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
32	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	84069ca6-afa9-4efc-9629-d2ae63ec14d1	no_churn	0.473498	0	no_churn	-0.08864	-0.002134	0.069597	-0.022316	0.06713	0.0919	0.048907	0.094591	Male	71	No	No	Employed	Suburban	Bachelor	1,672,725,600
62	Yes	Yes	High Speed	Web_Chat_Support	Two year	<80hrs	Active	f5001ed6-e569-4eca-b6f1-38d19b822d4d	no_churn	0.052418	0	no_churn	-0.135422	-0.002458	-0.010121	-0.008946	0.039098	-0.196628	0.024779	0.040672	Female	55	No	No	Unemployed	Urban	College	1,672,725,600
64	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	4b392cb7-7f37-4c1b-995f-3c24fc49eb41	no_churn	0.271271	0	no_churn	-0.230001	-0.002729	-0.01935	-0.001312	0.042974	0.046133	-0.006679	0.036104	Male	21	No	No	Unemployed	Suburban	High School or Below	1,672,725,600
51	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	8610844f-d200-4083-931b-61450db6d7be	churn	0.559357	1	churn	-0.195309	-0.001625	0.029633	-0.052907	0.017375	0.083299	-0.027088	0.067596	Male	77	No	No	Employed	Rural	College	1,672,725,600
17	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	eb291715-bd95-40dd-95b0-007ed9c401a3	no_churn	0.657422	0	no_churn	0.172792	-0.004214	0.052199	0.060285	0.150936	0.138472	0.07891	0.039926	Female	55	No	Yes	Employed	Suburban	Master	1,672,725,600
58	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	3e6c8c54-4f8e-4156-8812-19e9a6cd34fd	churn	0.398486	1	churn	0.0048	-0.000306	0.077296	0.101882	0.11685	0.08528	0.189938	0.093984	Female	41	No	Yes	Unemployed	Urban	High School or Below	1,672,725,600
32	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	6123d650-1ea1-4704-acb0-12065684df3f	churn	0.553952	1	churn	-0.08864	-0.002134	0.069597	-0.022316	0.06713	0.0919	0.048907	0.094591	Female	40	No	Yes	Employed	Suburban	Bachelor	1,672,725,600
56	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	57b3ad9f-7f7b-48d4-89ee-2189103aedb1	no_churn	0.269847	0	no_churn	-0.021718	-0.001103	0.04611	0.110327	0.080101	0.055536	0.114173	0.047548	Male	24	Yes	No	Unemployed	Suburban	College	1,672,725,600
38	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	a6c468a4-a266-46d0-95d3-fb96c41be6fb	no_churn	0.36223	0	no_churn	-0.145631	-0.002714	0.021731	-0.003383	0.048327	0.035265	0.068493	0.058886	Female	69	No	No	Disabled	Urban	College	1,672,725,600
32	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	89c555da-744c-4c53-bdd7-26d95277b192	churn	0.419019	1	churn	-0.157213	-0.002096	0.048205	-0.092175	0.022472	0.041975	-0.036262	0.066402	Male	78	No	No	Disabled	Suburban	Bachelor	1,672,725,600
38	Yes	Yes	High Speed	Web_Chat_Support	One year	<80hrs	Active	4beb0db7-07e2-46d7-b84b-ad726605bb72	no_churn	0.204225	0	no_churn	-0.135536	-0.003268	0.009073	-0.019463	0.02433	-0.125401	-0.05735	0.038589	Male	24	No	Yes	Employed	Rural	Bachelor	1,672,725,600
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	24051221-4ba9-4af5-9c71-32ba58c0efa0	churn	0.880348	1	churn	0.234158	-0.004922	-0.042139	0.062038	0.126801	0.139963	0.055458	0.088784	Female	49	No	Yes	Employed	Suburban	Bachelor	1,672,725,600
9	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	dc1f879a-223d-4d10-865e-b75411809863	churn	0.741	1	churn	0.102924	-0.003019	0.049508	0.064618	0.095283	0.1471	0.128889	0.127338	Male	63	No	No	Disabled	Suburban	High School or Below	1,672,725,600
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	8f7fbc04-0997-4aac-ba35-6d3656011ea0	churn	0.880348	1	churn	0.313215	-0.004057	-0.019772	-0.035291	0.127626	0.150555	0.089226	0.099473	Female	24	Yes	Yes	Employed	Rural	Master	1,672,725,600
