717	0.083991	0.06189	0.045238	Male	74	No	No	Unemployed	Suburban	High School or Below	1,672,034,400
19	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	826411cb-77f4-4d3b-879c-b883163bb030	no_churn	0.188147	0	no_churn	-0.103643	-0.006583	0.013201	-0.087573	0.028832	0.048243	-0.069541	-0.071963	Male	25	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
70	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	bf5f4dc3-631f-46e1-8a40-1f31bac81ea5	no_churn	0.01593	0	no_churn	-0.011337	-0.002076	0.015754	-0.05245	0.007794	-0.078447	-0.00938	-0.010528	Male	25	No	Yes	Employed	Urban	Master	1,672,034,400
3	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	6d540d02-eb3f-407f-9d73-bfeca45768d5	churn	0.771068	1	churn	0.133638	0.105985	0.040152	-0.002117	0.032965	0.113468	-0.016079	-0.003595	Female	42	Yes	Yes	Employed	Rural	High School or Below	1,672,034,400
60	Yes	No	High Speed	In_Store_Support	One year	100hrs+	Active	8ba7f6a5-f909-4ab3-b1ce-e4aa6401ddec	no_churn	0.047357	0	no_churn	-0.11607	-0.003076	-0.014613	-0.027928	-0.049713	-0.049287	0.013768	0.027892	Male	66	No	Yes	Medical Leave	Suburban	College	1,672,120,800
31	Yes	No	Medium Speed	Phone_Support	Two year	<80hrs	Active	83f4669a-8362-44e6-8338-680168a7c9a7	no_churn	0.018956	0	no_churn	-0.025455	-0.000966	-0.051275	0.004681	0.075039	-0.166454	0.015815	0.069589	Male	38	No	Yes	Employed	Urban	Bachelor	1,672,120,800
53	Yes	Yes	Medium Speed	In_Store_Support	Two year	<50hrs	Active	c62b040e-7214-4a69-b4ec-a54a44784a53	no_churn	0.021594	0	no_churn	-0.084009	-0.002958	0.008973	-0.046427	-0.044155	-0.134228	0.023998	0.029779	Female	32	No	No	Disabled	Rural	High School or Below	1,672,120,800
69	No	No phone service	High Speed	Phone_Support	Two year	100hrs+	Active	8f7d6854-0764-48ce-920f-e1e014129ecc	no_churn	0.018512	0	no_churn	-0.114794	-0.007069	-0.010156	0.000109	0.03056	-0.185948	0.036889	0.041383	Male	49	No	Yes	Employed	Rural	College	1,672,120,800
60	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	140ac827-75e4-45e4-8fa9-14498f7403cc	no_churn	0.012932	0	no_churn	-0.063793	-0.003136	-0.01162	-0.015941	-0.063105	-0.162165	0.02766	0.023074	Male	21	Yes	No	Employed	Suburban	College	1,672,120,800
71	Yes	Yes	Low Speed	In_Store_Support	Two year	<50hrs	Active	44fe73f8-2aaf-4498-aefa-ee5ef6fd43fd	no_churn	0.015711	0	no_churn	-0.100175	-0.002332	0.006615	-0.013888	-0.043682	-0.157424	0.008252	0.033607	Female	64	No	Yes	Unemployed	Suburban	College	1,672,120,800
69	Yes	Yes	Medium Speed	Phone_Support	One year	<50hrs	Active	3c4e92c9-16c8-41e8-aaa5-8ec6b990c5ad	churn	0.165807	1	churn	0.000608	-0.000113	0.029431	-0.019167	0.065793	-0.096562	0.099018	0.081966	Female	53	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
8	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Active	df748ae2-b38e-4c15-bafb-74e363698792	churn	0.226351	0	no_churn	0.167798	-0.00455	-0.023064	0.044572	0.204607	0.13347	0.109374	0.098767	Male	53	Yes	No	Employed	Suburban	College	1,672,120,800
72	No	No phone service	Low Speed	In_Store_Support	Two year	<50hrs	Active	32c75873-d5b6-4231-a36d-87f11456cc93	no_churn	0.004375	0	no_churn	-0.107208	0.001627	-0.00543	-0.0152	-0.038777	-0.1394	0.015016	0.020346	Female	32	No	No	Employed	Suburban	College	1,672,120,800
63	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	3c7b79db-d3c6-40d8-9fe5-e07ad86b58c2	no_churn	0.007059	0	no_churn	-0.097823	-0.002846	-0.005356	-0.016938	-0.051907	-0.141739	0.024966	0.022616	Female	25	No	No	Employed	Suburban	College	1,672,120,800
