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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
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ccbb5c3b-a846-4a71-88a8-df7e86dcaf51	churn	0.761761	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	46	Yes	Yes	Unemployed	Suburban	Master	1,671,429,600
56	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	ff4ad1d9-dd04-4276-87c2-2335d5de568a	no_churn	0.013354	0	no_churn	-0.024059	-0.004096	-0.022763	-0.027564	-0.081804	-0.066363	-0.020338	-0.022039	Female	50	No	No	Unemployed	Suburban	Bachelor	1,671,429,600
55	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	dc6eebd7-f13e-4710-99c0-4b9d3225fe5e	no_churn	0.04722	0	no_churn	-0.053585	-0.003787	0.001857	-0.030608	-0.053978	-0.074381	-0.02757	-0.026974	Female	64	Yes	Yes	Unemployed	Urban	College	1,671,429,600
11	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	f94efdb7-143c-41c8-b1ae-39d4a20e3d27	no_churn	0.028963	0	no_churn	-0.009558	-0.011768	-0.018901	-0.026231	-0.043607	-0.078424	-0.027839	-0.032698	Male	39	No	No	Unemployed	Suburban	Bachelor	1,671,429,600
23	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	039f8c7c-07c4-4e80-9d24-e6619cb94ccc	no_churn	0.029615	0	no_churn	-0.091721	-0.004132	-0.016009	-0.024536	0.007563	-0.059036	-0.030089	-0.051065	Female	35	No	No	Employed	Suburban	High School or Below	1,671,429,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	65d8d2a6-2164-4165-be75-d830e53a2bf6	churn	0.770533	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Male	57	No	Yes	Disabled	Suburban	College	1,671,429,600
54	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	b8400ce9-da91-4b6a-932f-c8423c4df27f	no_churn	0.029208	0	no_churn	0.015339	-0.004994	-0.031961	0.010941	0.045364	-0.141653	-0.034131	-0.047931	Female	21	No	No	Unemployed	Suburban	High School or Below	1,671,429,600
44	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	b80746fc-5138-4e86-95c0-b9b7f9e589ae	no_churn	0.056366	0	no_churn	-0.091404	-0.007762	-0.016864	-0.040109	0.00319	-0.063811	-0.024858	-0.027408	Male	64	Yes	No	Unemployed	Suburban	College	1,671,429,600
55	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	de66b13d-cf32-46d2-aebd-71b9f116cca5	no_churn	0.044193	0	no_churn	0.005564	-0.005549	-0.018127	0.016098	0.042474	-0.128756	-0.041675	-0.049056	Male	21	No	No	Employed	Urban	Bachelor	1,671,429,600
51	No	No phone service	High Speed	Phone_Support	One year	<50hrs	Active	4e23701f-2374-4393-94fc-4d68429a52cf	no_churn	0.129139	0	no_churn	-0.092566	0.021674	0.008057	-0.005024	0.01597	-0.102681	-0.018415	0.027292	Female	35	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
8	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	6a48083b-9a41-4c38-b4f6-0e6696b41afd	no_churn	0.178569	0	no_churn	0.084089	0.156135	0.053466	0.113068	-0.046025	0.094113	0.004313	0.011815	Female	57	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
46	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	a2ceb141-83ef-4d59-a791-39b353a67b44	no_churn	0.101373	0	no_churn	-0.116202	-0.007627	-0.011206	-0.001051	-0.005752	-0.083503	-0.022014	-0.021671	Male	30	No	No	Employed	Suburban	Bachelor	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Active	fb6c7bb5-72ad-4372-bf45-d4e195091ee6	no_churn	0.022615	0	no_churn	-0.111906	-0.002109	0.042073	0.049363	0.04703	-0.079431	0.064395	0.054154	Male	39	No	No	Employed	Rural	Bachelor	1,671,429,600
