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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
69	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	039174e7-ac77-4b17-8243-aad5ffed9eba	no_churn	0.255203	0	no_churn	-0.031651	-0.003985	0.08833	0.068862	0.024211	0.096073	0.079718	0.078915	Female	68	No	No	Unemployed	Suburban	College	1,670,997,600
17	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	7a9658e2-e895-4eca-bf00-e827645c9a88	no_churn	0.786865	1	churn	-0.030731	-0.007915	-0.009859	0.079814	-0.046861	0.061055	-0.102252	-0.042277	Female	70	Yes	Yes	Employed	Suburban	Master	1,670,997,600
1	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	2600413a-d5f1-4d79-b15f-ff6c1fd11845	no_churn	0.757452	1	churn	0.331986	-0.007152	0.007678	-0.004562	-0.035454	0.149942	0.103368	0.075169	Female	69	No	No	Retired	Suburban	High School or Below	1,670,997,600
21	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	a4271228-ef99-4f8c-ad7e-903939551a19	churn	0.228159	1	churn	-0.074128	-0.011614	-0.044495	-0.076476	-0.068719	0.034729	0.00251	-0.020833	Female	68	No	No	Employed	Suburban	College	1,670,997,600
17	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	c149a734-a015-4ab2-9a96-80dc15d1c18b	no_churn	0.026081	0	no_churn	0.027227	-0.004202	-0.031386	-0.041651	-0.018884	-0.145902	0.02025	-0.019478	Male	50	No	No	Employed	Suburban	College	1,670,997,600
49	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	5f8f0494-1ddd-4f79-8e7d-bc7f214de119	no_churn	0.024622	0	no_churn	-0.115051	-0.006367	-0.051959	-0.02248	-0.085547	0.028115	0.004036	-0.019774	Male	31	No	No	Unemployed	Rural	Bachelor	1,670,997,600
32	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	cee46b26-b3a6-421e-81f8-37d32db2b4dc	no_churn	0.532582	0	no_churn	0.06954	-0.000399	0.040546	0.002596	0.154215	0.128417	0.119188	0.139537	Female	33	Yes	Yes	Retired	Suburban	Bachelor	1,670,997,600
37	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	10ccf3e5-96bc-4157-9fcc-95ce75927501	no_churn	0.017188	0	no_churn	-0.158629	-0.01452	-0.060311	-0.040143	-0.012675	0.032742	0.029788	-0.021945	Male	60	No	No	Unemployed	Rural	College	1,670,997,600
55	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	648f3f63-b6ec-472e-aacf-4234672172e4	no_churn	0.03397	0	no_churn	-0.068813	-0.004799	-0.015238	-0.019376	0.067367	0.043113	0.089128	-0.060408	Female	49	No	No	Employed	Suburban	High School or Below	1,670,997,600
1	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	e901e15a-31d5-4e54-a6df-47954cb94cf6	no_churn	0.622501	0	no_churn	0.213727	-0.015576	-0.084657	-0.134447	-0.081022	0.089621	0.025045	-0.02002	Male	35	No	No	Employed	Suburban	Bachelor	1,670,997,600
35	Yes	No	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	21ace89e-e25b-4876-a1b6-45be1d0c123e	no_churn	0.146765	0	no_churn	-0.145402	-0.004898	-0.089912	0.018636	0.011579	-0.004766	0.003509	-0.001772	Female	67	Yes	Yes	Employed	Rural	College	1,670,997,600
43	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	44cca635-5b01-47f8-aeaa-bcb10da3256a	no_churn	0.251634	0	no_churn	-0.151505	0.008479	-0.017608	-0.023321	0.029715	0.064407	0.03963	-0.033823	Female	70	No	No	Employed	Suburban	Master	1,670,997,600
72	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Active	6c0ca65f-66b0-4e70-878f-559e4401573d	no_churn	0.005617	0	no_churn	-0.142578	0.025445	0.016581	-0.117803	0.007916	0.056631	-0.020445	0.011895	Female	72	Yes	No	Unemployed	Urban	High School or Below	1,670,997,600
26	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	1b6921c5-425b-408d-ba1e-4627e4a1aca4	no_churn	0.022821	0	no_churn	-0.053757	-0.001922	-0.019353	-0.021113	0.017765	-0.016045	0.079626	-0.034227	Male	42	No	No	Unemployed	Suburban	Bachelor	1,670,997,600
