Split (1)

train · 17.7k rows

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	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	f97d1a9e-1657-472f-9f23-9111d7846061	no_churn	0.603586	1	churn	0.152825	-0.004404	0.007238	0.183181	0.080275	0.102399	0.00785	0.00761	Male	49	Yes	No	Medical Leave	Suburban	High School or Below	1,670,824,800
3	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	4b0524f8-3725-4883-8351-ec39bf8d0b91	no_churn	0.545418	0	no_churn	0.115722	-0.007106	-0.035426	-0.038901	-0.02605	0.09312	-0.030117	-0.046174	Female	23	No	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
16	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	c8d0416f-9196-45ac-8efb-3295f7ed3790	no_churn	0.358791	1	churn	0.140727	-0.002474	-0.01265	-0.043895	0.018004	0.100286	0.010665	-0.007165	Male	27	No	Yes	Employed	Suburban	College	1,670,824,800
17	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	2f177c0a-537a-406f-9df4-38de6efaefea	no_churn	0.038392	0	no_churn	0.04578	-0.008347	-0.026489	-0.13095	-0.058411	0.061396	0.024471	-0.033976	Female	27	No	No	Employed	Suburban	High School or Below	1,670,824,800
1	No	No phone service	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	8bece324-13ad-432e-8775-49935afc028a	no_churn	0.56937	0	no_churn	0.263883	0.082393	0.049491	-0.02411	-0.083319	0.144655	0.02749	-0.039967	Male	24	Yes	No	Employed	Suburban	High School or Below	1,670,824,800
56	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Disabled	ec2e50b3-3e3c-4be5-b8ce-3edd5e009a59	no_churn	0.010555	0	no_churn	0.036759	-0.00076	0.041948	0.025723	-0.017515	-0.059785	-0.012893	0.012656	Male	77	No	Yes	Employed	Suburban	College	1,670,824,800
71	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	b799d056-4336-4890-a89a-3b531ace1069	no_churn	0.00989	0	no_churn	-0.190704	-0.009272	0.039362	0.07267	0.016598	0.061219	0.082927	-0.057825	Female	21	No	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
52	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	96360265-eaf4-4319-babb-fbc026576e7b	no_churn	0.443352	1	churn	-0.18423	-0.004281	-0.025765	0.06581	-0.127958	0.013405	0.024277	0.029716	Male	34	Yes	No	Employed	Suburban	Bachelor	1,670,824,800
72	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	5add1eee-a2a5-4857-92af-a2c3ddfadd71	no_churn	0.001919	0	no_churn	-0.097103	-0.007192	0.002973	-0.023799	-0.024479	-0.11748	0.012262	-0.014208	Male	22	No	No	Employed	Suburban	College	1,670,824,800
40	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	f751ed43-abaf-4def-9963-637756384642	no_churn	0.363556	1	churn	-0.064986	0.002835	-0.038189	-0.001858	0.037805	0.067709	0.048666	0.041493	Female	67	No	Yes	Unemployed	Suburban	College	1,670,824,800
19	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	18ead432-1933-4951-9e5b-964aaa182a69	no_churn	0.187588	0	no_churn	-0.100808	-0.005604	-0.119009	0.087584	-0.054158	0.040052	-0.016482	-0.033267	Male	52	No	Yes	Retired	Suburban	Bachelor	1,670,824,800
11	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	11a46a2c-ffd2-468e-ab80-bed2ef4a3c48	no_churn	0.583552	0	no_churn	-0.053204	-0.004025	-0.11868	-0.004668	-0.052659	0.058622	-0.067735	-0.006677	Female	37	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