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4dcb1e79-1179-4147-9b2f-a9a7c10e3e53	no_churn	0.470775	0	no_churn	0.049644	-0.000795	0.027976	0.040162	0.014262	0.130265	-0.038466	-0.044443	Male	39	No	No	Unemployed	Suburban	College	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7e42e322-34c8-4b06-aee2-0c4ec24d75d2	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	38	Yes	Yes	Employed	Suburban	Bachelor	1,671,429,600
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	9b1732f5-40bd-4b0d-9f7a-590f24d99327	churn	0.645199	1	churn	0.006605	-0.003307	0.146481	0.119195	0.075384	0.144175	0.113117	0.057887	Male	44	No	No	Retired	Suburban	College	1,671,429,600
14	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	9f178319-52b0-47a0-84b1-507d2e39d9dc	no_churn	0.035514	0	no_churn	-0.033097	-0.007224	-0.02891	-0.034587	0.003293	-0.090044	-0.036796	-0.041661	Female	74	No	No	Employed	Suburban	Master	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	d606379a-3840-424c-8a72-60dacd11b47c	no_churn	0.004466	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Male	46	No	Yes	Employed	Urban	High School or Below	1,671,429,600
70	No	No phone service	High Speed	Phone_Support	Two year	0hrs	Disabled	cb72efe5-d5d3-419f-956b-485de61700fe	no_churn	0.012462	0	no_churn	-0.098382	0.008433	-0.001342	-0.012579	0.001466	-0.130033	-0.015259	-0.021329	Female	70	No	No	Employed	Suburban	High School or Below	1,671,429,600
15	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	95c6034c-c6b7-4e1a-a118-3e1e60bbf259	no_churn	0.126945	0	no_churn	0.181643	-0.000755	-0.053958	0.02605	0.115959	0.125032	-0.021561	-0.019042	Female	72	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
7	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	cdf276ee-7e24-4f9a-b54d-eb1df70e3a16	no_churn	0.285929	0	no_churn	0.245917	0.001274	0.069337	0.095163	0.146562	0.096613	-0.01287	-0.041023	Female	78	No	Yes	Employed	Suburban	College	1,671,429,600
4	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ccf85c3e-fe74-402c-829a-f3d536929cd4	no_churn	0.3344	0	no_churn	0.078754	-0.011243	-0.03788	-0.109608	-0.130874	0.064211	-0.03427	-0.024428	Male	51	No	No	Employed	Suburban	College	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	6789b8a7-7cbf-4ede-8d08-69959ed97f9d	no_churn	0.00553	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Female	55	Yes	Yes	Unemployed	Rural	College	1,671,429,600
34	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	a4523eab-fadf-41a5-8494-3177af82f33b	no_churn	0.440518	0	no_churn	-0.117925	-0.004692	-0.076065	0.071057	-0.088551	0.045924	-0.016322	-0.007285	Female	71	Yes	No	Employed	Suburban	High School or Below	1,671,429,600
32	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	94aed45f-b9f8-4190-8dae-e9aece40f107	no_churn	0.066978	0	no_churn	0.031531	-0.003214	0.027459	-0.097383	0.02504	-0.065006	-0.023235	-0.054219	Female	54	No	No	Employed	Suburban	High School or Below	1,671,429,600
55	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	00750926-6c5b-4b93-bb23-628a123a1b33	no_churn	0.04722	0	no_churn	-0.053585	-0.003787	0.001857	-0.030608	-0.053978	-0.074381	-0.02757	-0.026974	Male	64	No	No	Disabled	Urban	Bachelor	1,671,429,600
30	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	132a1fb1-8fe4-44aa-89c7-ac412892371e	no_churn	0.232124	0	no_churn	-0.000335	-0.009448	-0.083666	0.061716	-0.012334	0.084742	-0.02084	-0.006353	Female	23	Yes	No	Employed	Suburban	College	1,671,429,600
41	Yes	Yes	Fiber optic	Phone_Support	One year	<80hrs	Active	d09b4bac-25c3-48f3-aa97-5effa0a10399	churn	0.268667	1	churn	-0.093594	-0.002201	0.004367	0.013876	-0.041871	-0.175977	-0.013156	0.03953	Male	56	Yes	No	Medical Leave	Rural	College	1,671,429,600