30	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	5c2d91af-5bcf-402d-9343-ffa707b4f253	no_churn	0.114156	0	no_churn	0.014267	-0.002578	0.037834	0.008762	0.132239	0.099318	0.095557	0.095574	Male	32	Yes	Yes	Employed	Suburban	Bachelor	1,672,120,800
12	Yes	Yes	Medium Speed	In_Store_Support	One year	<80hrs	Active	d857a2da-8dbf-4b3a-a6c1-f86fab57fce8	churn	0.180869	1	churn	-0.009544	-0.005761	0.010992	-0.084245	-0.029511	-0.152265	0.005286	0.026021	Female	80	No	Yes	Employed	Suburban	College	1,672,120,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	d658492a-f536-4112-92fa-03e18d9566a5	no_churn	0.005171	0	no_churn	-0.092892	-0.003678	0.006301	-0.011443	-0.042036	-0.128529	0.027604	0.026652	Female	38	Yes	Yes	Employed	Suburban	College	1,672,120,800
72	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	df18e98f-d312-41ac-bb32-ca785b704f2a	no_churn	0.004856	0	no_churn	-0.135546	-0.002342	-0.011389	-0.005753	0.028137	-0.191539	0.024352	0.045054	Female	23	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
37	Yes	Yes	High Speed	In_Store_Support	One year	100hrs+	Active	7f5ae9d5-7916-4a27-a7a3-9fbcb3b43a26	no_churn	0.13876	0	no_churn	-0.049419	-0.00047	-0.043288	-0.032849	-0.063679	-0.007283	0.066976	0.058819	Female	54	No	No	Retired	Suburban	Bachelor	1,672,120,800
7	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	aeccecb0-1ef4-4851-9857-d23b391dbdfa	no_churn	0.204024	0	no_churn	0.186201	-0.005659	0.056181	0.03451	0.12029	0.103533	-0.034777	-0.043661	Male	61	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
72	Yes	Yes	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	6817ac85-184c-4765-9454-aed7a56544e1	no_churn	0.002202	0	no_churn	-0.06091	-0.003353	-0.013412	-0.023763	-0.013424	-0.128531	-0.011166	-0.014467	Female	29	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
14	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	0f0ff330-2a15-4d22-8daf-611c73bfa1e7	no_churn	0.051096	0	no_churn	-0.033097	-0.007224	-0.02891	-0.034587	0.003293	-0.090044	-0.036796	-0.041661	Female	40	Yes	No	Unemployed	Suburban	Doctor	1,672,120,800
64	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	c1899cd7-5f87-4e17-9fad-b184618b7206	no_churn	0.009432	0	no_churn	-0.058966	-0.00299	-0.012016	-0.01071	-0.018521	-0.113897	-0.021472	-0.028456	Male	73	No	Yes	Medical Leave	Rural	College	1,672,120,800
66	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	3e399c5c-8faf-4ef2-a9d4-5751f75914dd	no_churn	0.021918	0	no_churn	-0.037148	-0.003481	-0.021716	-0.02625	-0.000383	-0.121646	-0.02774	-0.030661	Female	43	No	No	Employed	Suburban	Master	1,672,120,800
63	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	3346c0b0-4007-4986-bf11-7fd518824747	no_churn	0.015991	0	no_churn	-0.014508	-0.00242	-0.00305	-0.006976	-0.001984	-0.212514	-0.011353	-0.016221	Female	29	Yes	Yes	Employed	Suburban	High School or Below	1,672,120,800
57	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	1b2e5167-31e3-4b77-809b-cc4c89285b44	no_churn	0.061627	0	no_churn	-0.087087	-0.008995	-0.000999	-0.008585	-0.104083	0.009685	-0.034636	-0.024326	Male	35	Yes	No	Employed	Suburban	Bachelor	1,672,120,800
24	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e7d9b4ee-e34e-4a73-9787-f1dd416a1525	no_churn	0.080254	0	no_churn	-0.123278	-0.007921	-0.040774	-0.024149	-0.043598	0.029755	-0.032854	-0.026207	Female	66	No	No	Disabled	Suburban	College	1,672,120,800