38	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	8adee31e-402e-497d-8943-f1b7b33eea3d	no_churn	0.117642	1	churn	0.11464	-0.00283	0.026613	0.179392	0.152277	0.091086	0.012545	-0.000249	Male	43	No	Yes	Employed	Rural	High School or Below	1,670,824,800
15	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	660fec72-07b7-423e-97b6-949866acd9f6	no_churn	0.017551	0	no_churn	0.080642	-0.013863	0.062854	-0.051566	-0.090365	0.074377	-0.047337	0.011013	Male	20	Yes	No	Unemployed	Suburban	Bachelor	1,670,824,800
50	No	No phone service	Medium Speed	Expired	One year	<80hrs	Disabled	6e28bc52-13be-466f-9856-8e34f7ba00e0	no_churn	0.040607	0	no_churn	-0.046955	0.0372	0.014991	-0.009304	-0.024566	-0.072985	0.053285	-0.030691	Female	42	No	No	Employed	Suburban	College	1,670,824,800
52	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	5ef6d3ad-adf1-46df-bff6-29c8899610c0	no_churn	0.146934	0	no_churn	-0.189067	-0.006022	0.027857	0.033279	-0.070523	0.02521	0.030289	0.029952	Male	50	Yes	No	Employed	Urban	Bachelor	1,670,824,800
72	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	e48761e2-d938-43a5-939e-6594388e8564	no_churn	0.001919	0	no_churn	-0.134819	-0.017149	0.00083	-0.03344	-0.031508	0.03947	-0.014805	-0.035938	Female	24	No	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
37	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	63a32f2c-b654-4f68-aef6-128a37a9ce0c	no_churn	0.032067	0	no_churn	-0.10779	-0.018883	-0.076706	-0.038655	-0.036495	0.048067	-0.016618	-0.021945	Female	69	No	Yes	Unemployed	Rural	High School or Below	1,670,824,800
6	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	d1443017-d59a-4dcb-85b3-6db3c2757975	no_churn	0.160563	0	no_churn	0.026018	-0.009199	-0.038532	-0.158448	-0.034581	0.043179	0.020719	-0.03485	Female	34	No	Yes	Employed	Suburban	College	1,670,824,800
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	76595f03-cd28-4cbc-b943-e16e85794e03	no_churn	0.190623	0	no_churn	0.162141	-0.011448	-0.026743	-0.038363	0.03108	0.109743	0.085479	-0.056107	Female	34	No	No	Employed	Suburban	High School or Below	1,670,824,800
46	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	d4915ff3-c0ea-4555-9a92-17a2c7455d17	no_churn	0.237898	1	churn	-0.150977	-0.002371	-0.001598	0.098872	0.059253	-0.076924	0.004539	0.060181	Female	76	No	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
4	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	7c2c0e7e-a4f6-49b6-b73e-e95f9a170b40	no_churn	0.341148	0	no_churn	0.258448	0.003928	0.044957	0.095802	0.075408	0.132316	0.023761	-0.011146	Female	44	No	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
52	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	7ab0955c-cfc7-4ec9-a1fd-f7010b2a4ca9	no_churn	0.020723	0	no_churn	-0.141431	-0.00695	0.021288	-0.029208	-0.153526	0.039634	-0.004412	0.015579	Female	40	Yes	Yes	Employed	Urban	Bachelor	1,670,911,200
72	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	ed9b8d1b-3c81-40a3-99cd-dea540bff689	no_churn	0.007058	0	no_churn	-0.151622	-0.01247	0.013885	-0.026094	-0.053508	0.046879	-0.017145	0.041049	Female	37	No	No	Employed	Suburban	Master	1,670,911,200
61	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	f3c7b2b2-91cc-4141-8dc8-d0a861e95945	churn	0.014851	0	no_churn	-0.011479	-0.003324	-0.017773	0.071664	0.12734	0.086067	0.109856	0.098622	Female	39	No	No	Unemployed	Suburban	College	1,670,911,200