2	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	9efd36ac-7282-48f3-952c-49dc295cb9f8	no_churn	0.218783	0	no_churn	0.143067	-0.007023	-0.027661	-0.051391	0.051677	0.08347	-0.027797	-0.054996	Male	78	No	No	Employed	Suburban	High School or Below	1,671,429,600
29	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	09497403-99dc-4678-9536-dd54a8974bee	no_churn	0.018478	0	no_churn	-0.059707	-0.004494	-0.017796	-0.041809	-0.023762	-0.078383	-0.019874	-0.023202	Male	34	No	No	Disabled	Suburban	Bachelor	1,671,429,600
50	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7149e04a-1dbd-4469-a7e6-7665ea395fce	no_churn	0.221303	0	no_churn	-0.006659	-0.000813	-0.071874	0.112656	0.083913	0.09474	-0.006641	0.003151	Male	71	No	Yes	Unemployed	Urban	High School or Below	1,671,429,600
24	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	ca7e7b6e-c2c0-4458-b48b-c2acf96a65cf	no_churn	0.317536	0	no_churn	-0.145868	-0.005887	0.036924	0.058408	-0.115985	0.045304	-0.042787	-0.034468	Male	55	No	Yes	Employed	Urban	Bachelor	1,671,429,600
23	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	7d516276-9640-46d1-834e-3da436463207	no_churn	0.415735	0	no_churn	-0.22454	-0.006803	-0.103079	-0.022575	0.057767	0.001837	0.012199	0.051167	Male	41	No	Yes	Employed	Suburban	College	1,671,429,600
66	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	cbaea33d-93aa-41ba-a422-c10011140e37	churn	0.348602	1	churn	-0.054591	-0.002744	-0.024345	0.03579	0.084484	0.083014	0.014621	0.079745	Male	47	No	Yes	Retired	Suburban	Doctor	1,671,429,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f56faa89-caed-484c-952a-35daccf4c0c4	churn	0.822304	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Male	27	No	Yes	Employed	Rural	College	1,671,429,600
40	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	6f348f69-4847-451a-8b1b-5f96b1f0c9ff	no_churn	0.036458	0	no_churn	-0.104104	-0.021087	-0.072949	-0.057878	0.005082	0.04759	-0.02628	-0.027401	Male	36	No	Yes	Employed	Rural	High School or Below	1,671,429,600
71	Yes	Yes	High Speed	Web_Chat_Support	One year	<80hrs	Active	20e88eed-91b3-4988-b968-7b3b20888d67	no_churn	0.07757	0	no_churn	-0.156268	-0.003138	0.009885	0.000126	0.020717	-0.144703	-0.008907	0.049945	Male	25	No	No	Unemployed	Suburban	Master	1,671,429,600
35	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4a106fea-6a3a-4fa9-a7d2-15643794e088	churn	0.516935	1	churn	-0.015708	-0.003731	0.060514	0.157794	0.066031	0.116547	0.007508	-0.013096	Male	33	No	No	Unemployed	Suburban	Master	1,671,429,600
48	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	9c46b158-f637-4cb9-b574-04ebecb39078	no_churn	0.008676	0	no_churn	-0.040546	-0.003568	-0.007431	-0.033186	-0.018447	-0.122627	-0.010983	-0.012237	Male	37	No	No	Employed	Suburban	College	1,671,429,600
43	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	eebb309b-379e-4e50-8fe8-73836701c5f5	churn	0.451031	1	churn	-0.17077	-0.003668	-0.00665	-0.141807	0.011503	0.044396	0.025817	0.052152	Female	78	Yes	Yes	Retired	Suburban	Bachelor	1,671,429,600
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	aa9a0440-2740-4d64-8561-97ccc6da1ec2	no_churn	0.269484	0	no_churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Male	78	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
1	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	bb1f099a-282b-4b42-9754-d71475f5e19b	no_churn	0.939978	1	churn	0.206704	-0.003067	0.027416	-0.009989	0.084275	0.175565	0.117985	0.132085	Female	24	No	Yes	Employed	Suburban	College	1,671,429,600
