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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
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	84e5b270-0747-46b6-b8bc-6e7551776dbd	no_churn	0.441739	0	no_churn	0.045115	-0.004309	0.01049	0.152923	0.010003	0.129236	-0.046359	-0.044426	Male	77	No	No	Employed	Suburban	High School or Below	1,671,429,600
41	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	cb83ca38-04d3-43a3-9794-66a1cd346ee2	churn	0.627718	1	churn	-0.141259	-0.007327	0.03543	-0.102548	0.04785	0.033794	-0.024463	0.028164	Male	41	No	No	Employed	Urban	College	1,671,429,600
66	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	46de316c-dabd-4014-ae8c-0cf9b775c096	no_churn	0.020588	0	no_churn	-0.025368	-0.003061	0.020763	-0.022518	0.007612	-0.155491	-0.023742	-0.052221	Female	45	No	No	Employed	Suburban	Master	1,671,429,600
46	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	26ee3607-6179-4773-ba03-001c202378ee	no_churn	0.252075	0	no_churn	-0.128533	-0.006329	0.000361	-0.019559	0.023058	-0.107765	-0.033021	0.052761	Male	76	Yes	No	Employed	Suburban	College	1,671,429,600
6	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	f8833750-e284-49f9-a3e2-4be08f338078	no_churn	0.03056	0	no_churn	-0.008593	-0.011916	-0.014459	-0.048238	-0.031555	-0.066459	-0.037191	-0.033948	Female	31	No	No	Employed	Urban	High School or Below	1,671,429,600
66	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	d0bb0150-2771-430f-80af-30eccfccbaeb	no_churn	0.005727	0	no_churn	-0.034379	-0.00303	-0.03278	-0.019049	-0.000836	-0.127771	-0.021923	-0.029259	Male	75	No	Yes	Employed	Urban	College	1,671,429,600
72	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	6871c1c9-e6ba-4057-9466-0b0ce30564f9	no_churn	0.002231	0	no_churn	-0.074786	-0.003627	-0.010056	-0.025079	-0.02105	-0.105654	-0.011324	-0.017451	Male	46	Yes	Yes	Unemployed	Rural	Bachelor	1,671,429,600
37	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dcd0971e-958a-4677-bac2-f307846de3a3	no_churn	0.28254	0	no_churn	-0.128372	-0.010711	-0.079002	0.070656	-0.050393	0.052284	-0.010449	-0.008066	Male	22	No	No	Disabled	Rural	Bachelor	1,671,429,600
68	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	d88e4bba-ff6c-493c-9888-2fda3cbdabe0	no_churn	0.01259	0	no_churn	-0.051826	-0.003426	-0.01367	-0.021676	-0.01715	-0.13278	-0.012376	-0.016122	Female	28	No	Yes	Unemployed	Urban	Bachelor	1,671,429,600
50	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dcebb69b-0ce6-451b-bd14-56acad66191e	no_churn	0.221303	0	no_churn	-0.006659	-0.000813	-0.071874	0.112656	0.083913	0.09474	-0.006641	0.003151	Female	48	Yes	No	Unemployed	Urban	College	1,671,429,600
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	cc832cc0-e8ae-404f-bdca-6174fc2d2839	churn	0.735076	1	churn	0.235255	-0.002377	-0.049393	0.129347	0.039354	0.126348	0.02927	0.055992	Female	29	Yes	No	Employed	Suburban	Master	1,671,429,600
22	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	9201795e-052e-4f67-b324-0270e6137a72	churn	0.733444	1	churn	-0.027467	-0.002435	0.088746	0.063673	0.082334	0.093104	0.076762	0.056257	Male	21	No	Yes	Employed	Rural	College	1,671,429,600
69	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	8c89654c-b7cf-4f5a-a633-5ca5192fb386	churn	0.092551	0	no_churn	-0.077637	-0.000718	0.019979	0.006378	-0.034429	-0.231506	0.049673	0.067568	Male	67	No	Yes	Employed	Rural	College	1,671,429,600
22	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	1410106e-24a9-4ac8-a12a-fdd98da08b62	churn	0.235025	1	churn	-0.122072	-0.000433	-0.013447	-0.132011	-0.009924	0.070365	-0.012816	0.061312	Female	69	No	No	Employed	Suburban	College	1,671,429,600