71	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Active	abdaa6e1-6634-48c6-841a-b1766b6ce86c	no_churn	0.004928	0	no_churn	-0.13791	-0.002698	-0.016379	-0.006373	0.044483	-0.1889	0.046277	0.052474	Female	40	Yes	Yes	Employed	Suburban	Master	1,670,911,200
62	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	8fd9423e-324e-4de0-ae42-cad367c14c85	no_churn	0.013542	0	no_churn	-0.19136	-0.012801	0.018109	-0.062929	-0.057032	0.040427	0.02477	0.03179	Male	20	No	Yes	Unemployed	Urban	Bachelor	1,670,911,200
71	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	db66a116-7722-4492-a576-88d55bf4077f	no_churn	0.002643	0	no_churn	-0.153226	-0.005928	-0.002841	-0.046903	-0.032818	0.044344	-0.029381	0.037726	Female	39	No	No	Employed	Suburban	High School or Below	1,670,911,200
72	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	9fab976b-dd6f-474c-9fa1-fe9ae4a9311b	no_churn	0.023266	0	no_churn	-0.114115	-0.008419	-0.022969	-0.056868	-0.077407	0.036503	-0.011014	0.035263	Female	55	No	No	Unemployed	Urban	College	1,670,911,200
72	Yes	No	High Speed	Expired	Two year	<80hrs	Active	3a29be67-980d-4d24-babd-d107916b38ac	no_churn	0.004567	0	no_churn	-0.092361	-0.008563	-0.0166	-0.029153	-0.029243	-0.123529	0.009429	0.020994	Female	37	No	Yes	Medical Leave	Suburban	College	1,670,911,200
71	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Active	4658ca26-a2fe-49ee-ab67-83295de2fe71	no_churn	0.009906	0	no_churn	-0.156497	-0.007266	0.022931	-0.028031	-0.014674	0.049973	-0.073223	0.05776	Male	22	Yes	Yes	Employed	Suburban	College	1,670,911,200
53	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	1c3b9b63-3cd0-433e-9bc8-7c4fa0349abc	no_churn	0.065556	0	no_churn	-0.133908	-0.00939	0.037861	-0.072432	-0.032818	0.049419	0.051026	0.046216	Male	68	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
56	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Active	c4d79e0e-fcb5-473d-8a63-6414960f4d04	no_churn	0.050903	0	no_churn	-0.103347	-0.013096	-0.034427	-0.039046	-0.071593	0.024249	0.011261	0.026973	Female	36	Yes	Yes	Unemployed	Suburban	Master	1,670,911,200
72	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	6e1e00d0-a898-4e7b-82e9-fa8a8251e814	no_churn	0.004543	0	no_churn	-0.104226	-0.00588	0.009917	-0.050638	-0.130272	0.044567	0.022986	0.042853	Male	33	No	Yes	Employed	Rural	Master	1,670,911,200
38	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	7a27fc7b-4526-4762-b6f7-f3a9d0b30834	no_churn	0.088226	0	no_churn	0.102341	0.004807	-0.000795	0.110056	0.05266	0.046179	0.136217	0.10951	Male	45	Yes	Yes	Employed	Suburban	College	1,670,911,200
71	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	d0a23e61-fd7c-4fdf-8f5a-b48800226c26	no_churn	0.00972	0	no_churn	-0.085256	0.000665	0.094506	0.047714	0.002617	0.105564	0.122477	0.112686	Male	25	Yes	Yes	Medical Leave	Suburban	College	1,670,911,200
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	69ec9d1f-e1fe-42ce-9f68-199677d52c5a	no_churn	0.005171	0	no_churn	-0.130722	-0.00975	0.033789	-0.084863	-0.057009	0.057432	0.046026	0.06107	Female	30	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