12	No	No phone service	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	9aa1157c-59ca-49c0-baad-eb4215c9a0df	no_churn	0.143683	0	no_churn	-0.03775	0.052723	0.010311	-0.04924	-0.028417	0.045882	-0.045618	-0.046917	Female	54	No	Yes	Employed	Urban	College	1,672,120,800
63	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	a43987f2-441b-4f38-9d89-13f6851fd7c9	no_churn	0.031504	0	no_churn	-0.058967	-0.006472	-0.014766	-0.022029	-0.01294	-0.114699	-0.019307	-0.019846	Female	39	No	No	Disabled	Suburban	College	1,672,120,800
40	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	104d767a-ca03-4db5-afe9-6b05ae9c7e9b	no_churn	0.114461	0	no_churn	-0.102534	-0.010347	-0.011473	-0.015992	-0.022919	0.041279	-0.022077	-0.024963	Male	59	No	Yes	Unemployed	Rural	College	1,672,120,800
22	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	fd15ca40-a652-405a-8501-0156ba42b4a0	no_churn	0.094921	0	no_churn	-0.031891	-0.005617	-0.077159	-0.083787	0.001428	0.061339	-0.018585	-0.011422	Female	69	No	No	Unemployed	Rural	High School or Below	1,672,120,800
29	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	f20e715c-9d10-4a01-b612-2b4e50d828fc	no_churn	0.047468	0	no_churn	-0.048869	-0.005338	-0.008698	-0.024595	-0.036346	-0.089793	-0.025873	-0.029512	Female	68	No	No	Employed	Rural	High School or Below	1,672,120,800
63	No	No phone service	High Speed	Phone_Support	Two year	0hrs	Disabled	0a2ad6df-0d23-434b-985c-2f7e599d71f6	no_churn	0.00987	0	no_churn	-0.094813	0.008959	-0.000314	-0.014034	0.004937	-0.132728	-0.021444	-0.01959	Female	28	No	No	Disabled	Suburban	High School or Below	1,672,120,800
13	No	No phone service	Low Speed	Phone_Support	Two year	0hrs	Disabled	83f2f631-6db0-4821-8003-a7ac336b156e	no_churn	0.020367	0	no_churn	0.069177	0.086684	0.030464	0.041259	0.058577	-0.210326	-0.013408	-0.021453	Male	35	No	No	Disabled	Suburban	Master	1,672,120,800
8	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	ab47ccf9-2347-468a-9395-5ceb95a485ec	no_churn	0.068858	0	no_churn	0.020413	-0.006177	-0.01304	-0.049148	0.014696	-0.153462	-0.033106	-0.037537	Male	55	No	No	Employed	Suburban	College	1,672,120,800
45	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	6531ef3f-9ef9-4164-b7b1-9feea1a7fc63	churn	0.084996	1	churn	-0.076126	-0.004606	-0.015546	-0.030473	-0.019167	-0.057243	-0.034823	-0.031043	Female	49	No	No	Unemployed	Urban	Bachelor	1,672,120,800
26	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ae45f23e-e2fd-4190-8a4f-dd4952630b3e	no_churn	0.129622	0	no_churn	-0.008511	0.082948	0.01138	0.01251	0.038494	0.099831	-0.001879	0.0062	Female	25	Yes	No	Employed	Suburban	College	1,672,120,800
59	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	7ecfa58b-2981-45ad-8f9f-ecbfe7ff55e4	no_churn	0.192359	0	no_churn	-0.197361	-0.002767	-0.043597	-0.023125	0.036522	0.039615	0.008907	0.057779	Female	78	No	No	Employed	Suburban	College	1,672,120,800
29	Yes	Yes	Medium Speed	Phone_Support	One year	<80hrs	Active	fa6e218f-71d3-4f6a-9876-fa5b31939aa6	no_churn	0.148718	0	no_churn	-0.024637	-0.001136	0.021492	0.020858	0.094431	-0.167839	0.079891	0.079759	Female	73	No	Yes	Unemployed	Suburban	Bachelor	1,672,120,800
56	Yes	Yes	High Speed	Phone_Support	One year	<50hrs	Active	cebe5d98-cf8f-4ea2-94b8-1944f426babb	no_churn	0.262272	0	no_churn	0.119123	-0.000549	0.100459	0.085697	0.125844	-0.053713	0.070077	0.045845	Male	23	No	Yes	Unemployed	Urban	College	1,672,120,800
72	Yes	Yes	Medium Speed	Phone_Support	Two year	<80hrs	Active	bb4ba297-f753-4d80-b426-3de81a8f4f1c	no_churn	0.010539	0	no_churn	-0.165987	-0.002319	-0.006609	-0.040773	0.035133	-0.137707	0.034889	0.044347	Male	23	No	Yes	Unemployed	Urban	Bachelor	1,672,120,800