66	Yes	Yes	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	783bfe5c-ddef-4461-bb0a-13df9b86e73c	no_churn	0.013271	0	no_churn	-0.031651	-0.00413	0.010948	-0.038483	0.005476	-0.10716	-0.039399	-0.064627	Female	34	No	No	Retired	Suburban	College	1,671,429,600
26	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	a8b68b62-13d5-4d13-a787-ae15e13aaf89	no_churn	0.136382	0	no_churn	-0.089578	-0.008152	0.022521	-0.070908	0.01098	0.052378	-0.056246	-0.080021	Female	62	No	Yes	Medical Leave	Urban	High School or Below	1,671,429,600
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7fdbfff2-609b-4479-8a1f-a63a677c93a2	churn	0.564243	1	churn	0.219737	-0.007025	-0.022192	-0.046504	-0.010735	0.11999	-0.019577	-0.000988	Male	32	No	No	Employed	Suburban	Bachelor	1,671,429,600
58	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	592a1403-aa9d-42f7-8ff6-760c62b7028e	no_churn	0.529787	0	no_churn	-0.014054	-0.002721	0.135951	0.11932	0.128005	0.089562	0.143154	0.131756	Female	74	Yes	Yes	Employed	Suburban	High School or Below	1,671,429,600
33	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	9d0d9498-3ccb-4f79-b648-7fd64610b24a	no_churn	0.24592	0	no_churn	-0.19041	-0.00241	0.042783	-0.060887	0.005791	0.048265	-0.05612	-0.043183	Female	25	No	No	Unemployed	Suburban	College	1,671,429,600
14	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	1859c399-56fe-4db2-affc-5abfe205e3b4	no_churn	0.041409	0	no_churn	-0.05993	-0.007689	-0.011041	-0.040631	0.005705	-0.073651	-0.030791	-0.050999	Male	56	No	Yes	Unemployed	Suburban	College	1,671,429,600
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2b9de14c-b41a-4e3b-8299-b5bb9f9038e0	no_churn	0.269484	0	no_churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Female	66	No	No	Employed	Suburban	Bachelor	1,671,429,600
12	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	e547e448-e5c2-4a03-9ff7-05e98ce6d44b	no_churn	0.176607	0	no_churn	0.005094	-0.00411	-0.095397	-0.018486	0.003618	0.068773	-0.038072	-0.032909	Male	78	No	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	3b9172ab-43f2-4ade-9ce1-f0a2aca942cc	no_churn	0.360491	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	46	No	No	Employed	Suburban	Bachelor	1,671,429,600
63	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	100hrs+	Active	287449a8-603c-4b9c-9adc-64cc28e7e10a	no_churn	0.076539	0	no_churn	-0.092033	-0.002414	-0.018926	-0.006141	0.040843	-0.213725	0.038622	0.044747	Male	60	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
27	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	87ddf5b5-61c3-4d0d-b7e1-e41c0f413266	churn	0.466961	1	churn	0.057217	-0.001518	0.035491	0.04371	0.039156	0.14208	0.112565	0.055843	Female	46	No	No	Employed	Urban	Bachelor	1,671,429,600
16	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	e960c498-0b78-4279-99af-b825ceb97f14	no_churn	0.161889	0	no_churn	0.077264	-0.004395	-0.109635	-0.01722	-0.032204	0.093461	-0.037504	-0.02037	Female	47	No	No	Employed	Suburban	College	1,671,429,600
7	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	661e2cd8-2a2b-461c-a37a-102ec74427c4	no_churn	0.105236	0	no_churn	0.186201	-0.005659	0.056181	0.03451	0.12029	0.103533	-0.034777	-0.043661	Male	23	Yes	Yes	Retired	Rural	Master	1,671,429,600
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	dc4db449-f196-4fb3-a4d7-75edec371db2	no_churn	0.004411	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Female	44	No	No	Employed	Urban	Bachelor	1,671,429,600