69	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	19e216e3-52d1-44b7-b2cf-9afde0a9202d	no_churn	0.023228	0	no_churn	-0.080698	-0.003466	0.004225	-0.030586	-0.052347	-0.13425	0.002805	0.025291	Female	54	No	Yes	Employed	Urban	Bachelor	1,670,911,200
22	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	53248c80-2b6e-47da-a831-8d23468c3ef3	no_churn	0.205783	0	no_churn	-0.04243	-0.011047	0.051218	-0.056541	-0.100027	0.059703	-0.003006	0.033105	Female	60	No	Yes	Retired	Rural	College	1,670,911,200
36	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	b1332bef-0de0-48e3-9877-dceb2ad978cd	no_churn	0.119917	0	no_churn	-0.068786	-0.004244	0.018148	-0.04631	-0.092587	0.069477	0.043451	0.053848	Female	73	No	No	Employed	Urban	High School or Below	1,670,911,200
72	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	9f675371-7ac5-4c0b-be38-2faaca764e82	no_churn	0.006005	0	no_churn	-0.080262	-0.006742	0.042221	-0.073473	-0.011653	0.075802	0.063188	0.065225	Female	38	No	Yes	Unemployed	Suburban	College	1,670,911,200
36	Yes	Yes	Low Speed	Phone_Support	One year	<50hrs	Active	0f1120b3-cca0-4327-8807-e59c608aae19	no_churn	0.133686	0	no_churn	-0.083542	-0.001082	0.015026	0.014024	-0.020099	-0.188925	0.039448	0.067374	Male	34	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
43	No	No phone service	Medium Speed	Expired	Month-to-month	100hrs+	Active	543f1998-fb35-4875-8dfc-c4f7e7b7799b	no_churn	0.080734	0	no_churn	-0.071412	0.077381	0.037106	0.030037	0.017296	0.087938	0.012806	0.004821	Female	72	No	No	Employed	Suburban	High School or Below	1,670,911,200
24	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	d103a35c-b5fb-42eb-81ed-d10a8824c464	churn	0.064102	0	no_churn	-0.01043	-0.006425	-0.023755	0.047116	0.025397	0.066275	0.008875	-0.001913	Male	52	No	No	Unemployed	Urban	High School or Below	1,670,911,200
60	Yes	Yes	Low Speed	In_Store_Support	One year	<80hrs	Disabled	efd189b6-5dc4-4b33-a5bb-06746b053446	no_churn	0.045153	0	no_churn	-0.075146	-0.009078	-0.008386	-0.033624	-0.043861	-0.082953	0.015158	-0.021136	Male	32	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
49	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	5f9ec922-fb99-472f-a1c0-03b256638176	no_churn	0.033768	0	no_churn	-0.183965	0.016021	-0.009219	-0.026388	-0.018588	0.06611	0.007424	-0.030422	Male	68	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
58	Yes	No	Medium Speed	Expired	Two year	<80hrs	Disabled	a79b4a3b-ded3-43ff-ab10-a18bb09f23a0	no_churn	0.024897	0	no_churn	-0.059029	-0.007018	-0.009642	-0.042148	-0.022091	-0.119837	0.027723	-0.016983	Male	38	Yes	Yes	Unemployed	Suburban	College	1,670,911,200
3	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	51c72a36-3acb-437c-a0de-52011f763934	no_churn	0.313151	0	no_churn	0.091544	-0.012092	-0.050024	-0.082145	-0.006407	0.077328	-0.019111	-0.022234	Male	33	No	Yes	Employed	Suburban	College	1,670,911,200
46	No	No phone service	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	573fb8f2-8769-4099-a85c-e1465108eb44	no_churn	0.016965	0	no_churn	-0.151328	0.037471	0.020863	-0.021636	-0.043542	0.05118	0.02474	-0.036774	Male	36	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
14	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	767dc2ea-564d-41ea-b339-83e9397b79cd	no_churn	0.232596	0	no_churn	0.028474	-0.007365	-0.047174	-0.013212	0.067205	0.087425	0.129011	-0.073389	Female	47	No	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