22	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	0b00e606-ef9f-4115-bb90-f488240b0bb5	churn	0.607546	1	churn	-0.093013	-0.005891	0.004991	-0.064422	0.074264	0.034799	-0.009259	0.039504	Female	29	No	Yes	Employed	Suburban	Bachelor	1,672,725,600
54	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	3c5aa36a-16ec-40d7-a1ae-4332422a8230	churn	0.62108	1	churn	-0.184846	-0.003546	0.049019	-0.065416	0.027896	-0.013954	-0.079854	0.031676	Female	45	No	No	Unemployed	Suburban	Bachelor	1,672,725,600
70	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	083b8e6c-71bf-4a9b-a50a-1052b68e37ce	no_churn	0.341998	0	no_churn	-0.169858	-0.002993	0.063188	0.017801	0.03464	0.083007	0.000034	0.077297	Male	71	No	Yes	Employed	Suburban	Bachelor	1,672,725,600
26	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	1a60eb63-52a2-4e14-a9f5-57195c1c38eb	churn	0.415424	1	churn	-0.139934	-0.002264	-0.017416	0.01675	-0.025458	0.068113	-0.064328	0.035512	Female	73	Yes	No	Employed	Suburban	Doctor	1,672,725,600
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	0418101c-391d-4ab6-b3bb-5e79a5438fd4	no_churn	0.656895	0	no_churn	-0.159381	-0.004755	0.024691	-0.088583	0.013489	0.005648	-0.043591	-0.006544	Female	80	No	No	Employed	Suburban	High School or Below	1,672,725,600
24	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	e6f79864-6dcb-4538-9a96-ab7405997de1	churn	0.109623	0	no_churn	-0.163295	-0.007112	-0.1358	-0.01381	0.028851	0.043013	-0.01566	0.034787	Female	49	No	No	Employed	Suburban	Bachelor	1,672,725,600
57	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	e5bbac83-845c-490a-9b4e-7f43dca82114	no_churn	0.290622	0	no_churn	-0.21619	-0.003386	-0.05386	-0.075646	0.0416	0.022156	0.014179	0.032122	Female	47	Yes	Yes	Employed	Rural	High School or Below	1,672,725,600
45	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	a561c5ce-3070-4da5-9975-1b6807df81b7	no_churn	0.228253	0	no_churn	-0.143193	-0.002334	-0.016569	-0.033835	-0.032841	-0.091972	0.024562	0.037157	Male	64	Yes	No	Employed	Suburban	Bachelor	1,672,725,600
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	c40e2fc7-8990-4170-9539-ded9bf22fb13	no_churn	0.424652	0	no_churn	-0.003612	-0.005464	-0.101966	-0.048662	0.048981	0.093134	0.053998	0.023898	Female	79	No	Yes	Employed	Urban	Bachelor	1,672,725,600
32	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	f413099b-f39a-4571-b188-fa3d50a96ffc	no_churn	0.236102	0	no_churn	-0.081359	-0.003564	-0.101117	-0.027589	-0.010878	0.045929	-0.000297	0.004467	Female	27	Yes	Yes	Employed	Rural	Bachelor	1,672,725,600
65	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	e54ca449-4bac-4815-a4fd-febbc3e1e2d3	no_churn	0.373015	0	no_churn	-0.22682	-0.004113	-0.019478	-0.066687	-0.003122	0.035323	-0.010389	0.026259	Female	32	Yes	No	Employed	Rural	Bachelor	1,672,725,600
72	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	1a2ebc6f-84dd-49a4-a526-3fc8656844b0	no_churn	0.009945	0	no_churn	-0.264017	-0.002319	-0.018332	-0.064339	0.01517	0.062642	-0.036577	0.058746	Male	72	No	No	Disabled	Suburban	High School or Below	1,672,725,600
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	1638bf27-58e0-4855-ba96-33983b4f7095	no_churn	0.168658	0	no_churn	-0.111906	-0.002109	0.042073	0.049363	0.04703	-0.079431	0.064395	0.054154	Female	22	No	Yes	Medical Leave	Suburban	Bachelor	1,672,725,600