43	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	4b3e1fd2-4bd2-47d2-ac54-f8d864ffb890	churn	0.451031	1	churn	-0.17077	-0.003668	-0.00665	-0.141807	0.011503	0.044396	0.025817	0.052152	Female	57	No	No	Employed	Rural	Bachelor	1,671,429,600
72	No	No phone service	Medium Speed	Phone_Support	Two year	100hrs+	Active	826232e3-7801-47a4-85ea-96fe63c67e89	no_churn	0.020021	0	no_churn	-0.13884	-0.004824	0.009292	0.008021	0.046018	-0.144425	0.037922	0.047811	Male	25	No	Yes	Unemployed	Suburban	College	1,671,429,600
8	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	4ab7c869-be67-4bfc-804f-c8d2f81f853a	no_churn	0.008256	0	no_churn	0.032914	-0.006524	-0.002051	-0.029004	0.021123	-0.204432	-0.030527	-0.040525	Male	49	No	No	Unemployed	Urban	Master	1,671,429,600
2	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	305aee68-2ebe-4a62-bb0a-d4052e4adc9d	no_churn	0.218783	0	no_churn	0.143067	-0.007023	-0.027661	-0.051391	0.051677	0.08347	-0.027797	-0.054996	Male	44	Yes	No	Medical Leave	Urban	Master	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	9e9d649e-7e05-47f9-81e9-76651f711314	no_churn	0.00553	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Male	77	No	Yes	Employed	Urban	Bachelor	1,671,429,600
63	Yes	Yes	Low Speed	Web_Chat_Support	One year	<80hrs	Active	d7c029ff-b372-4a1c-b7af-fa5bb9c3d0e3	churn	0.276896	1	churn	-0.027047	-0.003259	-0.00961	-0.036926	0.075448	-0.032326	-0.020976	0.079671	Female	61	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d119cd9d-3411-4dc5-8045-e8366591c5c9	no_churn	0.441739	0	no_churn	0.045115	-0.004309	0.01049	0.152923	0.010003	0.129236	-0.046359	-0.044426	Male	48	Yes	No	Employed	Rural	High School or Below	1,671,429,600
48	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	51641c59-ae8c-4ff6-b190-833b50c417c1	no_churn	0.008676	0	no_churn	-0.040546	-0.003568	-0.007431	-0.033186	-0.018447	-0.122627	-0.010983	-0.012237	Female	72	No	Yes	Unemployed	Rural	Bachelor	1,671,429,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	cb2ae2fa-64d7-4f2f-a581-57f89f2cf881	churn	0.834601	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	40	No	Yes	Employed	Suburban	College	1,671,429,600
20	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	7b774a1b-8861-44fe-bbc3-3ef7d2e60f90	no_churn	0.150161	0	no_churn	0.074414	-0.002651	-0.04299	0.061689	0.129749	0.114053	0.092467	0.114242	Male	74	No	Yes	Unemployed	Rural	College	1,671,429,600
17	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	c56eb3de-e918-4ee9-a4c3-f121c4d6bb7f	no_churn	0.04781	0	no_churn	-0.000005	-0.00364	-0.021565	-0.044962	0.001041	-0.129864	-0.026305	-0.043727	Female	67	No	No	Employed	Suburban	College	1,671,429,600
21	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	8d143269-4313-4105-930c-6cbedc6b2dc3	no_churn	0.440043	0	no_churn	-0.108362	-0.00354	0.046847	-0.029748	-0.016519	0.074125	-0.040676	0.032998	Male	80	No	No	Employed	Suburban	High School or Below	1,671,429,600
72	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	1d9262fb-3367-4c6c-8c63-a3742f71fb04	no_churn	0.002231	0	no_churn	-0.074786	-0.003627	-0.010056	-0.025079	-0.02105	-0.105654	-0.011324	-0.017451	Female	52	Yes	No	Employed	Suburban	High School or Below	1,671,429,600
27	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	521cb9ce-743b-4896-b1a3-3bac206075aa	no_churn	0.011123	0	no_churn	-0.037795	-0.005557	-0.016821	-0.029162	0.012219	-0.103163	-0.041826	-0.046921	Female	66	No	No	Employed	Suburban	Bachelor	1,671,429,600
