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
44	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	feeec400-3e59-4878-90c1-754e5cbad843	no_churn	0.006936	0	no_churn	-0.070697	-0.003947	-0.019366	-0.024083	0.012995	-0.096847	-0.023388	-0.043695	Male	34	No	No	Unemployed	Suburban	High School or Below	1,671,775,200
27	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	7f2f23f1-0c12-442e-b999-666536f3d7f6	no_churn	0.084461	0	no_churn	-0.109256	-0.007208	-0.035839	-0.069963	0.015852	0.036851	-0.05342	-0.046042	Male	80	No	No	Employed	Rural	College	1,671,775,200
4	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	ba01d41f-40a9-4630-9bff-c444fc67801c	no_churn	0.684831	0	no_churn	0.109563	-0.003598	-0.066902	-0.030148	-0.003964	0.106678	0.135985	0.098835	Female	47	No	No	Employed	Suburban	Doctor	1,671,775,200
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	fef9d1c8-4ffc-4aba-b658-a28104dcd680	no_churn	0.458209	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	41	No	No	Unemployed	Suburban	High School or Below	1,671,775,200
40	Yes	Yes	Fiber optic	Phone_Support	One year	100hrs+	Active	e2f6b4e1-6c27-4acb-93cd-5624e4ceceb5	no_churn	0.309019	0	no_churn	-0.142049	-0.002756	0.030962	-0.029574	-0.056577	-0.160006	0.058979	0.059329	Male	26	No	No	Disabled	Suburban	College	1,671,775,200
72	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	af9ba566-e1d2-4a8b-8d3b-2d340a1d7cab	no_churn	0.003727	0	no_churn	-0.074786	-0.003627	-0.010056	-0.025079	-0.02105	-0.105654	-0.011324	-0.017451	Female	39	No	No	Employed	Rural	College	1,671,775,200
71	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	3b99a666-aca4-46f8-92e0-4f2c1bdfb4fc	no_churn	0.025381	0	no_churn	-0.069201	-0.002838	-0.002952	0.000619	-0.0002	-0.161198	-0.016775	-0.01648	Female	24	Yes	Yes	Employed	Suburban	College	1,671,775,200
18	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	b4adb9bd-f35a-4726-b3cb-86ffd584635f	no_churn	0.252192	0	no_churn	-0.119614	-0.00632	0.066713	0.062724	-0.017455	0.084556	-0.036752	-0.040047	Female	30	No	No	Unemployed	Rural	College	1,671,775,200
26	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	e693cfb4-d0a7-45e3-b7bc-7939324dce68	no_churn	0.217745	0	no_churn	-0.182478	-0.002753	-0.049823	-0.056093	0.034715	0.039883	-0.066874	0.064399	Female	26	No	No	Employed	Rural	Bachelor	1,671,775,200
5	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	2fd819a5-b674-482a-97c2-406e15b11528	churn	0.379942	1	churn	0.103405	-0.004263	-0.066005	-0.075011	0.05217	0.109288	0.022951	0.084438	Female	47	No	No	Employed	Suburban	College	1,671,775,200
71	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Active	38835f1f-f670-4c38-90a7-23a004578b83	no_churn	0.004543	0	no_churn	-0.097947	-0.002963	0.024782	-0.033041	0.023367	-0.137178	0.057878	0.052816	Female	57	No	No	Unemployed	Suburban	Doctor	1,671,775,200
13	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	a02c79c5-dd5e-4529-85f6-3a62e51b136f	churn	0.647274	1	churn	0.129696	-0.006658	-0.047204	0.00121	0.138816	0.122328	0.143816	0.126506	Male	78	No	No	Employed	Suburban	Master	1,671,775,200
43	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	47d03664-5d6d-4f14-894d-9d129227c2c8	churn	0.239032	1	churn	-0.084982	-0.0058	-0.070603	-0.070732	0.013434	0.047455	-0.026398	-0.035119	Male	44	No	No	Unemployed	Suburban	Bachelor	1,671,775,200
1	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	b17622db-845d-4fad-a3eb-e8ea36f53c78	no_churn	0.400487	0	no_churn	0.185379	-0.011123	-0.036618	-0.106532	-0.075056	0.091473	-0.050013	-0.038532	Female	25	No	Yes	Employed	Suburban	Doctor	1,671,775,200