28	Yes	No	Fiber optic	Phone_Support	One year	0hrs	Disabled	aedab318-846c-4b19-8f49-dd14104c35cd	no_churn	0.063493	0	no_churn	-0.08479	-0.003983	-0.021758	0.035642	-0.001284	-0.141274	-0.023669	-0.027909	Female	78	No	No	Employed	Suburban	Doctor	1,671,429,600
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	3420a259-70f7-4836-8d5e-13eadc4f0cbf	no_churn	0.011941	0	no_churn	-0.154691	-0.002689	0.002851	0.027915	-0.030858	-0.15072	0.015808	0.023357	Male	27	No	Yes	Medical Leave	Rural	College	1,671,429,600
1	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	98471e15-f5ec-40c2-8438-015ecd6dd758	churn	0.939978	1	churn	0.206704	-0.003067	0.027416	-0.009989	0.084275	0.175565	0.117985	0.132085	Female	23	No	No	Medical Leave	Rural	Bachelor	1,671,429,600
13	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	d893225e-cf85-4c96-b426-1bbc9d98b7ed	no_churn	0.126733	0	no_churn	-0.052193	-0.009928	-0.022296	-0.108021	0.016948	0.047076	-0.065999	-0.074613	Female	46	No	No	Unemployed	Suburban	Bachelor	1,671,429,600
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2d3612e3-1d22-4402-9103-cb84e69fad56	churn	0.564243	1	churn	0.219737	-0.007025	-0.022192	-0.046504	-0.010735	0.11999	-0.019577	-0.000988	Female	73	No	Yes	Unemployed	Rural	Bachelor	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0870b754-0ef9-4687-8a85-cd312fb1322a	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	28	Yes	Yes	Employed	Suburban	College	1,671,429,600
21	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f6ce9a95-9447-400d-a8b2-3cd5b79f5ea0	no_churn	0.041799	0	no_churn	0.075369	-0.002696	0.061656	0.03234	0.009303	0.085747	-0.004217	-0.010862	Male	40	No	Yes	Employed	Rural	College	1,671,429,600
29	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	0883a209-e09f-4575-94df-a04350406665	no_churn	0.015918	0	no_churn	-0.016554	-0.006524	-0.005864	-0.002333	0.022124	-0.167346	-0.035837	-0.036692	Male	28	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	a3201fab-1c0e-4f29-a3ff-1d290beed861	no_churn	0.451521	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	65	No	Yes	Unemployed	Rural	College	1,671,429,600
33	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	63ef7233-3c2d-487b-a014-453453fce0f4	no_churn	0.24592	0	no_churn	-0.19041	-0.00241	0.042783	-0.060887	0.005791	0.048265	-0.05612	-0.043183	Male	76	No	No	Medical Leave	Suburban	Bachelor	1,671,429,600
36	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	650d10e9-6ca6-43b0-a615-04d7ce0381e5	no_churn	0.034662	0	no_churn	-0.040159	-0.006634	-0.015928	-0.114091	0.015486	-0.064179	-0.012427	-0.031094	Male	71	Yes	No	Employed	Rural	Bachelor	1,671,429,600
32	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	274da6d1-02cd-4fd5-a04d-6b6d1466fee8	no_churn	0.170999	0	no_churn	0.008198	-0.009029	-0.05541	0.128346	-0.012195	0.077608	-0.020393	-0.006773	Female	67	No	No	Employed	Suburban	Bachelor	1,671,429,600
56	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	e37aebba-4c54-4a09-8d9d-d4b9023fa733	churn	0.329034	1	churn	-0.034129	0.000344	0.055017	0.085873	0.078959	0.016027	0.012019	0.034458	Male	25	No	Yes	Employed	Suburban	Master	1,671,429,600
22	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	d61b6ac3-f5a4-415c-b916-6644cdd7b9a2	churn	0.733444	1	churn	-0.027467	-0.002435	0.088746	0.063673	0.082334	0.093104	0.076762	0.056257	Male	38	Yes	No	Employed	Suburban	High School or Below	1,671,429,600
7	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	1f86de84-6404-44ed-b126-dabf7fa66a2d	no_churn	0.286044	0	no_churn	0.009829	-0.006626	-0.081478	-0.067442	-0.184662	0.039375	0.00031	0.031668	Male	38	No	Yes	Employed	Suburban	High School or Below	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	baf8edb7-0245-403f-95ad-d9e7e64cd62d	no_churn	0.004466	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Male	33	No	Yes	Employed	Urban	College	1,671,429,600