51	Yes	Yes	Low Speed	Phone_Support	One year	<80hrs	Disabled	23b89383-bfd5-4a18-8779-4807d118b720	no_churn	0.05472	0	no_churn	-0.029608	-0.00617	0.009402	-0.069768	0.037637	-0.153343	0.059212	-0.036388	Female	30	No	Yes	Retired	Urban	Bachelor	1,670,911,200
67	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	324d43f9-c9eb-4e0a-a761-539e7bc8f53b	no_churn	0.016863	0	no_churn	-0.063176	-0.006207	0.003806	-0.013622	-0.006433	0.059081	0.022987	-0.018985	Female	20	No	No	Employed	Urban	College	1,670,911,200
53	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	939475bf-846d-4e2d-8e3c-192174130181	no_churn	0.047009	0	no_churn	-0.088523	-0.003312	-0.045414	-0.015806	-0.086689	-0.031004	0.044188	-0.022466	Male	64	Yes	No	Retired	Suburban	High School or Below	1,670,911,200
37	Yes	Yes	Medium Speed	Expired	Month-to-month	0hrs	Disabled	c38709d8-b67f-4f7e-bf5b-f21821b39734	no_churn	0.119417	0	no_churn	-0.105925	-0.013574	-0.007449	-0.11371	0.000186	0.043955	-0.025862	-0.036649	Male	67	No	Yes	Employed	Suburban	College	1,670,911,200
25	Yes	Yes	High Speed	Phone_Support	One year	<80hrs	Disabled	3e24ec87-77dc-43e0-8d9e-22bcb4367ca0	no_churn	0.107584	0	no_churn	0.014642	-0.00279	0.041243	-0.001884	0.019643	-0.112167	0.025786	-0.025803	Female	75	No	No	Unemployed	Rural	College	1,670,911,200
1	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	44c128c8-eff7-4ef3-a6c9-cb4e08fd84f4	no_churn	0.522015	1	churn	0.282792	-0.004513	0.07589	-0.036305	-0.00908	0.140101	-0.015112	-0.005465	Female	68	No	No	Employed	Urban	High School or Below	1,670,911,200
56	No	No phone service	High Speed	Expired	One year	100hrs+	Disabled	120c5aac-5a9c-4bd5-a569-a22db8e3631c	no_churn	0.020396	0	no_churn	-0.037459	0.002189	-0.012454	-0.019446	-0.023878	-0.174409	0.016088	-0.019658	Female	29	No	Yes	Employed	Rural	Bachelor	1,670,911,200
1	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	2733b0d0-8267-4f9f-8a05-156a6c48d378	no_churn	0.515891	0	no_churn	0.306775	0.079506	0.03969	0.024977	0.080743	0.177682	0.041262	-0.024661	Male	65	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
15	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f6780a87-f7d2-4e1b-a86a-f1ae69570585	no_churn	0.221424	0	no_churn	-0.018085	-0.009585	0.0165	-0.15732	-0.05275	0.033012	-0.038621	-0.034178	Female	73	Yes	No	Unemployed	Suburban	Master	1,670,911,200
0	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	2cd40448-c74b-4ae9-b78d-6796a8a7297c	no_churn	0.01181	0	no_churn	0.283799	-0.007536	0.047273	-0.01271	-0.013387	0.150059	0.073169	-0.033444	Female	46	No	No	Unemployed	Rural	Bachelor	1,670,911,200
35	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	85e23849-5924-46af-af46-6d803c474abf	no_churn	0.093311	0	no_churn	-0.110086	-0.003285	0.046464	0.004912	-0.031155	0.053623	0.028001	-0.037499	Male	77	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
19	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	3e8e79d7-2925-46d3-97e6-3a6a38c0f66d	no_churn	0.573108	1	churn	-0.056163	-0.010498	-0.073271	-0.041366	-0.119805	0.034509	0.011714	0.045854	Female	49	Yes	Yes	Employed	Urban	Bachelor	1,670,911,200