3	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	bce6f1f0-8ce1-4844-993a-8617b8855248	churn	0.691174	1	churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	47	Yes	No	Employed	Urban	College	1,671,775,200
1	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	beba0c4d-a086-43de-b2e7-871dc706931c	no_churn	0.10919	0	no_churn	0.082945	-0.007069	-0.018311	-0.06181	-0.001162	-0.166761	-0.040735	-0.047037	Male	21	No	Yes	Employed	Suburban	College	1,671,775,200
33	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	093188ff-c5e5-46f3-b469-3e4ef95f1c63	no_churn	0.059748	0	no_churn	0.00412	-0.001809	-0.058424	0.06737	0.028602	-0.212068	-0.011763	-0.025054	Male	60	No	No	Employed	Urban	Doctor	1,671,775,200
14	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	03076f80-ded9-4f5b-9149-10adcb89adfc	no_churn	0.009142	0	no_churn	-0.03169	-0.004937	-0.012133	-0.051209	-0.029617	-0.100055	-0.01751	-0.021876	Female	80	No	Yes	Unemployed	Rural	High School or Below	1,671,775,200
27	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	012fa04b-cd56-4c9b-8142-73068f0f8092	no_churn	0.084461	0	no_churn	-0.109256	-0.007208	-0.035839	-0.069963	0.015852	0.036851	-0.05342	-0.046042	Male	42	No	Yes	Employed	Rural	Master	1,671,775,200
69	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	25a66ba1-cd1c-4350-8146-5b20366f7f75	no_churn	0.08584	0	no_churn	-0.020187	-0.001018	0.065536	0.070268	0.014315	-0.131837	0.110121	0.063776	Male	54	Yes	Yes	Employed	Urban	High School or Below	1,671,775,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a098e4bf-390e-4f84-8277-8ed8036f6839	churn	0.76724	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	41	No	No	Disabled	Suburban	High School or Below	1,671,775,200
67	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	f770297d-bee3-445a-810f-5551bd39e9f7	no_churn	0.123872	0	no_churn	-0.103621	-0.002422	-0.003516	-0.017647	0.01991	-0.197285	0.033548	0.042008	Female	24	No	No	Employed	Urban	College	1,671,775,200
66	Yes	Yes	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	219040b8-d1df-4e01-a004-eecc20378a12	no_churn	0.012869	0	no_churn	0.000725	-0.002504	-0.000748	-0.07992	-0.016863	-0.133376	-0.01652	-0.014821	Female	52	Yes	Yes	Disabled	Urban	College	1,671,775,200
70	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	cc3d52e3-d2ac-4d60-b8a0-19b7a7eb939f	no_churn	0.235855	0	no_churn	-0.173164	0.000899	-0.010389	-0.01609	0.045478	0.088185	0.054581	0.106807	Male	78	No	Yes	Medical Leave	Suburban	Doctor	1,671,775,200
3	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	f2bd2082-645b-43b6-aaac-4f454f9c5b1e	no_churn	0.420306	0	no_churn	0.039286	-0.016937	-0.0878	-0.120189	-0.032741	0.054326	-0.058014	0.023043	Male	50	No	Yes	Employed	Suburban	College	1,671,775,200
43	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	12468f3b-85c2-46c8-9b3a-f7e90051c83e	no_churn	0.172465	0	no_churn	-0.065922	-0.00292	-0.028301	0.078221	0.039286	0.070378	-0.022616	-0.01936	Male	67	Yes	Yes	Employed	Urban	Bachelor	1,671,775,200
22	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	8b0953c6-845c-4ad4-905e-829927264f11	churn	0.220717	1	churn	-0.083213	-0.004532	-0.032046	-0.074998	-0.009801	0.040666	-0.046155	-0.051447	Female	73	No	Yes	Employed	Suburban	Master	1,671,775,200
24	Yes	Yes	High Speed	Phone_Support	One year	<50hrs	Active	a4210c42-ab36-4e51-bda2-e89d0a061653	no_churn	0.11365	0	no_churn	-0.003786	-0.001635	0.003497	0.007212	0.068253	-0.162571	0.03214	0.081032	Male	33	No	No	Unemployed	Urban	Master	1,671,775,200