15	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	134b920f-f870-4a61-8ce7-a14e793ebc38	no_churn	0.312787	0	no_churn	0.098763	-0.003275	-0.034186	0.073063	0.025705	0.121385	-0.003919	-0.031794	Male	31	No	No	Employed	Suburban	College	1,671,429,600
41	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	07c5f38e-8d07-4954-af07-57948cb2e7bb	no_churn	0.053437	0	no_churn	-0.004228	-0.009511	-0.007284	-0.006761	0.00622	-0.13557	-0.02019	-0.051702	Male	77	No	No	Employed	Suburban	High School or Below	1,671,429,600
48	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	94bcf638-d4b1-40fd-9b71-7e90dc6c10f8	no_churn	0.037918	0	no_churn	-0.047171	-0.001816	-0.042871	-0.053392	0.067061	-0.174867	0.055496	0.058532	Female	63	No	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d5c219d3-e0e9-4b90-8d62-9601516b842b	no_churn	0.441739	0	no_churn	0.045115	-0.004309	0.01049	0.152923	0.010003	0.129236	-0.046359	-0.044426	Female	71	No	Yes	Unemployed	Rural	Bachelor	1,671,429,600
48	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	9c3dcad9-88a5-4d1a-ac60-5c15ff33ec29	no_churn	0.010061	0	no_churn	-0.0481	-0.003278	0.006304	-0.063686	0.011639	-0.119663	-0.025651	-0.026592	Female	30	No	No	Employed	Suburban	High School or Below	1,671,429,600
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	cf0d3a52-90a9-402a-aac8-5ce70c572b7f	no_churn	0.602341	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	20	No	Yes	Disabled	Suburban	Bachelor	1,671,429,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	990e194d-781a-4f59-b126-e960026a07a8	churn	0.852253	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	37	No	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
36	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	80830939-b108-4855-af6b-64c5bc927dd3	churn	0.557617	1	churn	-0.184636	-0.004851	0.060429	-0.115022	0.012335	0.080303	0.042976	0.018773	Male	61	No	No	Retired	Suburban	High School or Below	1,671,429,600
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	4e7cdc87-3ef8-4462-885c-35d7d34d946a	no_churn	0.679235	0	no_churn	0.071493	-0.004643	0.085109	-0.007228	0.09021	0.092796	0.060982	0.062113	Female	21	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	<50hrs	Active	eb1471fb-f054-43c7-bbcc-6955fe740bbf	no_churn	0.017424	0	no_churn	-0.136293	-0.002254	0.005525	0.000384	0.023249	-0.229037	0.026686	0.042714	Male	53	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7077c649-9075-4f11-9c2f-b886871ca748	churn	0.72852	1	churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	73	No	No	Unemployed	Rural	High School or Below	1,671,429,600
53	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	56e26595-6a3d-4b75-b49a-1d243b41ac3e	no_churn	0.158081	0	no_churn	-0.088963	-0.002233	0.084674	0.03794	0.084933	0.087957	-0.015998	-0.045835	Female	56	Yes	Yes	Employed	Suburban	College	1,671,429,600
55	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	99059114-aebd-4bcd-9387-b41bae2193cc	no_churn	0.04722	0	no_churn	-0.053585	-0.003787	0.001857	-0.030608	-0.053978	-0.074381	-0.02757	-0.026974	Female	45	No	No	Unemployed	Urban	Bachelor	1,671,429,600
8	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	ae6ade34-e787-44bc-b6da-4cc454a359cc	no_churn	0.184598	0	no_churn	0.01797	-0.015224	-0.064212	-0.098349	0.021045	0.062597	-0.065692	-0.067161	Female	65	No	Yes	Medical Leave	Suburban	Bachelor	1,671,429,600
58	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	60c3a4fe-0e6f-4524-a7eb-d10695a347dd	no_churn	0.529787	0	no_churn	-0.014054	-0.002721	0.135951	0.11932	0.128005	0.089562	0.143154	0.131756	Female	80	No	No	Employed	Urban	Bachelor	1,671,429,600