56	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	e5dc14a4-3e8b-4fa6-b3b9-798fcacc6af9	no_churn	0.112119	0	no_churn	-0.124199	-0.011163	0.024848	-0.06078	-0.009644	0.05138	0.039744	0.045788	Female	72	No	No	Employed	Suburban	College	1,670,911,200
15	Yes	No	Medium Speed	Expired	One year	100hrs+	Active	f8aca5ee-fb75-4087-9bc2-7087dfb11d6d	no_churn	0.288712	0	no_churn	0.019051	-0.007464	-0.028883	-0.110402	-0.033268	-0.120868	0.059077	0.053731	Male	48	No	No	Employed	Rural	High School or Below	1,670,911,200
27	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	2c2edc31-d1b6-49e8-9fb4-384b08443cb9	no_churn	0.304788	0	no_churn	-0.119866	-0.009481	0.013477	-0.115665	-0.096466	0.048594	-0.020169	0.030551	Male	41	No	No	Employed	Urban	High School or Below	1,670,911,200
30	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	a9cd08e9-45cf-4763-9118-4dab75c37dbd	no_churn	0.378159	0	no_churn	-0.168197	-0.008869	0.023254	-0.0033	-0.097833	0.063186	0.037339	0.057894	Female	21	No	Yes	Disabled	Suburban	High School or Below	1,670,911,200
70	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	2706f358-142d-4f64-8172-da24c439adce	churn	0.311318	1	churn	-0.053841	-0.004122	0.023139	-0.048221	-0.124764	0.030274	0.031623	0.055219	Male	49	No	Yes	Employed	Suburban	College	1,670,911,200
60	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	2bc2255c-67b8-44eb-837e-29a9efe3fb2c	no_churn	0.098281	0	no_churn	-0.171787	-0.007608	0.052656	0.056592	0.043094	0.028352	0.037665	0.032009	Female	41	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
72	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	c0b6ba12-c7cc-4b55-8562-71e9b94645a3	no_churn	0.134484	0	no_churn	-0.052895	-0.004306	0.08038	0.09936	0.034233	0.084657	0.101964	0.089082	Male	65	Yes	Yes	Employed	Urban	High School or Below	1,670,911,200
54	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	7d00101a-54ef-4720-b0d1-a75bff3910ed	no_churn	0.147557	0	no_churn	-0.184846	-0.003546	0.049019	-0.065416	0.027896	-0.013954	-0.079854	0.031676	Female	58	Yes	Yes	Unemployed	Suburban	College	1,670,911,200
72	Yes	Yes	Fiber optic	Expired	Two year	<80hrs	Active	14a670cd-81ba-4c5f-9183-a1fab6fc9bca	no_churn	0.008841	0	no_churn	-0.151635	-0.005498	0.000739	0.047541	-0.023056	-0.161691	0.001539	0.023035	Female	28	No	No	Medical Leave	Urban	Doctor	1,670,911,200
34	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	8429951e-d6a8-48c9-a41e-70ba7e04b0c9	no_churn	0.038217	0	no_churn	-0.217283	-0.002571	0.028095	-0.106337	0.003996	0.048035	-0.010642	-0.01232	Male	49	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
49	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	476f0ab3-1bb0-4d0d-8c93-72a5aabd7d13	no_churn	0.262546	0	no_churn	-0.080042	-0.002474	0.033244	0.099136	-0.014966	-0.181556	0.04215	0.038815	Female	60	No	No	Employed	Suburban	High School or Below	1,670,911,200
67	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Active	8bd319ed-ba08-48f6-8af8-4ecb7495172d	no_churn	0.079382	0	no_churn	0.009439	-0.00055	0.086678	0.079733	0.091256	-0.127629	0.075394	0.079987	Female	49	No	No	Unemployed	Suburban	High School or Below	1,670,911,200
70	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	30c26289-ffe4-4863-8f30-b5fdd9818a79	no_churn	0.114115	1	churn	-0.134843	-0.006459	0.001219	0.077398	0.009774	0.028096	-0.022091	0.05788	Male	22	No	No	Employed	Suburban	High School or Below	1,670,911,200