63	Yes	Yes	Medium Speed	Phone_Support	One year	0hrs	Disabled	393b4e61-42a9-4a10-890e-2fa093ac4528	no_churn	0.037983	0	no_churn	-0.056525	-0.002867	0.000164	-0.028123	0.008812	-0.091839	-0.035878	-0.062768	Male	32	Yes	Yes	Unemployed	Urban	High School or Below	1,671,429,600
54	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	06e47335-969e-486e-bcd5-0e16fb9cca6d	no_churn	0.200958	0	no_churn	-0.092003	-0.002671	-0.120013	-0.051303	0.015746	-0.070228	0.024543	0.036903	Female	70	No	No	Employed	Urban	Bachelor	1,671,429,600
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f3ea2ce5-5d95-4de9-abce-9faa490f7d0c	no_churn	0.578146	0	no_churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Female	71	No	No	Unemployed	Suburban	Master	1,671,429,600
34	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	65fdb6bc-76be-43cb-98fe-2e91488c5f42	no_churn	0.440518	0	no_churn	-0.117925	-0.004692	-0.076065	0.071057	-0.088551	0.045924	-0.016322	-0.007285	Male	74	No	No	Employed	Suburban	Bachelor	1,671,429,600
47	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8c172dbf-edaf-4e0e-af15-691d4dea62ac	no_churn	0.134611	0	no_churn	-0.084902	-0.015284	0.008242	-0.077616	-0.040806	0.037651	-0.023087	-0.039892	Male	76	Yes	Yes	Employed	Suburban	Bachelor	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	14518741-c957-48a2-a222-056c74b80d33	no_churn	0.00553	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Male	48	No	No	Employed	Urban	College	1,671,429,600
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	eb9e94f5-1b72-4608-ad7e-b5bd753d0206	no_churn	0.342153	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	64	No	No	Employed	Suburban	High School or Below	1,671,429,600
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	082d03db-27dd-4aa3-bfff-3a29c1f09b85	no_churn	0.578146	0	no_churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Male	77	No	No	Employed	Rural	High School or Below	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a0619dc5-0897-497c-9ffa-b56f19d0f4b8	churn	0.791425	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	22	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
63	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	f8ebcdfe-754a-4978-b018-7045d8e2884d	no_churn	0.015378	0	no_churn	-0.094019	-0.001964	-0.010849	0.005862	0.049457	-0.12642	0.057084	0.045157	Female	47	No	No	Medical Leave	Suburban	Bachelor	1,671,429,600
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	<50hrs	Active	da861e5b-4f05-4d0b-aa97-aac5939e8223	no_churn	0.017424	0	no_churn	-0.136293	-0.002254	0.005525	0.000384	0.023249	-0.229037	0.026686	0.042714	Female	50	No	No	Employed	Rural	Bachelor	1,671,429,600
59	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	0e41e05f-c64e-4fd0-b72a-5b00c229d497	no_churn	0.014842	0	no_churn	-0.058446	-0.00384	-0.015178	-0.026242	-0.028434	-0.10661	-0.015474	-0.014802	Female	38	No	Yes	Employed	Urban	College	1,671,429,600
56	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	b8e65ac5-d593-4ebd-bd13-4b555835bc5c	no_churn	0.013354	0	no_churn	-0.024059	-0.004096	-0.022763	-0.027564	-0.081804	-0.066363	-0.020338	-0.022039	Male	52	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
30	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	163699b9-8330-4f43-a438-b269922d87f4	no_churn	0.232124	0	no_churn	-0.000335	-0.009448	-0.083666	0.061716	-0.012334	0.084742	-0.02084	-0.006353	Male	49	Yes	No	Employed	Suburban	High School or Below	1,671,429,600