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	c5ec27a9-f4a5-4c2f-a997-67bc6ffd0a86	churn	0.585079	1	churn	-0.063067	-0.003794	0.095198	0.079637	0.079323	0.093877	-0.006878	0.018361	Female	50	Yes	Yes	Employed	Suburban	Bachelor	1,672,725,600
70	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	9d1c05d2-5bfe-4d0b-9e30-d86fd20dd4a8	no_churn	0.222876	0	no_churn	-0.138035	-0.002348	-0.000952	-0.00718	-0.056769	-0.136265	0.020717	0.051805	Female	45	No	No	Employed	Suburban	Master	1,672,725,600
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	53a3bd99-5e0a-4e77-a9d0-beb057cf3bdf	no_churn	0.657422	0	no_churn	0.074535	-0.004501	0.110634	0.008177	0.062705	0.083209	0.043878	0.033754	Female	72	No	Yes	Unemployed	Urban	Master	1,672,725,600
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	c3c597f3-a75d-4799-ad8e-1d930b1edff6	churn	0.466104	1	churn	-0.021082	-0.005235	0.071368	-0.02966	0.061634	0.097383	0.067936	0.075128	Female	74	No	No	Unemployed	Suburban	Bachelor	1,672,725,600
70	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	77701b19-8fa6-4a60-a060-d980a63d0fcd	no_churn	0.087955	0	no_churn	-0.194687	-0.003834	-0.056946	-0.0498	-0.016627	0.049149	-0.00722	0.045941	Female	76	No	Yes	Employed	Suburban	Master	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	16b0abda-d402-4924-80ec-279ce9038065	churn	0.878023	1	churn	0.363996	-0.003773	-0.023682	0.050704	0.044275	0.157237	0.098271	0.043945	Male	32	No	No	Employed	Rural	Bachelor	1,672,725,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	625b0b5d-2556-4025-bad8-5e5e3a07e219	no_churn	0.540194	0	no_churn	0.156586	-0.002524	0.11328	0.015258	0.064215	0.138337	0.094062	0.018379	Male	22	No	Yes	Disabled	Suburban	College	1,672,725,600
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	92a3dabf-d348-4492-b780-3b9f8476e45c	churn	0.698952	1	churn	0.135898	-0.004021	0.044206	0.04618	0.075288	0.143708	0.133132	0.075057	Male	60	No	Yes	Retired	Suburban	High School or Below	1,672,725,600
40	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	1ba80854-59d5-4e46-9e62-8eac7420b78a	no_churn	0.345825	0	no_churn	-0.186631	-0.005083	0.044272	-0.040582	-0.022239	0.078385	-0.030424	0.057442	Female	34	Yes	No	Medical Leave	Suburban	College	1,672,725,600
71	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	7ef916e7-73d9-431a-97db-34825adcc0ff	churn	0.443747	1	churn	-0.25679	-0.002244	-0.016678	-0.062982	0.021558	0.061392	-0.046144	0.06286	Male	52	Yes	Yes	Unemployed	Suburban	College	1,672,725,600
28	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	cfb54e35-64e7-4862-b721-6b2e00e46fb1	no_churn	0.183517	0	no_churn	-0.141271	-0.003791	-0.123997	-0.032118	0.02818	0.068156	0.03244	0.023374	Female	22	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,725,600
32	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1bd85e3c-669d-42db-8676-7ebd0249c640	churn	0.574859	1	churn	-0.014631	-0.003368	0.02426	0.153154	0.064041	0.033094	-0.010592	-0.024224	Female	55	No	No	Employed	Rural	College	1,672,725,600
35	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	cbbdf4a8-8120-4952-8da0-5d1f63559607	no_churn	0.42342	0	no_churn	-0.015708	-0.003731	0.060514	0.157794	0.066031	0.116547	0.007508	-0.013096	Male	30	No	No	Employed	Suburban	College	1,672,725,600
47	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	ba31844e-ac67-4374-b023-ef904bca5f3c	no_churn	0.074229	0	no_churn	-0.031069	-0.00702	0.011976	0.049125	-0.00395	-0.210621	-0.019066	-0.058402	Female	60	Yes	No	Employed	Suburban	Bachelor	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0a9b81e5-39fd-4a13-a232-cb1e3252d8f4	churn	0.819235	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	74	No	Yes	Employed	Suburban	Master	1,672,725,600