72	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	2d54a435-a06b-4b8e-8ca1-70aa9acbcaaa	no_churn	0.002231	0	no_churn	-0.074786	-0.003627	-0.010056	-0.025079	-0.02105	-0.105654	-0.011324	-0.017451	Male	31	No	No	Employed	Suburban	Bachelor	1,671,429,600
7	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	f8e7bd44-41b2-44bc-8150-6a32498de0a9	no_churn	0.105236	0	no_churn	0.186201	-0.005659	0.056181	0.03451	0.12029	0.103533	-0.034777	-0.043661	Female	29	No	No	Employed	Urban	High School or Below	1,671,429,600
48	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	5af933dd-de54-4e89-a87d-63ab5cea7dc3	no_churn	0.008676	0	no_churn	-0.040546	-0.003568	-0.007431	-0.033186	-0.018447	-0.122627	-0.010983	-0.012237	Male	44	No	Yes	Employed	Urban	Master	1,671,429,600
66	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	66c79871-f7af-4ce0-915d-4fb8691483b3	no_churn	0.020588	0	no_churn	-0.025368	-0.003061	0.020763	-0.022518	0.007612	-0.155491	-0.023742	-0.052221	Female	53	No	Yes	Unemployed	Rural	High School or Below	1,671,429,600
14	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	74cd0fe8-afc1-494c-b919-1c672a95f2f7	no_churn	0.041409	0	no_churn	-0.05993	-0.007689	-0.011041	-0.040631	0.005705	-0.073651	-0.030791	-0.050999	Female	55	No	Yes	Employed	Urban	Master	1,671,429,600
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	8877ddbe-afad-4a3a-8807-ced2d8fdaa33	no_churn	0.451521	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	37	No	Yes	Employed	Urban	Bachelor	1,671,429,600
56	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	47c4cd13-ab27-4f7d-96aa-a4648fa38a3b	no_churn	0.281673	0	no_churn	-0.121466	-0.012527	0.02213	-0.019006	-0.05434	0.064028	0.016862	0.065292	Female	31	No	No	Employed	Suburban	College	1,671,429,600
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	<50hrs	Active	638b6695-a0ba-4851-badd-8ba07b45535e	no_churn	0.017424	0	no_churn	-0.136293	-0.002254	0.005525	0.000384	0.023249	-0.229037	0.026686	0.042714	Male	56	No	Yes	Employed	Suburban	High School or Below	1,671,429,600
19	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	e97b04ef-bd9b-4741-bfc4-4644f1ff4de7	no_churn	0.054345	0	no_churn	-0.03472	-0.014749	-0.035674	-0.114471	0.007913	0.043286	-0.050327	-0.070284	Female	71	No	No	Employed	Suburban	College	1,671,429,600
55	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	0917c51d-98e9-4111-bfc8-f07f322c8537	no_churn	0.04722	0	no_churn	-0.053585	-0.003787	0.001857	-0.030608	-0.053978	-0.074381	-0.02757	-0.026974	Male	80	No	No	Employed	Suburban	College	1,671,429,600
8	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	8dd64c7c-b6a2-44a6-9dbe-65a3dad57789	no_churn	0.026158	0	no_churn	-0.014779	-0.005733	-0.004741	-0.05842	-0.033067	-0.075356	-0.035108	-0.041823	Female	58	Yes	No	Medical Leave	Rural	Doctor	1,671,429,600
48	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	23362dbf-36a2-4d62-b1c7-e703279f02fa	no_churn	0.008676	0	no_churn	-0.040546	-0.003568	-0.007431	-0.033186	-0.018447	-0.122627	-0.010983	-0.012237	Male	49	No	Yes	Retired	Suburban	High School or Below	1,671,429,600
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	1e1d3056-2933-47fa-abd9-d103bfd9fa55	no_churn	0.004411	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Male	79	No	No	Employed	Suburban	Bachelor	1,671,429,600
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2d14520e-3553-4eda-bb2e-9c605deacc94	no_churn	0.269484	0	no_churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Female	23	Yes	No	Employed	Suburban	Bachelor	1,671,429,600