69	Yes	Yes	High Speed	Expired	Two year	<80hrs	Active	9c08a1bc-280f-44ad-98d7-e2eee6994697	no_churn	0.023444	0	no_churn	-0.067338	-0.003288	0.014846	-0.029453	-0.027491	-0.150555	-0.038429	0.032682	Male	66	Yes	No	Employed	Suburban	Bachelor	1,670,997,600
56	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	445e8487-2787-430a-9fde-4743d638b15d	no_churn	0.061398	0	no_churn	-0.06115	-0.000875	0.00758	0.046917	0.09358	0.041983	-0.029831	-0.000565	Male	61	No	No	Unemployed	Suburban	Doctor	1,670,997,600
51	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	e18e0b58-4bef-41b5-9559-7f3e156cdd7d	no_churn	0.253746	0	no_churn	-0.131402	-0.006209	0.031009	-0.034876	-0.129352	0.044733	-0.023394	0.010465	Female	20	No	No	Unemployed	Suburban	College	1,670,997,600
33	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	07f04df5-5d23-432a-8e5d-daa27789c74e	no_churn	0.075651	0	no_churn	-0.101846	-0.005911	-0.025398	-0.078808	-0.026442	0.029568	0.019969	-0.030159	Female	30	No	Yes	Unemployed	Suburban	College	1,670,997,600
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	e7d5e644-84db-4f17-b5a0-0fb494f8615e	no_churn	0.865461	1	churn	0.189805	-0.000809	0.03177	0.078657	0.145199	0.12189	0.096839	0.067623	Male	65	Yes	Yes	Employed	Suburban	College	1,670,997,600
17	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	4fb65f7f-a248-48b4-8733-cb17cef0fa0c	no_churn	0.035692	0	no_churn	0.034053	-0.005948	-0.025338	-0.198282	-0.067201	0.05576	-0.025594	-0.033976	Male	21	No	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
63	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	0e803718-1ce5-4331-8bfc-9c7143c23d54	no_churn	0.012845	0	no_churn	-0.079114	-0.01123	-0.028178	-0.006549	-0.073047	0.04401	0.007985	-0.012903	Female	43	Yes	No	Unemployed	Suburban	College	1,670,997,600
12	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	ed9070e1-f22e-425d-a7f4-efc93b84059a	no_churn	0.127689	0	no_churn	0.045721	-0.015702	-0.064202	-0.086381	0.01131	0.036615	0.013744	-0.01308	Female	21	No	Yes	Unemployed	Urban	High School or Below	1,670,997,600
45	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	20769734-07c9-4f5f-b87c-3546449b8478	no_churn	0.016538	0	no_churn	-0.087072	-0.004198	-0.000267	0.014601	0.090008	0.060016	0.107066	0.090821	Female	78	No	No	Employed	Rural	High School or Below	1,670,997,600
58	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	9f1f379c-6813-4737-9c7f-f3c7301fa716	no_churn	0.02515	0	no_churn	-0.042261	-0.015686	0.044191	0.027626	0.007346	0.078323	0.08635	-0.059915	Male	55	No	No	Employed	Suburban	College	1,670,997,600
20	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	17198ac8-f768-4210-9e81-cb00adaeef46	no_churn	0.269701	0	no_churn	-0.00749	-0.009867	-0.011299	-0.047203	-0.021237	0.058782	0.055747	-0.042899	Female	45	No	Yes	Employed	Suburban	College	1,670,997,600
58	No	No phone service	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	e3e2d30d-5f06-4f3f-8571-90a622eb4acc	no_churn	0.111936	0	no_churn	-0.079622	0.089124	0.043749	-0.085628	0.051693	0.092968	0.037168	-0.018479	Female	30	No	No	Employed	Suburban	Bachelor	1,670,997,600
16	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	9e2050e8-9d74-4014-a928-fe905f960b77	no_churn	0.277911	1	churn	-0.030978	-0.008304	-0.013771	-0.115186	-0.086026	0.025155	0.013478	0.016606	Male	43	Yes	No	Unemployed	Suburban	Bachelor	1,670,997,600
0	Yes	No	Medium Speed	Phone_Support	Month-to-month	100hrs+	Disabled	a247ab71-e750-4657-9ee0-a4e15978176d	no_churn	0.019369	0	no_churn	0.166267	-0.00617	-0.03922	-0.105058	0.06652	0.10824	0.098561	-0.059151	Male	80	Yes	No	Employed	Suburban	College	1,670,997,600