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4cd88ed6-33c6-46b5-88de-024d0f20d96c	no_churn	0.458209	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	64	Yes	Yes	Unemployed	Urban	Bachelor	1,671,775,200
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	91e769aa-d1ab-4499-bca1-aabdffddc0da	no_churn	0.546886	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	72	No	Yes	Unemployed	Suburban	College	1,671,775,200
12	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	bea2ee1f-f850-4988-abc0-baf2d0cfffd1	churn	0.217158	1	churn	-0.06207	-0.009067	-0.019765	-0.104809	-0.034372	0.040952	-0.03958	-0.030982	Female	39	No	No	Employed	Rural	Master	1,671,775,200
45	Yes	Yes	Fiber optic	In_Store_Support	One year	0hrs	Disabled	be85544e-6547-4efd-8fbf-8fb0f1a413c0	no_churn	0.135611	0	no_churn	-0.078106	-0.002867	0.043562	0.069893	0.012063	-0.104513	-0.008474	-0.017252	Female	51	No	No	Unemployed	Suburban	Bachelor	1,671,775,200
5	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	24efc29a-7233-4624-bc24-1b8847bd806f	churn	0.379942	1	churn	0.103405	-0.004263	-0.066005	-0.075011	0.05217	0.109288	0.022951	0.084438	Male	48	No	No	Medical Leave	Suburban	College	1,671,775,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	211d4357-0595-4fc5-a95c-238bd0ac42ab	churn	0.866903	1	churn	0.363996	-0.003773	-0.023682	0.050704	0.044275	0.157237	0.098271	0.043945	Male	39	No	No	Disabled	Suburban	High School or Below	1,671,775,200
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	fcc73cda-e2bd-4dbb-9c28-209585e4e883	no_churn	0.458209	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	73	No	Yes	Employed	Suburban	Bachelor	1,671,775,200
70	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	27976b08-f207-414d-9309-e0f3028f3df1	no_churn	0.235855	0	no_churn	-0.173164	0.000899	-0.010389	-0.01609	0.045478	0.088185	0.054581	0.106807	Male	78	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,775,200
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6c8ac64a-0e0a-4681-b478-c6086ad94a4b	no_churn	0.67469	0	no_churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Male	74	No	Yes	Employed	Suburban	Bachelor	1,671,775,200
38	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6d345bbe-6c9b-425d-8b9b-fcdfc03240a8	no_churn	0.216037	0	no_churn	0.068658	-0.008714	0.005341	0.174442	0.013833	0.065926	0.013773	0.029058	Male	39	Yes	Yes	Employed	Rural	Bachelor	1,671,775,200
39	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	b0046f50-494e-4434-b6c2-5f63692736a4	no_churn	0.00998	0	no_churn	-0.015866	-0.006109	-0.011557	-0.063497	0.003328	-0.121987	-0.018531	-0.034807	Male	31	No	No	Employed	Rural	Bachelor	1,671,775,200
6	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	2e91990d-ad68-4d7e-965e-1db163902f6f	no_churn	0.103797	0	no_churn	0.083741	-0.003429	0.017994	-0.008721	0.026333	0.094736	-0.043364	-0.025263	Female	62	No	Yes	Employed	Suburban	Master	1,671,775,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7095b54e-db2c-499a-a1cb-90858e5fba60	churn	0.896318	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	31	No	Yes	Unemployed	Suburban	High School or Below	1,671,775,200
39	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	78c03417-4583-4418-ad9f-e273111a58aa	churn	0.175804	1	churn	0.059483	0.190933	0.084324	0.026086	0.048267	0.130707	0.010382	0.020792	Male	41	No	Yes	Employed	Suburban	Master	1,671,775,200
70	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	82265a53-a980-45fd-b0ef-9932f808985c	no_churn	0.235855	0	no_churn	-0.173164	0.000899	-0.010389	-0.01609	0.045478	0.088185	0.054581	0.106807	Male	77	Yes	No	Employed	Suburban	Bachelor	1,671,775,200