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	23c957a2-4579-4880-842d-2c932c4a1373	churn	0.613922	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Female	43	Yes	No	Employed	Urban	Bachelor	1,672,725,600
27	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6ce0e256-0113-4634-812d-9dc34c0515b5	no_churn	0.488465	0	no_churn	-0.066414	-0.004155	-0.061019	0.102772	0.051561	0.080675	-0.043375	-0.0167	Male	48	No	Yes	Employed	Suburban	High School or Below	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d4018756-0dd7-4147-b5d4-2bedf2023665	churn	0.816207	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	70	No	Yes	Employed	Urban	Bachelor	1,672,725,600
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b71e2ead-6805-4cba-ab7d-8aa0d4950728	churn	0.594719	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	31	No	No	Employed	Suburban	Doctor	1,672,725,600
34	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	bafeb85d-67e1-4fce-8567-6b11fabefd81	no_churn	0.45592	0	no_churn	-0.064265	-0.002039	0.004311	0.113956	0.064175	0.082727	0.001506	0.005234	Female	51	No	Yes	Employed	Rural	High School or Below	1,672,725,600
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	fdbb35ca-104a-4fd3-bbd4-bfe76a5f9fae	no_churn	0.546014	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	62	No	Yes	Employed	Rural	High School or Below	1,672,725,600
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	19950150-609d-442f-8ef0-a2b7fe3b4229	churn	0.445142	1	churn	-0.119614	-0.00632	0.066713	0.062724	-0.017455	0.084556	-0.036752	-0.040047	Male	30	No	No	Employed	Suburban	College	1,672,725,600
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1d4571bd-0590-4120-91d4-3c54451bfc88	churn	0.4973	1	churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Female	62	No	No	Employed	Suburban	College	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7f3ed40f-1187-4713-99dc-e2f1d6203a38	churn	0.838167	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	41	No	No	Disabled	Suburban	College	1,672,725,600
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dd54f06d-7b48-4bc6-9336-2258da459455	no_churn	0.32511	0	no_churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Male	55	Yes	No	Employed	Suburban	College	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f33026f9-4baa-4013-8fa0-20a47c21c5d3	churn	0.821042	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	53	No	No	Employed	Suburban	College	1,672,725,600
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	fcd6b69f-f32c-42a7-b5c8-35c4ffbe1c46	no_churn	0.562813	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	60	No	Yes	Unemployed	Suburban	College	1,672,725,600
26	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	16a4ff96-64c2-4538-9fb3-c1799dbb85fe	no_churn	0.069922	0	no_churn	-0.12524	-0.004352	-0.056179	0.077847	0.028471	0.064872	-0.037299	-0.024627	Female	22	No	No	Disabled	Rural	Bachelor	1,672,725,600
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	26b58ef4-01e5-48b6-ba27-9f202e2113d8	no_churn	0.378659	0	no_churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Female	39	No	No	Employed	Suburban	Bachelor	1,672,725,600
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b751d929-362d-4b44-9686-6f69ed1de58f	churn	0.493316	1	churn	0.095326	-0.002454	-0.012112	0.167078	0.10288	0.117252	-0.006277	-0.026477	Male	34	No	Yes	Employed	Suburban	High School or Below	1,672,725,600