40	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	d6c00926-ce1b-4ef8-85ac-6acc3b9c42c5	no_churn	0.116673	0	no_churn	-0.037039	-0.012444	-0.030418	-0.050457	-0.009438	0.062501	0.018684	-0.020415	Male	53	Yes	Yes	Employed	Suburban	Bachelor	1,670,997,600
20	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	799d00ab-c61c-4e06-90b5-cf0306843fe2	no_churn	0.094617	0	no_churn	-0.030986	-0.005312	-0.028379	-0.049343	-0.026399	0.023986	0.010985	-0.013289	Male	42	No	Yes	Medical Leave	Rural	Bachelor	1,670,997,600
9	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	062a03ad-be93-4ff4-a9b7-580807f3eabb	no_churn	0.236477	0	no_churn	0.130431	-0.001523	0.026432	-0.041682	0.11096	0.136448	0.082817	0.078341	Female	72	Yes	No	Employed	Suburban	High School or Below	1,670,997,600
23	Yes	No	High Speed	Expired	One year	0hrs	Disabled	70c6b1a1-ed8d-4d70-9cf2-4cfabfd322a0	no_churn	0.097411	0	no_churn	-0.053987	-0.003087	-0.086764	-0.02642	0.01444	-0.053289	-0.018355	-0.041564	Female	29	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
30	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	f1b85777-ac25-437e-8279-f3accc7c5d38	no_churn	0.462506	0	no_churn	-0.160936	-0.011479	0.005054	0.085101	-0.033841	0.05447	0.006488	-0.053884	Male	26	No	Yes	Employed	Suburban	College	1,670,997,600
24	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	220274e2-ea22-4706-bdad-be8084b925da	no_churn	0.01909	0	no_churn	0.011788	-0.002785	-0.044362	0.056415	0.020091	0.094921	0.101114	-0.050542	Male	44	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
42	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	f896ee92-b212-4d7d-a654-3f780ea244ec	churn	0.131237	0	no_churn	-0.058006	-0.006432	-0.038765	-0.089854	-0.074125	0.042913	0.018156	-0.027915	Female	26	No	No	Disabled	Suburban	Bachelor	1,670,997,600
31	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	1b5aad17-e552-49a0-bdc4-2a958785a78a	churn	0.182701	1	churn	0.081647	-0.000653	0.047917	0.033808	0.159907	0.132589	0.118199	0.13756	Female	38	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
20	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	9a3c2caa-448c-4aaf-a177-4dbc15d59f96	no_churn	0.323394	1	churn	-0.057868	-0.004042	-0.101977	0.082235	-0.007829	0.044507	0.045652	-0.032219	Male	78	Yes	No	Unemployed	Suburban	High School or Below	1,670,997,600
31	Yes	Yes	Medium Speed	Expired	One year	<80hrs	Active	c186b13c-0209-4d88-be21-c935aca0ec0f	no_churn	0.182701	1	churn	-0.052219	-0.003599	0.005551	-0.07848	-0.065793	-0.095762	0.015224	0.036052	Male	25	Yes	Yes	Employed	Suburban	High School or Below	1,670,997,600
24	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	3050f931-260e-41d5-a804-e83cafc6e512	no_churn	0.594083	0	no_churn	0.009218	-0.006872	0.103328	0.145728	0.014901	0.114184	0.02743	0.068057	Male	45	No	No	Employed	Suburban	College	1,670,997,600
5	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	266925fc-8557-4b78-a088-bd35314948a0	no_churn	0.441715	1	churn	0.149375	-0.001155	-0.008741	0.113468	0.05218	0.08097	-0.030687	0.017564	Male	26	No	Yes	Unemployed	Urban	High School or Below	1,670,997,600
11	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	19931623-9005-4038-92ed-92e54ddb3ead	no_churn	0.010333	0	no_churn	0.040961	-0.011213	-0.03682	-0.075649	-0.077367	0.040074	0.007974	-0.007973	Male	23	No	Yes	Disabled	Suburban	Bachelor	1,670,997,600
25	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	e2371bf2-84d5-41e9-adb6-50f80222144a	churn	0.662172	1	churn	0.041381	-0.004455	0.098482	0.184177	0.002325	0.107973	0.00058	-0.020489	Male	69	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