71	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Active	30e49644-eba8-44c1-9174-ed9eb788c2da	no_churn	0.004543	0	no_churn	-0.097947	-0.002963	0.024782	-0.033041	0.023367	-0.137178	0.057878	0.052816	Female	42	No	No	Employed	Rural	College	1,671,775,200
7	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	2549d0e7-e4f8-4eb5-b6fe-871406b04a0e	churn	0.852988	1	churn	0.124707	-0.001101	0.001219	-0.04808	0.109155	0.109408	0.106457	0.129209	Female	33	Yes	No	Disabled	Rural	High School or Below	1,671,775,200
71	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	1407cf8c-a41e-4ce6-8d52-9f6379b55496	no_churn	0.002621	0	no_churn	-0.080753	-0.003509	0.006071	-0.010925	0.007978	-0.146652	-0.017508	-0.023728	Male	45	No	No	Unemployed	Suburban	Master	1,671,775,200
24	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	5f243694-4103-43c6-b23d-781c274d1698	no_churn	0.106478	0	no_churn	0.044793	0.166404	0.054213	0.068585	0.136994	0.131742	0.00166	-0.003418	Male	61	No	No	Unemployed	Suburban	Bachelor	1,671,775,200
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	346de4c7-1d85-4e07-a09d-2fd4bec3dcd9	no_churn	0.196289	0	no_churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Female	75	Yes	Yes	Employed	Suburban	College	1,671,775,200
30	Yes	Yes	Medium Speed	Phone_Support	Two year	<50hrs	Active	6ad01c92-25e3-40e7-996c-1502f279f074	no_churn	0.086548	0	no_churn	0.010462	-0.001356	0.000524	-0.016819	0.078887	-0.212378	0.057423	0.064231	Male	62	No	No	Employed	Urban	High School or Below	1,671,775,200
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	384be078-5f69-4251-a2c5-05f327ed3137	no_churn	0.305014	0	no_churn	0.219737	-0.007025	-0.022192	-0.046504	-0.010735	0.11999	-0.019577	-0.000988	Male	37	No	No	Medical Leave	Suburban	Bachelor	1,671,775,200
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2e97b2a4-1f62-4cf2-b644-3f3c9827e776	churn	0.384257	1	churn	0.065413	-0.003302	-0.025443	0.102843	-0.006661	0.114229	-0.037738	-0.044144	Female	67	Yes	No	Employed	Urban	College	1,671,775,200
32	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6cfc6dac-5ad7-4743-8434-ae1cb6615f80	no_churn	0.38715	0	no_churn	0.003688	-0.003332	-0.038435	0.124405	0.014193	0.037841	0.00146	0.001235	Female	27	Yes	Yes	Employed	Suburban	College	1,671,775,200
72	Yes	Yes	Medium Speed	In_Store_Support	Two year	100hrs+	Active	680c80de-b604-4721-8028-4df2009cadd5	no_churn	0.003912	0	no_churn	-0.083792	-0.003166	0.004891	-0.024109	-0.041273	-0.161161	0.015544	0.024038	Male	77	No	No	Employed	Suburban	Bachelor	1,671,775,200
6	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	02331211-7fae-4fdf-8b02-a6a3f47a1339	no_churn	0.103797	0	no_churn	0.083741	-0.003429	0.017994	-0.008721	0.026333	0.094736	-0.043364	-0.025263	Male	66	Yes	No	Employed	Suburban	High School or Below	1,671,775,200
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f21f3482-4fde-400c-8a27-67f50fb96610	no_churn	0.687018	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	50	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,775,200
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	86355027-ad36-4155-acbd-8e43c6b4e614	no_churn	0.603475	0	no_churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Female	63	No	No	Employed	Rural	High School or Below	1,671,775,200
63	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	9302d524-8ef1-460a-9406-a42f91d8ec03	no_churn	0.241031	0	no_churn	-0.116376	-0.00248	-0.067358	-0.033228	-0.004758	-0.051778	0.042085	0.034199	Female	23	No	Yes	Unemployed	Urban	Bachelor	1,671,775,200
1	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	0fc2456d-3f1d-45be-aa3c-269a876a047c	no_churn	0.488396	0	no_churn	0.1247	0.006033	-0.012867	-0.221582	-0.064765	0.090704	-0.05876	-0.061347	Male	45	No	Yes	Employed	Suburban	High School or Below	1,671,775,200