30	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	bbab5ca2-41f3-49d4-b3d7-a66a922c146b	no_churn	0.232301	0	no_churn	-0.092851	-0.006329	-0.02681	-0.031321	-0.085141	-0.084869	0.031147	0.037148	Male	38	Yes	Yes	Medical Leave	Suburban	College	1,672,120,800
70	Yes	No	Medium Speed	Phone_Support	Two year	100hrs+	Active	453637a2-6f5b-49c5-8c9e-8b5d64bb0131	no_churn	0.036188	0	no_churn	-0.123538	-0.001927	-0.001932	0.00977	0.05302	-0.168288	0.045178	0.058691	Female	41	Yes	Yes	Unemployed	Suburban	Master	1,672,120,800
61	Yes	No	High Speed	Phone_Support	One year	<80hrs	Active	3e2ec1ca-60cf-4eb6-977b-8b143d093a60	no_churn	0.080113	0	no_churn	-0.024413	-0.001329	-0.025777	-0.008101	0.067349	-0.098269	0.050099	0.061416	Male	34	No	No	Employed	Suburban	Bachelor	1,672,120,800
62	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	68c45eff-7dd3-4f0b-8a93-6c09cd7e51de	no_churn	0.176162	0	no_churn	-0.134105	-0.005051	-0.007224	-0.02257	-0.07731	-0.064489	0.025156	0.030851	Female	38	Yes	Yes	Employed	Urban	Master	1,672,120,800
69	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	465312d5-a162-4505-99b9-1799539856ec	no_churn	0.072635	0	no_churn	-0.039248	-0.002931	0.011152	-0.049427	-0.089002	-0.138948	0.020192	0.029186	Male	43	No	Yes	Unemployed	Suburban	High School or Below	1,672,120,800
72	Yes	Yes	Low Speed	Phone_Support	Two year	<50hrs	Active	d766ea7e-0431-4e0a-bc06-3ecc1409dd4b	no_churn	0.007962	0	no_churn	-0.163208	-0.002079	-0.002058	-0.008658	0.018613	-0.185417	0.027163	0.046617	Male	72	Yes	Yes	Employed	Urban	Bachelor	1,672,120,800
43	Yes	Yes	High Speed	In_Store_Support	One year	100hrs+	Active	36c61654-0f6f-490e-b9b0-c9eb5371ec6d	no_churn	0.20595	0	no_churn	-0.078819	-0.003689	-0.043475	-0.078076	-0.092949	-0.048422	0.031569	0.048169	Male	20	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	3443fbbd-4d53-456e-b252-f7238829b886	no_churn	0.005744	0	no_churn	-0.092892	-0.003678	0.006301	-0.011443	-0.042036	-0.128529	0.027604	0.026652	Female	39	No	No	Unemployed	Suburban	Bachelor	1,672,120,800
67	Yes	Yes	Low Speed	Phone_Support	One year	<50hrs	Active	d5d9a2de-9803-4037-96e5-c70e8c32c198	churn	0.193121	1	churn	0.080835	0.001886	0.093091	0.129222	0.096627	0.010329	0.1343	0.114684	Female	70	Yes	No	Employed	Suburban	Bachelor	1,672,120,800
28	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	d92659d6-7fbb-4e4f-bd40-3578fd48f95e	no_churn	0.251473	0	no_churn	-0.101526	-0.009658	-0.038219	-0.04008	-0.079358	0.029453	-0.014808	0.02517	Female	69	No	Yes	Unemployed	Urban	Bachelor	1,672,120,800
38	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	79542c1c-f264-4dd8-b967-26fa8c41119f	churn	0.612554	1	churn	-0.0457	-0.010437	-0.003111	0.001444	0.00932	0.097232	0.074899	0.056196	Female	68	Yes	No	Employed	Suburban	College	1,672,120,800
50	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	bd587359-8c55-4418-b700-50419b8a95de	no_churn	0.190321	0	no_churn	-0.085832	-0.002061	0.015515	0.050641	0.045312	0.090738	0.000262	-0.013601	Female	59	No	Yes	Employed	Suburban	College	1,672,120,800