41	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5747f563-99de-4ddd-8189-e5f55d62c476	churn	0.366524	1	churn	-0.124319	-0.007775	-0.099464	0.051821	0.039005	0.072534	-0.030871	-0.051361	Female	56	No	No	Employed	Suburban	High School or Below	1,672,725,600
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b4945102-9026-4499-ac68-5e1eb33f9fd8	churn	0.759753	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	51	No	Yes	Unemployed	Rural	College	1,672,725,600
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	61f0269c-3a19-4eff-b203-29f677f46821	no_churn	0.662663	0	no_churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Female	29	No	Yes	Employed	Urban	College	1,672,725,600
22	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	179e3225-3d9f-45fe-b8c4-f7def36815a6	churn	0.48808	1	churn	-0.07877	-0.00397	-0.030487	0.081884	0.020576	0.073363	-0.021556	-0.028461	Male	31	Yes	No	Unemployed	Suburban	College	1,672,725,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2ef956e9-f1ff-4fd6-97c9-7b917c433e35	no_churn	0.905843	0	no_churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	50	No	No	Medical Leave	Urban	College	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3d0d902a-8239-42fe-ab52-72d9b4f06cc4	churn	0.818874	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	33	No	Yes	Medical Leave	Suburban	Bachelor	1,672,725,600
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a2c198ec-f374-4a05-a377-aac3b071b154	churn	0.602869	1	churn	0.052194	-0.005021	-0.0668	0.148805	-0.008346	0.108179	-0.039669	-0.027313	Male	73	No	No	Unemployed	Suburban	High School or Below	1,672,725,600
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6e35430e-c095-4b11-aeb6-7986e5ecf7bc	no_churn	0.709408	0	no_churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Male	27	No	No	Retired	Rural	High School or Below	1,672,725,600
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b040a11b-9055-4db7-8b5f-be3b5be2ebbd	no_churn	0.626819	0	no_churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Female	26	No	No	Employed	Suburban	College	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e8d68157-5230-4f7f-9179-42b788283f79	churn	0.794781	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	72	No	Yes	Employed	Suburban	Bachelor	1,672,725,600
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4d522ce8-d5b9-4f7b-bfc1-dc558a9def85	no_churn	0.661957	0	no_churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Female	32	No	No	Employed	Suburban	College	1,672,725,600
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	345ef220-ab3d-4518-b92e-929a5a2720db	no_churn	0.707128	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	57	No	No	Employed	Suburban	Bachelor	1,672,725,600
44	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	ef4d695b-61a7-4a43-84da-06bc477b790a	no_churn	0.228034	0	no_churn	-0.217903	-0.005114	-0.072678	0.033546	0.002636	0.034308	-0.019418	-0.024403	Male	61	No	No	Employed	Suburban	Master	1,672,725,600
69	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	84e9050a-9cec-44cc-be71-019de870f0bd	no_churn	0.010701	0	no_churn	-0.038755	-0.002846	-0.015585	-0.016786	-0.013453	-0.145174	-0.012878	-0.023548	Male	73	No	Yes	Employed	Urban	Bachelor	1,672,725,600