64	No	No phone service	High Speed	Phone_Support	Two year	100hrs+	Active	be0fed94-078e-415f-ac85-0668b19a684d	no_churn	0.079131	0	no_churn	-0.120149	-0.015332	-0.001248	0.009865	0.03217	-0.160248	0.035418	0.040498	Male	47	Yes	No	Employed	Rural	Bachelor	1,671,775,200
24	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	44af40f5-aa3d-4f25-b78d-a714ca40807f	no_churn	0.106478	0	no_churn	0.044793	0.166404	0.054213	0.068585	0.136994	0.131742	0.00166	-0.003418	Female	50	Yes	Yes	Disabled	Urban	Bachelor	1,671,775,200
67	Yes	Yes	High Speed	Phone_Support	One year	<50hrs	Active	97f63fe5-46de-45e3-b4d7-91affcc79466	no_churn	0.198693	0	no_churn	-0.063669	-0.000938	0.037154	-0.023076	0.009448	-0.13231	0.023233	0.066687	Female	45	No	Yes	Unemployed	Suburban	College	1,671,775,200
66	No	No phone service	High Speed	Phone_Support	Two year	<80hrs	Active	d2d3978d-f341-477e-9dd8-f73c89c4fbea	no_churn	0.01183	0	no_churn	-0.071853	-0.016682	-0.01503	-0.018937	0.025355	-0.172213	0.026185	0.035578	Male	76	No	Yes	Unemployed	Suburban	High School or Below	1,671,775,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	289cc27d-7b4f-4af9-be91-d77164691761	churn	0.814822	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	71	No	Yes	Employed	Suburban	College	1,671,775,200
26	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	f68f910b-0374-4101-bffa-d31a82f7accb	no_churn	0.217745	0	no_churn	-0.182478	-0.002753	-0.049823	-0.056093	0.034715	0.039883	-0.066874	0.064399	Female	55	No	No	Employed	Suburban	High School or Below	1,671,775,200
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	11dbfeb6-11af-4e59-9bd0-d40be612bb10	churn	0.27143	1	churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Male	43	No	Yes	Unemployed	Suburban	College	1,671,775,200
28	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	eadbc8fd-d149-4eb1-9387-f59287762acf	no_churn	0.441982	0	no_churn	-0.079189	-0.005869	-0.032693	0.106386	0.016852	0.077926	-0.013452	-0.0132	Female	50	No	Yes	Employed	Suburban	College	1,671,775,200
19	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	b50a2dab-97d5-4125-94d1-d58dbfcfb75a	churn	0.551805	1	churn	0.056233	-0.00423	0.073998	0.003885	0.017525	0.115658	0.067643	0.045654	Male	57	No	No	Medical Leave	Urban	College	1,671,775,200
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c6d825c2-d916-4420-a53e-45db0019e6a7	no_churn	0.305014	0	no_churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Male	74	No	No	Unemployed	Suburban	Bachelor	1,671,775,200
11	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	c98a3c0a-60f7-4edb-9192-9491d19ba403	no_churn	0.239334	0	no_churn	-0.016079	-0.009127	-0.02799	-0.177108	0.030057	0.052469	-0.054585	-0.066664	Female	43	No	No	Employed	Rural	Bachelor	1,671,775,200
47	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	284d54ee-f05d-4393-b7cc-1b4943d98d13	no_churn	0.137437	0	no_churn	-0.046141	-0.004098	-0.064355	-0.065505	0.041294	0.053906	-0.037401	-0.056012	Female	23	No	No	Employed	Suburban	Bachelor	1,671,775,200
43	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9e28b17e-d681-471b-9986-588fb67e8e84	no_churn	0.172465	0	no_churn	-0.065922	-0.00292	-0.028301	0.078221	0.039286	0.070378	-0.022616	-0.01936	Male	42	No	Yes	Unemployed	Suburban	Bachelor	1,671,775,200
25	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	c62ce6fa-5089-4e8e-9c46-97bae438f0c4	no_churn	0.361945	0	no_churn	-0.019173	-0.004547	-0.085154	-0.056403	0.101379	0.065295	0.05428	0.099631	Female	62	No	No	Unemployed	Suburban	College	1,671,775,200