66	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	b9b6fb90-8e75-41e5-996e-31eedf063ad5	no_churn	0.355043	1	churn	-0.159984	-0.006932	0.008076	0.039673	0.010069	0.045032	-0.072049	0.02709	Male	27	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
52	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	a02b6dbf-72be-4a0c-90c3-96717008274e	no_churn	0.081509	0	no_churn	-0.006753	-0.001164	0.032308	0.129388	0.101674	0.09736	-0.004772	0.002932	Female	50	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
67	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	c57503e2-f1ba-47bb-a50a-498f07c22238	no_churn	0.11111	0	no_churn	-0.142627	-0.00318	0.012278	0.0234	-0.012913	-0.085753	-0.002582	-0.02765	Male	36	No	No	Employed	Suburban	College	1,670,911,200
27	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	7e2a9b4c-6334-4632-82c5-dfd188e4bbf7	no_churn	0.374782	1	churn	-0.038466	-0.003465	0.089751	0.15836	-0.013493	0.099031	0.031935	-0.038822	Female	36	Yes	Yes	Employed	Suburban	College	1,670,911,200
26	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	0704a455-0e1b-4ace-8e52-ab0ef866aa19	no_churn	0.434062	1	churn	-0.004093	-0.003732	0.128229	0.164049	0.085828	0.098519	0.005777	-0.017886	Female	72	No	No	Employed	Suburban	College	1,670,911,200
56	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	3fb08aa5-63a0-4751-a01b-ad997c435917	no_churn	0.163565	0	no_churn	-0.073964	-0.003053	-0.022254	0.020451	0.084633	0.076264	0.1135	-0.064724	Male	68	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
7	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	89f0c41f-3279-4d3b-9a81-0b8654bda005	no_churn	0.555958	1	churn	0.137489	-0.001581	-0.022823	0.178224	0.033109	0.081387	-0.034478	0.036885	Male	28	No	No	Retired	Suburban	College	1,670,911,200
11	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	ab1e2e9f-b41d-4b92-b130-910814e36932	no_churn	0.25993	0	no_churn	0.131432	-0.001279	0.110237	0.021157	0.170641	0.147837	0.081503	0.049113	Male	26	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
29	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	84e14bee-8a22-49e6-85c6-b795e33e713f	no_churn	0.127081	0	no_churn	-0.182986	-0.00741	0.028298	-0.028528	-0.101941	0.059649	0.038776	0.060115	Female	51	No	Yes	Unemployed	Suburban	College	1,670,911,200
29	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	d44413ba-6492-4dd5-b848-a5968e3b9131	no_churn	0.123366	0	no_churn	-0.080693	-0.008644	-0.028099	-0.038967	-0.07734	0.038414	-0.013735	0.030038	Female	36	No	No	Employed	Suburban	Bachelor	1,670,911,200
13	Yes	No	High Speed	Expired	Month-to-month	<50hrs	Active	cf55098a-485c-45a0-b516-1ba8ceff1e0a	no_churn	0.15279	0	no_churn	-0.001076	-0.01638	-0.063858	-0.137913	-0.114455	0.053184	0.058221	0.05325	Male	35	No	No	Employed	Suburban	High School or Below	1,670,911,200
2	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	104bba5f-6593-4151-b6fd-2c570608d960	no_churn	0.303244	0	no_churn	0.273797	-0.011764	-0.029077	-0.011289	-0.084827	0.118139	0.036562	0.055718	Male	72	No	No	Employed	Suburban	Bachelor	1,670,911,200
43	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	d415b326-c521-48ed-b8c5-88991e90fd7d	no_churn	0.318024	1	churn	-0.15266	0.037154	0.000923	-0.040038	-0.07259	0.073748	-0.012689	0.037126	Female	58	No	Yes	Medical Leave	Rural	Bachelor	1,670,911,200