68	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	cd666307-a8a7-463e-9bbf-f41cd721a749	no_churn	0.023695	0	no_churn	-0.158631	0.004615	-0.000268	-0.037572	-0.020908	0.044858	-0.034483	-0.046638	Female	28	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,725,600
54	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	567ccc38-a453-4a16-b01f-28f46f88a79c	churn	0.62108	1	churn	-0.184846	-0.003546	0.049019	-0.065416	0.027896	-0.013954	-0.079854	0.031676	Male	36	Yes	No	Employed	Urban	Bachelor	1,672,725,600
50	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	8eab331a-a44d-46a8-91fd-10249ef31e73	no_churn	0.105777	0	no_churn	-0.052579	-0.012464	0.002487	-0.059211	-0.068583	-0.06567	0.057019	0.041308	Female	65	No	No	Disabled	Suburban	Master	1,672,725,600
72	Yes	Yes	Low Speed	In_Store_Support	One year	<80hrs	Active	0d5c1462-81a7-4b47-9a4f-1e663ed3e393	no_churn	0.052584	0	no_churn	-0.106529	-0.006486	-0.003379	-0.067405	-0.009298	-0.064862	0.018217	0.041626	Female	72	No	No	Unemployed	Suburban	College	1,672,725,600
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	fa08cdd1-39b4-48f7-afe8-410456ebe371	churn	0.539491	1	churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Male	50	Yes	No	Employed	Rural	College	1,672,725,600
72	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	e4392dc9-50d6-46a1-b236-1dc0115cd132	no_churn	0.022674	0	no_churn	-0.104226	-0.00588	0.009917	-0.050638	-0.130272	0.044567	0.022986	0.042853	Female	76	No	Yes	Employed	Suburban	College	1,672,725,600
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2d41dcd7-194a-4cea-b0ec-d82449f9d646	churn	0.613922	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Female	79	No	Yes	Employed	Suburban	College	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	707f15f7-6a38-4716-92c4-d4837905efcc	churn	0.794781	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	35	No	No	Unemployed	Suburban	Bachelor	1,672,725,600
66	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	295435fc-9ce0-471c-9f62-a2de61e19e4f	no_churn	0.006829	0	no_churn	-0.057519	-0.00362	-0.066916	-0.024937	0.011735	0.0546	-0.030033	-0.052335	Female	64	Yes	No	Employed	Suburban	College	1,672,725,600
8	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	f2cf6b3c-07f4-4072-8461-ee38e7718b9d	no_churn	0.408953	0	no_churn	-0.061586	-0.015667	-0.049316	-0.080597	0.039486	0.06813	-0.056532	-0.073696	Male	28	Yes	Yes	Employed	Suburban	Bachelor	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	266488d9-ec1a-457f-83c5-551db59743e7	churn	0.794781	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	43	No	No	Unemployed	Urban	Bachelor	1,672,725,600
44	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	af5d05e7-6dcc-4182-8f1c-f48efde39dfa	no_churn	0.228034	0	no_churn	-0.217903	-0.005114	-0.072678	0.033546	0.002636	0.034308	-0.019418	-0.024403	Female	36	No	No	Employed	Suburban	Bachelor	1,672,725,600
38	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	2e701853-2c4c-410b-b6f2-60b8a7449455	churn	0.140037	1	churn	0.001872	-0.009371	-0.016935	-0.005409	0.041561	0.091509	0.083655	0.046711	Female	21	Yes	No	Employed	Suburban	College	1,672,725,600
19	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<50hrs	Active	128313c4-6544-494c-a450-c9cbc6d25478	no_churn	0.202488	0	no_churn	0.026116	-0.008847	0.07995	0.088357	-0.112344	0.077417	0.092866	0.075959	Female	34	No	No	Employed	Rural	Bachelor	1,672,725,600
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	de9b6bab-522d-49ad-b3c3-bc870191cbb4	no_churn	0.530174	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	57	Yes	Yes	Employed	Suburban	Bachelor	1,672,725,600