8	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	910e4336-c542-4224-a5be-e2533e0e443f	no_churn	0.198431	0	no_churn	0.101046	-0.004634	0.027265	-0.012705	-0.011833	0.08665	0.094116	-0.042708	Male	54	Yes	Yes	Medical Leave	Rural	Doctor	1,670,997,600
49	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	63d1ab4d-517a-4445-b9bf-8d2ba2e975a5	no_churn	0.250579	0	no_churn	-0.192535	0.017815	-0.018835	-0.04644	-0.031546	0.062394	0.013023	-0.022902	Female	30	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
19	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	d04d03a1-368e-4edf-957c-073e1a0376d3	no_churn	0.010955	0	no_churn	-0.032006	-0.011239	-0.065525	-0.066156	-0.094013	0.040051	0.002986	-0.023125	Female	61	Yes	Yes	Employed	Urban	Bachelor	1,670,997,600
2	No	No phone service	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	6732dc80-2c0a-4ccf-9ff0-50238f9a4a69	no_churn	0.713723	1	churn	0.156149	0.023937	-0.006733	-0.104897	-0.028669	0.122588	0.114991	-0.059725	Female	56	No	Yes	Employed	Urban	Bachelor	1,670,997,600
55	Yes	No	Low Speed	Expired	Two year	100hrs+	Disabled	2b265d4e-c6d5-441f-ae0c-390420bc6def	no_churn	0.03397	0	no_churn	-0.070054	-0.004253	-0.019113	-0.053174	-0.02425	-0.088967	0.015207	-0.019421	Male	44	Yes	No	Employed	Rural	Bachelor	1,670,997,600
18	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	81c13ff8-5ec0-425c-aabb-183237ef7bb1	no_churn	0.043659	0	no_churn	-0.021061	-0.011892	-0.009995	-0.013869	-0.018525	0.04941	-0.009914	-0.013684	Female	75	No	No	Employed	Suburban	High School or Below	1,670,997,600
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	a3e96f34-967a-414e-8e99-deae73526f79	no_churn	0.145214	0	no_churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Female	23	Yes	No	Employed	Rural	Doctor	1,670,997,600
40	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	9f5fef81-a30e-4f91-84ef-7b2b1b990ec2	no_churn	0.228942	0	no_churn	-0.052511	-0.003899	-0.015772	0.101584	-0.02388	0.075303	-0.01448	-0.015371	Female	32	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
70	No	No phone service	High Speed	Phone_Support	Two year	100hrs+	Active	451258a5-604c-42c0-827b-f806fae6f725	no_churn	0.012984	0	no_churn	-0.120138	-0.007824	-0.007375	-0.000664	0.034125	-0.182334	0.039477	0.043707	Female	32	No	Yes	Unemployed	Urban	College	1,670,997,600
18	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Active	ac4d5608-1f98-4450-802a-c511852281f6	no_churn	0.612866	1	churn	0.024009	0.055791	0.032825	0.009661	0.030437	0.108075	0.111146	0.069031	Male	55	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
27	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	80f4735f-f8b5-4d07-97da-c2c578854a16	no_churn	0.042454	0	no_churn	-0.08779	-0.004045	-0.023122	-0.046073	-0.028161	-0.073556	0.012673	-0.018953	Female	79	Yes	No	Employed	Rural	College	1,670,997,600
1	No	No phone service	Medium Speed	Expired	Month-to-month	100hrs+	Active	5bf3b1e0-b9d1-4a22-8f09-383c37d3e86d	no_churn	0.870052	1	churn	0.190761	0.112319	0.022386	-0.004258	-0.040269	0.132547	0.036357	0.054798	Male	48	Yes	No	Employed	Suburban	College	1,670,997,600
43	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	29d9009d-8b2e-46fd-aaf8-90bb6478a4e3	no_churn	0.251634	0	no_churn	-0.162357	0.015089	-0.013939	-0.031027	0.020426	0.049166	-0.026796	-0.039587	Male	73	Yes	No	Employed	Suburban	Doctor	1,670,997,600
48	Yes	Yes	Medium Speed	Expired	One year	<50hrs	Active	cdea70cf-853f-420a-a942-aaa970521653	no_churn	0.158768	0	no_churn	-0.096509	-0.004167	0.016627	-0.057345	-0.052106	-0.063654	0.031246	0.036881	Male	41	No	No	Unemployed	Suburban	Master	1,670,997,600
45	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	534eeb04-b48d-4f87-849d-681d79bd38b0	churn	0.38233	1	churn	-0.239467	-0.004955	0.033399	0.073531	-0.021131	0.031247	-0.00226	-0.020222	Female	48	No	Yes	Unemployed	Suburban	Master	1,670,997,600