68	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	bbbf8d55-16f2-4743-acb9-b46a271704e9	no_churn	0.078269	0	no_churn	-0.086785	-0.001923	0.035018	0.039262	0.022712	-0.177755	0.052612	0.057834	Female	58	No	Yes	Unemployed	Suburban	College	1,672,120,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	100hrs+	Active	3bfec11a-9702-4ea6-8b72-b638d4721fad	no_churn	0.006021	0	no_churn	-0.124609	-0.00326	0.010237	0.034016	-0.053497	-0.172884	0.015441	0.02553	Male	69	No	No	Unemployed	Urban	College	1,672,120,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	678a7fd8-687a-4dc2-8dac-22701d6f7337	no_churn	0.015185	0	no_churn	-0.154691	-0.002689	0.002851	0.027915	-0.030858	-0.15072	0.015808	0.023357	Female	22	No	No	Unemployed	Urban	Master	1,672,120,800
64	Yes	No	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	07ea4d46-5d59-4128-b1a3-7225e04c349b	no_churn	0.092627	0	no_churn	-0.21074	-0.009477	-0.009057	-0.007673	-0.026415	0.022634	0.012782	0.018919	Male	59	Yes	Yes	Employed	Rural	High School or Below	1,672,120,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	878b8a4e-03dc-428b-b50b-35604de2b377	no_churn	0.006389	0	no_churn	-0.154691	-0.002689	0.002851	0.027915	-0.030858	-0.15072	0.015808	0.023357	Female	70	No	Yes	Unemployed	Suburban	Bachelor	1,672,120,800
45	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	3591eacb-8705-4891-85cb-e871683cb541	no_churn	0.347372	0	no_churn	-0.190763	-0.004446	0.049193	0.031427	0.034646	0.076211	0.044037	0.015549	Female	38	Yes	Yes	Employed	Suburban	Bachelor	1,672,120,800
58	Yes	Yes	Fiber optic	In_Store_Support	One year	<80hrs	Active	83c1dc83-a91d-4d9e-a1a5-0eb9f20bcf5c	no_churn	0.200432	0	no_churn	-0.11011	-0.005364	0.002569	0.081504	-0.019436	-0.028215	0.030752	0.059272	Male	26	No	No	Unemployed	Suburban	Bachelor	1,672,120,800
67	Yes	Yes	Fiber optic	Phone_Support	One year	<50hrs	Active	ab3b9e97-1bd3-435e-9cc0-38e0d8bf5e7e	churn	0.454729	1	churn	-0.114245	-0.001906	0.011655	-0.050194	-0.040708	-0.090504	0.004955	0.011921	Male	26	No	No	Unemployed	Suburban	College	1,672,120,800
61	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	8225fe18-7e58-458a-a4e3-577ce275bfcf	churn	0.185262	1	churn	-0.129323	-0.002227	0.015131	0.018946	0.00022	-0.105023	-0.012902	0.036152	Female	71	No	Yes	Unemployed	Suburban	College	1,672,120,800
62	Yes	No	Fiber optic	In_Store_Support	One year	100hrs+	Active	bb889a5d-f56b-46a9-a431-51c4bce29e94	no_churn	0.144528	0	no_churn	-0.189459	-0.00328	-0.020052	0.018898	-0.028817	-0.057293	-0.011922	0.022899	Female	33	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
56	Yes	Yes	Fiber optic	Phone_Support	One year	<80hrs	Active	a551250a-e764-43b5-b32a-b1da5b5c425c	churn	0.482518	1	churn	-0.031389	-0.003855	0.023867	-0.068328	-0.031407	-0.200472	0.052375	0.040183	Female	79	No	No	Medical Leave	Rural	High School or Below	1,672,120,800
17	Yes	Yes	Fiber optic	In_Store_Support	One year	0hrs	Disabled	7cec19b3-0c6e-4ace-9938-ef9063bc5ba5	no_churn	0.132653	0	no_churn	-0.02865	-0.002737	0.005815	0.02238	-0.047606	-0.092788	-0.029071	-0.046369	Male	80	No	No	Unemployed	Rural	College	1,672,120,800
16	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	f8cca605-58c8-4b31-8e01-66fbb1377c58	no_churn	0.399933	0	no_churn	-0.021988	-0.007076	-0.030152	-0.014727	-0.150252	0.057631	-0.021934	-0.046362	Female	36	No	Yes	Unemployed	Suburban	Master	1,672,120,800
72	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	6fa6ba0f-a316-450b-bee3-a4df201f9ddd	no_churn	0.016194	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Male	34	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
1	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	13fd79be-54f5-4ebf-93ac-cd11593a2c85	no_churn	0.40013	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	50	Yes	Yes	Employed	Urban	Bachelor	1,672,120,800

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