50	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	450a680f-ad4b-48aa-94c4-c1ea8ba7700d	no_churn	0.105777	0	no_churn	-0.052579	-0.012464	0.002487	-0.059211	-0.068583	-0.06567	0.057019	0.041308	Female	75	No	No	Employed	Suburban	Bachelor	1,672,725,600
28	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	9da6b877-2d92-43c4-83c9-f411a78ad2c6	no_churn	0.021041	0	no_churn	-0.099811	-0.00606	0.006288	-0.083638	0.022082	0.045635	-0.067196	-0.086327	Male	22	Yes	Yes	Employed	Suburban	High School or Below	1,672,725,600
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	04490d98-ebe8-4e6d-911a-2a11cda52728	churn	0.594719	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Male	76	No	Yes	Employed	Suburban	College	1,672,725,600
45	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	beb00ba0-382e-442a-bcd0-9c3117d898e1	no_churn	0.006915	0	no_churn	-0.099599	-0.007143	0.007776	-0.072312	-0.036505	0.036637	-0.027097	-0.045782	Male	76	Yes	No	Employed	Urban	College	1,672,725,600
65	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	ea0053b3-e7e4-4043-a732-a2c4f18bf147	no_churn	0.373015	0	no_churn	-0.22682	-0.004113	-0.019478	-0.066687	-0.003122	0.035323	-0.010389	0.026259	Female	76	No	Yes	Employed	Suburban	Master	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8e5d7718-5bab-4e3f-8150-00dcb0ee8524	churn	0.816207	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	31	No	Yes	Employed	Urban	Doctor	1,672,725,600
10	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	f037915d-e3ef-4411-9203-8a23a0b3833e	no_churn	0.226597	0	no_churn	-0.041489	-0.009275	-0.026263	-0.099107	-0.009203	0.053038	-0.066194	-0.070535	Female	33	No	No	Unemployed	Suburban	Bachelor	1,672,725,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	75629870-0b23-45ad-a94b-a129dac4829e	churn	0.816207	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	63	No	No	Employed	Urban	College	1,672,725,600
12	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	28668791-6a39-4e5a-93de-4d05f22a49c0	churn	0.277054	1	churn	0.005094	-0.00411	-0.095397	-0.018486	0.003618	0.068773	-0.038072	-0.032909	Female	67	Yes	No	Unemployed	Suburban	Doctor	1,672,725,600
5	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	fdcb45ad-77b0-4f58-94f6-f738d92a8a8f	no_churn	0.38374	0	no_churn	0.178229	-0.007471	-0.063379	0.015039	0.092223	0.120913	-0.028936	-0.048381	Male	58	Yes	No	Employed	Suburban	College	1,672,725,600
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a52e065b-92e3-40e4-b19c-f1ebc7d04bb7	no_churn	0.707128	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	53	Yes	No	Employed	Rural	Bachelor	1,672,725,600
38	Yes	Yes	High Speed	Web_Chat_Support	One year	<80hrs	Active	2c6f5dc6-0c37-4792-84f9-88704553e4b0	no_churn	0.204225	0	no_churn	-0.135536	-0.003268	0.009073	-0.019463	0.02433	-0.125401	-0.05735	0.038589	Male	37	Yes	No	Employed	Suburban	Bachelor	1,672,725,600
5	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d1dec521-4cbc-4123-9f41-fbd47fa647dd	no_churn	0.26335	0	no_churn	-0.000893	-0.020225	-0.090986	-0.060594	-0.060785	0.047495	-0.042813	-0.036378	Female	59	Yes	Yes	Employed	Urban	College	1,672,725,600
11	Yes	No	Low Speed	In_Store_Support	Month-to-month	<50hrs	Active	9c547401-dae5-468e-803d-8f4a79baac70	no_churn	0.267947	0	no_churn	-0.000235	-0.009021	-0.078721	-0.049015	-0.157391	0.043609	0.057975	0.043771	Female	45	No	Yes	Unemployed	Suburban	Bachelor	1,672,725,600

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