2	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	9c9c12f7-02bd-48e9-b81f-4f5fdba4f598	no_churn	0.204416	0	no_churn	0.121811	-0.010172	-0.051078	-0.078475	-0.033113	0.059329	0.075007	-0.029428	Male	76	Yes	No	Medical Leave	Suburban	College	1,670,997,600
56	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	66e7d117-88e9-43d0-bd83-f1b18204f39b	no_churn	0.299507	0	no_churn	-0.198824	-0.001584	0.014613	0.046374	0.023095	0.080464	0.064236	0.082599	Male	78	Yes	Yes	Employed	Suburban	College	1,670,997,600
57	No	No phone service	High Speed	In_Store_Support	Two year	<80hrs	Active	26e6445a-f1c3-4eaa-9d9f-d11e877827eb	no_churn	0.02883	0	no_churn	-0.039112	0.019888	0.003782	-0.014058	-0.053487	-0.222081	0.038558	0.027484	Male	42	No	Yes	Employed	Urban	Master	1,670,997,600
59	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	4cdca3fa-a63b-4b91-94da-57a743ca507d	no_churn	0.033932	0	no_churn	-0.120603	-0.004245	-0.01948	-0.014144	0.050336	0.055022	0.049422	-0.045334	Female	76	No	No	Employed	Urban	High School or Below	1,670,997,600
71	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	a4c969e8-53e0-49e1-898a-ba9b997d86e4	no_churn	0.041531	0	no_churn	-0.164115	-0.004094	-0.023527	0.059818	0.027762	-0.079851	0.01587	-0.030888	Male	70	Yes	No	Unemployed	Suburban	College	1,670,997,600
15	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	eca592d2-e469-4e47-96c0-2092df49ca3c	no_churn	0.691294	1	churn	0.133618	-0.00146	0.086848	0.031057	0.174129	0.136295	0.0472	0.042288	Female	77	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
45	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	e70abc15-ee3a-4d55-88e3-8a963713a457	churn	0.38233	1	churn	-0.239467	-0.004955	0.033399	0.073531	-0.021131	0.031247	-0.00226	-0.020222	Female	39	No	No	Employed	Urban	College	1,670,997,600
47	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	7e32cd99-363b-428c-b5d9-a5b9a2077af0	no_churn	0.397228	1	churn	-0.03212	-0.003959	0.052263	-0.060639	-0.0916	0.079862	0.019385	0.047782	Female	55	No	No	Unemployed	Suburban	Bachelor	1,670,997,600
6	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	714868cf-4c98-4ac3-823a-5e1436caf039	no_churn	0.222003	0	no_churn	0.107391	-0.001759	-0.01152	-0.057093	0.011798	0.068729	0.034464	-0.012835	Male	63	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
72	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	e8c13165-8469-4313-a5e0-6dd32ac7a977	no_churn	0.00287	0	no_churn	-0.111862	-0.006843	-0.015617	-0.041112	-0.091371	0.034739	0.022029	-0.025656	Female	73	No	Yes	Unemployed	Suburban	College	1,670,997,600
1	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	e9e6f6cc-9778-4d2c-bc7f-74747e3f8210	no_churn	0.9168	1	churn	0.260026	-0.004489	0.010868	-0.028575	0.059984	0.161195	0.090646	0.096891	Female	52	No	Yes	Unemployed	Urban	High School or Below	1,670,997,600
19	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Disabled	c99640ee-7b7c-4687-8c0d-63df432fb716	no_churn	0.012686	0	no_churn	0.011375	-0.003754	-0.019131	-0.016869	0.051189	-0.126952	0.070659	-0.045543	Female	74	Yes	No	Unemployed	Suburban	Doctor	1,670,997,600
8	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	54d69211-4f56-430d-ad8f-28c2517a7f69	no_churn	0.094697	0	no_churn	0.054977	-0.0091	-0.003031	-0.059628	0.081404	0.083962	0.00138	-0.026907	Male	21	Yes	Yes	Retired	Urban	High School or Below	1,670,997,600
6	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	765d4652-0166-46bc-9c56-e14fd9f31b76	no_churn	0.154802	0	no_churn	0.097301	-0.001889	0.008717	-0.077356	0.013995	0.081724	-0.010719	-0.012835	Female	76	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