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ef277203-5e02-48ce-9a09-a50a7fb7e69c	churn	0.460346	1	churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Female	57	Yes	No	Employed	Suburban	College	1,671,429,600
51	No	No phone service	High Speed	Phone_Support	One year	<50hrs	Active	01e0f096-3435-49f1-8052-be8bcebc9859	no_churn	0.129139	0	no_churn	-0.092566	0.021674	0.008057	-0.005024	0.01597	-0.102681	-0.018415	0.027292	Female	48	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
65	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	f768ccc8-5d5e-4099-9fc1-b6ce654cf8cf	no_churn	0.136763	0	no_churn	-0.083685	-0.001929	0.036595	0.041234	0.09275	0.057055	0.038193	0.080762	Female	42	No	Yes	Employed	Suburban	College	1,671,429,600
68	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	9f328700-362b-4d28-a821-d7f97682bc46	no_churn	0.019582	0	no_churn	-0.108396	-0.002992	0.008557	0.032295	-0.008058	-0.140239	-0.022186	-0.028006	Female	51	No	No	Employed	Suburban	Bachelor	1,671,429,600
63	No	No phone service	High Speed	In_Store_Support	Two year	100hrs+	Active	dcb42ca9-24eb-4bf4-8700-85e202566d05	no_churn	0.087825	0	no_churn	-0.074867	-0.060544	-0.005947	-0.005492	-0.043356	-0.11225	0.018464	0.024966	Female	65	No	Yes	Disabled	Suburban	High School or Below	1,671,429,600
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	c37ba6a2-b8b7-46a5-9564-036e4761ff61	no_churn	0.451521	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	35	No	Yes	Unemployed	Rural	Bachelor	1,671,429,600
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ed4868e0-7716-488e-84a5-ed6a8c9f08f3	churn	0.761761	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	48	No	Yes	Employed	Suburban	College	1,671,429,600
33	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	9fb91e03-340b-4ef0-840e-fe94667bc5a8	no_churn	0.006711	0	no_churn	-0.019951	-0.003121	-0.075856	-0.042598	0.024421	-0.087536	-0.02774	-0.036645	Male	22	No	No	Unemployed	Suburban	College	1,671,429,600
54	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	41f40b08-bb86-464c-b997-f44ee6373e04	no_churn	0.029208	0	no_churn	0.015339	-0.004994	-0.031961	0.010941	0.045364	-0.141653	-0.034131	-0.047931	Female	26	Yes	Yes	Employed	Suburban	High School or Below	1,671,429,600
48	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	87f09736-2c19-4734-9eda-7c4fed7b75b9	no_churn	0.008948	0	no_churn	-0.052954	-0.003391	0.005114	-0.034525	-0.043151	-0.113751	-0.012928	-0.01344	Male	80	No	No	Unemployed	Suburban	Master	1,671,429,600
26	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Active	48ebac5a-f280-45b5-a5fa-57e0b6fb9f18	no_churn	0.273654	0	no_churn	-0.156466	0.011712	-0.07359	-0.038191	0.014434	0.053801	0.03124	0.0447	Female	38	No	Yes	Employed	Suburban	High School or Below	1,671,429,600
55	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	894a4639-384e-46a9-9233-43d1104497cc	churn	0.022121	0	no_churn	-0.071692	-0.003104	0.01447	-0.013396	-0.066718	-0.185554	0.020269	0.036698	Female	45	No	No	Unemployed	Suburban	College	1,671,429,600
27	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	197ad01c-d089-4045-9783-d8e660cef44c	churn	0.466961	1	churn	0.057217	-0.001518	0.035491	0.04371	0.039156	0.14208	0.112565	0.055843	Female	44	Yes	No	Unemployed	Suburban	Bachelor	1,671,429,600
12	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	bdf6e950-cdf4-47e7-965f-c2108ebd1447	no_churn	0.176607	0	no_churn	0.005094	-0.00411	-0.095397	-0.018486	0.003618	0.068773	-0.038072	-0.032909	Female	39	Yes	No	Unemployed	Rural	Bachelor	1,671,429,600