30	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	87e34280-76a9-487f-9052-81f9153f0cb9	no_churn	0.232124	0	no_churn	-0.000335	-0.009448	-0.083666	0.061716	-0.012334	0.084742	-0.02084	-0.006353	Male	53	No	No	Employed	Rural	Bachelor	1,671,429,600
54	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	9cc40664-1f7e-4e6b-853b-c066fae5b9f5	no_churn	0.029208	0	no_churn	0.015339	-0.004994	-0.031961	0.010941	0.045364	-0.141653	-0.034131	-0.047931	Male	80	No	Yes	Medical Leave	Suburban	Bachelor	1,671,429,600
10	No	No phone service	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	44e9d5d6-486f-44dd-a9db-e61f9e504777	churn	0.634861	1	churn	0.139362	0.000171	0.008556	-0.073642	0.105896	0.130149	0.088735	0.052295	Male	50	No	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
43	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	96367696-6a6e-43bf-b1b8-be807baa14d0	churn	0.451031	1	churn	-0.17077	-0.003668	-0.00665	-0.141807	0.011503	0.044396	0.025817	0.052152	Male	51	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	6625b381-30b7-4bee-a033-86de95332b02	churn	0.645663	1	churn	0.04701	-0.002928	0.13093	0.120321	0.04833	0.134388	0.170545	0.062377	Female	61	Yes	Yes	Employed	Urban	High School or Below	1,671,429,600
2	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	4ed59ac0-6575-4f4e-957f-d6d1fc3eebdb	no_churn	0.194969	0	no_churn	0.179694	-0.015275	-0.013266	-0.050628	0.007986	0.110382	-0.014215	-0.017062	Female	50	Yes	No	Unemployed	Urban	College	1,671,429,600
70	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	b3674203-0ce8-4b0c-af04-3d6226186ea0	no_churn	0.131382	0	no_churn	-0.124174	-0.003303	0.007934	0.023704	-0.021309	-0.106866	-0.015208	-0.029803	Male	21	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
7	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	a81fb068-6e70-4227-bef1-7de67c26942f	no_churn	0.105236	0	no_churn	0.186201	-0.005659	0.056181	0.03451	0.12029	0.103533	-0.034777	-0.043661	Female	46	No	Yes	Employed	Suburban	Master	1,671,429,600
8	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	86c9af3c-fd19-4e7e-99ab-f00f2817ac1b	churn	0.219221	1	churn	-0.005851	-0.006915	-0.006939	-0.034587	-0.085369	0.048977	-0.019102	-0.016818	Male	71	Yes	Yes	Employed	Urban	High School or Below	1,671,429,600
72	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	8bf7a5b4-cf5e-48f1-bfb2-fd7b1b52765e	no_churn	0.002468	0	no_churn	-0.083724	-0.003493	0.00578	-0.008572	0.007134	-0.148799	-0.016743	-0.020611	Female	69	Yes	Yes	Employed	Urban	Bachelor	1,671,429,600
55	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	d8b3cc77-3172-46da-ae70-399ee9f75992	churn	0.022121	0	no_churn	-0.071692	-0.003104	0.01447	-0.013396	-0.066718	-0.185554	0.020269	0.036698	Male	24	No	No	Unemployed	Rural	Bachelor	1,671,429,600
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b3395e71-b46e-469e-97ac-e2d11789e3f3	no_churn	0.410216	0	no_churn	-0.119614	-0.00632	0.066713	0.062724	-0.017455	0.084556	-0.036752	-0.040047	Female	44	Yes	Yes	Unemployed	Urban	College	1,671,429,600
60	Yes	No	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	e9504ab7-48d2-4a18-83f9-f254695b0c89	no_churn	0.206024	0	no_churn	-0.01983	-0.001475	0.014828	-0.023979	0.01537	-0.061932	0.056949	0.002043	Male	66	No	No	Unemployed	Suburban	High School or Below	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0d6d4191-0303-4750-adb2-f666cc89a0a9	churn	0.791425	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	57	No	No	Retired	Rural	Bachelor	1,671,429,600