57	Yes	No	Fiber optic	Expired	One year	100hrs+	Disabled	8ffefac3-5133-4605-9693-0cd6c64a8b38	no_churn	0.133835	0	no_churn	-0.14239	-0.003984	-0.013165	0.039155	0.007964	-0.087071	0.01051	-0.030045	Female	49	No	Yes	Unemployed	Suburban	College	1,670,997,600
1	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	4fa5ed52-bb49-43be-8ffc-88c1aaf65cba	no_churn	0.387835	1	churn	0.295646	-0.008284	-0.008392	-0.033921	-0.043434	0.138132	0.089762	-0.039876	Female	47	No	Yes	Employed	Suburban	College	1,670,997,600
3	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	c8e4b7f5-742a-4e84-a017-f251a6a2d465	no_churn	0.90863	1	churn	0.142495	-0.007075	0.033581	0.074818	-0.096769	0.086432	0.020403	-0.022912	Female	64	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
25	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	81facb77-1f00-4aa4-814c-0d8a21e140e9	no_churn	0.021674	0	no_churn	-0.008245	-0.004462	-0.05697	-0.035001	-0.020787	-0.105027	0.009952	-0.008486	Female	28	Yes	Yes	Employed	Rural	College	1,670,997,600
58	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	6c3f9aee-d723-4989-b5d2-5ed0d78ce826	no_churn	0.17267	1	churn	-0.19987	-0.005053	0.040603	-0.003833	0.040023	0.047758	-0.053528	0.068554	Female	32	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
20	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	cdd12d61-bf70-4a13-b38a-81d6ed729d04	no_churn	0.094617	0	no_churn	-0.003926	-0.003925	-0.042791	-0.00159	0.055796	0.075501	0.091323	-0.069415	Male	39	Yes	Yes	Employed	Suburban	College	1,670,997,600
19	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	2822bb5e-6555-41c6-bd92-4d650248ee02	no_churn	0.024509	0	no_churn	-0.067372	-0.008148	-0.053597	-0.080261	-0.064838	0.020157	0.01219	-0.027157	Female	58	Yes	No	Employed	Suburban	College	1,670,997,600
58	No	No phone service	Medium Speed	Expired	One year	100hrs+	Disabled	07e07262-8295-4d62-9e8e-4c64e247dde0	no_churn	0.111936	0	no_churn	-0.083092	0.007485	0.003391	-0.021522	-0.01318	-0.103217	0.033085	-0.021977	Male	75	Yes	Yes	Employed	Suburban	Master	1,670,997,600
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	0d7c616d-553b-415a-98cf-d27661994035	no_churn	0.646958	1	churn	0.170393	-0.001067	-0.039337	0.072507	0.062729	0.12811	0.08551	-0.03727	Female	48	No	Yes	Unemployed	Urban	Master	1,670,997,600
19	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	128d4986-83d5-4131-a6b0-01599a68b5ae	no_churn	0.012686	0	no_churn	-0.074047	-0.007696	-0.044777	-0.080543	-0.029236	0.02401	-0.029579	-0.027157	Female	53	No	Yes	Disabled	Urban	Bachelor	1,670,997,600
18	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	a1476be5-57f4-4ec9-9d82-07c9f8703d3b	no_churn	0.793534	1	churn	-0.061614	-0.005838	0.054127	-0.06048	-0.067602	0.013761	0.018684	0.049935	Male	43	Yes	No	Employed	Suburban	College	1,670,997,600
1	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	773aaf11-dbef-4630-b5f5-fcfae9c045d1	no_churn	0.9168	1	churn	0.234669	-0.006789	0.080916	-0.00787	-0.048253	0.123602	0.048321	0.060997	Female	75	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
69	Yes	No	Fiber optic	Phone_Support	One year	<80hrs	Active	9a63b426-b782-4e87-9d9a-3abb362e7209	no_churn	0.26442	1	churn	-0.114188	-0.001889	-0.021894	-0.003969	-0.068515	-0.076063	0.025517	0.041976	Male	25	Yes	No	Employed	Suburban	College	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	66c6cef5-207a-4928-ae83-9cfa563ebef9	no_churn	0.824498	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Female	57	No	No	Employed	Suburban	Master	1,670,997,600
1	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	676fd49b-fcb7-4663-8ed7-33e16e32a335	no_churn	0.311315	1	churn	0.213727	-0.015576	-0.084657	-0.134447	-0.081022	0.089621	0.025045	-0.02002	Male	66	No	No	Employed	Suburban	Doctor	1,670,997,600