12	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	4b2b1249-bd2f-431b-9e44-03c157efb39f	no_churn	0.179361	1	churn	0.055886	-0.007457	0.003501	-0.044584	-0.009512	-0.062157	-0.020744	-0.032708	Female	46	No	No	Medical Leave	Rural	College	1,671,429,600
12	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ade61117-37d2-4ef0-8fdc-657facdb01d2	no_churn	0.265575	0	no_churn	0.028609	-0.003903	-0.019501	0.006686	0.012793	0.064644	-0.01929	-0.017849	Female	28	No	No	Employed	Suburban	College	1,671,429,600
50	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4aae47bb-dc5d-4603-beac-e042e795fe27	no_churn	0.221303	0	no_churn	-0.006659	-0.000813	-0.071874	0.112656	0.083913	0.09474	-0.006641	0.003151	Female	73	No	Yes	Employed	Suburban	College	1,671,429,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	4126990b-5799-4895-892c-7a375a9b612b	churn	0.553562	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	77	Yes	No	Unemployed	Rural	College	1,671,429,600
48	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	009d34eb-ff3c-4b29-bfcb-673c29c314d3	no_churn	0.008676	0	no_churn	-0.040546	-0.003568	-0.007431	-0.033186	-0.018447	-0.122627	-0.010983	-0.012237	Female	24	No	No	Employed	Suburban	College	1,671,429,600
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a3683827-b06b-499f-a8e8-ebb4bbc28d06	no_churn	0.269484	0	no_churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Male	35	No	No	Employed	Urban	Master	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	1f354196-fd57-4810-86ec-33236394f78c	no_churn	0.004466	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Female	50	No	Yes	Unemployed	Suburban	College	1,671,429,600
34	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	eb6082ff-7ffa-4eb6-ad9a-80e25e545035	no_churn	0.025635	0	no_churn	-0.041919	-0.003804	-0.039214	-0.046394	-0.036848	-0.061636	-0.016497	-0.022713	Female	74	No	No	Employed	Suburban	College	1,671,429,600
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	0f4c416d-0174-458f-9802-c1d05b491dab	no_churn	0.69175	0	no_churn	-0.170431	-0.004973	0.084282	-0.079176	0.004166	0.011862	0.006861	-0.01995	Male	40	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
15	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	f43d05e1-4f17-46f8-8b00-e422aaccd1e2	no_churn	0.045198	0	no_churn	0.02961	-0.005158	-0.040429	-0.013784	0.020824	-0.199854	-0.029829	-0.030407	Male	76	Yes	No	Employed	Suburban	High School or Below	1,671,429,600
32	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	2b7558a3-205a-452a-bc7a-980ec93d3341	no_churn	0.450477	0	no_churn	-0.147396	-0.003228	-0.06723	-0.021873	-0.018871	0.053282	0.01321	0.066124	Male	58	No	No	Employed	Suburban	Bachelor	1,671,429,600
29	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	97c4af09-880a-460b-a8d4-6da24d8406e2	no_churn	0.018478	0	no_churn	-0.059707	-0.004494	-0.017796	-0.041809	-0.023762	-0.078383	-0.019874	-0.023202	Female	27	Yes	Yes	Unemployed	Suburban	Master	1,671,429,600
40	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	1c980352-18c8-4e74-91ad-22e4d522927a	no_churn	0.036458	0	no_churn	-0.104104	-0.021087	-0.072949	-0.057878	0.005082	0.04759	-0.02628	-0.027401	Female	23	No	Yes	Disabled	Rural	College	1,671,429,600
19	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	45d445b5-7dda-4879-8e92-cb3733c0577f	no_churn	0.054345	0	no_churn	-0.03472	-0.014749	-0.035674	-0.114471	0.007913	0.043286	-0.050327	-0.070284	Male	71	No	Yes	Employed	Urban	College	1,671,429,600

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