21	Yes	Yes	High Speed	Phone_Support	One year	100hrs+	Active	2ad87461-03f2-4980-b00f-a37e4c61bee2	no_churn	0.148205	0	no_churn	0.00152	-0.00168	0.067446	0.014208	0.096402	0.033682	0.116334	0.087061	Female	38	Yes	No	Medical Leave	Suburban	High School or Below	1,671,429,600
63	Yes	Yes	Low Speed	Web_Chat_Support	One year	<80hrs	Active	d1b2a69f-16a0-489f-8df2-b9794e892b7d	churn	0.276896	1	churn	-0.027047	-0.003259	-0.00961	-0.036926	0.075448	-0.032326	-0.020976	0.079671	Female	60	No	Yes	Employed	Urban	Bachelor	1,671,429,600
10	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	042b5a8a-47ce-4e24-b8a5-a647f6f2dde3	no_churn	0.094697	0	no_churn	-0.041489	-0.009275	-0.026263	-0.099107	-0.009203	0.053038	-0.066194	-0.070535	Male	69	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
47	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	772c63d6-1529-438e-99ac-f8688b365c45	no_churn	0.134611	0	no_churn	-0.084902	-0.015284	0.008242	-0.077616	-0.040806	0.037651	-0.023087	-0.039892	Male	40	No	Yes	Unemployed	Rural	High School or Below	1,671,429,600
4	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	76eaf712-dec3-48c4-8283-d3573580debb	no_churn	0.3344	0	no_churn	0.078754	-0.011243	-0.03788	-0.109608	-0.130874	0.064211	-0.03427	-0.024428	Female	51	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8ea1fcf4-4208-4bf7-bcff-36fa1f7b7805	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	53	No	Yes	Retired	Urban	College	1,671,429,600
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	c3932cac-7ced-491a-b6b2-4f62f702d8b9	no_churn	0.480155	0	no_churn	-0.102233	-0.005228	0.088249	0.068391	0.046942	0.085654	-0.003465	0.024707	Female	60	No	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5476fa0c-baa1-41a2-96f1-5fa417772573	no_churn	0.269484	0	no_churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Male	51	No	No	Employed	Suburban	Bachelor	1,671,429,600
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0dfb614b-857e-4d53-8cf6-6454048c35d1	no_churn	0.269484	0	no_churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Male	62	Yes	Yes	Employed	Suburban	Bachelor	1,671,429,600
39	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	71769906-1c59-4e68-ad00-5d3dad7c73f8	no_churn	0.008232	0	no_churn	-0.017629	-0.005662	-0.007846	-0.069692	0.005259	-0.11219	-0.024068	-0.037199	Male	73	No	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3f233532-aa0d-4150-bb49-613dc42e701d	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	32	No	Yes	Employed	Suburban	High School or Below	1,671,429,600
39	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	2eed5386-5188-4cca-a6c0-4d5de5716daf	no_churn	0.008232	0	no_churn	-0.017629	-0.005662	-0.007846	-0.069692	0.005259	-0.11219	-0.024068	-0.037199	Male	23	Yes	Yes	Employed	Rural	Bachelor	1,671,429,600
23	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	704550a2-7eff-4907-9be7-459d1f93624c	no_churn	0.415735	0	no_churn	-0.22454	-0.006803	-0.103079	-0.022575	0.057767	0.001837	0.012199	0.051167	Female	71	No	No	Employed	Suburban	Bachelor	1,671,429,600
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7667dcce-f27a-48a7-b12f-2127161365a9	no_churn	0.470775	0	no_churn	0.049644	-0.000795	0.027976	0.040162	0.014262	0.130265	-0.038466	-0.044443	Male	23	No	No	Unemployed	Urban	College	1,671,429,600
13	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	51c4d263-daee-4d99-8f1d-f1a6ba8fe7fe	no_churn	0.126733	0	no_churn	-0.052193	-0.009928	-0.022296	-0.108021	0.016948	0.047076	-0.065999	-0.074613	Male	47	No	No	Employed	Suburban	High School or Below	1,671,429,600

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