65	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	a01330c0-d4d0-4308-97a9-4d7d41ce9de5	no_churn	0.226175	0	no_churn	-0.216429	-0.007299	-0.004623	0.0252	0.017636	0.037417	-0.05748	0.026551	Female	80	No	No	Employed	Urban	College	1,670,997,600
63	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	83a591f4-7fd8-455d-91db-e3bdbca8aca0	no_churn	0.284562	0	no_churn	-0.22642	-0.009603	-0.009655	0.048395	0.005627	-0.002932	-0.01953	0.015092	Female	73	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	d9bb18e3-7a4d-4014-b650-1facb91d2a44	no_churn	0.831256	1	churn	0.289491	-0.005461	0.041379	0.109399	0.075988	0.147179	0.036029	-0.028467	Female	59	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
21	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	a98fe377-a723-4dca-a272-f4e5e20633ba	no_churn	0.013264	0	no_churn	-0.064723	-0.006517	-0.04191	-0.059099	-0.094095	0.013206	0.016528	-0.022416	Male	75	Yes	No	Medical Leave	Suburban	Master	1,670,997,600
41	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	7bfd8327-3cea-46ce-9762-c4be70df2d67	no_churn	0.398117	0	no_churn	-0.152917	-0.003297	-0.024855	0.091359	-0.022776	0.043419	0.027523	-0.034982	Male	32	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
18	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	c6bd54a0-4bd5-4991-a734-5c3380ccf4f6	no_churn	0.024814	0	no_churn	-0.018841	-0.009224	0.068397	0.006755	0.101369	0.074208	0.075762	-0.060952	Male	73	No	Yes	Employed	Rural	College	1,670,997,600
19	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	09915fe4-9efa-41ca-9ab9-76083acb2a64	no_churn	0.010955	0	no_churn	0.026466	-0.00229	-0.031595	0.001353	-0.049112	0.074275	0.094047	-0.052169	Male	23	No	Yes	Disabled	Suburban	College	1,670,997,600
56	Yes	Yes	High Speed	Expired	One year	<80hrs	Disabled	d1f65345-83ee-427d-b738-3395848742dc	no_churn	0.061398	0	no_churn	-0.035615	-0.004657	0.010214	-0.027562	-0.089321	-0.09055	0.022574	-0.02411	Male	62	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
65	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	409e1c30-680d-4b36-829f-a7456a3e48bf	no_churn	0.305267	1	churn	-0.121366	-0.000541	0.057401	0.058632	0.075189	-0.05158	0.044221	0.066851	Male	49	No	No	Disabled	Urban	Master	1,670,997,600
71	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Active	7e7371b4-028f-46fd-b7d5-0c19e760fd72	no_churn	0.009992	0	no_churn	-0.141846	-0.005486	-0.006134	-0.031414	-0.032989	0.047302	0.026101	0.025441	Male	36	Yes	No	Employed	Rural	Bachelor	1,670,997,600
18	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Active	da4124cf-3487-4397-9af1-c4d2dced13d0	no_churn	0.612866	1	churn	-0.037248	0.057155	0.00238	-0.009313	-0.108987	0.062166	0.009052	0.045768	Male	44	Yes	Yes	Employed	Suburban	High School or Below	1,670,997,600
63	Yes	No	Low Speed	Phone_Support	Two year	100hrs+	Disabled	d55f32f5-5fc8-48f7-98c4-36b35e02936f	no_churn	0.021669	0	no_churn	-0.085383	-0.003065	-0.014713	-0.014439	0.016406	-0.135695	0.034984	-0.027121	Male	30	No	Yes	Employed	Suburban	Master	1,670,997,600
7	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	0915ddd6-e46c-4c09-b4cf-3b37a67fdad1	no_churn	0.274909	0	no_churn	0.007961	-0.008549	-0.02682	-0.118349	-0.014197	0.036169	-0.011237	-0.011075	Female	67	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
9	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	3c110486-2ab7-4863-8bf6-d4887b9bc449	no_churn	0.185869	0	no_churn	0.022432	-0.003252	0.001912	-0.03146	-0.074836	0.066494	-0.017977	-0.014836	Female	78	No	Yes	Employed	Suburban	Bachelor	1,670,997,600

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