10	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	95856e43-1e45-4e0a-bae0-49b70d69af93	no_churn	0.068642	0	no_churn	-0.035437	-0.014003	0.00183	-0.141581	0.008136	0.056262	-0.063515	-0.070719	Female	63	No	No	Employed	Suburban	High School or Below	1,671,775,200
3	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c14879b6-4381-4e20-a19d-954d2fc663f5	churn	0.366939	1	churn	0.100651	-0.007702	-0.005903	-0.103438	-0.027927	0.080176	-0.026896	-0.034595	Male	80	No	No	Employed	Suburban	High School or Below	1,671,775,200
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	100hrs+	Active	f5d821e4-e03e-4bc3-9c3a-32952dad4ded	no_churn	0.007129	0	no_churn	-0.124609	-0.00326	0.010237	0.034016	-0.053497	-0.172884	0.015441	0.02553	Female	65	No	No	Employed	Suburban	High School or Below	1,671,775,200
19	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	242dbf59-3614-4941-bd60-5d4207624906	churn	0.551805	1	churn	0.056233	-0.00423	0.073998	0.003885	0.017525	0.115658	0.067643	0.045654	Female	23	No	Yes	Retired	Suburban	Bachelor	1,671,775,200
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d969ba60-8066-4775-8972-a52055790631	churn	0.62984	1	churn	0.039429	-0.001228	0.07312	0.060426	0.008267	0.131609	-0.013412	-0.025854	Male	30	No	Yes	Unemployed	Suburban	High School or Below	1,671,775,200
56	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	2ab5d664-1765-4842-98a2-c6b3599e6a7f	no_churn	0.064882	0	no_churn	-0.214246	-0.003499	-0.061341	-0.049887	0.028713	0.02013	-0.012856	0.023961	Male	57	Yes	No	Disabled	Urban	High School or Below	1,671,775,200
11	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8836789b-e954-46a2-b198-da0074f7abf0	no_churn	0.546397	0	no_churn	0.063281	-0.001547	-0.039401	0.054692	0.008549	0.108293	-0.020649	-0.007416	Male	23	No	Yes	Employed	Suburban	High School or Below	1,671,775,200
1	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	efcfbbfc-f9bb-417b-be99-3226e0b63ccb	no_churn	0.400487	0	no_churn	0.185379	-0.011123	-0.036618	-0.106532	-0.075056	0.091473	-0.050013	-0.038532	Female	58	No	No	Employed	Suburban	College	1,671,775,200
11	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	41be400e-66af-4d94-92c2-89af6fe125d8	churn	0.141238	1	churn	0.017865	-0.007259	-0.118955	-0.142226	0.027698	0.059348	-0.04688	-0.058617	Female	53	Yes	Yes	Employed	Suburban	Bachelor	1,671,775,200
56	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	8b295367-c345-4b8a-9f95-2aa1cb549938	no_churn	0.064882	0	no_churn	-0.214246	-0.003499	-0.061341	-0.049887	0.028713	0.02013	-0.012856	0.023961	Female	47	Yes	No	Employed	Suburban	Bachelor	1,671,775,200
65	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	5a5bf982-97b3-48c2-b14e-cd38390e637c	no_churn	0.012071	0	no_churn	-0.03712	-0.00163	-0.005356	-0.015154	-0.012193	-0.127291	-0.015556	-0.054727	Male	25	No	Yes	Unemployed	Suburban	College	1,671,775,200
29	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	53882de5-68e9-4f1b-bb11-9b6cf177bba8	no_churn	0.556852	0	no_churn	-0.182244	-0.004469	-0.004294	-0.141527	0.02178	0.055503	0.009053	0.067173	Male	72	Yes	Yes	Employed	Rural	High School or Below	1,671,775,200
1	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	21697c0a-e9cc-4e20-b8fa-16465b509222	churn	0.825048	1	churn	0.278207	0.126938	0.041165	0.042249	0.086491	0.160231	-0.010976	0.000418	Male	52	No	Yes	Employed	Suburban	Bachelor	1,671,775,200
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e42d1fc3-55f7-45ee-94a1-a27110342da8	churn	0.384257	1	churn	0.065413	-0.003302	-0.025443	0.102843	-0.006661	0.114229	-0.037738	-0.044144	Female	22	Yes	No	Employed	Suburban	Bachelor	1,671,775,200