43	Yes	Yes	High Speed	Expired	One year	<80hrs	Active	968f110a-6cbe-4765-a628-1cf5252521bf	no_churn	0.152228	0	no_churn	-0.093447	-0.002352	0.005598	-0.074691	-0.019469	-0.10239	-0.004396	0.042121	Male	73	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
12	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	e7ae8724-f042-407b-b996-66f951b4e4a3	no_churn	0.2497	0	no_churn	0.097513	-0.0014	0.133859	0.03784	0.143208	0.138575	0.050081	0.058297	Male	72	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
69	Yes	No	Low Speed	Expired	Two year	<80hrs	Active	de6a8e52-428f-493f-b58d-75efead5264d	no_churn	0.017844	0	no_churn	-0.067655	-0.003052	-0.019882	-0.030061	-0.034346	-0.130814	-0.011408	0.028191	Female	73	No	No	Employed	Urban	College	1,670,911,200
31	No	No phone service	High Speed	Expired	One year	100hrs+	Active	ed85c141-de29-42fe-b0bf-b34ff02438a6	no_churn	0.20619	0	no_churn	-0.048841	-0.002131	-0.026427	-0.053072	-0.009347	-0.149108	0.01551	0.014389	Female	49	No	No	Employed	Suburban	Bachelor	1,670,911,200
72	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	6f6728bf-c70d-4e9c-994e-bb9807e5f90e	churn	0.043165	0	no_churn	-0.085089	0.115248	0.069127	0.013072	0.015823	0.095585	0.023816	0.014227	Female	29	Yes	Yes	Employed	Suburban	College	1,670,911,200
20	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Active	a8182d86-c7af-46c8-868d-0d27d7a572ec	no_churn	0.346591	1	churn	-0.078477	-0.012137	-0.02852	-0.0818	-0.080827	0.044019	-0.034553	0.043268	Male	49	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
40	No	No phone service	Medium Speed	Expired	Month-to-month	<50hrs	Active	be656657-769c-40ba-84d6-57971c782b1b	no_churn	0.230849	0	no_churn	-0.040621	0.0569	0.03358	-0.116596	0.020171	0.093686	-0.028229	-0.007918	Female	56	No	Yes	Employed	Suburban	College	1,670,911,200
13	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	099d9ddb-fd6a-4b9c-8549-02bf67bbfa19	no_churn	0.2877	0	no_churn	-0.03626	-0.007522	-0.026425	-0.104073	-0.095242	0.055377	0.019647	0.045471	Female	60	Yes	Yes	Medical Leave	Suburban	Bachelor	1,670,911,200
52	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	4279d344-5241-4018-b2cf-1c9943c0e3f2	no_churn	0.238733	0	no_churn	-0.203403	0.039295	0.016315	-0.041062	-0.129367	0.057225	-0.02385	0.02582	Male	53	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
51	No	No phone service	High Speed	In_Store_Support	One year	<80hrs	Active	4df975bd-9dc7-4d9f-9051-3b86d335ad63	no_churn	0.14614	1	churn	0.078792	0.102738	0.050568	0.015676	0.061862	-0.001817	0.185882	0.077272	Male	46	No	No	Medical Leave	Suburban	Bachelor	1,670,911,200
4	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	dcc9b35e-a985-4b06-be81-c0706f0db4b9	no_churn	0.131147	0	no_churn	0.054683	-0.00697	-0.106507	-0.129003	-0.005385	0.068023	-0.0314	-0.059097	Male	59	Yes	No	Unemployed	Urban	College	1,670,911,200
16	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	fe5ee804-197e-44c8-b1f3-f60135cd36dd	no_churn	0.015627	0	no_churn	0.148747	-0.006307	0.01637	-0.040339	-0.001119	0.097854	-0.040515	0.010298	Female	34	Yes	No	Employed	Suburban	College	1,670,911,200

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