36	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	eafbce2b-bf0e-463d-bc63-337d38801e3e	no_churn	0.066211	0	no_churn	-0.052766	-0.003984	-0.012348	-0.034683	-0.034054	-0.055959	-0.028339	-0.046894	Male	64	No	No	Employed	Suburban	Bachelor	1,671,775,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f1676237-7b28-49ee-8389-51d1d484bb1a	churn	0.787462	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	60	No	Yes	Employed	Urban	College	1,671,775,200
68	Yes	Yes	Medium Speed	Phone_Support	One year	0hrs	Disabled	803561b4-526f-4ed1-a16c-6ad6e3bf3b65	no_churn	0.060683	0	no_churn	-0.057459	-0.002689	0.000126	-0.047964	0.004378	-0.071268	-0.038937	-0.051881	Male	66	No	No	Employed	Suburban	College	1,671,775,200
69	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	d83eccae-e0aa-4a86-a6ba-6db0ff31cdcf	no_churn	0.08584	0	no_churn	-0.020187	-0.001018	0.065536	0.070268	0.014315	-0.131837	0.110121	0.063776	Male	72	Yes	No	Unemployed	Suburban	Master	1,671,775,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	3357e031-424b-46a5-99f4-fa0fd4c9b552	churn	0.866903	1	churn	0.363996	-0.003773	-0.023682	0.050704	0.044275	0.157237	0.098271	0.043945	Male	63	No	Yes	Retired	Urban	Bachelor	1,671,775,200
47	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	ba2a16fc-bdc1-4f28-a3fa-13f03f601704	no_churn	0.007092	0	no_churn	-0.03205	-0.004982	-0.010815	-0.04698	0.007455	-0.115299	-0.027441	-0.038914	Female	40	No	No	Unemployed	Urban	College	1,671,775,200
10	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	5e520395-a65b-453f-b781-33067b9d0206	no_churn	0.0492	0	no_churn	-0.015325	-0.006046	-0.021907	-0.040875	-0.024522	-0.107217	-0.023438	-0.029696	Male	26	No	Yes	Disabled	Suburban	High School or Below	1,671,775,200
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d711baed-f8b0-4780-a28e-8505bbe89992	no_churn	0.422131	0	no_churn	0.052194	-0.005021	-0.0668	0.148805	-0.008346	0.108179	-0.039669	-0.027313	Female	38	No	No	Unemployed	Suburban	Bachelor	1,671,775,200
45	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Active	f86ce475-0ce8-4d00-9bea-92fe041d688f	no_churn	0.252928	0	no_churn	-0.226731	-0.005141	-0.02897	-0.01609	0.063578	0.019683	-0.025213	-0.000142	Male	28	No	Yes	Employed	Suburban	High School or Below	1,671,775,200
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c269dfaf-245c-4668-95e7-aa671b602a94	no_churn	0.540717	0	no_churn	-0.062592	-0.007967	-0.01199	0.12992	0.055456	0.096735	-0.036731	-0.020901	Male	62	No	No	Employed	Suburban	Master	1,671,775,200
66	Yes	Yes	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	dd3dbfe7-cad1-468c-96e5-8b35406fea93	no_churn	0.012869	0	no_churn	0.000725	-0.002504	-0.000748	-0.07992	-0.016863	-0.133376	-0.01652	-0.014821	Male	30	No	Yes	Unemployed	Rural	Bachelor	1,671,775,200
71	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Active	51e604b6-cfc9-460d-b460-f360c37ebcc6	no_churn	0.004543	0	no_churn	-0.097947	-0.002963	0.024782	-0.033041	0.023367	-0.137178	0.057878	0.052816	Female	27	No	Yes	Employed	Suburban	Bachelor	1,671,775,200
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c1287bf0-cb6d-47f8-8c23-e8e0e9c0aa4a	churn	0.396786	1	churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Male	75	No	No	Employed	Suburban	Master	1,671,775,200
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	35b1e6ae-5f34-40a8-a639-1a1a3cb39df9	no_churn	0.422131	0	no_churn	0.052194	-0.005021	-0.0668	0.148805	-0.008346	0.108179	-0.039669	-0.027313	Female	28	Yes	Yes	Retired	Rural	Bachelor	1,671,775,200

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